diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer7/run2/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer7/run2/model.pt
new file mode 100644
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+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer7/run2/model.pt
@@ -0,0 +1,3 @@
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer7/run2/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer7/run2/model_best.pt
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer7/run2/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer7/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..6dacefa8b47bcb82be1579cef9ae5003e8f53bb9
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer7/run2/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.4333679804053062
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3561 | LCC = 0.8064 | SRCC = 0.8111 ]
+INFO:root:Average loss=0.27634325871864956
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3084 | LCC = 0.8394 | SRCC = 0.8386 ]
+INFO:root:Average loss=0.2417834808047001
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3485 | LCC = 0.8483 | SRCC = 0.8507 ]
+INFO:root:Average loss=0.2363869091257071
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2711 | LCC = 0.8551 | SRCC = 0.8538 ]
+INFO:root:Average loss=0.21763800313839546
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2544 | LCC = 0.8584 | SRCC = 0.8584 ]
+INFO:root:Average loss=0.19965359090994567
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3070 | LCC = 0.8598 | SRCC = 0.8588 ]
+INFO:root:Average loss=0.18454301662934133
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2501 | LCC = 0.8572 | SRCC = 0.8555 ]
+INFO:root:Average loss=0.17260222862928343
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2483 | LCC = 0.8597 | SRCC = 0.8598 ]
+INFO:root:Average loss=0.16166870964643282
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2490 | LCC = 0.8598 | SRCC = 0.8600 ]
+INFO:root:Average loss=0.14926960261968467
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2632 | LCC = 0.8607 | SRCC = 0.8602 ]
+INFO:root:Average loss=0.14366154783429244
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2406 | LCC = 0.8575 | SRCC = 0.8566 ]
+INFO:root:Average loss=0.13270336131636912
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2480 | LCC = 0.8566 | SRCC = 0.8561 ]
+INFO:root:Average loss=0.12664856838110167
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2659 | LCC = 0.8546 | SRCC = 0.8570 ]
+INFO:root:Average loss=0.11981937614006874
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2470 | LCC = 0.8519 | SRCC = 0.8529 ]
+INFO:root:Average loss=0.1176408742291805
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2629 | LCC = 0.8542 | SRCC = 0.8551 ]
+INFO:root:Average loss=0.10629363157428227
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2790 | LCC = 0.8513 | SRCC = 0.8532 ]
+INFO:root:Average loss=0.09905539023188445
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2683 | LCC = 0.8479 | SRCC = 0.8480 ]
+INFO:root:Average loss=0.09355268398156533
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2807 | LCC = 0.8432 | SRCC = 0.8459 ]
+INFO:root:Average loss=0.0945625029122218
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2507 | LCC = 0.8487 | SRCC = 0.8497 ]
+INFO:root:Average loss=0.0855995132946051
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2653 | LCC = 0.8466 | SRCC = 0.8466 ]
+INFO:root:Average loss=0.08877791110903789
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2444 | LCC = 0.8511 | SRCC = 0.8523 ]
+INFO:root:Average loss=0.08188509148282883
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2533 | LCC = 0.8484 | SRCC = 0.8497 ]
+INFO:root:Average loss=0.07404621523351242
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2624 | LCC = 0.8462 | SRCC = 0.8473 ]
+INFO:root:Average loss=0.07226133031340745
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2529 | LCC = 0.8506 | SRCC = 0.8515 ]
+INFO:root:Average loss=0.06969021642819428
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2734 | LCC = 0.8433 | SRCC = 0.8429 ]
+INFO:root:Average loss=0.0658117977854533
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2387 | LCC = 0.8498 | SRCC = 0.8512 ]
+INFO:root:Average loss=0.06294814812449309
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2505 | LCC = 0.8490 | SRCC = 0.8490 ]
+INFO:root:Average loss=0.05886615440249443
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2603 | LCC = 0.8470 | SRCC = 0.8474 ]
+INFO:root:Average loss=0.06502897827289043
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2498 | LCC = 0.8478 | SRCC = 0.8487 ]
+INFO:root:Average loss=0.05716708899499514
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2474 | LCC = 0.8491 | SRCC = 0.8506 ]
+INFO:root:Average loss=0.05529519208730795
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2509 | LCC = 0.8480 | SRCC = 0.8496 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2618 | LCC = 0.8545 | SRCC = 0.8545 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer7/run3/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer7/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer7/run3/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer7/run3/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer7/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..05cb043d95b4ec31db100d3db4ccebb70854afde
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer7/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer7/run3/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer7/run3/model_best.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer7/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer7/run3/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer7/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..167fe810b8bfed3c9d7de469540a66a790b9100a
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer7/run3/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.43758178807986087
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3539 | LCC = 0.8074 | SRCC = 0.8132 ]
+INFO:root:Average loss=0.27459769141979706
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3049 | LCC = 0.8408 | SRCC = 0.8401 ]
+INFO:root:Average loss=0.2429573260820829
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3024 | LCC = 0.8515 | SRCC = 0.8493 ]
+INFO:root:Average loss=0.22346308005925936
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2774 | LCC = 0.8556 | SRCC = 0.8543 ]
+INFO:root:Average loss=0.21441376257019165
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2575 | LCC = 0.8587 | SRCC = 0.8564 ]
+INFO:root:Average loss=0.20390632767707872
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2398 | LCC = 0.8612 | SRCC = 0.8603 ]
+INFO:root:Average loss=0.1827615274068637
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2447 | LCC = 0.8647 | SRCC = 0.8631 ]
+INFO:root:Average loss=0.17666180852131966
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2448 | LCC = 0.8626 | SRCC = 0.8612 ]
+INFO:root:Average loss=0.17401467999204612
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2554 | LCC = 0.8610 | SRCC = 0.8603 ]
+INFO:root:Average loss=0.15118789195250243
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2648 | LCC = 0.8550 | SRCC = 0.8547 ]
+INFO:root:Average loss=0.14323040499137
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2619 | LCC = 0.8552 | SRCC = 0.8540 ]
+INFO:root:Average loss=0.13883352661744142
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2436 | LCC = 0.8555 | SRCC = 0.8536 ]
+INFO:root:Average loss=0.13759343230571502
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2495 | LCC = 0.8558 | SRCC = 0.8549 ]
+INFO:root:Average loss=0.12571560648771432
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2366 | LCC = 0.8557 | SRCC = 0.8539 ]
+INFO:root:Average loss=0.11170433576290424
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2476 | LCC = 0.8527 | SRCC = 0.8527 ]
+INFO:root:Average loss=0.11621865797310303
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2430 | LCC = 0.8506 | SRCC = 0.8492 ]
+INFO:root:Average loss=0.11055554239413677
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2520 | LCC = 0.8499 | SRCC = 0.8491 ]
+INFO:root:Average loss=0.09552048122844635
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2442 | LCC = 0.8482 | SRCC = 0.8477 ]
+INFO:root:Average loss=0.0940097991663676
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2473 | LCC = 0.8450 | SRCC = 0.8442 ]
+INFO:root:Average loss=0.08238960525546318
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2469 | LCC = 0.8447 | SRCC = 0.8448 ]
+INFO:root:Average loss=0.08315739842752616
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2684 | LCC = 0.8465 | SRCC = 0.8446 ]
+INFO:root:Average loss=0.07951096015480849
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2539 | LCC = 0.8463 | SRCC = 0.8448 ]
+INFO:root:Average loss=0.0808035160582035
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2467 | LCC = 0.8466 | SRCC = 0.8462 ]
+INFO:root:Average loss=0.06967812523436852
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2423 | LCC = 0.8485 | SRCC = 0.8481 ]
+INFO:root:Average loss=0.06693637542999707
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2659 | LCC = 0.8458 | SRCC = 0.8452 ]
+INFO:root:Average loss=0.06728526051992025
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2427 | LCC = 0.8468 | SRCC = 0.8467 ]
+INFO:root:Average loss=0.06428273881857212
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2512 | LCC = 0.8420 | SRCC = 0.8412 ]
+INFO:root:Average loss=0.06212889455640928
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2510 | LCC = 0.8475 | SRCC = 0.8468 ]
+INFO:root:Average loss=0.05527650297452242
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2555 | LCC = 0.8418 | SRCC = 0.8410 ]
+INFO:root:Average loss=0.05925052374219283
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2549 | LCC = 0.8511 | SRCC = 0.8518 ]
+INFO:root:Average loss=0.0530470193674167
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2690 | LCC = 0.8456 | SRCC = 0.8437 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2736 | LCC = 0.8476 | SRCC = 0.8479 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer7/run4/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer7/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer7/run4/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer7/run4/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer7/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ac9e05475bd54cbd93a7abe71a9b262259d9455a
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer7/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6c005cc74d5043872a925bfe06ff3108e12e70282024c0b9cb22bc4a514fe008
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer7/run4/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer7/run4/model_best.pt
new file mode 100644
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--- /dev/null
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 2749702
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer7/run4/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer7/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..d61c6a41404ba0b33b82d67a15b246ebf56f8b47
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer7/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.452056314318608
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3180 | LCC = 0.8033 | SRCC = 0.8126 ]
+INFO:root:Average loss=0.28075962494581175
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3133 | LCC = 0.8388 | SRCC = 0.8359 ]
+INFO:root:Average loss=0.24883588747336313
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2865 | LCC = 0.8490 | SRCC = 0.8459 ]
+INFO:root:Average loss=0.22087921412327352
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2560 | LCC = 0.8562 | SRCC = 0.8534 ]
+INFO:root:Average loss=0.20980743165963736
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2687 | LCC = 0.8581 | SRCC = 0.8557 ]
+INFO:root:Average loss=0.19847632696231207
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2448 | LCC = 0.8600 | SRCC = 0.8589 ]
+INFO:root:Average loss=0.17746730502217245
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2413 | LCC = 0.8595 | SRCC = 0.8583 ]
+INFO:root:Average loss=0.16760278779726762
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2404 | LCC = 0.8605 | SRCC = 0.8585 ]
+INFO:root:Average loss=0.15927141522749877
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2363 | LCC = 0.8587 | SRCC = 0.8557 ]
+INFO:root:Average loss=0.14369378086083975
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2501 | LCC = 0.8568 | SRCC = 0.8550 ]
+INFO:root:Average loss=0.13832736101288062
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2567 | LCC = 0.8544 | SRCC = 0.8524 ]
+INFO:root:Average loss=0.12984634582430887
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2514 | LCC = 0.8541 | SRCC = 0.8525 ]
+INFO:root:Average loss=0.11912940853299239
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2415 | LCC = 0.8569 | SRCC = 0.8557 ]
+INFO:root:Average loss=0.11701363540039612
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2581 | LCC = 0.8531 | SRCC = 0.8513 ]
+INFO:root:Average loss=0.10647028144926597
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2474 | LCC = 0.8503 | SRCC = 0.8478 ]
+INFO:root:Average loss=0.09998841378360222
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2427 | LCC = 0.8517 | SRCC = 0.8514 ]
+INFO:root:Average loss=0.09776374286948106
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2416 | LCC = 0.8488 | SRCC = 0.8487 ]
+INFO:root:Average loss=0.09849136690489757
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2510 | LCC = 0.8530 | SRCC = 0.8514 ]
+INFO:root:Average loss=0.08787564326746342
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2531 | LCC = 0.8468 | SRCC = 0.8472 ]
+INFO:root:Average loss=0.08047295696078202
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2503 | LCC = 0.8481 | SRCC = 0.8469 ]
+INFO:root:Average loss=0.0800807113544299
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2806 | LCC = 0.8476 | SRCC = 0.8461 ]
+INFO:root:Average loss=0.07766213654898681
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2480 | LCC = 0.8466 | SRCC = 0.8454 ]
+INFO:root:Average loss=0.06867456698837952
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2421 | LCC = 0.8462 | SRCC = 0.8455 ]
+INFO:root:Average loss=0.07454978598233981
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2873 | LCC = 0.8408 | SRCC = 0.8422 ]
+INFO:root:Average loss=0.06894614456746823
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2485 | LCC = 0.8482 | SRCC = 0.8472 ]
+INFO:root:Average loss=0.06405419498108901
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2435 | LCC = 0.8488 | SRCC = 0.8475 ]
+INFO:root:Average loss=0.06023827629784743
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2630 | LCC = 0.8463 | SRCC = 0.8452 ]
+INFO:root:Average loss=0.05772898284097513
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2517 | LCC = 0.8441 | SRCC = 0.8437 ]
+INFO:root:Average loss=0.05193462480719273
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2475 | LCC = 0.8469 | SRCC = 0.8466 ]
+INFO:root:Average loss=0.05206845416568029
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2494 | LCC = 0.8462 | SRCC = 0.8451 ]
+INFO:root:Average loss=0.048558820803196005
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2480 | LCC = 0.8450 | SRCC = 0.8443 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2674 | LCC = 0.8480 | SRCC = 0.8486 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer8/run0/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer8/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer8/run0/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer8/run0/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer8/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..0ce05d899121ce454439a22c957bd814ffc4b659
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer8/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a75ea57d1c60fcc537a34a6c7f3689c31eaec88efc4140bafdc7bfb668461c43
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer8/run0/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer8/run0/model_best.pt
new file mode 100644
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--- /dev/null
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer8/run0/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer8/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..8d6623d16dd6566e198a5e85cc9b81f6826f2293
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer8/run0/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.47223941676127607
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3751 | LCC = 0.7904 | SRCC = 0.8011 ]
+INFO:root:Average loss=0.27982731278126055
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3302 | LCC = 0.8303 | SRCC = 0.8308 ]
+INFO:root:Average loss=0.2549691217449995
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2838 | LCC = 0.8463 | SRCC = 0.8453 ]
+INFO:root:Average loss=0.23500471390210664
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2539 | LCC = 0.8503 | SRCC = 0.8517 ]
+INFO:root:Average loss=0.21987843398864454
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2718 | LCC = 0.8506 | SRCC = 0.8522 ]
+INFO:root:Average loss=0.2170359866741376
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2457 | LCC = 0.8586 | SRCC = 0.8584 ]
+INFO:root:Average loss=0.20060518842477065
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2286 | LCC = 0.8626 | SRCC = 0.8630 ]
+INFO:root:Average loss=0.19284183226334742
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2629 | LCC = 0.8586 | SRCC = 0.8582 ]
+INFO:root:Average loss=0.17678190242403594
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2560 | LCC = 0.8595 | SRCC = 0.8614 ]
+INFO:root:Average loss=0.17932205007244378
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2733 | LCC = 0.8643 | SRCC = 0.8641 ]
+INFO:root:Average loss=0.16425106836817202
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2289 | LCC = 0.8613 | SRCC = 0.8604 ]
+INFO:root:Average loss=0.16195728620275474
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2871 | LCC = 0.8548 | SRCC = 0.8567 ]
+INFO:root:Average loss=0.14901328545350295
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2531 | LCC = 0.8595 | SRCC = 0.8583 ]
+INFO:root:Average loss=0.1450820328333439
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2588 | LCC = 0.8582 | SRCC = 0.8622 ]
+INFO:root:Average loss=0.14872629548876715
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2499 | LCC = 0.8616 | SRCC = 0.8629 ]
+INFO:root:Average loss=0.13497571045389542
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2722 | LCC = 0.8587 | SRCC = 0.8610 ]
+INFO:root:Average loss=0.12823205307508126
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2513 | LCC = 0.8575 | SRCC = 0.8599 ]
+INFO:root:Average loss=0.11853662391121571
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2392 | LCC = 0.8583 | SRCC = 0.8596 ]
+INFO:root:Average loss=0.1215384110617332
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2400 | LCC = 0.8624 | SRCC = 0.8627 ]
+INFO:root:Average loss=0.11138051327986595
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2692 | LCC = 0.8510 | SRCC = 0.8559 ]
+INFO:root:Average loss=0.10720421330860028
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2219 | LCC = 0.8603 | SRCC = 0.8609 ]
+INFO:root:Average loss=0.10368176158039998
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2606 | LCC = 0.8563 | SRCC = 0.8613 ]
+INFO:root:Average loss=0.09395950932342273
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2329 | LCC = 0.8539 | SRCC = 0.8549 ]
+INFO:root:Average loss=0.0912096606901823
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2483 | LCC = 0.8518 | SRCC = 0.8572 ]
+INFO:root:Average loss=0.0967549738020469
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2274 | LCC = 0.8592 | SRCC = 0.8603 ]
+INFO:root:Average loss=0.08598366322425696
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2381 | LCC = 0.8554 | SRCC = 0.8547 ]
+INFO:root:Average loss=0.08496240774790446
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2299 | LCC = 0.8567 | SRCC = 0.8560 ]
+INFO:root:Average loss=0.07885864548958264
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2292 | LCC = 0.8565 | SRCC = 0.8591 ]
+INFO:root:Average loss=0.07814654598060326
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2370 | LCC = 0.8523 | SRCC = 0.8532 ]
+INFO:root:Average loss=0.0762549732835629
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2385 | LCC = 0.8525 | SRCC = 0.8537 ]
+INFO:root:Average loss=0.07473513718025807
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2510 | LCC = 0.8476 | SRCC = 0.8498 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2667 | LCC = 0.8646 | SRCC = 0.8623 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer8/run1/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer8/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer8/run1/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer8/run1/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer8/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..fd06ca7fe0ebc45bcacc172b6c82b24ba20daaf0
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer8/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer8/run1/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer8/run1/model_best.pt
new file mode 100644
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+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer8/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer8/run1/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer8/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..d2275da5bd11b91bde2eda12875a2e92c3803e0d
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer8/run1/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.41303758246776384
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3732 | LCC = 0.8069 | SRCC = 0.8122 ]
+INFO:root:Average loss=0.285670280838624
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3252 | LCC = 0.8318 | SRCC = 0.8336 ]
+INFO:root:Average loss=0.2465732741432312
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2782 | LCC = 0.8431 | SRCC = 0.8426 ]
+INFO:root:Average loss=0.23031453559031853
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2695 | LCC = 0.8469 | SRCC = 0.8471 ]
+INFO:root:Average loss=0.2165564417074888
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2533 | LCC = 0.8569 | SRCC = 0.8579 ]
+INFO:root:Average loss=0.20914513503129667
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2484 | LCC = 0.8551 | SRCC = 0.8553 ]
+INFO:root:Average loss=0.19378782894748908
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2830 | LCC = 0.8554 | SRCC = 0.8556 ]
+INFO:root:Average loss=0.19045280875303808
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2577 | LCC = 0.8613 | SRCC = 0.8614 ]
+INFO:root:Average loss=0.1825267035418596
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2559 | LCC = 0.8612 | SRCC = 0.8587 ]
+INFO:root:Average loss=0.1781048531142565
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2480 | LCC = 0.8628 | SRCC = 0.8614 ]
+INFO:root:Average loss=0.1567079455424578
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2610 | LCC = 0.8596 | SRCC = 0.8582 ]
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+INFO:root:
+[Valid][11][UTT][ MSE = 0.2663 | LCC = 0.8602 | SRCC = 0.8593 ]
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+INFO:root:
+[Valid][12][UTT][ MSE = 0.2434 | LCC = 0.8588 | SRCC = 0.8588 ]
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+INFO:root:
+[Valid][13][UTT][ MSE = 0.2527 | LCC = 0.8597 | SRCC = 0.8590 ]
+INFO:root:Average loss=0.13362917944024771
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2506 | LCC = 0.8576 | SRCC = 0.8567 ]
+INFO:root:Average loss=0.14108931206357786
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2575 | LCC = 0.8563 | SRCC = 0.8579 ]
+INFO:root:Average loss=0.12080439170583701
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2339 | LCC = 0.8572 | SRCC = 0.8572 ]
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+INFO:root:
+[Valid][17][UTT][ MSE = 0.2522 | LCC = 0.8558 | SRCC = 0.8563 ]
+INFO:root:Average loss=0.11084135382985458
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2263 | LCC = 0.8595 | SRCC = 0.8601 ]
+INFO:root:Average loss=0.10768489721111763
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2399 | LCC = 0.8555 | SRCC = 0.8557 ]
+INFO:root:Average loss=0.10416071470349263
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2568 | LCC = 0.8535 | SRCC = 0.8535 ]
+INFO:root:Average loss=0.1003027319526061
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2479 | LCC = 0.8515 | SRCC = 0.8523 ]
+INFO:root:Average loss=0.09413785067124245
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2455 | LCC = 0.8547 | SRCC = 0.8538 ]
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+INFO:root:
+[Valid][23][UTT][ MSE = 0.2563 | LCC = 0.8475 | SRCC = 0.8485 ]
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+INFO:root:
+[Valid][24][UTT][ MSE = 0.2635 | LCC = 0.8497 | SRCC = 0.8499 ]
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+INFO:root:
+[Valid][25][UTT][ MSE = 0.2458 | LCC = 0.8492 | SRCC = 0.8482 ]
+INFO:root:Average loss=0.08539289790086257
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2477 | LCC = 0.8525 | SRCC = 0.8543 ]
+INFO:root:Average loss=0.07988832332193851
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2406 | LCC = 0.8528 | SRCC = 0.8537 ]
+INFO:root:Average loss=0.0792451973240345
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2300 | LCC = 0.8561 | SRCC = 0.8560 ]
+INFO:root:Average loss=0.07189440622161596
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2456 | LCC = 0.8487 | SRCC = 0.8490 ]
+INFO:root:Average loss=0.07597707555844234
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2339 | LCC = 0.8544 | SRCC = 0.8541 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2507 | LCC = 0.8575 | SRCC = 0.8566 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer8/run2/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer8/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer8/run2/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer8/run2/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer8/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..05151eca679a361c856585a5b0d25d3125e26534
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer8/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer8/run2/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer8/run2/model_best.pt
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@@ -0,0 +1,3 @@
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer8/run2/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer8/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..cb37bffb629ac615e9a8f0702147b540aada9ad9
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer8/run2/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.4284714019069305
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4288 | LCC = 0.8063 | SRCC = 0.8101 ]
+INFO:root:Average loss=0.2851868722683344
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3220 | LCC = 0.8339 | SRCC = 0.8350 ]
+INFO:root:Average loss=0.24797301987806955
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3159 | LCC = 0.8416 | SRCC = 0.8408 ]
+INFO:root:Average loss=0.23648603585286018
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3584 | LCC = 0.8436 | SRCC = 0.8444 ]
+INFO:root:Average loss=0.21922305016181406
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3090 | LCC = 0.8522 | SRCC = 0.8512 ]
+INFO:root:Average loss=0.23053583999474844
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2908 | LCC = 0.8516 | SRCC = 0.8494 ]
+INFO:root:Average loss=0.20694475363080317
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2505 | LCC = 0.8596 | SRCC = 0.8567 ]
+INFO:root:Average loss=0.1895792339092646
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2652 | LCC = 0.8616 | SRCC = 0.8609 ]
+INFO:root:Average loss=0.17921728335129908
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2995 | LCC = 0.8570 | SRCC = 0.8550 ]
+INFO:root:Average loss=0.16879250319340292
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2540 | LCC = 0.8542 | SRCC = 0.8517 ]
+INFO:root:Average loss=0.16210990771651268
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2948 | LCC = 0.8568 | SRCC = 0.8579 ]
+INFO:root:Average loss=0.15975914952846673
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3007 | LCC = 0.8533 | SRCC = 0.8534 ]
+INFO:root:Average loss=0.1476324700201169
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2552 | LCC = 0.8567 | SRCC = 0.8565 ]
+INFO:root:Average loss=0.13965487948212868
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2529 | LCC = 0.8545 | SRCC = 0.8533 ]
+INFO:root:Average loss=0.1314195753672184
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2787 | LCC = 0.8546 | SRCC = 0.8535 ]
+INFO:root:Average loss=0.12969911471009254
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2740 | LCC = 0.8548 | SRCC = 0.8525 ]
+INFO:root:Average loss=0.12821087948022744
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2554 | LCC = 0.8507 | SRCC = 0.8486 ]
+INFO:root:Average loss=0.12309678414693245
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2384 | LCC = 0.8510 | SRCC = 0.8487 ]
+INFO:root:Average loss=0.10895248215932113
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3008 | LCC = 0.8464 | SRCC = 0.8450 ]
+INFO:root:Average loss=0.10654697099175209
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2488 | LCC = 0.8468 | SRCC = 0.8454 ]
+INFO:root:Average loss=0.1012338790564965
+INFO:root:
+[Valid][20][UTT][ MSE = 0.3068 | LCC = 0.8422 | SRCC = 0.8417 ]
+INFO:root:Average loss=0.10265656675283726
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2414 | LCC = 0.8506 | SRCC = 0.8495 ]
+INFO:root:Average loss=0.0958816347978054
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2623 | LCC = 0.8450 | SRCC = 0.8436 ]
+INFO:root:Average loss=0.08844794638645954
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2644 | LCC = 0.8445 | SRCC = 0.8442 ]
+INFO:root:Average loss=0.08726239767976296
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2722 | LCC = 0.8456 | SRCC = 0.8444 ]
+INFO:root:Average loss=0.08903845958411694
+INFO:root:
+[Valid][25][UTT][ MSE = 0.3081 | LCC = 0.8481 | SRCC = 0.8483 ]
+INFO:root:Average loss=0.08786079831994496
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2508 | LCC = 0.8497 | SRCC = 0.8485 ]
+INFO:root:Average loss=0.08469467180279586
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2450 | LCC = 0.8485 | SRCC = 0.8476 ]
+INFO:root:Average loss=0.07920091355649325
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2528 | LCC = 0.8470 | SRCC = 0.8465 ]
+INFO:root:Average loss=0.07507136316062549
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2453 | LCC = 0.8480 | SRCC = 0.8474 ]
+INFO:root:Average loss=0.0728788711130619
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2559 | LCC = 0.8486 | SRCC = 0.8482 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2579 | LCC = 0.8554 | SRCC = 0.8532 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer8/run3/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer8/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer8/run3/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer8/run3/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer8/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..c09ec168ee940184e6ce4ce378be11c672f91e95
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer8/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:39e04901f0c7684dec0f71c23996942b5de1561e7b298e98635d26038f918778
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer8/run3/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer8/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..f29106faa7064dc7775d1d79e56e3659b8e8bbd0
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer8/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:817ef44e113973ca2620964878941835dd0cddb7070ab69523e6da0414097fc5
+size 2749702
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer8/run3/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer8/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..0f10c7d3f57b195686edccee57054e7273195188
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer8/run3/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.40541908622552186
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3292 | LCC = 0.8130 | SRCC = 0.8154 ]
+INFO:root:Average loss=0.27299155103854644
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2932 | LCC = 0.8382 | SRCC = 0.8358 ]
+INFO:root:Average loss=0.2485059251387914
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2642 | LCC = 0.8462 | SRCC = 0.8457 ]
+INFO:root:Average loss=0.2358058819021934
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2710 | LCC = 0.8525 | SRCC = 0.8533 ]
+INFO:root:Average loss=0.2178884758017002
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2632 | LCC = 0.8556 | SRCC = 0.8525 ]
+INFO:root:Average loss=0.21346342353484568
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2489 | LCC = 0.8528 | SRCC = 0.8503 ]
+INFO:root:Average loss=0.20036793786745805
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2706 | LCC = 0.8604 | SRCC = 0.8579 ]
+INFO:root:Average loss=0.18231598717662004
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2438 | LCC = 0.8625 | SRCC = 0.8604 ]
+INFO:root:Average loss=0.17464523705152366
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2510 | LCC = 0.8567 | SRCC = 0.8542 ]
+INFO:root:Average loss=0.16686499223877221
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2490 | LCC = 0.8642 | SRCC = 0.8619 ]
+INFO:root:Average loss=0.15523532529671988
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2472 | LCC = 0.8595 | SRCC = 0.8564 ]
+INFO:root:Average loss=0.14768393203998223
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2777 | LCC = 0.8592 | SRCC = 0.8579 ]
+INFO:root:Average loss=0.14827872946476325
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2755 | LCC = 0.8584 | SRCC = 0.8579 ]
+INFO:root:Average loss=0.1361596627304187
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2317 | LCC = 0.8554 | SRCC = 0.8531 ]
+INFO:root:Average loss=0.12682292954279825
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2496 | LCC = 0.8557 | SRCC = 0.8531 ]
+INFO:root:Average loss=0.12293366266366763
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2605 | LCC = 0.8584 | SRCC = 0.8576 ]
+INFO:root:Average loss=0.11543400318194659
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2605 | LCC = 0.8524 | SRCC = 0.8505 ]
+INFO:root:Average loss=0.11308515215149292
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2459 | LCC = 0.8544 | SRCC = 0.8535 ]
+INFO:root:Average loss=0.11106220088326015
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2462 | LCC = 0.8513 | SRCC = 0.8499 ]
+INFO:root:Average loss=0.10959643316574585
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2388 | LCC = 0.8552 | SRCC = 0.8537 ]
+INFO:root:Average loss=0.10280151264025615
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2367 | LCC = 0.8572 | SRCC = 0.8561 ]
+INFO:root:Average loss=0.09583375765345035
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2472 | LCC = 0.8525 | SRCC = 0.8525 ]
+INFO:root:Average loss=0.09108715327695394
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2474 | LCC = 0.8538 | SRCC = 0.8519 ]
+INFO:root:Average loss=0.08602023435135682
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2464 | LCC = 0.8517 | SRCC = 0.8498 ]
+INFO:root:Average loss=0.08819783736880009
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2689 | LCC = 0.8464 | SRCC = 0.8452 ]
+INFO:root:Average loss=0.0810032367037657
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2375 | LCC = 0.8509 | SRCC = 0.8496 ]
+INFO:root:Average loss=0.07612811587750912
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2506 | LCC = 0.8500 | SRCC = 0.8486 ]
+INFO:root:Average loss=0.08309972878450002
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2633 | LCC = 0.8494 | SRCC = 0.8484 ]
+INFO:root:Average loss=0.07546157108094448
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2501 | LCC = 0.8498 | SRCC = 0.8478 ]
+INFO:root:Average loss=0.0741928331553936
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2582 | LCC = 0.8511 | SRCC = 0.8502 ]
+INFO:root:Average loss=0.06476368224964692
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2410 | LCC = 0.8492 | SRCC = 0.8491 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2692 | LCC = 0.8569 | SRCC = 0.8593 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer8/run4/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer8/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer8/run4/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer8/run4/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer8/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..c46646367a628d1ab5046f5e4519c0e6dfee5918
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer8/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1a7bbb8e0472ccf1fbd917353cb8eda0f47b45934cd5cfc6aeee445c8fe214b0
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer8/run4/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer8/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..c6a47b81309e486312957cacd93c096e37ccdbe4
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer8/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6b0f3f4e414f8b12d9d5dcda1231a614be423c83892f5772f68e636a1dd89c78
+size 2749702
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer8/run4/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer8/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..19f992045e14f51802f8f7085ce5363042b31620
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer8/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.43741939942806196
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3538 | LCC = 0.7955 | SRCC = 0.7995 ]
+INFO:root:Average loss=0.2892684185734162
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3225 | LCC = 0.8224 | SRCC = 0.8260 ]
+INFO:root:Average loss=0.24687125247258407
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2957 | LCC = 0.8453 | SRCC = 0.8444 ]
+INFO:root:Average loss=0.22453046322633058
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2956 | LCC = 0.8495 | SRCC = 0.8497 ]
+INFO:root:Average loss=0.2161407819352089
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2601 | LCC = 0.8594 | SRCC = 0.8583 ]
+INFO:root:Average loss=0.2075838952874526
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2637 | LCC = 0.8630 | SRCC = 0.8620 ]
+INFO:root:Average loss=0.2106938322003071
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2440 | LCC = 0.8615 | SRCC = 0.8610 ]
+INFO:root:Average loss=0.1833732172082632
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2426 | LCC = 0.8628 | SRCC = 0.8626 ]
+INFO:root:Average loss=0.17070448857087356
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2519 | LCC = 0.8630 | SRCC = 0.8629 ]
+INFO:root:Average loss=0.16309963032985345
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2384 | LCC = 0.8641 | SRCC = 0.8645 ]
+INFO:root:Average loss=0.15788956072468024
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2264 | LCC = 0.8653 | SRCC = 0.8652 ]
+INFO:root:Average loss=0.15759127290967184
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3060 | LCC = 0.8598 | SRCC = 0.8622 ]
+INFO:root:Average loss=0.15851521339171973
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2240 | LCC = 0.8663 | SRCC = 0.8675 ]
+INFO:root:Average loss=0.1394150136755063
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2274 | LCC = 0.8664 | SRCC = 0.8670 ]
+INFO:root:Average loss=0.13565322651694983
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2362 | LCC = 0.8644 | SRCC = 0.8649 ]
+INFO:root:Average loss=0.12542991130015788
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2336 | LCC = 0.8641 | SRCC = 0.8647 ]
+INFO:root:Average loss=0.11608249178299537
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2440 | LCC = 0.8606 | SRCC = 0.8614 ]
+INFO:root:Average loss=0.11595186696220668
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2413 | LCC = 0.8592 | SRCC = 0.8591 ]
+INFO:root:Average loss=0.11024917996464631
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2382 | LCC = 0.8596 | SRCC = 0.8605 ]
+INFO:root:Average loss=0.10416477918624878
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2674 | LCC = 0.8542 | SRCC = 0.8535 ]
+INFO:root:Average loss=0.09718882345045224
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2379 | LCC = 0.8586 | SRCC = 0.8599 ]
+INFO:root:Average loss=0.09196937079421985
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2561 | LCC = 0.8534 | SRCC = 0.8541 ]
+INFO:root:Average loss=0.09043105338246395
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2331 | LCC = 0.8574 | SRCC = 0.8587 ]
+INFO:root:Average loss=0.08995892900304917
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2339 | LCC = 0.8598 | SRCC = 0.8597 ]
+INFO:root:Average loss=0.08405351543273681
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2510 | LCC = 0.8571 | SRCC = 0.8573 ]
+INFO:root:Average loss=0.07768201933075221
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2522 | LCC = 0.8562 | SRCC = 0.8572 ]
+INFO:root:Average loss=0.0780353932044445
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2251 | LCC = 0.8571 | SRCC = 0.8581 ]
+INFO:root:Average loss=0.07864247553814681
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2314 | LCC = 0.8559 | SRCC = 0.8565 ]
+INFO:root:Average loss=0.07323050661346851
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2243 | LCC = 0.8572 | SRCC = 0.8585 ]
+INFO:root:Average loss=0.07265138511474316
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2550 | LCC = 0.8526 | SRCC = 0.8534 ]
+INFO:root:Average loss=0.0646772900930582
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2387 | LCC = 0.8538 | SRCC = 0.8545 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2626 | LCC = 0.8533 | SRCC = 0.8526 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer9/run0/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer9/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer9/run0/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer9/run0/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer9/run0/model.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer9/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer9/run0/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer9/run0/model_best.pt
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@@ -0,0 +1,3 @@
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer9/run0/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer9/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..aee0f6cb921cea397d73cb7ebb66383493c863ea
--- /dev/null
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@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.40266313346532673
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3359 | LCC = 0.7966 | SRCC = 0.7982 ]
+INFO:root:Average loss=0.29929162313540775
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3918 | LCC = 0.8220 | SRCC = 0.8244 ]
+INFO:root:Average loss=0.2818653656122012
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3207 | LCC = 0.8372 | SRCC = 0.8360 ]
+INFO:root:Average loss=0.263999010125796
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2658 | LCC = 0.8363 | SRCC = 0.8379 ]
+INFO:root:Average loss=0.2569745114216438
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3762 | LCC = 0.8436 | SRCC = 0.8459 ]
+INFO:root:Average loss=0.24703097190612403
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2841 | LCC = 0.8474 | SRCC = 0.8477 ]
+INFO:root:Average loss=0.2624498519759912
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3735 | LCC = 0.8507 | SRCC = 0.8502 ]
+INFO:root:Average loss=0.23869414455615556
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2764 | LCC = 0.8506 | SRCC = 0.8507 ]
+INFO:root:Average loss=0.21669101361662912
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2513 | LCC = 0.8581 | SRCC = 0.8578 ]
+INFO:root:Average loss=0.20718366289750123
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3034 | LCC = 0.8592 | SRCC = 0.8612 ]
+INFO:root:Average loss=0.2161941912311774
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3129 | LCC = 0.8583 | SRCC = 0.8575 ]
+INFO:root:Average loss=0.21269655743470559
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3040 | LCC = 0.8601 | SRCC = 0.8583 ]
+INFO:root:Average loss=0.20141950383400306
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2737 | LCC = 0.8605 | SRCC = 0.8580 ]
+INFO:root:Average loss=0.20354594595921346
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2812 | LCC = 0.8585 | SRCC = 0.8570 ]
+INFO:root:Average loss=0.19188268568653327
+INFO:root:
+[Valid][14][UTT][ MSE = 0.3086 | LCC = 0.8573 | SRCC = 0.8610 ]
+INFO:root:Average loss=0.1888957713276912
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3459 | LCC = 0.8562 | SRCC = 0.8609 ]
+INFO:root:Average loss=0.18730529254445663
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2625 | LCC = 0.8589 | SRCC = 0.8570 ]
+INFO:root:Average loss=0.1779670580648459
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2522 | LCC = 0.8563 | SRCC = 0.8567 ]
+INFO:root:Average loss=0.1712119739789229
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2592 | LCC = 0.8588 | SRCC = 0.8585 ]
+INFO:root:Average loss=0.17276713022818932
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2630 | LCC = 0.8600 | SRCC = 0.8582 ]
+INFO:root:Average loss=0.1593610692100647
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2969 | LCC = 0.8575 | SRCC = 0.8592 ]
+INFO:root:Average loss=0.1659397159058314
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2753 | LCC = 0.8618 | SRCC = 0.8607 ]
+INFO:root:Average loss=0.1549930579196184
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2566 | LCC = 0.8619 | SRCC = 0.8616 ]
+INFO:root:Average loss=0.16745337662406456
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2867 | LCC = 0.8570 | SRCC = 0.8570 ]
+INFO:root:Average loss=0.15673001817403695
+INFO:root:
+[Valid][24][UTT][ MSE = 0.3009 | LCC = 0.8588 | SRCC = 0.8578 ]
+INFO:root:Average loss=0.14925719224489653
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2394 | LCC = 0.8603 | SRCC = 0.8587 ]
+INFO:root:Average loss=0.15450562527164435
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2645 | LCC = 0.8614 | SRCC = 0.8594 ]
+INFO:root:Average loss=0.1366595337406183
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2373 | LCC = 0.8575 | SRCC = 0.8565 ]
+INFO:root:Average loss=0.13738801101079354
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2639 | LCC = 0.8533 | SRCC = 0.8522 ]
+INFO:root:Average loss=0.1267202989413188
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2985 | LCC = 0.8510 | SRCC = 0.8510 ]
+INFO:root:Average loss=0.12687058336077592
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2258 | LCC = 0.8599 | SRCC = 0.8586 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2939 | LCC = 0.8493 | SRCC = 0.8522 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer9/run1/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer9/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer9/run1/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer9/run1/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer9/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..045e70f624fc266433d9223ae905bdaba91a4787
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer9/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer9/run1/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer9/run1/model_best.pt
new file mode 100644
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@@ -0,0 +1,3 @@
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer9/run1/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer9/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..afe9f39553b9d57dd7fac46e62c4e0bb8b9551d4
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer9/run1/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.4648682929766484
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3894 | LCC = 0.7893 | SRCC = 0.7919 ]
+INFO:root:Average loss=0.29751755621952886
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3217 | LCC = 0.8200 | SRCC = 0.8215 ]
+INFO:root:Average loss=0.2782701930174461
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3154 | LCC = 0.8149 | SRCC = 0.8217 ]
+INFO:root:Average loss=0.2735561869847469
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3193 | LCC = 0.8401 | SRCC = 0.8377 ]
+INFO:root:Average loss=0.26198548556138307
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3044 | LCC = 0.8434 | SRCC = 0.8425 ]
+INFO:root:Average loss=0.24024102378350037
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2920 | LCC = 0.8517 | SRCC = 0.8515 ]
+INFO:root:Average loss=0.2412498067968931
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2637 | LCC = 0.8512 | SRCC = 0.8502 ]
+INFO:root:Average loss=0.24265832874255303
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3037 | LCC = 0.8526 | SRCC = 0.8512 ]
+INFO:root:Average loss=0.2187001244762005
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2693 | LCC = 0.8561 | SRCC = 0.8561 ]
+INFO:root:Average loss=0.2090743953982989
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2790 | LCC = 0.8521 | SRCC = 0.8535 ]
+INFO:root:Average loss=0.20778891501518396
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2772 | LCC = 0.8602 | SRCC = 0.8603 ]
+INFO:root:Average loss=0.21923466695424837
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2922 | LCC = 0.8600 | SRCC = 0.8575 ]
+INFO:root:Average loss=0.19139932201076776
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3009 | LCC = 0.8639 | SRCC = 0.8625 ]
+INFO:root:Average loss=0.19710553341951126
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3082 | LCC = 0.8659 | SRCC = 0.8639 ]
+INFO:root:Average loss=0.18678924231193003
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2350 | LCC = 0.8624 | SRCC = 0.8617 ]
+INFO:root:Average loss=0.18032619930230653
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2665 | LCC = 0.8625 | SRCC = 0.8607 ]
+INFO:root:Average loss=0.1813369193711342
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2409 | LCC = 0.8636 | SRCC = 0.8624 ]
+INFO:root:Average loss=0.16888423808492148
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2555 | LCC = 0.8607 | SRCC = 0.8598 ]
+INFO:root:Average loss=0.17025642154308465
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2545 | LCC = 0.8646 | SRCC = 0.8632 ]
+INFO:root:Average loss=0.16329536577447867
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2634 | LCC = 0.8619 | SRCC = 0.8599 ]
+INFO:root:Average loss=0.16247353483086976
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2443 | LCC = 0.8630 | SRCC = 0.8624 ]
+INFO:root:Average loss=0.160555169177361
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2394 | LCC = 0.8619 | SRCC = 0.8615 ]
+INFO:root:Average loss=0.163032844185065
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2617 | LCC = 0.8571 | SRCC = 0.8571 ]
+INFO:root:Average loss=0.15858055183138603
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2323 | LCC = 0.8579 | SRCC = 0.8590 ]
+INFO:root:Average loss=0.14591626756084272
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2573 | LCC = 0.8587 | SRCC = 0.8566 ]
+INFO:root:Average loss=0.14349040169364366
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2601 | LCC = 0.8614 | SRCC = 0.8605 ]
+INFO:root:Average loss=0.13605844850341478
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2414 | LCC = 0.8572 | SRCC = 0.8570 ]
+INFO:root:Average loss=0.1352860598036876
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2451 | LCC = 0.8560 | SRCC = 0.8558 ]
+INFO:root:Average loss=0.13141561834475932
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2441 | LCC = 0.8581 | SRCC = 0.8571 ]
+INFO:root:Average loss=0.1243367326947359
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2485 | LCC = 0.8564 | SRCC = 0.8564 ]
+INFO:root:Average loss=0.12883145486315092
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2562 | LCC = 0.8565 | SRCC = 0.8565 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.3199 | LCC = 0.8519 | SRCC = 0.8508 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer9/run2/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer9/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer9/run2/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer9/run2/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer9/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..c5d316e4bf12888dc5a82b67fa236a52705d9a3d
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer9/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer9/run2/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer9/run2/model_best.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer9/run2/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer9/run2/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer9/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..52d3c440e715aba6fed62237d65449a2d233b1e2
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer9/run2/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.4380430716734666
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3651 | LCC = 0.7911 | SRCC = 0.7934 ]
+INFO:root:Average loss=0.3175906286789821
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3453 | LCC = 0.8137 | SRCC = 0.8168 ]
+INFO:root:Average loss=0.30156727077869266
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3076 | LCC = 0.8227 | SRCC = 0.8246 ]
+INFO:root:Average loss=0.2668433584845983
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3279 | LCC = 0.8348 | SRCC = 0.8328 ]
+INFO:root:Average loss=0.2522684801847507
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3280 | LCC = 0.8371 | SRCC = 0.8353 ]
+INFO:root:Average loss=0.2482475391947306
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3321 | LCC = 0.8457 | SRCC = 0.8466 ]
+INFO:root:Average loss=0.2267345585502111
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2629 | LCC = 0.8489 | SRCC = 0.8479 ]
+INFO:root:Average loss=0.23283594827621412
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2862 | LCC = 0.8523 | SRCC = 0.8527 ]
+INFO:root:Average loss=0.23233816027641296
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3290 | LCC = 0.8566 | SRCC = 0.8573 ]
+INFO:root:Average loss=0.217007499283705
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2853 | LCC = 0.8593 | SRCC = 0.8587 ]
+INFO:root:Average loss=0.21657805335827363
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2816 | LCC = 0.8598 | SRCC = 0.8581 ]
+INFO:root:Average loss=0.21848731402021188
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2686 | LCC = 0.8609 | SRCC = 0.8591 ]
+INFO:root:Average loss=0.2011777832148931
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3169 | LCC = 0.8572 | SRCC = 0.8586 ]
+INFO:root:Average loss=0.18928339083989462
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2622 | LCC = 0.8605 | SRCC = 0.8581 ]
+INFO:root:Average loss=0.19051613677770662
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2824 | LCC = 0.8590 | SRCC = 0.8566 ]
+INFO:root:Average loss=0.18298456187431628
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2672 | LCC = 0.8652 | SRCC = 0.8638 ]
+INFO:root:Average loss=0.17545409223590142
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2493 | LCC = 0.8627 | SRCC = 0.8610 ]
+INFO:root:Average loss=0.1711289882659912
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2479 | LCC = 0.8610 | SRCC = 0.8615 ]
+INFO:root:Average loss=0.1718349771048778
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2877 | LCC = 0.8571 | SRCC = 0.8563 ]
+INFO:root:Average loss=0.16342714390693566
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2460 | LCC = 0.8560 | SRCC = 0.8543 ]
+INFO:root:Average loss=0.17224891751240462
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2750 | LCC = 0.8583 | SRCC = 0.8568 ]
+INFO:root:Average loss=0.1667442812751501
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2911 | LCC = 0.8527 | SRCC = 0.8518 ]
+INFO:root:Average loss=0.15686444708934197
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2725 | LCC = 0.8543 | SRCC = 0.8517 ]
+INFO:root:Average loss=0.14840580427493805
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2502 | LCC = 0.8616 | SRCC = 0.8595 ]
+INFO:root:Average loss=0.15023532681740248
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2550 | LCC = 0.8574 | SRCC = 0.8574 ]
+INFO:root:Average loss=0.13739874433630553
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2442 | LCC = 0.8603 | SRCC = 0.8593 ]
+INFO:root:Average loss=0.13486138492440566
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2634 | LCC = 0.8524 | SRCC = 0.8510 ]
+INFO:root:Average loss=0.13031689574321112
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2684 | LCC = 0.8541 | SRCC = 0.8516 ]
+INFO:root:Average loss=0.13020408506958914
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2748 | LCC = 0.8530 | SRCC = 0.8532 ]
+INFO:root:Average loss=0.13747126618639016
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2592 | LCC = 0.8526 | SRCC = 0.8527 ]
+INFO:root:Average loss=0.12138828176718491
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2682 | LCC = 0.8466 | SRCC = 0.8427 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2706 | LCC = 0.8554 | SRCC = 0.8557 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer9/run3/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer9/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer9/run3/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer9/run3/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer9/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..f936a652e9adaab2eda6976e0554119c9ceba1db
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer9/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b548a25e71148bd5546559aae6dd1ece4414ac7f19ff6949e0c017e983bbd436
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer9/run3/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer9/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..c3cf245d8a067773132125ff34a8b8598cc7071a
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer9/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer9/run3/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer9/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..f0df4525692bedffd91c5be42a5726eeba216f37
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer9/run3/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.5438558818438114
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3763 | LCC = 0.7776 | SRCC = 0.7818 ]
+INFO:root:Average loss=0.31684504716824263
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3293 | LCC = 0.8029 | SRCC = 0.8075 ]
+INFO:root:Average loss=0.29425239715820706
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3285 | LCC = 0.8216 | SRCC = 0.8232 ]
+INFO:root:Average loss=0.2700358713284517
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3121 | LCC = 0.8352 | SRCC = 0.8358 ]
+INFO:root:Average loss=0.26226788205214036
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3116 | LCC = 0.8435 | SRCC = 0.8439 ]
+INFO:root:Average loss=0.25144613820772904
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2722 | LCC = 0.8406 | SRCC = 0.8421 ]
+INFO:root:Average loss=0.24430168592012846
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2788 | LCC = 0.8474 | SRCC = 0.8465 ]
+INFO:root:Average loss=0.23114579151838255
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3113 | LCC = 0.8413 | SRCC = 0.8448 ]
+INFO:root:Average loss=0.22467450759349725
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2778 | LCC = 0.8434 | SRCC = 0.8444 ]
+INFO:root:Average loss=0.23356003715441778
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2907 | LCC = 0.8512 | SRCC = 0.8503 ]
+INFO:root:Average loss=0.21789864087716126
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2630 | LCC = 0.8572 | SRCC = 0.8562 ]
+INFO:root:Average loss=0.2068679734873466
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2605 | LCC = 0.8578 | SRCC = 0.8578 ]
+INFO:root:Average loss=0.2001887424251972
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2562 | LCC = 0.8586 | SRCC = 0.8572 ]
+INFO:root:Average loss=0.1998200210241171
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2862 | LCC = 0.8608 | SRCC = 0.8604 ]
+INFO:root:Average loss=0.1897058802155348
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2510 | LCC = 0.8601 | SRCC = 0.8589 ]
+INFO:root:Average loss=0.18851592544561777
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2587 | LCC = 0.8573 | SRCC = 0.8566 ]
+INFO:root:Average loss=0.1853850024441878
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2748 | LCC = 0.8663 | SRCC = 0.8648 ]
+INFO:root:Average loss=0.17419022197524706
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2541 | LCC = 0.8611 | SRCC = 0.8600 ]
+INFO:root:Average loss=0.17481951577923235
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2906 | LCC = 0.8537 | SRCC = 0.8595 ]
+INFO:root:Average loss=0.16672851966741759
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2557 | LCC = 0.8599 | SRCC = 0.8582 ]
+INFO:root:Average loss=0.16473962548069465
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2713 | LCC = 0.8644 | SRCC = 0.8624 ]
+INFO:root:Average loss=0.1695888197192779
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2281 | LCC = 0.8591 | SRCC = 0.8583 ]
+INFO:root:Average loss=0.15933551925879258
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2526 | LCC = 0.8579 | SRCC = 0.8556 ]
+INFO:root:Average loss=0.14816596855719885
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2568 | LCC = 0.8595 | SRCC = 0.8589 ]
+INFO:root:Average loss=0.15036036523106772
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2616 | LCC = 0.8517 | SRCC = 0.8531 ]
+INFO:root:Average loss=0.1405003054592854
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2301 | LCC = 0.8589 | SRCC = 0.8591 ]
+INFO:root:Average loss=0.140032014499108
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2576 | LCC = 0.8561 | SRCC = 0.8565 ]
+INFO:root:Average loss=0.1408207094631134
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2308 | LCC = 0.8619 | SRCC = 0.8610 ]
+INFO:root:Average loss=0.1366943697898816
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2400 | LCC = 0.8593 | SRCC = 0.8582 ]
+INFO:root:Average loss=0.13014958646052924
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2415 | LCC = 0.8564 | SRCC = 0.8551 ]
+INFO:root:Average loss=0.12681995341793084
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2585 | LCC = 0.8520 | SRCC = 0.8501 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2955 | LCC = 0.8546 | SRCC = 0.8541 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer9/run4/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer9/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer9/run4/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer9/run4/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer9/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..049838eb46d3a4e7d4df5601c33be856522add66
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer9/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer9/run4/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer9/run4/model_best.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer9/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer9/run4/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer9/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..134c7b47fdf645539c22522563857902d48389c9
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer9/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.41739088487930787
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3815 | LCC = 0.7886 | SRCC = 0.7943 ]
+INFO:root:Average loss=0.2997271437675525
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3234 | LCC = 0.8189 | SRCC = 0.8211 ]
+INFO:root:Average loss=0.28322058266554123
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3036 | LCC = 0.8318 | SRCC = 0.8329 ]
+INFO:root:Average loss=0.2632005258630484
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2942 | LCC = 0.8391 | SRCC = 0.8375 ]
+INFO:root:Average loss=0.2497514946720539
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3138 | LCC = 0.8419 | SRCC = 0.8402 ]
+INFO:root:Average loss=0.2604560021024484
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2938 | LCC = 0.8465 | SRCC = 0.8453 ]
+INFO:root:Average loss=0.23734379406922904
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2875 | LCC = 0.8525 | SRCC = 0.8506 ]
+INFO:root:Average loss=0.23327469443663573
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3023 | LCC = 0.8451 | SRCC = 0.8514 ]
+INFO:root:Average loss=0.2147889502155475
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3116 | LCC = 0.8508 | SRCC = 0.8496 ]
+INFO:root:Average loss=0.21560975450735825
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3060 | LCC = 0.8553 | SRCC = 0.8532 ]
+INFO:root:Average loss=0.2143768161917344
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2893 | LCC = 0.8558 | SRCC = 0.8537 ]
+INFO:root:Average loss=0.20033979950807032
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3736 | LCC = 0.8512 | SRCC = 0.8526 ]
+INFO:root:Average loss=0.20828356383702692
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3044 | LCC = 0.8523 | SRCC = 0.8520 ]
+INFO:root:Average loss=0.19281127361150888
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2593 | LCC = 0.8591 | SRCC = 0.8571 ]
+INFO:root:Average loss=0.18987514584874496
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2634 | LCC = 0.8616 | SRCC = 0.8608 ]
+INFO:root:Average loss=0.18866521483048415
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2791 | LCC = 0.8588 | SRCC = 0.8580 ]
+INFO:root:Average loss=0.1821375107153868
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2563 | LCC = 0.8600 | SRCC = 0.8592 ]
+INFO:root:Average loss=0.18005338005530527
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2871 | LCC = 0.8541 | SRCC = 0.8563 ]
+INFO:root:Average loss=0.1731043493327422
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2436 | LCC = 0.8641 | SRCC = 0.8636 ]
+INFO:root:Average loss=0.1698895414861349
+INFO:root:
+[Valid][19][UTT][ MSE = 0.3130 | LCC = 0.8586 | SRCC = 0.8574 ]
+INFO:root:Average loss=0.17087027554710707
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2963 | LCC = 0.8611 | SRCC = 0.8612 ]
+INFO:root:Average loss=0.16610100559699228
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2418 | LCC = 0.8624 | SRCC = 0.8607 ]
+INFO:root:Average loss=0.15627573019801042
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2418 | LCC = 0.8652 | SRCC = 0.8645 ]
+INFO:root:Average loss=0.163602909216514
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2269 | LCC = 0.8627 | SRCC = 0.8629 ]
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+INFO:root:
+[Valid][24][UTT][ MSE = 0.2513 | LCC = 0.8610 | SRCC = 0.8603 ]
+INFO:root:Average loss=0.14235289519031843
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2419 | LCC = 0.8640 | SRCC = 0.8622 ]
+INFO:root:Average loss=0.1448581823362754
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2377 | LCC = 0.8627 | SRCC = 0.8627 ]
+INFO:root:Average loss=0.13802626270514268
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2616 | LCC = 0.8614 | SRCC = 0.8620 ]
+INFO:root:Average loss=0.14736069710208818
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2560 | LCC = 0.8616 | SRCC = 0.8611 ]
+INFO:root:Average loss=0.13466571319179657
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2293 | LCC = 0.8638 | SRCC = 0.8636 ]
+INFO:root:Average loss=0.13108511632069564
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2485 | LCC = 0.8595 | SRCC = 0.8589 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2539 | LCC = 0.8528 | SRCC = 0.8533 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer0/run0/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer0/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer0/run0/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer0/run0/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer0/run0/model.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer0/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer0/run0/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer0/run0/model_best.pt
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer0/run0/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer0/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..63c3335070ea95157a8cde70ff616f9ed72df3b8
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer0/run0/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.5886032180144236
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4177 | LCC = 0.7202 | SRCC = 0.7244 ]
+INFO:root:Average loss=0.3169361994816707
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3498 | LCC = 0.7806 | SRCC = 0.7859 ]
+INFO:root:Average loss=0.28114873954118824
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3500 | LCC = 0.8027 | SRCC = 0.8061 ]
+INFO:root:Average loss=0.24859850548016718
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3032 | LCC = 0.8137 | SRCC = 0.8139 ]
+INFO:root:Average loss=0.23378401908736962
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3382 | LCC = 0.8170 | SRCC = 0.8204 ]
+INFO:root:Average loss=0.21537341645512825
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3276 | LCC = 0.8222 | SRCC = 0.8241 ]
+INFO:root:Average loss=0.20253107696771622
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2715 | LCC = 0.8276 | SRCC = 0.8287 ]
+INFO:root:Average loss=0.1962807418253177
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2954 | LCC = 0.8320 | SRCC = 0.8308 ]
+INFO:root:Average loss=0.18949010968208313
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2795 | LCC = 0.8338 | SRCC = 0.8343 ]
+INFO:root:Average loss=0.17792697279499128
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2773 | LCC = 0.8371 | SRCC = 0.8358 ]
+INFO:root:Average loss=0.16495056316638604
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2542 | LCC = 0.8366 | SRCC = 0.8369 ]
+INFO:root:Average loss=0.16082150145218924
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2546 | LCC = 0.8374 | SRCC = 0.8369 ]
+INFO:root:Average loss=0.14681579850805113
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2727 | LCC = 0.8447 | SRCC = 0.8434 ]
+INFO:root:Average loss=0.14075570543989158
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2612 | LCC = 0.8385 | SRCC = 0.8372 ]
+INFO:root:Average loss=0.1339955743497763
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2553 | LCC = 0.8413 | SRCC = 0.8413 ]
+INFO:root:Average loss=0.1321813254020153
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2566 | LCC = 0.8454 | SRCC = 0.8437 ]
+INFO:root:Average loss=0.12760549086408737
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2364 | LCC = 0.8463 | SRCC = 0.8447 ]
+INFO:root:Average loss=0.12347575649619102
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2889 | LCC = 0.8456 | SRCC = 0.8467 ]
+INFO:root:Average loss=0.11807749133843642
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2824 | LCC = 0.8464 | SRCC = 0.8443 ]
+INFO:root:Average loss=0.11759104082981746
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2393 | LCC = 0.8482 | SRCC = 0.8447 ]
+INFO:root:Average loss=0.11624243057882175
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2515 | LCC = 0.8440 | SRCC = 0.8438 ]
+INFO:root:Average loss=0.1048635924473787
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2420 | LCC = 0.8520 | SRCC = 0.8511 ]
+INFO:root:Average loss=0.09786603179497597
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2815 | LCC = 0.8411 | SRCC = 0.8408 ]
+INFO:root:Average loss=0.09936811927801524
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2622 | LCC = 0.8480 | SRCC = 0.8459 ]
+INFO:root:Average loss=0.09495572559535503
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2554 | LCC = 0.8489 | SRCC = 0.8469 ]
+INFO:root:Average loss=0.0957833139751202
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2411 | LCC = 0.8436 | SRCC = 0.8436 ]
+INFO:root:Average loss=0.08748552074226049
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2777 | LCC = 0.8439 | SRCC = 0.8418 ]
+INFO:root:Average loss=0.0907144571821659
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2493 | LCC = 0.8473 | SRCC = 0.8458 ]
+INFO:root:Average loss=0.08127036609519751
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2618 | LCC = 0.8480 | SRCC = 0.8471 ]
+INFO:root:Average loss=0.09433000281644173
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2411 | LCC = 0.8448 | SRCC = 0.8430 ]
+INFO:root:Average loss=0.08734032253806408
+INFO:root:
+[Valid][30][UTT][ MSE = 0.3060 | LCC = 0.8470 | SRCC = 0.8480 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2672 | LCC = 0.8496 | SRCC = 0.8525 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer0/run1/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer0/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer0/run1/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer0/run1/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer0/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..93788b9d39451fe7e81119af8f2b6a813d1b4945
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer0/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d0973096e2c26343e157d535924289ab1fe2b5281659d0d18699665d0a571486
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer0/run1/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer0/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..5443732ea57a2af3bfc0e1aca5b668ae70ef7e8d
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer0/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0f9f6b2328b17bc583721f6e6b6f861f874b99e27d8395cb57cf5a8af48ae016
+size 2749638
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer0/run1/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer0/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..2b8de7ab15bade546fe459c054023726c0d620ee
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer0/run1/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.498603031039238
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3810 | LCC = 0.7441 | SRCC = 0.7468 ]
+INFO:root:Average loss=0.3131270286364433
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3388 | LCC = 0.7870 | SRCC = 0.7898 ]
+INFO:root:Average loss=0.28015825954767376
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3129 | LCC = 0.8036 | SRCC = 0.8035 ]
+INFO:root:Average loss=0.2441315431243334
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2941 | LCC = 0.8139 | SRCC = 0.8154 ]
+INFO:root:Average loss=0.22822524244204545
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2825 | LCC = 0.8190 | SRCC = 0.8224 ]
+INFO:root:Average loss=0.2199184579344896
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2891 | LCC = 0.8238 | SRCC = 0.8285 ]
+INFO:root:Average loss=0.20869826353513277
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2635 | LCC = 0.8305 | SRCC = 0.8322 ]
+INFO:root:Average loss=0.19756170066121298
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2826 | LCC = 0.8315 | SRCC = 0.8329 ]
+INFO:root:Average loss=0.18333172960541186
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2622 | LCC = 0.8391 | SRCC = 0.8394 ]
+INFO:root:Average loss=0.17976520391993034
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2644 | LCC = 0.8395 | SRCC = 0.8401 ]
+INFO:root:Average loss=0.1684568997185964
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2539 | LCC = 0.8395 | SRCC = 0.8435 ]
+INFO:root:Average loss=0.1682210568434153
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2541 | LCC = 0.8436 | SRCC = 0.8447 ]
+INFO:root:Average loss=0.15342280669854239
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2421 | LCC = 0.8468 | SRCC = 0.8478 ]
+INFO:root:Average loss=0.1480825983752043
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2334 | LCC = 0.8499 | SRCC = 0.8510 ]
+INFO:root:Average loss=0.1764008844128022
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2559 | LCC = 0.8389 | SRCC = 0.8408 ]
+INFO:root:Average loss=0.1510880399399843
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2394 | LCC = 0.8489 | SRCC = 0.8495 ]
+INFO:root:Average loss=0.13412101022326028
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2339 | LCC = 0.8488 | SRCC = 0.8504 ]
+INFO:root:Average loss=0.1291938205369008
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2392 | LCC = 0.8437 | SRCC = 0.8459 ]
+INFO:root:Average loss=0.12453554971860005
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2418 | LCC = 0.8451 | SRCC = 0.8459 ]
+INFO:root:Average loss=0.11910759457028829
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2570 | LCC = 0.8433 | SRCC = 0.8460 ]
+INFO:root:Average loss=0.11727461677331191
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2571 | LCC = 0.8480 | SRCC = 0.8481 ]
+INFO:root:Average loss=0.11560118227050854
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2448 | LCC = 0.8445 | SRCC = 0.8447 ]
+INFO:root:Average loss=0.11892081185793266
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2418 | LCC = 0.8451 | SRCC = 0.8469 ]
+INFO:root:Average loss=0.10159941800893882
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2356 | LCC = 0.8480 | SRCC = 0.8474 ]
+INFO:root:Average loss=0.10030658676838264
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2323 | LCC = 0.8504 | SRCC = 0.8516 ]
+INFO:root:Average loss=0.09210440545127942
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2331 | LCC = 0.8487 | SRCC = 0.8484 ]
+INFO:root:Average loss=0.09448945546188416
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2379 | LCC = 0.8489 | SRCC = 0.8488 ]
+INFO:root:Average loss=0.09447749775762741
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2565 | LCC = 0.8400 | SRCC = 0.8421 ]
+INFO:root:Average loss=0.08866217331244396
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2493 | LCC = 0.8460 | SRCC = 0.8463 ]
+INFO:root:Average loss=0.09237497982879479
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2386 | LCC = 0.8501 | SRCC = 0.8495 ]
+INFO:root:Average loss=0.08196233112651569
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2321 | LCC = 0.8501 | SRCC = 0.8500 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2308 | LCC = 0.8569 | SRCC = 0.8553 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer0/run2/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer0/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer0/run2/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer0/run2/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer0/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e5fd0316186eff7d53b65f832bfa49bf870a4e0a
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer0/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:34701247417b7171459bb4c107fc0d811c9b1657b44016a81eba35ff2fba40ed
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer0/run2/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer0/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b70cfb3bd1744b0e9d6c49b7a4bec5a5eb7a5ae4
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer0/run2/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b7d4b1311d8f4935ccb9ccbe81b304d97d08ae2861454f0a8852498d635af57c
+size 2749638
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer0/run2/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer0/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..0c3555c7755cf815ae3ba6a3be58c0ede525a2d1
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer0/run2/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.5472582208040433
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4167 | LCC = 0.7256 | SRCC = 0.7338 ]
+INFO:root:Average loss=0.3355421039920587
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3290 | LCC = 0.7857 | SRCC = 0.7885 ]
+INFO:root:Average loss=0.2813814668319164
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3053 | LCC = 0.8047 | SRCC = 0.8055 ]
+INFO:root:Average loss=0.25283767665043855
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3033 | LCC = 0.8148 | SRCC = 0.8155 ]
+INFO:root:Average loss=0.2414803296709672
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2926 | LCC = 0.8272 | SRCC = 0.8277 ]
+INFO:root:Average loss=0.21934705743422875
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2712 | LCC = 0.8291 | SRCC = 0.8300 ]
+INFO:root:Average loss=0.20542224783163804
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2716 | LCC = 0.8272 | SRCC = 0.8304 ]
+INFO:root:Average loss=0.20543285105855036
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2887 | LCC = 0.8352 | SRCC = 0.8352 ]
+INFO:root:Average loss=0.1898091909212944
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2539 | LCC = 0.8415 | SRCC = 0.8376 ]
+INFO:root:Average loss=0.1732929015579896
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2464 | LCC = 0.8404 | SRCC = 0.8402 ]
+INFO:root:Average loss=0.175731197763712
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2586 | LCC = 0.8458 | SRCC = 0.8438 ]
+INFO:root:Average loss=0.164319491539246
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2458 | LCC = 0.8394 | SRCC = 0.8399 ]
+INFO:root:Average loss=0.15462320708693603
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2531 | LCC = 0.8460 | SRCC = 0.8438 ]
+INFO:root:Average loss=0.15190307948833856
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3309 | LCC = 0.8402 | SRCC = 0.8431 ]
+INFO:root:Average loss=0.15192391532353866
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2558 | LCC = 0.8466 | SRCC = 0.8454 ]
+INFO:root:Average loss=0.14442849761018386
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2622 | LCC = 0.8452 | SRCC = 0.8440 ]
+INFO:root:Average loss=0.13657447036642295
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2496 | LCC = 0.8470 | SRCC = 0.8436 ]
+INFO:root:Average loss=0.1267793730665476
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2483 | LCC = 0.8498 | SRCC = 0.8476 ]
+INFO:root:Average loss=0.11761690074434647
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2328 | LCC = 0.8530 | SRCC = 0.8511 ]
+INFO:root:Average loss=0.12021419902642567
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2283 | LCC = 0.8541 | SRCC = 0.8520 ]
+INFO:root:Average loss=0.11005926695771706
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2296 | LCC = 0.8526 | SRCC = 0.8512 ]
+INFO:root:Average loss=0.10768655229073304
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2354 | LCC = 0.8511 | SRCC = 0.8499 ]
+INFO:root:Average loss=0.10554705483791156
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2336 | LCC = 0.8508 | SRCC = 0.8499 ]
+INFO:root:Average loss=0.10208293461264709
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2330 | LCC = 0.8514 | SRCC = 0.8509 ]
+INFO:root:Average loss=0.09716654377870071
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2270 | LCC = 0.8548 | SRCC = 0.8537 ]
+INFO:root:Average loss=0.09851359657179086
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2307 | LCC = 0.8522 | SRCC = 0.8510 ]
+INFO:root:Average loss=0.0978450640462912
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2237 | LCC = 0.8548 | SRCC = 0.8539 ]
+INFO:root:Average loss=0.08842330617018235
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2406 | LCC = 0.8518 | SRCC = 0.8516 ]
+INFO:root:Average loss=0.10134428357466674
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2359 | LCC = 0.8539 | SRCC = 0.8537 ]
+INFO:root:Average loss=0.08935829027532002
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2340 | LCC = 0.8494 | SRCC = 0.8492 ]
+INFO:root:Average loss=0.08257371325714466
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2316 | LCC = 0.8525 | SRCC = 0.8511 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2297 | LCC = 0.8567 | SRCC = 0.8564 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer0/run3/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer0/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer0/run3/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer0/run3/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer0/run3/model.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer0/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer0/run3/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer0/run3/model_best.pt
new file mode 100644
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@@ -0,0 +1,3 @@
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer0/run3/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer0/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..34450569378a59c2366348845cb2f1be21a55d72
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer0/run3/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.5117351749004462
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3849 | LCC = 0.7504 | SRCC = 0.7521 ]
+INFO:root:Average loss=0.3149665689621216
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3151 | LCC = 0.8013 | SRCC = 0.8017 ]
+INFO:root:Average loss=0.26497441434707397
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2925 | LCC = 0.8123 | SRCC = 0.8144 ]
+INFO:root:Average loss=0.2543793803988359
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2846 | LCC = 0.8207 | SRCC = 0.8226 ]
+INFO:root:Average loss=0.23170348963676354
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2921 | LCC = 0.8280 | SRCC = 0.8253 ]
+INFO:root:Average loss=0.2269082806813411
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3189 | LCC = 0.8210 | SRCC = 0.8295 ]
+INFO:root:Average loss=0.19642087587943444
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2770 | LCC = 0.8382 | SRCC = 0.8366 ]
+INFO:root:Average loss=0.1865738949332482
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2563 | LCC = 0.8375 | SRCC = 0.8393 ]
+INFO:root:Average loss=0.180022060775604
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2685 | LCC = 0.8380 | SRCC = 0.8407 ]
+INFO:root:Average loss=0.17807515347615266
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2636 | LCC = 0.8410 | SRCC = 0.8402 ]
+INFO:root:Average loss=0.16810423699327004
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2459 | LCC = 0.8430 | SRCC = 0.8425 ]
+INFO:root:Average loss=0.1557364281362448
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2562 | LCC = 0.8437 | SRCC = 0.8466 ]
+INFO:root:Average loss=0.1466429747450046
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2620 | LCC = 0.8458 | SRCC = 0.8472 ]
+INFO:root:Average loss=0.14605836665783173
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2749 | LCC = 0.8440 | SRCC = 0.8479 ]
+INFO:root:Average loss=0.13404054653186065
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2399 | LCC = 0.8508 | SRCC = 0.8504 ]
+INFO:root:Average loss=0.13199290996178603
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2813 | LCC = 0.8467 | SRCC = 0.8476 ]
+INFO:root:Average loss=0.13068498661502814
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2976 | LCC = 0.8414 | SRCC = 0.8443 ]
+INFO:root:Average loss=0.12160342291761668
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2646 | LCC = 0.8488 | SRCC = 0.8460 ]
+INFO:root:Average loss=0.11882252207933328
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2482 | LCC = 0.8505 | SRCC = 0.8522 ]
+INFO:root:Average loss=0.11629305254572476
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2532 | LCC = 0.8514 | SRCC = 0.8505 ]
+INFO:root:Average loss=0.10438086942602427
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2352 | LCC = 0.8503 | SRCC = 0.8499 ]
+INFO:root:Average loss=0.10289937869096413
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2340 | LCC = 0.8517 | SRCC = 0.8494 ]
+INFO:root:Average loss=0.09977980655355331
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2852 | LCC = 0.8494 | SRCC = 0.8499 ]
+INFO:root:Average loss=0.10306506384259616
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2500 | LCC = 0.8539 | SRCC = 0.8503 ]
+INFO:root:Average loss=0.09351475212054375
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2474 | LCC = 0.8546 | SRCC = 0.8549 ]
+INFO:root:Average loss=0.08710552613513592
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2302 | LCC = 0.8533 | SRCC = 0.8510 ]
+INFO:root:Average loss=0.09045696244216882
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2325 | LCC = 0.8515 | SRCC = 0.8501 ]
+INFO:root:Average loss=0.08882304510244957
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2440 | LCC = 0.8534 | SRCC = 0.8508 ]
+INFO:root:Average loss=0.08556704084651592
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2545 | LCC = 0.8516 | SRCC = 0.8510 ]
+INFO:root:Average loss=0.08631086316055213
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2264 | LCC = 0.8533 | SRCC = 0.8516 ]
+INFO:root:Average loss=0.07756095136014315
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2629 | LCC = 0.8520 | SRCC = 0.8513 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2228 | LCC = 0.8622 | SRCC = 0.8601 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer0/run4/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer0/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer0/run4/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer0/run4/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer0/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..1df7e647fa113eda43f5ae2457e973593c1faf90
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer0/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer0/run4/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer0/run4/model_best.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer0/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer0/run4/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer0/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..7d4dc85cab421ab7d234c01fa37eeb6f7a4db2a6
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer0/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.5266000540592731
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3994 | LCC = 0.7531 | SRCC = 0.7530 ]
+INFO:root:Average loss=0.3111184040705363
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3361 | LCC = 0.7984 | SRCC = 0.8014 ]
+INFO:root:Average loss=0.2677946830025086
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3068 | LCC = 0.8098 | SRCC = 0.8120 ]
+INFO:root:Average loss=0.24320721377929053
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2991 | LCC = 0.8221 | SRCC = 0.8235 ]
+INFO:root:Average loss=0.22526946167151132
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2863 | LCC = 0.8235 | SRCC = 0.8258 ]
+INFO:root:Average loss=0.22860365227246895
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2834 | LCC = 0.8309 | SRCC = 0.8305 ]
+INFO:root:Average loss=0.20881206991198736
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2611 | LCC = 0.8312 | SRCC = 0.8287 ]
+INFO:root:Average loss=0.20094985018173853
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2661 | LCC = 0.8322 | SRCC = 0.8332 ]
+INFO:root:Average loss=0.19229518144558638
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2643 | LCC = 0.8375 | SRCC = 0.8360 ]
+INFO:root:Average loss=0.1776546759483142
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2590 | LCC = 0.8448 | SRCC = 0.8438 ]
+INFO:root:Average loss=0.1787428957147476
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2494 | LCC = 0.8428 | SRCC = 0.8403 ]
+INFO:root:Average loss=0.1712721137282176
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2464 | LCC = 0.8445 | SRCC = 0.8430 ]
+INFO:root:Average loss=0.15650626940604967
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2577 | LCC = 0.8354 | SRCC = 0.8360 ]
+INFO:root:Average loss=0.15663589527591681
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2727 | LCC = 0.8371 | SRCC = 0.8357 ]
+INFO:root:Average loss=0.14793930451075235
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2592 | LCC = 0.8404 | SRCC = 0.8394 ]
+INFO:root:Average loss=0.1364551612581962
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2454 | LCC = 0.8465 | SRCC = 0.8460 ]
+INFO:root:Average loss=0.12747518374369696
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2483 | LCC = 0.8433 | SRCC = 0.8421 ]
+INFO:root:Average loss=0.12620649123803163
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2427 | LCC = 0.8424 | SRCC = 0.8429 ]
+INFO:root:Average loss=0.11958313656923099
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2460 | LCC = 0.8466 | SRCC = 0.8453 ]
+INFO:root:Average loss=0.12187627034309582
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2399 | LCC = 0.8460 | SRCC = 0.8458 ]
+INFO:root:Average loss=0.11884494670308553
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2498 | LCC = 0.8437 | SRCC = 0.8412 ]
+INFO:root:Average loss=0.1176129091435518
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2327 | LCC = 0.8479 | SRCC = 0.8484 ]
+INFO:root:Average loss=0.10489165754272388
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2573 | LCC = 0.8425 | SRCC = 0.8416 ]
+INFO:root:Average loss=0.1016495384944555
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2314 | LCC = 0.8499 | SRCC = 0.8474 ]
+INFO:root:Average loss=0.09954876624620877
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2430 | LCC = 0.8449 | SRCC = 0.8439 ]
+INFO:root:Average loss=0.1018089504005053
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2327 | LCC = 0.8496 | SRCC = 0.8483 ]
+INFO:root:Average loss=0.09363827166649011
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2363 | LCC = 0.8465 | SRCC = 0.8458 ]
+INFO:root:Average loss=0.08970189347672157
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2644 | LCC = 0.8414 | SRCC = 0.8421 ]
+INFO:root:Average loss=0.08515522390221938
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2416 | LCC = 0.8467 | SRCC = 0.8451 ]
+INFO:root:Average loss=0.09142917786271144
+INFO:root:
+[Valid][29][UTT][ MSE = 0.3207 | LCC = 0.8363 | SRCC = 0.8385 ]
+INFO:root:Average loss=0.09331962614296338
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2624 | LCC = 0.8452 | SRCC = 0.8442 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2410 | LCC = 0.8509 | SRCC = 0.8508 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer1/run0/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer1/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer1/run0/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer1/run0/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer1/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..6d18b38e5c6af7968915501cbc00d4de5637dce7
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer1/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer1/run0/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer1/run0/model_best.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer1/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer1/run0/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer1/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..ec95f493d6ed1fff95f54593cbc83951ffa0c79a
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer1/run0/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.5579029818375906
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3923 | LCC = 0.7504 | SRCC = 0.7579 ]
+INFO:root:Average loss=0.281908868597104
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2960 | LCC = 0.8220 | SRCC = 0.8247 ]
+INFO:root:Average loss=0.24152254370542672
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2837 | LCC = 0.8382 | SRCC = 0.8382 ]
+INFO:root:Average loss=0.21605490759397164
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2595 | LCC = 0.8500 | SRCC = 0.8487 ]
+INFO:root:Average loss=0.19972476286765856
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2661 | LCC = 0.8503 | SRCC = 0.8482 ]
+INFO:root:Average loss=0.18289579623020613
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2382 | LCC = 0.8577 | SRCC = 0.8564 ]
+INFO:root:Average loss=0.17403767124200478
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2274 | LCC = 0.8563 | SRCC = 0.8578 ]
+INFO:root:Average loss=0.15883888829595003
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2364 | LCC = 0.8652 | SRCC = 0.8644 ]
+INFO:root:Average loss=0.1502183436965331
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2230 | LCC = 0.8647 | SRCC = 0.8634 ]
+INFO:root:Average loss=0.14425039530182496
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2240 | LCC = 0.8619 | SRCC = 0.8615 ]
+INFO:root:Average loss=0.13120300418291336
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2293 | LCC = 0.8613 | SRCC = 0.8605 ]
+INFO:root:Average loss=0.125763506652453
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2311 | LCC = 0.8588 | SRCC = 0.8581 ]
+INFO:root:Average loss=0.12023446021171716
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2270 | LCC = 0.8637 | SRCC = 0.8633 ]
+INFO:root:Average loss=0.11397567486915833
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2236 | LCC = 0.8606 | SRCC = 0.8592 ]
+INFO:root:Average loss=0.109283841191194
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2549 | LCC = 0.8610 | SRCC = 0.8609 ]
+INFO:root:Average loss=0.10497672158556107
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2279 | LCC = 0.8607 | SRCC = 0.8596 ]
+INFO:root:Average loss=0.09470070931964959
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2463 | LCC = 0.8582 | SRCC = 0.8585 ]
+INFO:root:Average loss=0.09185820397658226
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2378 | LCC = 0.8603 | SRCC = 0.8591 ]
+INFO:root:Average loss=0.08932063542306423
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2295 | LCC = 0.8599 | SRCC = 0.8572 ]
+INFO:root:Average loss=0.09007106826473506
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2232 | LCC = 0.8590 | SRCC = 0.8597 ]
+INFO:root:Average loss=0.08259311877191067
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2265 | LCC = 0.8620 | SRCC = 0.8608 ]
+INFO:root:Average loss=0.07888642130180812
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2230 | LCC = 0.8600 | SRCC = 0.8593 ]
+INFO:root:Average loss=0.0771169771368687
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2229 | LCC = 0.8639 | SRCC = 0.8622 ]
+INFO:root:Average loss=0.07196163027905501
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2172 | LCC = 0.8642 | SRCC = 0.8633 ]
+INFO:root:Average loss=0.07153778680815147
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2198 | LCC = 0.8600 | SRCC = 0.8600 ]
+INFO:root:Average loss=0.06978224256099799
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2421 | LCC = 0.8596 | SRCC = 0.8607 ]
+INFO:root:Average loss=0.0665074652299667
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2450 | LCC = 0.8562 | SRCC = 0.8554 ]
+INFO:root:Average loss=0.06449643388772622
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2274 | LCC = 0.8607 | SRCC = 0.8599 ]
+INFO:root:Average loss=0.06317250196559307
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2246 | LCC = 0.8592 | SRCC = 0.8580 ]
+INFO:root:Average loss=0.057393016054844245
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2210 | LCC = 0.8596 | SRCC = 0.8597 ]
+INFO:root:Average loss=0.057160536925762125
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2276 | LCC = 0.8606 | SRCC = 0.8599 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2514 | LCC = 0.8608 | SRCC = 0.8643 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer1/run1/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer1/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer1/run1/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer1/run1/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer1/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ef3e9c14d597640ba25e5e10d7f6ac9f3f58169d
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer1/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2331eaaa606cd4bbe704936479cd533ff902aa2d24689a02d023a22b77d46ed2
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer1/run1/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer1/run1/model_best.pt
new file mode 100644
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--- /dev/null
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer1/run1/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer1/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..0c9f86b5179872a768cc51a0f51277e56bf33d6b
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer1/run1/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.46443528147080004
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3589 | LCC = 0.7730 | SRCC = 0.7787 ]
+INFO:root:Average loss=0.2829025129859264
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2902 | LCC = 0.8149 | SRCC = 0.8198 ]
+INFO:root:Average loss=0.2459358676121785
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2793 | LCC = 0.8268 | SRCC = 0.8291 ]
+INFO:root:Average loss=0.23203499959065363
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2705 | LCC = 0.8399 | SRCC = 0.8405 ]
+INFO:root:Average loss=0.20652559858102065
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2860 | LCC = 0.8424 | SRCC = 0.8455 ]
+INFO:root:Average loss=0.2007329208919635
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2831 | LCC = 0.8472 | SRCC = 0.8501 ]
+INFO:root:Average loss=0.17777578246134979
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2481 | LCC = 0.8519 | SRCC = 0.8509 ]
+INFO:root:Average loss=0.17219354307804352
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2526 | LCC = 0.8500 | SRCC = 0.8492 ]
+INFO:root:Average loss=0.1520511834667279
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2383 | LCC = 0.8533 | SRCC = 0.8515 ]
+INFO:root:Average loss=0.14455971761773795
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2681 | LCC = 0.8537 | SRCC = 0.8529 ]
+INFO:root:Average loss=0.1402047521983966
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2394 | LCC = 0.8511 | SRCC = 0.8531 ]
+INFO:root:Average loss=0.12799982717021918
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2482 | LCC = 0.8512 | SRCC = 0.8506 ]
+INFO:root:Average loss=0.11879504405153103
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2495 | LCC = 0.8550 | SRCC = 0.8547 ]
+INFO:root:Average loss=0.1258681752742865
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2744 | LCC = 0.8462 | SRCC = 0.8497 ]
+INFO:root:Average loss=0.1364883759464973
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2486 | LCC = 0.8540 | SRCC = 0.8532 ]
+INFO:root:Average loss=0.10662281379485741
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2416 | LCC = 0.8520 | SRCC = 0.8547 ]
+INFO:root:Average loss=0.1051601536380939
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2323 | LCC = 0.8532 | SRCC = 0.8527 ]
+INFO:root:Average loss=0.10943737855324379
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2357 | LCC = 0.8541 | SRCC = 0.8518 ]
+INFO:root:Average loss=0.09673218214167999
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2239 | LCC = 0.8585 | SRCC = 0.8579 ]
+INFO:root:Average loss=0.09031996255119641
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2337 | LCC = 0.8521 | SRCC = 0.8513 ]
+INFO:root:Average loss=0.0894072423569667
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2251 | LCC = 0.8552 | SRCC = 0.8559 ]
+INFO:root:Average loss=0.08091638156045707
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2410 | LCC = 0.8517 | SRCC = 0.8506 ]
+INFO:root:Average loss=0.08385886065661907
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2461 | LCC = 0.8509 | SRCC = 0.8481 ]
+INFO:root:Average loss=0.07571428718093114
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2414 | LCC = 0.8512 | SRCC = 0.8494 ]
+INFO:root:Average loss=0.0746387192645134
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2452 | LCC = 0.8491 | SRCC = 0.8460 ]
+INFO:root:Average loss=0.07460202825948214
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2472 | LCC = 0.8498 | SRCC = 0.8476 ]
+INFO:root:Average loss=0.06846938802836797
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2364 | LCC = 0.8479 | SRCC = 0.8471 ]
+INFO:root:Average loss=0.06587749253958464
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2455 | LCC = 0.8454 | SRCC = 0.8438 ]
+INFO:root:Average loss=0.06548665678845002
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2447 | LCC = 0.8495 | SRCC = 0.8477 ]
+INFO:root:Average loss=0.06506944672228435
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2433 | LCC = 0.8513 | SRCC = 0.8500 ]
+INFO:root:Average loss=0.0630040941043542
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2328 | LCC = 0.8518 | SRCC = 0.8501 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2317 | LCC = 0.8601 | SRCC = 0.8598 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer1/run2/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer1/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer1/run2/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer1/run2/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer1/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..8f9ab95c91bdc548a51b69a9df9de5c65bcc15ce
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer1/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer1/run2/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer1/run2/model_best.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer1/run2/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer1/run2/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer1/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..1540c445e5521fab0fe8a8075af5812c2e1a9fdd
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer1/run2/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.4545524932253055
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3581 | LCC = 0.7605 | SRCC = 0.7693 ]
+INFO:root:Average loss=0.2855069862726407
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3553 | LCC = 0.8161 | SRCC = 0.8197 ]
+INFO:root:Average loss=0.24301526447137198
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2831 | LCC = 0.8303 | SRCC = 0.8309 ]
+INFO:root:Average loss=0.21930049378902483
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2720 | LCC = 0.8362 | SRCC = 0.8349 ]
+INFO:root:Average loss=0.20811317746455854
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2704 | LCC = 0.8409 | SRCC = 0.8406 ]
+INFO:root:Average loss=0.19413692771624297
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2496 | LCC = 0.8477 | SRCC = 0.8459 ]
+INFO:root:Average loss=0.17543617387612662
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2502 | LCC = 0.8470 | SRCC = 0.8454 ]
+INFO:root:Average loss=0.1729685052847251
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2603 | LCC = 0.8503 | SRCC = 0.8484 ]
+INFO:root:Average loss=0.1578674133007343
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2510 | LCC = 0.8485 | SRCC = 0.8469 ]
+INFO:root:Average loss=0.15624239429449424
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2426 | LCC = 0.8554 | SRCC = 0.8522 ]
+INFO:root:Average loss=0.13881879185254759
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2488 | LCC = 0.8551 | SRCC = 0.8528 ]
+INFO:root:Average loss=0.13267414634808516
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2347 | LCC = 0.8554 | SRCC = 0.8531 ]
+INFO:root:Average loss=0.13059128085390115
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2342 | LCC = 0.8556 | SRCC = 0.8530 ]
+INFO:root:Average loss=0.12116141789234601
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2330 | LCC = 0.8579 | SRCC = 0.8553 ]
+INFO:root:Average loss=0.10820471629118308
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2330 | LCC = 0.8577 | SRCC = 0.8563 ]
+INFO:root:Average loss=0.10557236111699006
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2301 | LCC = 0.8583 | SRCC = 0.8558 ]
+INFO:root:Average loss=0.106303655088712
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3002 | LCC = 0.8532 | SRCC = 0.8530 ]
+INFO:root:Average loss=0.10439360557267299
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2294 | LCC = 0.8571 | SRCC = 0.8535 ]
+INFO:root:Average loss=0.09970301661926967
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2280 | LCC = 0.8577 | SRCC = 0.8550 ]
+INFO:root:Average loss=0.092440931365276
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2308 | LCC = 0.8581 | SRCC = 0.8555 ]
+INFO:root:Average loss=0.09116978055009475
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2281 | LCC = 0.8557 | SRCC = 0.8524 ]
+INFO:root:Average loss=0.08925519668712066
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2331 | LCC = 0.8562 | SRCC = 0.8549 ]
+INFO:root:Average loss=0.08736130862663953
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2655 | LCC = 0.8555 | SRCC = 0.8567 ]
+INFO:root:Average loss=0.07614122584271125
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2480 | LCC = 0.8551 | SRCC = 0.8520 ]
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+INFO:root:
+[Valid][24][UTT][ MSE = 0.2523 | LCC = 0.8578 | SRCC = 0.8544 ]
+INFO:root:Average loss=0.07224704005206242
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2317 | LCC = 0.8585 | SRCC = 0.8556 ]
+INFO:root:Average loss=0.06845181793547593
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2313 | LCC = 0.8577 | SRCC = 0.8559 ]
+INFO:root:Average loss=0.06856709914520764
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2275 | LCC = 0.8617 | SRCC = 0.8586 ]
+INFO:root:Average loss=0.06583490241796543
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2336 | LCC = 0.8602 | SRCC = 0.8588 ]
+INFO:root:Average loss=0.06755445104761001
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2448 | LCC = 0.8567 | SRCC = 0.8535 ]
+INFO:root:Average loss=0.05979926793430096
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2284 | LCC = 0.8592 | SRCC = 0.8560 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2419 | LCC = 0.8558 | SRCC = 0.8579 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer1/run3/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer1/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer1/run3/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer1/run3/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer1/run3/model.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer1/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer1/run3/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer1/run3/model_best.pt
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@@ -0,0 +1,3 @@
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer1/run3/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer1/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..e19e87267cdcca4e470dabbd596aaa4753c44fbf
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer1/run3/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.5385575294494629
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3650 | LCC = 0.7587 | SRCC = 0.7644 ]
+INFO:root:Average loss=0.27620500039595824
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2923 | LCC = 0.8209 | SRCC = 0.8247 ]
+INFO:root:Average loss=0.23489143298222467
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2720 | LCC = 0.8312 | SRCC = 0.8341 ]
+INFO:root:Average loss=0.21781235130933616
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2629 | LCC = 0.8377 | SRCC = 0.8388 ]
+INFO:root:Average loss=0.21192719042301178
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2484 | LCC = 0.8462 | SRCC = 0.8478 ]
+INFO:root:Average loss=0.18010057556705597
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2651 | LCC = 0.8466 | SRCC = 0.8486 ]
+INFO:root:Average loss=0.18747084310803658
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2730 | LCC = 0.8564 | SRCC = 0.8555 ]
+INFO:root:Average loss=0.16400125508125013
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2272 | LCC = 0.8595 | SRCC = 0.8593 ]
+INFO:root:Average loss=0.1618386094386761
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2329 | LCC = 0.8585 | SRCC = 0.8579 ]
+INFO:root:Average loss=0.15293849985568952
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2428 | LCC = 0.8631 | SRCC = 0.8617 ]
+INFO:root:Average loss=0.14034963332307646
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2414 | LCC = 0.8644 | SRCC = 0.8627 ]
+INFO:root:Average loss=0.1250902154506781
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2328 | LCC = 0.8636 | SRCC = 0.8600 ]
+INFO:root:Average loss=0.13383773017006043
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2316 | LCC = 0.8635 | SRCC = 0.8612 ]
+INFO:root:Average loss=0.12093319027469708
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2291 | LCC = 0.8645 | SRCC = 0.8634 ]
+INFO:root:Average loss=0.11071070283651352
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2180 | LCC = 0.8663 | SRCC = 0.8646 ]
+INFO:root:Average loss=0.10751488160055417
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2183 | LCC = 0.8657 | SRCC = 0.8651 ]
+INFO:root:Average loss=0.09744001031877139
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2284 | LCC = 0.8605 | SRCC = 0.8593 ]
+INFO:root:Average loss=0.10740042711870793
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2218 | LCC = 0.8648 | SRCC = 0.8630 ]
+INFO:root:Average loss=0.09620826395276265
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2139 | LCC = 0.8677 | SRCC = 0.8665 ]
+INFO:root:Average loss=0.08955078806059483
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2244 | LCC = 0.8684 | SRCC = 0.8678 ]
+INFO:root:Average loss=0.08748393677748166
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2196 | LCC = 0.8676 | SRCC = 0.8666 ]
+INFO:root:Average loss=0.08282751556581412
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2208 | LCC = 0.8647 | SRCC = 0.8637 ]
+INFO:root:Average loss=0.07914482558575961
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2221 | LCC = 0.8660 | SRCC = 0.8646 ]
+INFO:root:Average loss=0.07332701255113651
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2187 | LCC = 0.8682 | SRCC = 0.8664 ]
+INFO:root:Average loss=0.07487595382218178
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2150 | LCC = 0.8668 | SRCC = 0.8660 ]
+INFO:root:Average loss=0.07132558572368744
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2197 | LCC = 0.8649 | SRCC = 0.8633 ]
+INFO:root:Average loss=0.06906977353187707
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2278 | LCC = 0.8656 | SRCC = 0.8639 ]
+INFO:root:Average loss=0.06869275982563312
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2286 | LCC = 0.8643 | SRCC = 0.8620 ]
+INFO:root:Average loss=0.07087300058740836
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2250 | LCC = 0.8659 | SRCC = 0.8645 ]
+INFO:root:Average loss=0.06349486456467555
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2163 | LCC = 0.8645 | SRCC = 0.8632 ]
+INFO:root:Average loss=0.05948789183719036
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2171 | LCC = 0.8651 | SRCC = 0.8630 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2632 | LCC = 0.8552 | SRCC = 0.8584 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer1/run4/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer1/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer1/run4/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer1/run4/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer1/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..6bb9486b5508fcf9fdaff02249a7d3e64c81026b
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer1/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a2f5feaf5278f41f38a90bca59b6099ed8bd9d7a6699f5d6ff33636293bd213a
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer1/run4/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer1/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..8cceac1b17a09e743efa339ed1fd5634655c2d33
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer1/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5c229511eee3b1b83d8f499e7bf016ceb8b0705951bee4193bb39e3b84d97df0
+size 2749638
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer1/run4/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer1/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..4bba359ac59d4a5824d251d40ed101f2bc13eac1
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer1/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.48430947959423065
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3511 | LCC = 0.7691 | SRCC = 0.7772 ]
+INFO:root:Average loss=0.2768903277241267
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2989 | LCC = 0.8226 | SRCC = 0.8278 ]
+INFO:root:Average loss=0.23676855136186647
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2725 | LCC = 0.8357 | SRCC = 0.8393 ]
+INFO:root:Average loss=0.2158789296562855
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2599 | LCC = 0.8419 | SRCC = 0.8451 ]
+INFO:root:Average loss=0.19721630521309683
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2516 | LCC = 0.8476 | SRCC = 0.8489 ]
+INFO:root:Average loss=0.19619602089126906
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2452 | LCC = 0.8481 | SRCC = 0.8506 ]
+INFO:root:Average loss=0.16893498446696845
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2290 | LCC = 0.8548 | SRCC = 0.8556 ]
+INFO:root:Average loss=0.15964206031117684
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2470 | LCC = 0.8560 | SRCC = 0.8564 ]
+INFO:root:Average loss=0.1586914870601434
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2594 | LCC = 0.8519 | SRCC = 0.8534 ]
+INFO:root:Average loss=0.149302944732018
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2375 | LCC = 0.8568 | SRCC = 0.8576 ]
+INFO:root:Average loss=0.13503167883325845
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2402 | LCC = 0.8555 | SRCC = 0.8567 ]
+INFO:root:Average loss=0.13374055033692947
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2511 | LCC = 0.8589 | SRCC = 0.8586 ]
+INFO:root:Average loss=0.12058124471551333
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2350 | LCC = 0.8593 | SRCC = 0.8595 ]
+INFO:root:Average loss=0.11424230134639984
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2328 | LCC = 0.8589 | SRCC = 0.8583 ]
+INFO:root:Average loss=0.10716472126734562
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2302 | LCC = 0.8585 | SRCC = 0.8573 ]
+INFO:root:Average loss=0.10093473872313133
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2388 | LCC = 0.8602 | SRCC = 0.8592 ]
+INFO:root:Average loss=0.10185132161355935
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2171 | LCC = 0.8620 | SRCC = 0.8605 ]
+INFO:root:Average loss=0.09766510248375244
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2171 | LCC = 0.8601 | SRCC = 0.8594 ]
+INFO:root:Average loss=0.09297806048431458
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2245 | LCC = 0.8587 | SRCC = 0.8586 ]
+INFO:root:Average loss=0.09437830430956987
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2224 | LCC = 0.8588 | SRCC = 0.8572 ]
+INFO:root:Average loss=0.08312189841690736
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2235 | LCC = 0.8609 | SRCC = 0.8598 ]
+INFO:root:Average loss=0.07728381426288532
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2204 | LCC = 0.8589 | SRCC = 0.8578 ]
+INFO:root:Average loss=0.08090825078005974
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2213 | LCC = 0.8598 | SRCC = 0.8589 ]
+INFO:root:Average loss=0.0805133536266975
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2425 | LCC = 0.8613 | SRCC = 0.8601 ]
+INFO:root:Average loss=0.07067236046378429
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2228 | LCC = 0.8584 | SRCC = 0.8565 ]
+INFO:root:Average loss=0.06613009590177964
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2295 | LCC = 0.8586 | SRCC = 0.8575 ]
+INFO:root:Average loss=0.06243102596356319
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2256 | LCC = 0.8566 | SRCC = 0.8557 ]
+INFO:root:Average loss=0.06585398297279309
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2234 | LCC = 0.8574 | SRCC = 0.8558 ]
+INFO:root:Average loss=0.059433734569794096
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2267 | LCC = 0.8604 | SRCC = 0.8592 ]
+INFO:root:Average loss=0.06033405914711647
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2474 | LCC = 0.8593 | SRCC = 0.8587 ]
+INFO:root:Average loss=0.06221992145173061
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2354 | LCC = 0.8596 | SRCC = 0.8586 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2350 | LCC = 0.8625 | SRCC = 0.8635 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer10/run0/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer10/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer10/run0/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer10/run0/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer10/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b9005a61bb995fca1ef4700357d212fd652f2c7d
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer10/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:40340d5306c8cba496c6780d913584eb2516a3640bac5026c6bc8ad556e2cd9a
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer10/run0/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer10/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..93309898515de7e50a66ec39816df48ba79efa2a
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer10/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5839c6591af4a482b428124774cc703d9cb1e62072d1e2539aaa8761213b130e
+size 2749702
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer10/run0/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer10/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..fb3447437347723e7710fa9ad8b3f5bda0d8ef9d
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer10/run0/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.3755052259717232
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3617 | LCC = 0.7996 | SRCC = 0.8009 ]
+INFO:root:Average loss=0.29228439850684923
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3613 | LCC = 0.8184 | SRCC = 0.8182 ]
+INFO:root:Average loss=0.2759794119076851
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3166 | LCC = 0.8304 | SRCC = 0.8288 ]
+INFO:root:Average loss=0.2594773987164864
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3399 | LCC = 0.8348 | SRCC = 0.8339 ]
+INFO:root:Average loss=0.26083706185603756
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2968 | LCC = 0.8305 | SRCC = 0.8349 ]
+INFO:root:Average loss=0.2504131341209778
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2950 | LCC = 0.8405 | SRCC = 0.8394 ]
+INFO:root:Average loss=0.2644938988945423
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3251 | LCC = 0.8381 | SRCC = 0.8390 ]
+INFO:root:Average loss=0.24096036263001272
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3032 | LCC = 0.8439 | SRCC = 0.8425 ]
+INFO:root:Average loss=0.23795024076333413
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2996 | LCC = 0.8355 | SRCC = 0.8409 ]
+INFO:root:Average loss=0.23301308181805488
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2962 | LCC = 0.8455 | SRCC = 0.8452 ]
+INFO:root:Average loss=0.22884732198256713
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2991 | LCC = 0.8449 | SRCC = 0.8427 ]
+INFO:root:Average loss=0.23572542441961092
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2975 | LCC = 0.8434 | SRCC = 0.8427 ]
+INFO:root:Average loss=0.22542505462964377
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2938 | LCC = 0.8466 | SRCC = 0.8448 ]
+INFO:root:Average loss=0.23018565334570715
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2896 | LCC = 0.8463 | SRCC = 0.8447 ]
+INFO:root:Average loss=0.22079151238386446
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2810 | LCC = 0.8513 | SRCC = 0.8489 ]
+INFO:root:Average loss=0.21709398600535515
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3072 | LCC = 0.8504 | SRCC = 0.8475 ]
+INFO:root:Average loss=0.2181171893309324
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2956 | LCC = 0.8547 | SRCC = 0.8529 ]
+INFO:root:Average loss=0.21098361832973284
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2605 | LCC = 0.8499 | SRCC = 0.8491 ]
+INFO:root:Average loss=0.20367946189183456
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2804 | LCC = 0.8524 | SRCC = 0.8501 ]
+INFO:root:Average loss=0.2042301845474121
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2854 | LCC = 0.8502 | SRCC = 0.8497 ]
+INFO:root:Average loss=0.19899748456783783
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2913 | LCC = 0.8521 | SRCC = 0.8500 ]
+INFO:root:Average loss=0.19959431858016893
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2632 | LCC = 0.8516 | SRCC = 0.8533 ]
+INFO:root:Average loss=0.1968453712761402
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2601 | LCC = 0.8509 | SRCC = 0.8508 ]
+INFO:root:Average loss=0.19324456546933222
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2627 | LCC = 0.8506 | SRCC = 0.8478 ]
+INFO:root:Average loss=0.19271657539483827
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2565 | LCC = 0.8553 | SRCC = 0.8538 ]
+INFO:root:Average loss=0.19778441274777436
+INFO:root:
+[Valid][25][UTT][ MSE = 0.3110 | LCC = 0.8465 | SRCC = 0.8438 ]
+INFO:root:Average loss=0.1917394039531549
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2514 | LCC = 0.8438 | SRCC = 0.8484 ]
+INFO:root:Average loss=0.1857162045362668
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2811 | LCC = 0.8522 | SRCC = 0.8502 ]
+INFO:root:Average loss=0.179224771184799
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2889 | LCC = 0.8527 | SRCC = 0.8488 ]
+INFO:root:Average loss=0.18358595334948638
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2713 | LCC = 0.8504 | SRCC = 0.8485 ]
+INFO:root:Average loss=0.17530563473701477
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2911 | LCC = 0.8522 | SRCC = 0.8523 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2578 | LCC = 0.8542 | SRCC = 0.8528 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer10/run1/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer10/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer10/run1/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer10/run1/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer10/run1/model.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer10/run1/model.pt
@@ -0,0 +1,3 @@
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer10/run1/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer10/run1/model_best.pt
new file mode 100644
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer10/run1/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer10/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..280dae5331cc3e63267cc1f24052e92c355def85
--- /dev/null
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@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.3635480006535848
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3621 | LCC = 0.8035 | SRCC = 0.8074 ]
+INFO:root:Average loss=0.2855860909972435
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3394 | LCC = 0.8259 | SRCC = 0.8260 ]
+INFO:root:Average loss=0.2830303395405794
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3549 | LCC = 0.8288 | SRCC = 0.8273 ]
+INFO:root:Average loss=0.2653607831169397
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3335 | LCC = 0.8210 | SRCC = 0.8301 ]
+INFO:root:Average loss=0.25836977649193543
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3233 | LCC = 0.8365 | SRCC = 0.8357 ]
+INFO:root:Average loss=0.27412076409046465
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3341 | LCC = 0.8270 | SRCC = 0.8274 ]
+INFO:root:Average loss=0.25642336446505326
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3078 | LCC = 0.8372 | SRCC = 0.8388 ]
+INFO:root:Average loss=0.2415577253470054
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3260 | LCC = 0.8387 | SRCC = 0.8398 ]
+INFO:root:Average loss=0.2405026362110407
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3108 | LCC = 0.8449 | SRCC = 0.8428 ]
+INFO:root:Average loss=0.23495964457591376
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2992 | LCC = 0.8470 | SRCC = 0.8459 ]
+INFO:root:Average loss=0.2266367337642572
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2694 | LCC = 0.8428 | SRCC = 0.8428 ]
+INFO:root:Average loss=0.22954473319726112
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2769 | LCC = 0.8456 | SRCC = 0.8461 ]
+INFO:root:Average loss=0.22915779111477044
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2947 | LCC = 0.8486 | SRCC = 0.8473 ]
+INFO:root:Average loss=0.21875063415903312
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3401 | LCC = 0.8437 | SRCC = 0.8434 ]
+INFO:root:Average loss=0.21804677675931883
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2900 | LCC = 0.8500 | SRCC = 0.8492 ]
+INFO:root:Average loss=0.21596375375221938
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2672 | LCC = 0.8504 | SRCC = 0.8506 ]
+INFO:root:Average loss=0.2069688217762189
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2825 | LCC = 0.8479 | SRCC = 0.8492 ]
+INFO:root:Average loss=0.21117851023490614
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2915 | LCC = 0.8503 | SRCC = 0.8482 ]
+INFO:root:Average loss=0.2016798499494027
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3092 | LCC = 0.8441 | SRCC = 0.8454 ]
+INFO:root:Average loss=0.20638514845035014
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2699 | LCC = 0.8515 | SRCC = 0.8538 ]
+INFO:root:Average loss=0.22178614598054153
+INFO:root:
+[Valid][20][UTT][ MSE = 0.3260 | LCC = 0.8394 | SRCC = 0.8465 ]
+INFO:root:Average loss=0.2107677052800472
+INFO:root:
+[Valid][21][UTT][ MSE = 0.3013 | LCC = 0.8522 | SRCC = 0.8514 ]
+INFO:root:Average loss=0.1983346545543426
+INFO:root:
+[Valid][22][UTT][ MSE = 0.3182 | LCC = 0.8532 | SRCC = 0.8536 ]
+INFO:root:Average loss=0.19867184681770128
+INFO:root:
+[Valid][23][UTT][ MSE = 0.3495 | LCC = 0.8483 | SRCC = 0.8498 ]
+INFO:root:Average loss=0.19267793400929525
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2777 | LCC = 0.8529 | SRCC = 0.8527 ]
+INFO:root:Average loss=0.18743008069503
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2737 | LCC = 0.8541 | SRCC = 0.8537 ]
+INFO:root:Average loss=0.19140840627444097
+INFO:root:
+[Valid][26][UTT][ MSE = 0.3279 | LCC = 0.8489 | SRCC = 0.8507 ]
+INFO:root:Average loss=0.19007406746729827
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2871 | LCC = 0.8500 | SRCC = 0.8501 ]
+INFO:root:Average loss=0.17799864422816497
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2842 | LCC = 0.8530 | SRCC = 0.8519 ]
+INFO:root:Average loss=0.18561651366643417
+INFO:root:
+[Valid][29][UTT][ MSE = 0.3045 | LCC = 0.8543 | SRCC = 0.8543 ]
+INFO:root:Average loss=0.18235590165624252
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2758 | LCC = 0.8563 | SRCC = 0.8567 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2731 | LCC = 0.8481 | SRCC = 0.8461 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer10/run2/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer10/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer10/run2/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer10/run2/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer10/run2/model.pt
new file mode 100644
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--- /dev/null
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer10/run2/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer10/run2/model_best.pt
new file mode 100644
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+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer10/run2/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer10/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..c3109f16b07167bb5809c78a75b1ff6c12039738
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer10/run2/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.38214626640845567
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3850 | LCC = 0.8081 | SRCC = 0.8046 ]
+INFO:root:Average loss=0.281563577743677
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3886 | LCC = 0.8273 | SRCC = 0.8264 ]
+INFO:root:Average loss=0.27728624240710187
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3478 | LCC = 0.8229 | SRCC = 0.8214 ]
+INFO:root:Average loss=0.2659850854140062
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3591 | LCC = 0.8301 | SRCC = 0.8292 ]
+INFO:root:Average loss=0.2535979652251953
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3063 | LCC = 0.8351 | SRCC = 0.8362 ]
+INFO:root:Average loss=0.24876526991526285
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3342 | LCC = 0.8408 | SRCC = 0.8396 ]
+INFO:root:Average loss=0.2506626894076665
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3130 | LCC = 0.8435 | SRCC = 0.8425 ]
+INFO:root:Average loss=0.24402699256554627
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3137 | LCC = 0.8385 | SRCC = 0.8413 ]
+INFO:root:Average loss=0.23285242934257555
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2981 | LCC = 0.8429 | SRCC = 0.8420 ]
+INFO:root:Average loss=0.23732003206625962
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2928 | LCC = 0.8478 | SRCC = 0.8454 ]
+INFO:root:Average loss=0.23688882149946996
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2759 | LCC = 0.8390 | SRCC = 0.8408 ]
+INFO:root:Average loss=0.2272267291943232
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3078 | LCC = 0.8426 | SRCC = 0.8424 ]
+INFO:root:Average loss=0.2234649469073002
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2708 | LCC = 0.8423 | SRCC = 0.8431 ]
+INFO:root:Average loss=0.22122115049606714
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3051 | LCC = 0.8492 | SRCC = 0.8478 ]
+INFO:root:Average loss=0.22508207708597183
+INFO:root:
+[Valid][14][UTT][ MSE = 0.3881 | LCC = 0.8519 | SRCC = 0.8527 ]
+INFO:root:Average loss=0.21455973711533424
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2925 | LCC = 0.8522 | SRCC = 0.8505 ]
+INFO:root:Average loss=0.21902195039467934
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3001 | LCC = 0.8486 | SRCC = 0.8493 ]
+INFO:root:Average loss=0.20836495598539329
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2862 | LCC = 0.8546 | SRCC = 0.8526 ]
+INFO:root:Average loss=0.2081142239845716
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2989 | LCC = 0.8542 | SRCC = 0.8529 ]
+INFO:root:Average loss=0.20375185154187372
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2973 | LCC = 0.8476 | SRCC = 0.8473 ]
+INFO:root:Average loss=0.20178441368998626
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2546 | LCC = 0.8525 | SRCC = 0.8537 ]
+INFO:root:Average loss=0.19704607444313857
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2662 | LCC = 0.8548 | SRCC = 0.8545 ]
+INFO:root:Average loss=0.20013182505201071
+INFO:root:
+[Valid][22][UTT][ MSE = 0.3061 | LCC = 0.8491 | SRCC = 0.8486 ]
+INFO:root:Average loss=0.20197750073977006
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2503 | LCC = 0.8537 | SRCC = 0.8545 ]
+INFO:root:Average loss=0.19250793076860598
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2668 | LCC = 0.8540 | SRCC = 0.8558 ]
+INFO:root:Average loss=0.19270855761491335
+INFO:root:
+[Valid][25][UTT][ MSE = 0.3051 | LCC = 0.8485 | SRCC = 0.8481 ]
+INFO:root:Average loss=0.1877471741575461
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2688 | LCC = 0.8545 | SRCC = 0.8546 ]
+INFO:root:Average loss=0.1923442379786418
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2455 | LCC = 0.8561 | SRCC = 0.8570 ]
+INFO:root:Average loss=0.18064591871240201
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2668 | LCC = 0.8526 | SRCC = 0.8523 ]
+INFO:root:Average loss=0.17852058242528868
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2527 | LCC = 0.8539 | SRCC = 0.8559 ]
+INFO:root:Average loss=0.18264312048753104
+INFO:root:
+[Valid][30][UTT][ MSE = 0.3330 | LCC = 0.8576 | SRCC = 0.8566 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.3414 | LCC = 0.8540 | SRCC = 0.8551 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer10/run3/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer10/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer10/run3/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer10/run3/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer10/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..9b763fd1b575cb4b30b6d93987dec145b8e89a9b
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer10/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer10/run3/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer10/run3/model_best.pt
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--- /dev/null
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer10/run3/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer10/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..de2bb4781d6d126910db273f9bf0f3923df1b1f3
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer10/run3/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.38982010728273636
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3584 | LCC = 0.7899 | SRCC = 0.7911 ]
+INFO:root:Average loss=0.29711297689340055
+INFO:root:
+[Valid][1][UTT][ MSE = 0.4813 | LCC = 0.8155 | SRCC = 0.8152 ]
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+INFO:root:
+[Valid][2][UTT][ MSE = 0.3315 | LCC = 0.8150 | SRCC = 0.8207 ]
+INFO:root:Average loss=0.2636308729266509
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2962 | LCC = 0.8238 | SRCC = 0.8291 ]
+INFO:root:Average loss=0.27187525232632953
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3667 | LCC = 0.8312 | SRCC = 0.8306 ]
+INFO:root:Average loss=0.25810615374491763
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3196 | LCC = 0.8362 | SRCC = 0.8361 ]
+INFO:root:Average loss=0.2429170562670781
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2809 | LCC = 0.8365 | SRCC = 0.8398 ]
+INFO:root:Average loss=0.2404424649400589
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2914 | LCC = 0.8423 | SRCC = 0.8424 ]
+INFO:root:Average loss=0.24485298704642516
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2872 | LCC = 0.8378 | SRCC = 0.8412 ]
+INFO:root:Average loss=0.23204462134685272
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2937 | LCC = 0.8435 | SRCC = 0.8435 ]
+INFO:root:Average loss=0.2281643039523027
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2827 | LCC = 0.8411 | SRCC = 0.8419 ]
+INFO:root:Average loss=0.22369112036167046
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3028 | LCC = 0.8478 | SRCC = 0.8465 ]
+INFO:root:Average loss=0.2278521051391577
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2627 | LCC = 0.8390 | SRCC = 0.8451 ]
+INFO:root:Average loss=0.2180202970137963
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2741 | LCC = 0.8488 | SRCC = 0.8472 ]
+INFO:root:Average loss=0.21823915781883094
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2871 | LCC = 0.8469 | SRCC = 0.8465 ]
+INFO:root:Average loss=0.21477970633751306
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2783 | LCC = 0.8525 | SRCC = 0.8510 ]
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+INFO:root:
+[Valid][16][UTT][ MSE = 0.2937 | LCC = 0.8477 | SRCC = 0.8491 ]
+INFO:root:Average loss=0.20653251023628774
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2775 | LCC = 0.8525 | SRCC = 0.8528 ]
+INFO:root:Average loss=0.21424589038659364
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2834 | LCC = 0.8430 | SRCC = 0.8471 ]
+INFO:root:Average loss=0.2054623088393456
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2643 | LCC = 0.8507 | SRCC = 0.8519 ]
+INFO:root:Average loss=0.20602486645564055
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2962 | LCC = 0.8540 | SRCC = 0.8528 ]
+INFO:root:Average loss=0.20134817885282713
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2901 | LCC = 0.8519 | SRCC = 0.8514 ]
+INFO:root:Average loss=0.19693783622903702
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2757 | LCC = 0.8506 | SRCC = 0.8511 ]
+INFO:root:Average loss=0.19830519257065576
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2765 | LCC = 0.8471 | SRCC = 0.8488 ]
+INFO:root:Average loss=0.19433976576114312
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2650 | LCC = 0.8540 | SRCC = 0.8529 ]
+INFO:root:Average loss=0.1922429540218451
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2787 | LCC = 0.8543 | SRCC = 0.8553 ]
+INFO:root:Average loss=0.18768186905445197
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2637 | LCC = 0.8519 | SRCC = 0.8515 ]
+INFO:root:Average loss=0.17960880171412077
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2806 | LCC = 0.8525 | SRCC = 0.8524 ]
+INFO:root:Average loss=0.1822438273483362
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2848 | LCC = 0.8495 | SRCC = 0.8481 ]
+INFO:root:Average loss=0.18029825523113593
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2675 | LCC = 0.8445 | SRCC = 0.8491 ]
+INFO:root:Average loss=0.1765548044290298
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2698 | LCC = 0.8413 | SRCC = 0.8443 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2728 | LCC = 0.8557 | SRCC = 0.8553 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer10/run4/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer10/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer10/run4/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer10/run4/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer10/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..50dacdc87ef30afb43804ff84239361fa4292619
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer10/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9df49dbc45b12705eccf6443755971d135e17f11427fdc2b794a1070ca1cfef0
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer10/run4/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer10/run4/model_best.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer10/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 2749702
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer10/run4/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer10/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..f04082287a2695d6137ac9d9bbccf998e170fb61
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer10/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.3648856689150517
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3171 | LCC = 0.8018 | SRCC = 0.8063 ]
+INFO:root:Average loss=0.29566393658900875
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3427 | LCC = 0.8205 | SRCC = 0.8214 ]
+INFO:root:Average loss=0.2762791266043981
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3404 | LCC = 0.8243 | SRCC = 0.8222 ]
+INFO:root:Average loss=0.26789479435254365
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3134 | LCC = 0.8252 | SRCC = 0.8269 ]
+INFO:root:Average loss=0.27369852669728106
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3159 | LCC = 0.8363 | SRCC = 0.8363 ]
+INFO:root:Average loss=0.26084886491298676
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3047 | LCC = 0.8390 | SRCC = 0.8401 ]
+INFO:root:Average loss=0.2509714024953353
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3242 | LCC = 0.8401 | SRCC = 0.8389 ]
+INFO:root:Average loss=0.24070983150830635
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3087 | LCC = 0.8421 | SRCC = 0.8405 ]
+INFO:root:Average loss=0.2359390799433757
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2971 | LCC = 0.8344 | SRCC = 0.8349 ]
+INFO:root:Average loss=0.23856223699374077
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3848 | LCC = 0.8485 | SRCC = 0.8469 ]
+INFO:root:Average loss=0.2373113510891413
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2977 | LCC = 0.8459 | SRCC = 0.8447 ]
+INFO:root:Average loss=0.23226336580820572
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3129 | LCC = 0.8462 | SRCC = 0.8456 ]
+INFO:root:Average loss=0.21582009012882525
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2877 | LCC = 0.8435 | SRCC = 0.8449 ]
+INFO:root:Average loss=0.22869755843510994
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3018 | LCC = 0.8537 | SRCC = 0.8522 ]
+INFO:root:Average loss=0.21576670920237517
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2812 | LCC = 0.8442 | SRCC = 0.8444 ]
+INFO:root:Average loss=0.21528894884081987
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3194 | LCC = 0.8511 | SRCC = 0.8490 ]
+INFO:root:Average loss=0.2201182059943676
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2952 | LCC = 0.8511 | SRCC = 0.8502 ]
+INFO:root:Average loss=0.21323898205390343
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2726 | LCC = 0.8452 | SRCC = 0.8461 ]
+INFO:root:Average loss=0.21687877369232667
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2749 | LCC = 0.8418 | SRCC = 0.8455 ]
+INFO:root:Average loss=0.20636800886728826
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2945 | LCC = 0.8505 | SRCC = 0.8478 ]
+INFO:root:Average loss=0.19757548585916176
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2711 | LCC = 0.8525 | SRCC = 0.8527 ]
+INFO:root:Average loss=0.19755380037121284
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2742 | LCC = 0.8534 | SRCC = 0.8527 ]
+INFO:root:Average loss=0.20434667504368684
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2506 | LCC = 0.8480 | SRCC = 0.8509 ]
+INFO:root:Average loss=0.19171141852170992
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2598 | LCC = 0.8512 | SRCC = 0.8517 ]
+INFO:root:Average loss=0.19768361651744598
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2954 | LCC = 0.8567 | SRCC = 0.8550 ]
+INFO:root:Average loss=0.20113179374199647
+INFO:root:
+[Valid][25][UTT][ MSE = 0.3089 | LCC = 0.8514 | SRCC = 0.8529 ]
+INFO:root:Average loss=0.21183610850801834
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2830 | LCC = 0.8541 | SRCC = 0.8532 ]
+INFO:root:Average loss=0.18609061321386924
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2697 | LCC = 0.8524 | SRCC = 0.8520 ]
+INFO:root:Average loss=0.19235487301380205
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2629 | LCC = 0.8533 | SRCC = 0.8529 ]
+INFO:root:Average loss=0.18167080701543734
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2455 | LCC = 0.8483 | SRCC = 0.8509 ]
+INFO:root:Average loss=0.18141058564950258
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2692 | LCC = 0.8543 | SRCC = 0.8529 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.3170 | LCC = 0.8530 | SRCC = 0.8508 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer11/run0/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer11/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer11/run0/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer11/run0/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer11/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..25a136ba912e779cf32230e7cccceb1093f9d7e6
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer11/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer11/run0/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer11/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..a31814d83a622416abaf57c8ec41c75726922c0d
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer11/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer11/run0/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer11/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..96b939a0081b785cbc61cd46538f33159d5569cd
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer11/run0/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.5124701087673506
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4969 | LCC = 0.7586 | SRCC = 0.7551 ]
+INFO:root:Average loss=0.3310772302823189
+INFO:root:
+[Valid][1][UTT][ MSE = 0.4084 | LCC = 0.7931 | SRCC = 0.7937 ]
+INFO:root:Average loss=0.314703935613999
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3699 | LCC = 0.8070 | SRCC = 0.8047 ]
+INFO:root:Average loss=0.28802227935729885
+INFO:root:
+[Valid][3][UTT][ MSE = 0.4026 | LCC = 0.8110 | SRCC = 0.8138 ]
+INFO:root:Average loss=0.2916419947376618
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3701 | LCC = 0.8163 | SRCC = 0.8160 ]
+INFO:root:Average loss=0.2864488437771797
+INFO:root:
+[Valid][5][UTT][ MSE = 0.4292 | LCC = 0.7990 | SRCC = 0.8134 ]
+INFO:root:Average loss=0.28734881182511646
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3524 | LCC = 0.8270 | SRCC = 0.8259 ]
+INFO:root:Average loss=0.2727481743846184
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3087 | LCC = 0.8235 | SRCC = 0.8269 ]
+INFO:root:Average loss=0.2712156545275297
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3484 | LCC = 0.8252 | SRCC = 0.8270 ]
+INFO:root:Average loss=0.2692092158473455
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3109 | LCC = 0.8264 | SRCC = 0.8299 ]
+INFO:root:Average loss=0.2618689850354806
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3252 | LCC = 0.8285 | SRCC = 0.8273 ]
+INFO:root:Average loss=0.2598582571133589
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2973 | LCC = 0.8271 | SRCC = 0.8323 ]
+INFO:root:Average loss=0.24719736877924356
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3103 | LCC = 0.8337 | SRCC = 0.8328 ]
+INFO:root:Average loss=0.2500286774757581
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2997 | LCC = 0.8314 | SRCC = 0.8351 ]
+INFO:root:Average loss=0.25022347271442413
+INFO:root:
+[Valid][14][UTT][ MSE = 0.3385 | LCC = 0.8333 | SRCC = 0.8337 ]
+INFO:root:Average loss=0.24371541635348246
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3139 | LCC = 0.8400 | SRCC = 0.8396 ]
+INFO:root:Average loss=0.24066342432529497
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3308 | LCC = 0.8439 | SRCC = 0.8416 ]
+INFO:root:Average loss=0.2518567322538449
+INFO:root:
+[Valid][17][UTT][ MSE = 0.4038 | LCC = 0.8237 | SRCC = 0.8345 ]
+INFO:root:Average loss=0.25381692460714245
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3542 | LCC = 0.8298 | SRCC = 0.8333 ]
+INFO:root:Average loss=0.2546847634590589
+INFO:root:
+[Valid][19][UTT][ MSE = 0.3358 | LCC = 0.8364 | SRCC = 0.8376 ]
+INFO:root:Average loss=0.23866396645704904
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2952 | LCC = 0.8401 | SRCC = 0.8409 ]
+INFO:root:Average loss=0.2362206037610005
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2942 | LCC = 0.8430 | SRCC = 0.8425 ]
+INFO:root:Average loss=0.23270305150594467
+INFO:root:
+[Valid][22][UTT][ MSE = 0.3064 | LCC = 0.8413 | SRCC = 0.8411 ]
+INFO:root:Average loss=0.23293424798892096
+INFO:root:
+[Valid][23][UTT][ MSE = 0.3046 | LCC = 0.8389 | SRCC = 0.8406 ]
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+INFO:root:
+[Valid][24][UTT][ MSE = 0.3035 | LCC = 0.8378 | SRCC = 0.8388 ]
+INFO:root:Average loss=0.23523694276809692
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2853 | LCC = 0.8428 | SRCC = 0.8430 ]
+INFO:root:Average loss=0.2307949986977455
+INFO:root:
+[Valid][26][UTT][ MSE = 0.3067 | LCC = 0.8434 | SRCC = 0.8431 ]
+INFO:root:Average loss=0.22374442926584145
+INFO:root:
+[Valid][27][UTT][ MSE = 0.3027 | LCC = 0.8445 | SRCC = 0.8433 ]
+INFO:root:Average loss=0.22104104216664267
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2705 | LCC = 0.8467 | SRCC = 0.8462 ]
+INFO:root:Average loss=0.21960595536690491
+INFO:root:
+[Valid][29][UTT][ MSE = 0.3012 | LCC = 0.8449 | SRCC = 0.8438 ]
+INFO:root:Average loss=0.2229410769083561
+INFO:root:
+[Valid][30][UTT][ MSE = 0.3078 | LCC = 0.8436 | SRCC = 0.8451 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2564 | LCC = 0.8597 | SRCC = 0.8623 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer11/run1/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer11/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer11/run1/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer11/run1/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer11/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..36dc54c811aa58e601cd32646dd4aab7727e1a1b
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer11/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer11/run1/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer11/run1/model_best.pt
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer11/run1/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer11/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..fb3e673b5bc2aefbd741e339a72885fbd9185d3b
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer11/run1/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.4174743753213149
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4071 | LCC = 0.7719 | SRCC = 0.7642 ]
+INFO:root:Average loss=0.3127030149484292
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3836 | LCC = 0.7939 | SRCC = 0.7956 ]
+INFO:root:Average loss=0.3085689584796245
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3296 | LCC = 0.8083 | SRCC = 0.8078 ]
+INFO:root:Average loss=0.30512753358254063
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3649 | LCC = 0.7920 | SRCC = 0.8159 ]
+INFO:root:Average loss=0.2937617126183632
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3401 | LCC = 0.8082 | SRCC = 0.8125 ]
+INFO:root:Average loss=0.27881178431786025
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3315 | LCC = 0.8232 | SRCC = 0.8213 ]
+INFO:root:Average loss=0.27939887975270933
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3448 | LCC = 0.8216 | SRCC = 0.8225 ]
+INFO:root:Average loss=0.26259452715898174
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3444 | LCC = 0.8281 | SRCC = 0.8281 ]
+INFO:root:Average loss=0.263064365929518
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2902 | LCC = 0.8224 | SRCC = 0.8289 ]
+INFO:root:Average loss=0.2617424378792445
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3254 | LCC = 0.8310 | SRCC = 0.8317 ]
+INFO:root:Average loss=0.2574234698445369
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3099 | LCC = 0.8333 | SRCC = 0.8342 ]
+INFO:root:Average loss=0.2508454005687665
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2961 | LCC = 0.8329 | SRCC = 0.8349 ]
+INFO:root:Average loss=0.2547240795997473
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3256 | LCC = 0.8346 | SRCC = 0.8357 ]
+INFO:root:Average loss=0.2538022389396643
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2805 | LCC = 0.8288 | SRCC = 0.8366 ]
+INFO:root:Average loss=0.25098862785559434
+INFO:root:
+[Valid][14][UTT][ MSE = 0.3007 | LCC = 0.8361 | SRCC = 0.8361 ]
+INFO:root:Average loss=0.2644037999785863
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3113 | LCC = 0.8370 | SRCC = 0.8395 ]
+INFO:root:Average loss=0.2565166921569751
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2825 | LCC = 0.8338 | SRCC = 0.8372 ]
+INFO:root:Average loss=0.24471453863840836
+INFO:root:
+[Valid][17][UTT][ MSE = 0.3248 | LCC = 0.8394 | SRCC = 0.8389 ]
+INFO:root:Average loss=0.24747524773463225
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3087 | LCC = 0.8405 | SRCC = 0.8442 ]
+INFO:root:Average loss=0.24889439993943924
+INFO:root:
+[Valid][19][UTT][ MSE = 0.3054 | LCC = 0.8395 | SRCC = 0.8405 ]
+INFO:root:Average loss=0.24007433977646706
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2865 | LCC = 0.8358 | SRCC = 0.8387 ]
+INFO:root:Average loss=0.23179191102584204
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2994 | LCC = 0.8362 | SRCC = 0.8377 ]
+INFO:root:Average loss=0.23617074065483534
+INFO:root:
+[Valid][22][UTT][ MSE = 0.3026 | LCC = 0.8416 | SRCC = 0.8389 ]
+INFO:root:Average loss=0.243589688761112
+INFO:root:
+[Valid][23][UTT][ MSE = 0.3113 | LCC = 0.8283 | SRCC = 0.8371 ]
+INFO:root:Average loss=0.23578106745695457
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2980 | LCC = 0.8447 | SRCC = 0.8444 ]
+INFO:root:Average loss=0.24129543014061758
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2922 | LCC = 0.8361 | SRCC = 0.8397 ]
+INFO:root:Average loss=0.22210911565866226
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2986 | LCC = 0.8404 | SRCC = 0.8422 ]
+INFO:root:Average loss=0.24312692689589965
+INFO:root:
+[Valid][27][UTT][ MSE = 0.3255 | LCC = 0.8418 | SRCC = 0.8403 ]
+INFO:root:Average loss=0.22860958064213777
+INFO:root:
+[Valid][28][UTT][ MSE = 0.3163 | LCC = 0.8408 | SRCC = 0.8411 ]
+INFO:root:Average loss=0.23108983230896485
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2887 | LCC = 0.8368 | SRCC = 0.8425 ]
+INFO:root:Average loss=0.22081580605262366
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2635 | LCC = 0.8415 | SRCC = 0.8445 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.3016 | LCC = 0.8550 | SRCC = 0.8580 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer11/run2/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer11/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer11/run2/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer11/run2/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer11/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..6b17c6a78557ed63833ca81c75240d32cce4d6c8
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer11/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5cc95c9a4f50898a884d85a7a0ef519cb24f22895477a3d889443f98166e0d4a
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer11/run2/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer11/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e31e9dcede4b59ef0857359e3de0818e764e6030
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer11/run2/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:066275f971b47426c46ae4db56fe958768795f8a4786b7c92de2f2369166395e
+size 2749638
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer11/run2/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer11/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..7919162c82d8aed131e56f2d884c0841d401fa37
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer11/run2/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.4080571895226454
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4161 | LCC = 0.7766 | SRCC = 0.7749 ]
+INFO:root:Average loss=0.3162164275462811
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3594 | LCC = 0.8071 | SRCC = 0.8050 ]
+INFO:root:Average loss=0.2946039657944288
+INFO:root:
+[Valid][2][UTT][ MSE = 0.4317 | LCC = 0.8041 | SRCC = 0.8052 ]
+INFO:root:Average loss=0.29367516953975725
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3513 | LCC = 0.8172 | SRCC = 0.8154 ]
+INFO:root:Average loss=0.2778620721820073
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3204 | LCC = 0.8239 | SRCC = 0.8250 ]
+INFO:root:Average loss=0.2759476898190303
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3426 | LCC = 0.8267 | SRCC = 0.8270 ]
+INFO:root:Average loss=0.2634888478578665
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3425 | LCC = 0.8243 | SRCC = 0.8272 ]
+INFO:root:Average loss=0.26039997889445377
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3174 | LCC = 0.8201 | SRCC = 0.8302 ]
+INFO:root:Average loss=0.2748256877828867
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3630 | LCC = 0.8333 | SRCC = 0.8310 ]
+INFO:root:Average loss=0.25408936387453324
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3243 | LCC = 0.8357 | SRCC = 0.8337 ]
+INFO:root:Average loss=0.2537297283609708
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3223 | LCC = 0.8339 | SRCC = 0.8345 ]
+INFO:root:Average loss=0.2521893418370149
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3518 | LCC = 0.8285 | SRCC = 0.8316 ]
+INFO:root:Average loss=0.2622361204180962
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3176 | LCC = 0.8340 | SRCC = 0.8348 ]
+INFO:root:Average loss=0.25229370097319287
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3349 | LCC = 0.8387 | SRCC = 0.8386 ]
+INFO:root:Average loss=0.2546205199681796
+INFO:root:
+[Valid][14][UTT][ MSE = 0.3958 | LCC = 0.8200 | SRCC = 0.8231 ]
+INFO:root:Average loss=0.25400675718600935
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3472 | LCC = 0.8206 | SRCC = 0.8238 ]
+INFO:root:Average loss=0.2456350217644985
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2866 | LCC = 0.8262 | SRCC = 0.8384 ]
+INFO:root:Average loss=0.2510696303768036
+INFO:root:
+[Valid][17][UTT][ MSE = 0.3130 | LCC = 0.8391 | SRCC = 0.8395 ]
+INFO:root:Average loss=0.2582172659727243
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3563 | LCC = 0.8314 | SRCC = 0.8331 ]
+INFO:root:Average loss=0.2484676033640519
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2933 | LCC = 0.8354 | SRCC = 0.8389 ]
+INFO:root:Average loss=0.23055861947628167
+INFO:root:
+[Valid][20][UTT][ MSE = 0.3332 | LCC = 0.8408 | SRCC = 0.8391 ]
+INFO:root:Average loss=0.24223516270136222
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2757 | LCC = 0.8384 | SRCC = 0.8411 ]
+INFO:root:Average loss=0.23285055962892678
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2801 | LCC = 0.8366 | SRCC = 0.8418 ]
+INFO:root:Average loss=0.23182064887040701
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2926 | LCC = 0.8379 | SRCC = 0.8415 ]
+INFO:root:Average loss=0.22363377477114016
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2929 | LCC = 0.8456 | SRCC = 0.8441 ]
+INFO:root:Average loss=0.22045278014280859
+INFO:root:
+[Valid][25][UTT][ MSE = 0.3039 | LCC = 0.8491 | SRCC = 0.8467 ]
+INFO:root:Average loss=0.22311405149789956
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2810 | LCC = 0.8437 | SRCC = 0.8444 ]
+INFO:root:Average loss=0.22133018630437362
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2973 | LCC = 0.8461 | SRCC = 0.8440 ]
+INFO:root:Average loss=0.227827206827127
+INFO:root:
+[Valid][28][UTT][ MSE = 0.3359 | LCC = 0.8405 | SRCC = 0.8443 ]
+INFO:root:Average loss=0.23581837900938132
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2876 | LCC = 0.8431 | SRCC = 0.8456 ]
+INFO:root:Average loss=0.22916647963798964
+INFO:root:
+[Valid][30][UTT][ MSE = 0.3104 | LCC = 0.8417 | SRCC = 0.8423 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2896 | LCC = 0.8541 | SRCC = 0.8586 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer11/run3/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer11/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer11/run3/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer11/run3/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer11/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..fb4d4123995bd6a31bc3c73bdd827c6232180397
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer11/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:331223c27143c95423babf5ed39d18e010e1f07b1d92487ed20135c72a635f48
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer11/run3/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer11/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ffd693f30fba8658813105f47aede8b6c8cf9fe2
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer11/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:01ad3f7a1dabd8ca59852d71cfc37dd5668e3c710185b95dc9a02622642fdf6a
+size 2749638
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer11/run3/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer11/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..b34ac878037b1f6e5df492106f5310931e4da428
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer11/run3/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.4678040712307661
+INFO:root:
+[Valid][0][UTT][ MSE = 0.5203 | LCC = 0.7338 | SRCC = 0.7511 ]
+INFO:root:Average loss=0.326666180904095
+INFO:root:
+[Valid][1][UTT][ MSE = 0.4123 | LCC = 0.7994 | SRCC = 0.7978 ]
+INFO:root:Average loss=0.306811188467038
+INFO:root:
+[Valid][2][UTT][ MSE = 0.4098 | LCC = 0.7939 | SRCC = 0.8035 ]
+INFO:root:Average loss=0.2884200876339888
+INFO:root:
+[Valid][3][UTT][ MSE = 0.4121 | LCC = 0.7962 | SRCC = 0.8054 ]
+INFO:root:Average loss=0.29324677701179797
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3560 | LCC = 0.8065 | SRCC = 0.8165 ]
+INFO:root:Average loss=0.2744534134100645
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3561 | LCC = 0.8132 | SRCC = 0.8196 ]
+INFO:root:Average loss=0.2711614668369293
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3640 | LCC = 0.8251 | SRCC = 0.8270 ]
+INFO:root:Average loss=0.275938970156205
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3768 | LCC = 0.8261 | SRCC = 0.8283 ]
+INFO:root:Average loss=0.27379379860865766
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3548 | LCC = 0.8271 | SRCC = 0.8292 ]
+INFO:root:Average loss=0.26402457574239147
+INFO:root:
+[Valid][9][UTT][ MSE = 0.4296 | LCC = 0.8179 | SRCC = 0.8268 ]
+INFO:root:Average loss=0.2720384337963202
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3293 | LCC = 0.8228 | SRCC = 0.8289 ]
+INFO:root:Average loss=0.25563573837280273
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3777 | LCC = 0.8232 | SRCC = 0.8316 ]
+INFO:root:Average loss=0.25723482840336287
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3300 | LCC = 0.8326 | SRCC = 0.8337 ]
+INFO:root:Average loss=0.25247371330475193
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3268 | LCC = 0.8241 | SRCC = 0.8322 ]
+INFO:root:Average loss=0.25626930326987535
+INFO:root:
+[Valid][14][UTT][ MSE = 0.3149 | LCC = 0.8360 | SRCC = 0.8363 ]
+INFO:root:Average loss=0.24530857304732004
+INFO:root:
+[Valid][15][UTT][ MSE = 0.4332 | LCC = 0.8164 | SRCC = 0.8286 ]
+INFO:root:Average loss=0.2415853207692122
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2967 | LCC = 0.8374 | SRCC = 0.8398 ]
+INFO:root:Average loss=0.23776907855883622
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2984 | LCC = 0.8405 | SRCC = 0.8412 ]
+INFO:root:Average loss=0.2394038778849137
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3354 | LCC = 0.8382 | SRCC = 0.8397 ]
+INFO:root:Average loss=0.2470133751630783
+INFO:root:
+[Valid][19][UTT][ MSE = 0.3821 | LCC = 0.8297 | SRCC = 0.8358 ]
+INFO:root:Average loss=0.2406331419180601
+INFO:root:
+[Valid][20][UTT][ MSE = 0.3244 | LCC = 0.8364 | SRCC = 0.8372 ]
+INFO:root:Average loss=0.2510397854523781
+INFO:root:
+[Valid][21][UTT][ MSE = 0.3181 | LCC = 0.8393 | SRCC = 0.8396 ]
+INFO:root:Average loss=0.2383153117620028
+INFO:root:
+[Valid][22][UTT][ MSE = 0.3849 | LCC = 0.8356 | SRCC = 0.8381 ]
+INFO:root:Average loss=0.23285571886942938
+INFO:root:
+[Valid][23][UTT][ MSE = 0.3094 | LCC = 0.8338 | SRCC = 0.8397 ]
+INFO:root:Average loss=0.2305497150772657
+INFO:root:
+[Valid][24][UTT][ MSE = 0.3120 | LCC = 0.8390 | SRCC = 0.8411 ]
+INFO:root:Average loss=0.23045499126116434
+INFO:root:
+[Valid][25][UTT][ MSE = 0.3483 | LCC = 0.8329 | SRCC = 0.8380 ]
+INFO:root:Average loss=0.22555078585178423
+INFO:root:
+[Valid][26][UTT][ MSE = 0.3308 | LCC = 0.8396 | SRCC = 0.8426 ]
+INFO:root:Average loss=0.2301558731840207
+INFO:root:
+[Valid][27][UTT][ MSE = 0.3675 | LCC = 0.8353 | SRCC = 0.8403 ]
+INFO:root:Average loss=0.2284838536228889
+INFO:root:
+[Valid][28][UTT][ MSE = 0.3395 | LCC = 0.8366 | SRCC = 0.8407 ]
+INFO:root:Average loss=0.22522315956079042
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2904 | LCC = 0.8404 | SRCC = 0.8434 ]
+INFO:root:Average loss=0.22946507120743775
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2982 | LCC = 0.8424 | SRCC = 0.8429 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2753 | LCC = 0.8530 | SRCC = 0.8591 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer11/run4/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer11/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer11/run4/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer11/run4/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer11/run4/model.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer11/run4/model.pt
@@ -0,0 +1,3 @@
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer11/run4/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer11/run4/model_best.pt
new file mode 100644
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@@ -0,0 +1,3 @@
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer11/run4/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer11/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..072cf732d853e406e140f244b78b26b92ac22890
--- /dev/null
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@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.40156444830772203
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3952 | LCC = 0.7742 | SRCC = 0.7711 ]
+INFO:root:Average loss=0.3529636764373535
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3873 | LCC = 0.7907 | SRCC = 0.7881 ]
+INFO:root:Average loss=0.306235895324976
+INFO:root:
+[Valid][2][UTT][ MSE = 0.4305 | LCC = 0.8087 | SRCC = 0.8104 ]
+INFO:root:Average loss=0.2975258918908926
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3424 | LCC = 0.8054 | SRCC = 0.8134 ]
+INFO:root:Average loss=0.30180067206040406
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3332 | LCC = 0.8065 | SRCC = 0.8094 ]
+INFO:root:Average loss=0.2934824130856074
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3753 | LCC = 0.8168 | SRCC = 0.8173 ]
+INFO:root:Average loss=0.27396891094171083
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3200 | LCC = 0.8176 | SRCC = 0.8208 ]
+INFO:root:Average loss=0.2771501185802313
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3020 | LCC = 0.8222 | SRCC = 0.8243 ]
+INFO:root:Average loss=0.26800802693917203
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3419 | LCC = 0.8280 | SRCC = 0.8293 ]
+INFO:root:Average loss=0.27788514147202176
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3159 | LCC = 0.8289 | SRCC = 0.8302 ]
+INFO:root:Average loss=0.25889306916640353
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2963 | LCC = 0.8308 | SRCC = 0.8320 ]
+INFO:root:Average loss=0.25405846765408147
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3209 | LCC = 0.8322 | SRCC = 0.8317 ]
+INFO:root:Average loss=0.26644651477153486
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3175 | LCC = 0.8352 | SRCC = 0.8339 ]
+INFO:root:Average loss=0.249898133178552
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2879 | LCC = 0.8357 | SRCC = 0.8351 ]
+INFO:root:Average loss=0.24594435420555946
+INFO:root:
+[Valid][14][UTT][ MSE = 0.3035 | LCC = 0.8373 | SRCC = 0.8356 ]
+INFO:root:Average loss=0.2453517061777604
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2863 | LCC = 0.8321 | SRCC = 0.8376 ]
+INFO:root:Average loss=0.24324824641912413
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3000 | LCC = 0.8371 | SRCC = 0.8388 ]
+INFO:root:Average loss=0.2359014538427194
+INFO:root:
+[Valid][17][UTT][ MSE = 0.3385 | LCC = 0.8404 | SRCC = 0.8389 ]
+INFO:root:Average loss=0.2420116854019654
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3170 | LCC = 0.8397 | SRCC = 0.8387 ]
+INFO:root:Average loss=0.24814302015763062
+INFO:root:
+[Valid][19][UTT][ MSE = 0.3121 | LCC = 0.8357 | SRCC = 0.8349 ]
+INFO:root:Average loss=0.23545082524800912
+INFO:root:
+[Valid][20][UTT][ MSE = 0.3318 | LCC = 0.8365 | SRCC = 0.8361 ]
+INFO:root:Average loss=0.24275660591247755
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2917 | LCC = 0.8432 | SRCC = 0.8419 ]
+INFO:root:Average loss=0.23644616626776183
+INFO:root:
+[Valid][22][UTT][ MSE = 0.3271 | LCC = 0.8349 | SRCC = 0.8371 ]
+INFO:root:Average loss=0.2387590072093866
+INFO:root:
+[Valid][23][UTT][ MSE = 0.3496 | LCC = 0.8259 | SRCC = 0.8345 ]
+INFO:root:Average loss=0.2400151640176773
+INFO:root:
+[Valid][24][UTT][ MSE = 0.3081 | LCC = 0.8402 | SRCC = 0.8394 ]
+INFO:root:Average loss=0.2323633455313169
+INFO:root:
+[Valid][25][UTT][ MSE = 0.3019 | LCC = 0.8443 | SRCC = 0.8419 ]
+INFO:root:Average loss=0.22987858760051239
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2942 | LCC = 0.8452 | SRCC = 0.8437 ]
+INFO:root:Average loss=0.22802797437478334
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2806 | LCC = 0.8459 | SRCC = 0.8459 ]
+INFO:root:Average loss=0.23309346670523667
+INFO:root:
+[Valid][28][UTT][ MSE = 0.3044 | LCC = 0.8449 | SRCC = 0.8442 ]
+INFO:root:Average loss=0.22787218712843382
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2982 | LCC = 0.8468 | SRCC = 0.8463 ]
+INFO:root:Average loss=0.22489777837808317
+INFO:root:
+[Valid][30][UTT][ MSE = 0.3223 | LCC = 0.8459 | SRCC = 0.8441 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2956 | LCC = 0.8554 | SRCC = 0.8579 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer2/run0/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer2/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer2/run0/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer2/run0/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer2/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b107b1ee17ee429437f8fb79b28e2810019b045d
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer2/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer2/run0/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer2/run0/model_best.pt
new file mode 100644
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer2/run0/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer2/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..e074e2b9455aba60fbc61e8c1609870d0e038f3a
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer2/run0/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.4673838581030185
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3263 | LCC = 0.7939 | SRCC = 0.7971 ]
+INFO:root:Average loss=0.2557148698430795
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3027 | LCC = 0.8368 | SRCC = 0.8394 ]
+INFO:root:Average loss=0.22211122340880907
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2586 | LCC = 0.8476 | SRCC = 0.8481 ]
+INFO:root:Average loss=0.2030228755603998
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2468 | LCC = 0.8572 | SRCC = 0.8582 ]
+INFO:root:Average loss=0.18497610569764406
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2473 | LCC = 0.8606 | SRCC = 0.8595 ]
+INFO:root:Average loss=0.1707792967939988
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2212 | LCC = 0.8656 | SRCC = 0.8657 ]
+INFO:root:Average loss=0.1628443990380336
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2545 | LCC = 0.8595 | SRCC = 0.8615 ]
+INFO:root:Average loss=0.15200148704342353
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2211 | LCC = 0.8665 | SRCC = 0.8675 ]
+INFO:root:Average loss=0.1411814514834147
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2220 | LCC = 0.8671 | SRCC = 0.8664 ]
+INFO:root:Average loss=0.13483256751146072
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2594 | LCC = 0.8621 | SRCC = 0.8638 ]
+INFO:root:Average loss=0.1316618907910127
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2259 | LCC = 0.8608 | SRCC = 0.8618 ]
+INFO:root:Average loss=0.12155895880781688
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2675 | LCC = 0.8611 | SRCC = 0.8647 ]
+INFO:root:Average loss=0.11288880069668476
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2277 | LCC = 0.8687 | SRCC = 0.8693 ]
+INFO:root:Average loss=0.1036346598695486
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2160 | LCC = 0.8668 | SRCC = 0.8667 ]
+INFO:root:Average loss=0.09726102377932805
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2226 | LCC = 0.8655 | SRCC = 0.8652 ]
+INFO:root:Average loss=0.09603189944456784
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2116 | LCC = 0.8636 | SRCC = 0.8670 ]
+INFO:root:Average loss=0.09269094295226611
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2133 | LCC = 0.8678 | SRCC = 0.8687 ]
+INFO:root:Average loss=0.09189942054068431
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2128 | LCC = 0.8672 | SRCC = 0.8682 ]
+INFO:root:Average loss=0.08155512480208507
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2187 | LCC = 0.8645 | SRCC = 0.8653 ]
+INFO:root:Average loss=0.07812037696249974
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2292 | LCC = 0.8636 | SRCC = 0.8639 ]
+INFO:root:Average loss=0.07504778551176572
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2169 | LCC = 0.8664 | SRCC = 0.8668 ]
+INFO:root:Average loss=0.07563839957882197
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2207 | LCC = 0.8664 | SRCC = 0.8668 ]
+INFO:root:Average loss=0.07377089388095416
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2159 | LCC = 0.8648 | SRCC = 0.8658 ]
+INFO:root:Average loss=0.06788425945127621
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2240 | LCC = 0.8645 | SRCC = 0.8652 ]
+INFO:root:Average loss=0.06573988788594039
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2108 | LCC = 0.8670 | SRCC = 0.8674 ]
+INFO:root:Average loss=0.0608279194491796
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2172 | LCC = 0.8644 | SRCC = 0.8651 ]
+INFO:root:Average loss=0.06111028885994202
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2142 | LCC = 0.8655 | SRCC = 0.8661 ]
+INFO:root:Average loss=0.06035965671524023
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2141 | LCC = 0.8668 | SRCC = 0.8673 ]
+INFO:root:Average loss=0.060858537848943316
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2155 | LCC = 0.8646 | SRCC = 0.8653 ]
+INFO:root:Average loss=0.05462420641038662
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2322 | LCC = 0.8644 | SRCC = 0.8647 ]
+INFO:root:Average loss=0.0518247375312524
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2212 | LCC = 0.8629 | SRCC = 0.8630 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2150 | LCC = 0.8736 | SRCC = 0.8737 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer2/run1/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer2/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer2/run1/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer2/run1/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer2/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..3d04860e1abdb16b4bc3f0af484e8a4c95fe8ff9
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer2/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer2/run1/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer2/run1/model_best.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer2/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer2/run1/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer2/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..e129838ecc32c7ebd271d7c2f2a85bfd6cdb84c3
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer2/run1/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.538093605484718
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3884 | LCC = 0.7798 | SRCC = 0.7902 ]
+INFO:root:Average loss=0.2624647139738768
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2791 | LCC = 0.8319 | SRCC = 0.8383 ]
+INFO:root:Average loss=0.22472355170891836
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2524 | LCC = 0.8499 | SRCC = 0.8523 ]
+INFO:root:Average loss=0.19793394609139517
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2339 | LCC = 0.8565 | SRCC = 0.8592 ]
+INFO:root:Average loss=0.18728803910123995
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2537 | LCC = 0.8602 | SRCC = 0.8619 ]
+INFO:root:Average loss=0.1749109118603743
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2289 | LCC = 0.8640 | SRCC = 0.8654 ]
+INFO:root:Average loss=0.17341423550477394
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2400 | LCC = 0.8619 | SRCC = 0.8631 ]
+INFO:root:Average loss=0.15475738879579765
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2498 | LCC = 0.8640 | SRCC = 0.8666 ]
+INFO:root:Average loss=0.1459466150173774
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2296 | LCC = 0.8671 | SRCC = 0.8696 ]
+INFO:root:Average loss=0.12913711626942342
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2506 | LCC = 0.8663 | SRCC = 0.8667 ]
+INFO:root:Average loss=0.12867951994905105
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2238 | LCC = 0.8688 | SRCC = 0.8701 ]
+INFO:root:Average loss=0.11706266342065273
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2472 | LCC = 0.8682 | SRCC = 0.8698 ]
+INFO:root:Average loss=0.111302423171508
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2228 | LCC = 0.8678 | SRCC = 0.8700 ]
+INFO:root:Average loss=0.1040514658849973
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2225 | LCC = 0.8666 | SRCC = 0.8685 ]
+INFO:root:Average loss=0.09774196544327797
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2387 | LCC = 0.8657 | SRCC = 0.8664 ]
+INFO:root:Average loss=0.09124590136492863
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2271 | LCC = 0.8645 | SRCC = 0.8653 ]
+INFO:root:Average loss=0.08679261326025693
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2361 | LCC = 0.8629 | SRCC = 0.8638 ]
+INFO:root:Average loss=0.08643540668372925
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2304 | LCC = 0.8616 | SRCC = 0.8630 ]
+INFO:root:Average loss=0.08185211578622842
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2568 | LCC = 0.8611 | SRCC = 0.8636 ]
+INFO:root:Average loss=0.07744758614362815
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2204 | LCC = 0.8651 | SRCC = 0.8666 ]
+INFO:root:Average loss=0.0753734881679217
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2197 | LCC = 0.8652 | SRCC = 0.8659 ]
+INFO:root:Average loss=0.06808082348643205
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2139 | LCC = 0.8664 | SRCC = 0.8669 ]
+INFO:root:Average loss=0.06660228275144711
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2205 | LCC = 0.8624 | SRCC = 0.8640 ]
+INFO:root:Average loss=0.06751443942387898
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2272 | LCC = 0.8643 | SRCC = 0.8658 ]
+INFO:root:Average loss=0.06132851612682526
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2281 | LCC = 0.8623 | SRCC = 0.8633 ]
+INFO:root:Average loss=0.057786848658743575
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2236 | LCC = 0.8593 | SRCC = 0.8607 ]
+INFO:root:Average loss=0.05661609329474278
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2197 | LCC = 0.8608 | SRCC = 0.8630 ]
+INFO:root:Average loss=0.055982192452901446
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2482 | LCC = 0.8626 | SRCC = 0.8636 ]
+INFO:root:Average loss=0.05042187721492388
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2118 | LCC = 0.8651 | SRCC = 0.8661 ]
+INFO:root:Average loss=0.0544268482675155
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2152 | LCC = 0.8625 | SRCC = 0.8640 ]
+INFO:root:Average loss=0.053188931984970204
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2192 | LCC = 0.8630 | SRCC = 0.8634 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2207 | LCC = 0.8709 | SRCC = 0.8706 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer2/run2/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer2/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer2/run2/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer2/run2/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer2/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..483e4dec46ffa4b89da6cb9cce48fcac2153b7d0
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer2/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ae0f08b03980921c7cc36658f8ec339b18174cf057267f513d8ddf6df3371d3d
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer2/run2/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer2/run2/model_best.pt
new file mode 100644
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--- /dev/null
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer2/run2/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer2/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..95002dc6b1ca319c75172eacd2928aea9c126e7b
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer2/run2/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.4918908881835448
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3405 | LCC = 0.7906 | SRCC = 0.7930 ]
+INFO:root:Average loss=0.26632716468511486
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2985 | LCC = 0.8302 | SRCC = 0.8295 ]
+INFO:root:Average loss=0.22982518680584738
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2664 | LCC = 0.8421 | SRCC = 0.8436 ]
+INFO:root:Average loss=0.2095654261035797
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2589 | LCC = 0.8567 | SRCC = 0.8547 ]
+INFO:root:Average loss=0.1914932318031788
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2563 | LCC = 0.8494 | SRCC = 0.8519 ]
+INFO:root:Average loss=0.186908342421819
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2377 | LCC = 0.8546 | SRCC = 0.8566 ]
+INFO:root:Average loss=0.16645111372837654
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2388 | LCC = 0.8636 | SRCC = 0.8633 ]
+INFO:root:Average loss=0.15514443375361273
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2313 | LCC = 0.8630 | SRCC = 0.8628 ]
+INFO:root:Average loss=0.14334901832999328
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2371 | LCC = 0.8640 | SRCC = 0.8633 ]
+INFO:root:Average loss=0.1343054972971097
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2230 | LCC = 0.8618 | SRCC = 0.8613 ]
+INFO:root:Average loss=0.12915305497172552
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2221 | LCC = 0.8653 | SRCC = 0.8647 ]
+INFO:root:Average loss=0.12326679254571597
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2318 | LCC = 0.8588 | SRCC = 0.8614 ]
+INFO:root:Average loss=0.1224717751909525
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2452 | LCC = 0.8675 | SRCC = 0.8671 ]
+INFO:root:Average loss=0.10970492938008064
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2291 | LCC = 0.8608 | SRCC = 0.8622 ]
+INFO:root:Average loss=0.11101078165647311
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2134 | LCC = 0.8639 | SRCC = 0.8651 ]
+INFO:root:Average loss=0.09942509090671173
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2126 | LCC = 0.8676 | SRCC = 0.8683 ]
+INFO:root:Average loss=0.09886229754640506
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2411 | LCC = 0.8664 | SRCC = 0.8659 ]
+INFO:root:Average loss=0.09128064165512721
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2146 | LCC = 0.8614 | SRCC = 0.8628 ]
+INFO:root:Average loss=0.08353285462810443
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2345 | LCC = 0.8599 | SRCC = 0.8636 ]
+INFO:root:Average loss=0.08440233795688702
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2200 | LCC = 0.8640 | SRCC = 0.8643 ]
+INFO:root:Average loss=0.0847505992039656
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2204 | LCC = 0.8655 | SRCC = 0.8659 ]
+INFO:root:Average loss=0.07656657671890198
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2260 | LCC = 0.8627 | SRCC = 0.8619 ]
+INFO:root:Average loss=0.07162213817429848
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2182 | LCC = 0.8682 | SRCC = 0.8671 ]
+INFO:root:Average loss=0.0664114279147142
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2178 | LCC = 0.8636 | SRCC = 0.8634 ]
+INFO:root:Average loss=0.07794105853789891
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2330 | LCC = 0.8675 | SRCC = 0.8662 ]
+INFO:root:Average loss=0.06614724933527984
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2257 | LCC = 0.8641 | SRCC = 0.8636 ]
+INFO:root:Average loss=0.06598392831018338
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2186 | LCC = 0.8618 | SRCC = 0.8632 ]
+INFO:root:Average loss=0.06221193825014126
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2219 | LCC = 0.8640 | SRCC = 0.8647 ]
+INFO:root:Average loss=0.06333448981436399
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2247 | LCC = 0.8619 | SRCC = 0.8631 ]
+INFO:root:Average loss=0.059621395447697394
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2144 | LCC = 0.8661 | SRCC = 0.8663 ]
+INFO:root:Average loss=0.05571901062742258
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2215 | LCC = 0.8629 | SRCC = 0.8633 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2482 | LCC = 0.8632 | SRCC = 0.8634 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer2/run3/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer2/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer2/run3/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer2/run3/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer2/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e0132f24c1f108123ef4dd451445a858edb3a854
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer2/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer2/run3/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer2/run3/model_best.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer2/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer2/run3/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer2/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..84377987e360d18602f65778749bb81ae1128181
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer2/run3/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.4334087427227925
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3569 | LCC = 0.7872 | SRCC = 0.7925 ]
+INFO:root:Average loss=0.2665209397673607
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3017 | LCC = 0.8354 | SRCC = 0.8349 ]
+INFO:root:Average loss=0.22751253766891283
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3005 | LCC = 0.8393 | SRCC = 0.8449 ]
+INFO:root:Average loss=0.2051102509483313
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2724 | LCC = 0.8541 | SRCC = 0.8552 ]
+INFO:root:Average loss=0.19839116376944077
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2506 | LCC = 0.8538 | SRCC = 0.8545 ]
+INFO:root:Average loss=0.18514811400419626
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2485 | LCC = 0.8547 | SRCC = 0.8560 ]
+INFO:root:Average loss=0.1725061793739979
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3035 | LCC = 0.8564 | SRCC = 0.8593 ]
+INFO:root:Average loss=0.15775984325087988
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2452 | LCC = 0.8611 | SRCC = 0.8617 ]
+INFO:root:Average loss=0.1487238938227678
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2702 | LCC = 0.8610 | SRCC = 0.8637 ]
+INFO:root:Average loss=0.1382544815349273
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2297 | LCC = 0.8636 | SRCC = 0.8648 ]
+INFO:root:Average loss=0.13101942273668754
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2477 | LCC = 0.8663 | SRCC = 0.8676 ]
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+INFO:root:
+[Valid][11][UTT][ MSE = 0.2240 | LCC = 0.8618 | SRCC = 0.8630 ]
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+INFO:root:
+[Valid][12][UTT][ MSE = 0.2885 | LCC = 0.8613 | SRCC = 0.8644 ]
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+INFO:root:
+[Valid][13][UTT][ MSE = 0.2741 | LCC = 0.8649 | SRCC = 0.8658 ]
+INFO:root:Average loss=0.10811918372145066
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2357 | LCC = 0.8646 | SRCC = 0.8657 ]
+INFO:root:Average loss=0.09977174110901661
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2634 | LCC = 0.8616 | SRCC = 0.8642 ]
+INFO:root:Average loss=0.09976646084433947
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2497 | LCC = 0.8597 | SRCC = 0.8619 ]
+INFO:root:Average loss=0.09644301388508235
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2390 | LCC = 0.8607 | SRCC = 0.8619 ]
+INFO:root:Average loss=0.08295273690078503
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2157 | LCC = 0.8637 | SRCC = 0.8646 ]
+INFO:root:Average loss=0.08381664112974437
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2422 | LCC = 0.8647 | SRCC = 0.8652 ]
+INFO:root:Average loss=0.07803545257028861
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2177 | LCC = 0.8663 | SRCC = 0.8669 ]
+INFO:root:Average loss=0.07473424554635318
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2187 | LCC = 0.8650 | SRCC = 0.8651 ]
+INFO:root:Average loss=0.07249752838069047
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2634 | LCC = 0.8625 | SRCC = 0.8641 ]
+INFO:root:Average loss=0.07569026455092125
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2409 | LCC = 0.8626 | SRCC = 0.8639 ]
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+[Valid][24][UTT][ MSE = 0.2199 | LCC = 0.8625 | SRCC = 0.8627 ]
+INFO:root:Average loss=0.06858619173558858
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2165 | LCC = 0.8639 | SRCC = 0.8640 ]
+INFO:root:Average loss=0.0641780044310368
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2292 | LCC = 0.8628 | SRCC = 0.8617 ]
+INFO:root:Average loss=0.06609298355686359
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2193 | LCC = 0.8633 | SRCC = 0.8637 ]
+INFO:root:Average loss=0.060853621373191856
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2463 | LCC = 0.8609 | SRCC = 0.8616 ]
+INFO:root:Average loss=0.05981089270267731
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2248 | LCC = 0.8645 | SRCC = 0.8640 ]
+INFO:root:Average loss=0.05426014482210844
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2172 | LCC = 0.8636 | SRCC = 0.8636 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2264 | LCC = 0.8699 | SRCC = 0.8711 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer2/run4/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer2/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer2/run4/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer2/run4/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer2/run4/model.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer2/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer2/run4/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer2/run4/model_best.pt
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer2/run4/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer2/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..bc0a4d66370d889e28bc141b43247f99084fb78d
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer2/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.44943175732325286
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3286 | LCC = 0.7881 | SRCC = 0.7984 ]
+INFO:root:Average loss=0.2614192047562355
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3113 | LCC = 0.8314 | SRCC = 0.8400 ]
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+INFO:root:
+[Valid][2][UTT][ MSE = 0.2672 | LCC = 0.8533 | SRCC = 0.8531 ]
+INFO:root:Average loss=0.213088676906549
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3035 | LCC = 0.8534 | SRCC = 0.8587 ]
+INFO:root:Average loss=0.19158857459059128
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2520 | LCC = 0.8628 | SRCC = 0.8632 ]
+INFO:root:Average loss=0.17682892084121704
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2393 | LCC = 0.8637 | SRCC = 0.8645 ]
+INFO:root:Average loss=0.16243830141730797
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2252 | LCC = 0.8688 | SRCC = 0.8696 ]
+INFO:root:Average loss=0.15274459572556692
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2261 | LCC = 0.8709 | SRCC = 0.8716 ]
+INFO:root:Average loss=0.14246244871845612
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2220 | LCC = 0.8713 | SRCC = 0.8717 ]
+INFO:root:Average loss=0.1406722581730439
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2321 | LCC = 0.8716 | SRCC = 0.8724 ]
+INFO:root:Average loss=0.1363238618733027
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2170 | LCC = 0.8710 | SRCC = 0.8732 ]
+INFO:root:Average loss=0.12139737037703013
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2391 | LCC = 0.8730 | SRCC = 0.8722 ]
+INFO:root:Average loss=0.12048540780177483
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2325 | LCC = 0.8698 | SRCC = 0.8699 ]
+INFO:root:Average loss=0.10825265590579082
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2066 | LCC = 0.8718 | SRCC = 0.8730 ]
+INFO:root:Average loss=0.10288442298769951
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2131 | LCC = 0.8724 | SRCC = 0.8734 ]
+INFO:root:Average loss=0.09865167746559167
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2232 | LCC = 0.8682 | SRCC = 0.8684 ]
+INFO:root:Average loss=0.09566344717183174
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2200 | LCC = 0.8708 | SRCC = 0.8707 ]
+INFO:root:Average loss=0.09147602787766701
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2182 | LCC = 0.8726 | SRCC = 0.8725 ]
+INFO:root:Average loss=0.08496704645072803
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2167 | LCC = 0.8730 | SRCC = 0.8727 ]
+INFO:root:Average loss=0.08209761213033627
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2139 | LCC = 0.8726 | SRCC = 0.8720 ]
+INFO:root:Average loss=0.07935671885617268
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2115 | LCC = 0.8747 | SRCC = 0.8745 ]
+INFO:root:Average loss=0.07858335527663048
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2363 | LCC = 0.8729 | SRCC = 0.8735 ]
+INFO:root:Average loss=0.07024047060463673
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2186 | LCC = 0.8693 | SRCC = 0.8694 ]
+INFO:root:Average loss=0.06883315469783086
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2122 | LCC = 0.8716 | SRCC = 0.8718 ]
+INFO:root:Average loss=0.06860099986004524
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2300 | LCC = 0.8692 | SRCC = 0.8694 ]
+INFO:root:Average loss=0.06703657465867507
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2152 | LCC = 0.8711 | SRCC = 0.8703 ]
+INFO:root:Average loss=0.06498806508114705
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2199 | LCC = 0.8699 | SRCC = 0.8686 ]
+INFO:root:Average loss=0.06370391839971909
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2207 | LCC = 0.8673 | SRCC = 0.8674 ]
+INFO:root:Average loss=0.06164867984942901
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2127 | LCC = 0.8696 | SRCC = 0.8698 ]
+INFO:root:Average loss=0.05714825755701615
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2121 | LCC = 0.8721 | SRCC = 0.8725 ]
+INFO:root:Average loss=0.058470551163340226
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2165 | LCC = 0.8687 | SRCC = 0.8694 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2360 | LCC = 0.8661 | SRCC = 0.8664 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer3/run0/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer3/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer3/run0/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer3/run0/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer3/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..09c80d7976f8ed259d5aef4ae15c5047564b08e6
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer3/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:10761653e8f9281229ec39fdb48d3f6359111aa5c5a3861ccd9ed7a7a059aaf6
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer3/run0/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer3/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..1ead47bc87f68c218acb481f9eff2f16349040f9
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer3/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3641d13e4d7bb3c1a6c14f7cb9930a7d4dde4979fdb1ca7a1fa535d95277af15
+size 2749638
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer3/run0/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer3/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..a6f9cad2645ae32bc6482bdb3fca4ab1300b4c82
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer3/run0/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.4330529272556305
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3315 | LCC = 0.7965 | SRCC = 0.8075 ]
+INFO:root:Average loss=0.2670723488315558
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2924 | LCC = 0.8286 | SRCC = 0.8315 ]
+INFO:root:Average loss=0.22432136955933693
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2629 | LCC = 0.8495 | SRCC = 0.8499 ]
+INFO:root:Average loss=0.20391290214581367
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2676 | LCC = 0.8542 | SRCC = 0.8551 ]
+INFO:root:Average loss=0.19523478184755033
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2422 | LCC = 0.8586 | SRCC = 0.8605 ]
+INFO:root:Average loss=0.17424330831720278
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2284 | LCC = 0.8611 | SRCC = 0.8608 ]
+INFO:root:Average loss=0.1602685380822573
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2378 | LCC = 0.8646 | SRCC = 0.8643 ]
+INFO:root:Average loss=0.1566779076670989
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2369 | LCC = 0.8633 | SRCC = 0.8649 ]
+INFO:root:Average loss=0.14086578127283317
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2217 | LCC = 0.8650 | SRCC = 0.8651 ]
+INFO:root:Average loss=0.135310266740047
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2376 | LCC = 0.8668 | SRCC = 0.8663 ]
+INFO:root:Average loss=0.12660125136757508
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2293 | LCC = 0.8601 | SRCC = 0.8598 ]
+INFO:root:Average loss=0.11674549392400643
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2175 | LCC = 0.8644 | SRCC = 0.8646 ]
+INFO:root:Average loss=0.11459140450908588
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2319 | LCC = 0.8577 | SRCC = 0.8600 ]
+INFO:root:Average loss=0.1120655279702101
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2265 | LCC = 0.8626 | SRCC = 0.8632 ]
+INFO:root:Average loss=0.10125734590184994
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2205 | LCC = 0.8636 | SRCC = 0.8635 ]
+INFO:root:Average loss=0.0972621481005962
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2193 | LCC = 0.8636 | SRCC = 0.8635 ]
+INFO:root:Average loss=0.08775077373362504
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2210 | LCC = 0.8613 | SRCC = 0.8610 ]
+INFO:root:Average loss=0.08822161795046085
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2266 | LCC = 0.8586 | SRCC = 0.8588 ]
+INFO:root:Average loss=0.08012572141029896
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2193 | LCC = 0.8608 | SRCC = 0.8615 ]
+INFO:root:Average loss=0.07575605031198417
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2270 | LCC = 0.8579 | SRCC = 0.8597 ]
+INFO:root:Average loss=0.07070261688950734
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2341 | LCC = 0.8564 | SRCC = 0.8564 ]
+INFO:root:Average loss=0.07384540794942623
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2382 | LCC = 0.8611 | SRCC = 0.8606 ]
+INFO:root:Average loss=0.06915349651796696
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2251 | LCC = 0.8599 | SRCC = 0.8598 ]
+INFO:root:Average loss=0.06438525422261311
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2271 | LCC = 0.8608 | SRCC = 0.8619 ]
+INFO:root:Average loss=0.06695817812131001
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2324 | LCC = 0.8585 | SRCC = 0.8606 ]
+INFO:root:Average loss=0.0627396058004636
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2318 | LCC = 0.8559 | SRCC = 0.8572 ]
+INFO:root:Average loss=0.055854826067120604
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2322 | LCC = 0.8578 | SRCC = 0.8581 ]
+INFO:root:Average loss=0.0591575680539394
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2320 | LCC = 0.8571 | SRCC = 0.8579 ]
+INFO:root:Average loss=0.05699498235033108
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2362 | LCC = 0.8621 | SRCC = 0.8619 ]
+INFO:root:Average loss=0.05349439678665919
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2311 | LCC = 0.8579 | SRCC = 0.8594 ]
+INFO:root:Average loss=0.04995565937879758
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2200 | LCC = 0.8623 | SRCC = 0.8626 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2409 | LCC = 0.8735 | SRCC = 0.8722 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer3/run1/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer3/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer3/run1/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer3/run1/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer3/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..f7e79bd00b55f984cf01f58824074ac2c8848a92
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer3/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:28338a30a0261d949870e096f0d8cd1b5616aac43f215001b3a3f79df3e24b2d
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer3/run1/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer3/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4e7eae0414c2454c8eb9ccc96e970288eaa21401
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer3/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:32eb467da4653206f9c9c3cf2698c0e6db2bd429f9348e36dae037e04559b788
+size 2749638
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer3/run1/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer3/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..daef2ff7004d291f9fd11f661a2601e6143932da
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer3/run1/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.4040174438403203
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3381 | LCC = 0.7958 | SRCC = 0.8007 ]
+INFO:root:Average loss=0.255068954366904
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2835 | LCC = 0.8339 | SRCC = 0.8356 ]
+INFO:root:Average loss=0.22510307702498558
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2653 | LCC = 0.8460 | SRCC = 0.8459 ]
+INFO:root:Average loss=0.20287841119063207
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2492 | LCC = 0.8559 | SRCC = 0.8539 ]
+INFO:root:Average loss=0.18569319255841085
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2345 | LCC = 0.8601 | SRCC = 0.8583 ]
+INFO:root:Average loss=0.17705043099629572
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2846 | LCC = 0.8597 | SRCC = 0.8588 ]
+INFO:root:Average loss=0.16255621516551727
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2471 | LCC = 0.8628 | SRCC = 0.8605 ]
+INFO:root:Average loss=0.15310906580625436
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2333 | LCC = 0.8641 | SRCC = 0.8626 ]
+INFO:root:Average loss=0.14265211585622567
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2204 | LCC = 0.8659 | SRCC = 0.8648 ]
+INFO:root:Average loss=0.1367223045000663
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2385 | LCC = 0.8650 | SRCC = 0.8641 ]
+INFO:root:Average loss=0.12437992151349019
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2342 | LCC = 0.8602 | SRCC = 0.8595 ]
+INFO:root:Average loss=0.11937485109919156
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2327 | LCC = 0.8569 | SRCC = 0.8575 ]
+INFO:root:Average loss=0.11087098335608458
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2348 | LCC = 0.8552 | SRCC = 0.8559 ]
+INFO:root:Average loss=0.11110640126161087
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2416 | LCC = 0.8575 | SRCC = 0.8577 ]
+INFO:root:Average loss=0.10272382830197994
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2646 | LCC = 0.8524 | SRCC = 0.8520 ]
+INFO:root:Average loss=0.10615181330686961
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2328 | LCC = 0.8560 | SRCC = 0.8565 ]
+INFO:root:Average loss=0.09640741529755104
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2286 | LCC = 0.8561 | SRCC = 0.8572 ]
+INFO:root:Average loss=0.09322087504924872
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2303 | LCC = 0.8553 | SRCC = 0.8553 ]
+INFO:root:Average loss=0.08611463196575642
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2303 | LCC = 0.8547 | SRCC = 0.8543 ]
+INFO:root:Average loss=0.08306705435881248
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2397 | LCC = 0.8540 | SRCC = 0.8527 ]
+INFO:root:Average loss=0.07941932809085418
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2381 | LCC = 0.8513 | SRCC = 0.8507 ]
+INFO:root:Average loss=0.0739072476251003
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2332 | LCC = 0.8535 | SRCC = 0.8540 ]
+INFO:root:Average loss=0.0708586169550052
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2316 | LCC = 0.8547 | SRCC = 0.8542 ]
+INFO:root:Average loss=0.06810798457799813
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2277 | LCC = 0.8544 | SRCC = 0.8541 ]
+INFO:root:Average loss=0.06893553388997531
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2607 | LCC = 0.8512 | SRCC = 0.8531 ]
+INFO:root:Average loss=0.06738806162507106
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2324 | LCC = 0.8550 | SRCC = 0.8555 ]
+INFO:root:Average loss=0.0691668531164909
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2278 | LCC = 0.8555 | SRCC = 0.8565 ]
+INFO:root:Average loss=0.06376074689129989
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2362 | LCC = 0.8530 | SRCC = 0.8522 ]
+INFO:root:Average loss=0.0580758683096904
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2725 | LCC = 0.8513 | SRCC = 0.8536 ]
+INFO:root:Average loss=0.0570798157594907
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2419 | LCC = 0.8556 | SRCC = 0.8563 ]
+INFO:root:Average loss=0.054936604717603095
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2449 | LCC = 0.8529 | SRCC = 0.8528 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2198 | LCC = 0.8700 | SRCC = 0.8704 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer3/run2/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer3/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer3/run2/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer3/run2/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer3/run2/model.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer3/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer3/run2/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer3/run2/model_best.pt
new file mode 100644
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer3/run2/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer3/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..5d0734dd6747dbdb03120135a027a4091ec89483
--- /dev/null
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@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.4493719245760869
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3344 | LCC = 0.7898 | SRCC = 0.7943 ]
+INFO:root:Average loss=0.27130931577621364
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2843 | LCC = 0.8381 | SRCC = 0.8393 ]
+INFO:root:Average loss=0.22442127305727738
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2628 | LCC = 0.8560 | SRCC = 0.8560 ]
+INFO:root:Average loss=0.2038511859300809
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2413 | LCC = 0.8587 | SRCC = 0.8581 ]
+INFO:root:Average loss=0.19014060774292701
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2511 | LCC = 0.8659 | SRCC = 0.8643 ]
+INFO:root:Average loss=0.17252332650316068
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2363 | LCC = 0.8662 | SRCC = 0.8668 ]
+INFO:root:Average loss=0.1675486039274778
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2300 | LCC = 0.8674 | SRCC = 0.8669 ]
+INFO:root:Average loss=0.1557540961374075
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2342 | LCC = 0.8664 | SRCC = 0.8672 ]
+INFO:root:Average loss=0.14092887374453056
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2392 | LCC = 0.8676 | SRCC = 0.8677 ]
+INFO:root:Average loss=0.13462345607769796
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2334 | LCC = 0.8670 | SRCC = 0.8679 ]
+INFO:root:Average loss=0.13172989825789744
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2607 | LCC = 0.8655 | SRCC = 0.8658 ]
+INFO:root:Average loss=0.11718277212900993
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2232 | LCC = 0.8680 | SRCC = 0.8674 ]
+INFO:root:Average loss=0.11041511939122127
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2232 | LCC = 0.8681 | SRCC = 0.8689 ]
+INFO:root:Average loss=0.10781485253037551
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2376 | LCC = 0.8609 | SRCC = 0.8616 ]
+INFO:root:Average loss=0.1021976826282648
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2330 | LCC = 0.8638 | SRCC = 0.8662 ]
+INFO:root:Average loss=0.0957491994381715
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2357 | LCC = 0.8647 | SRCC = 0.8639 ]
+INFO:root:Average loss=0.09166149966991864
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2190 | LCC = 0.8637 | SRCC = 0.8635 ]
+INFO:root:Average loss=0.09223739821941425
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2395 | LCC = 0.8641 | SRCC = 0.8660 ]
+INFO:root:Average loss=0.08048759071299663
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2283 | LCC = 0.8629 | SRCC = 0.8628 ]
+INFO:root:Average loss=0.07717392359597561
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2457 | LCC = 0.8614 | SRCC = 0.8632 ]
+INFO:root:Average loss=0.08195020855428317
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2219 | LCC = 0.8654 | SRCC = 0.8656 ]
+INFO:root:Average loss=0.07237191846928535
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2343 | LCC = 0.8611 | SRCC = 0.8619 ]
+INFO:root:Average loss=0.07195196883418621
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2358 | LCC = 0.8621 | SRCC = 0.8632 ]
+INFO:root:Average loss=0.06567236413367283
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2402 | LCC = 0.8611 | SRCC = 0.8626 ]
+INFO:root:Average loss=0.06526873604609416
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2381 | LCC = 0.8595 | SRCC = 0.8602 ]
+INFO:root:Average loss=0.061292946147613034
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2416 | LCC = 0.8594 | SRCC = 0.8608 ]
+INFO:root:Average loss=0.05616982648961055
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2335 | LCC = 0.8585 | SRCC = 0.8595 ]
+INFO:root:Average loss=0.057187188464479566
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2168 | LCC = 0.8623 | SRCC = 0.8632 ]
+INFO:root:Average loss=0.05522276881413582
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2356 | LCC = 0.8618 | SRCC = 0.8627 ]
+INFO:root:Average loss=0.05299687796296217
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2315 | LCC = 0.8603 | SRCC = 0.8613 ]
+INFO:root:Average loss=0.053927082234086134
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2289 | LCC = 0.8609 | SRCC = 0.8628 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2177 | LCC = 0.8694 | SRCC = 0.8687 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer3/run3/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer3/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer3/run3/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer3/run3/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer3/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ff3bee6528a0ac152adbb5d8f71ce363951d85d1
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer3/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer3/run3/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer3/run3/model_best.pt
new file mode 100644
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+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer3/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer3/run3/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer3/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..14fcd9b4c46ad1c944783bbd427fa91d1c185ccd
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer3/run3/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.4739610440073869
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3351 | LCC = 0.7924 | SRCC = 0.8024 ]
+INFO:root:Average loss=0.26276843345318085
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2779 | LCC = 0.8351 | SRCC = 0.8392 ]
+INFO:root:Average loss=0.22510293336250844
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2648 | LCC = 0.8499 | SRCC = 0.8526 ]
+INFO:root:Average loss=0.20310719024676543
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2420 | LCC = 0.8639 | SRCC = 0.8612 ]
+INFO:root:Average loss=0.1878931189003663
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2290 | LCC = 0.8612 | SRCC = 0.8610 ]
+INFO:root:Average loss=0.17250028854379287
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2445 | LCC = 0.8681 | SRCC = 0.8680 ]
+INFO:root:Average loss=0.1627423498684015
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2323 | LCC = 0.8692 | SRCC = 0.8683 ]
+INFO:root:Average loss=0.1514366253828391
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2539 | LCC = 0.8659 | SRCC = 0.8681 ]
+INFO:root:Average loss=0.1422106188077193
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2311 | LCC = 0.8666 | SRCC = 0.8664 ]
+INFO:root:Average loss=0.14233162149022788
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2238 | LCC = 0.8686 | SRCC = 0.8683 ]
+INFO:root:Average loss=0.12929723048821473
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2251 | LCC = 0.8685 | SRCC = 0.8684 ]
+INFO:root:Average loss=0.12086943336404286
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2230 | LCC = 0.8683 | SRCC = 0.8678 ]
+INFO:root:Average loss=0.10989228416329776
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2222 | LCC = 0.8666 | SRCC = 0.8667 ]
+INFO:root:Average loss=0.124753860804515
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2291 | LCC = 0.8686 | SRCC = 0.8682 ]
+INFO:root:Average loss=0.10269640500728901
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2453 | LCC = 0.8662 | SRCC = 0.8651 ]
+INFO:root:Average loss=0.09587523799676162
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2416 | LCC = 0.8644 | SRCC = 0.8641 ]
+INFO:root:Average loss=0.09033371340961029
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2125 | LCC = 0.8668 | SRCC = 0.8672 ]
+INFO:root:Average loss=0.08857461642951538
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2557 | LCC = 0.8622 | SRCC = 0.8638 ]
+INFO:root:Average loss=0.08523379734311348
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2308 | LCC = 0.8646 | SRCC = 0.8652 ]
+INFO:root:Average loss=0.07788573071742669
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2563 | LCC = 0.8635 | SRCC = 0.8650 ]
+INFO:root:Average loss=0.07455572208915001
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2187 | LCC = 0.8644 | SRCC = 0.8640 ]
+INFO:root:Average loss=0.07355399343829888
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2410 | LCC = 0.8600 | SRCC = 0.8615 ]
+INFO:root:Average loss=0.07153301194119148
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2444 | LCC = 0.8629 | SRCC = 0.8622 ]
+INFO:root:Average loss=0.07097257363299529
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2230 | LCC = 0.8647 | SRCC = 0.8633 ]
+INFO:root:Average loss=0.06851991256460166
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2297 | LCC = 0.8635 | SRCC = 0.8639 ]
+INFO:root:Average loss=0.06204534183519009
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2293 | LCC = 0.8617 | SRCC = 0.8611 ]
+INFO:root:Average loss=0.059801956495413415
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2236 | LCC = 0.8615 | SRCC = 0.8607 ]
+INFO:root:Average loss=0.061974563325444855
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2300 | LCC = 0.8602 | SRCC = 0.8592 ]
+INFO:root:Average loss=0.05607952072452276
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2664 | LCC = 0.8581 | SRCC = 0.8595 ]
+INFO:root:Average loss=0.05298433424188541
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2326 | LCC = 0.8602 | SRCC = 0.8600 ]
+INFO:root:Average loss=0.05580329532042528
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2323 | LCC = 0.8606 | SRCC = 0.8615 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2300 | LCC = 0.8689 | SRCC = 0.8674 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer3/run4/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer3/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer3/run4/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer3/run4/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer3/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..f2f35936bf6ec7b3a6b73ee31a4bb8975b79ed28
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer3/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer3/run4/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer3/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..8537eb746c314b51317a8759ad5a7029886a773b
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer3/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 2749638
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer3/run4/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer3/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..458ef2f10b02ccc4fb36f9ae80efd72ef77d25dd
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer3/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.39902122700825715
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3388 | LCC = 0.7952 | SRCC = 0.7984 ]
+INFO:root:Average loss=0.25674022084627396
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2957 | LCC = 0.8277 | SRCC = 0.8280 ]
+INFO:root:Average loss=0.22349274425934523
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2891 | LCC = 0.8457 | SRCC = 0.8454 ]
+INFO:root:Average loss=0.2037229320177665
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2494 | LCC = 0.8556 | SRCC = 0.8565 ]
+INFO:root:Average loss=0.18350501578205672
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2446 | LCC = 0.8606 | SRCC = 0.8599 ]
+INFO:root:Average loss=0.17054426163817063
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2453 | LCC = 0.8634 | SRCC = 0.8617 ]
+INFO:root:Average loss=0.15353557477012658
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2390 | LCC = 0.8601 | SRCC = 0.8589 ]
+INFO:root:Average loss=0.15314642148904312
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2801 | LCC = 0.8549 | SRCC = 0.8580 ]
+INFO:root:Average loss=0.14237075719313744
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2275 | LCC = 0.8612 | SRCC = 0.8607 ]
+INFO:root:Average loss=0.13161533813063914
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2413 | LCC = 0.8606 | SRCC = 0.8600 ]
+INFO:root:Average loss=0.12273259728382795
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2394 | LCC = 0.8614 | SRCC = 0.8612 ]
+INFO:root:Average loss=0.11576563817186233
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2345 | LCC = 0.8613 | SRCC = 0.8617 ]
+INFO:root:Average loss=0.10769909071043515
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2307 | LCC = 0.8578 | SRCC = 0.8579 ]
+INFO:root:Average loss=0.10410952787750806
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2236 | LCC = 0.8619 | SRCC = 0.8619 ]
+INFO:root:Average loss=0.09531251369760586
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2342 | LCC = 0.8571 | SRCC = 0.8574 ]
+INFO:root:Average loss=0.09401887468993664
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2350 | LCC = 0.8592 | SRCC = 0.8586 ]
+INFO:root:Average loss=0.08566593412214364
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2488 | LCC = 0.8557 | SRCC = 0.8575 ]
+INFO:root:Average loss=0.08429808819141144
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2408 | LCC = 0.8526 | SRCC = 0.8535 ]
+INFO:root:Average loss=0.07787341863299027
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2323 | LCC = 0.8562 | SRCC = 0.8563 ]
+INFO:root:Average loss=0.0780656403169418
+INFO:root:
+[Valid][19][UTT][ MSE = 0.3058 | LCC = 0.8482 | SRCC = 0.8515 ]
+INFO:root:Average loss=0.07702743701445751
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2427 | LCC = 0.8536 | SRCC = 0.8532 ]
+INFO:root:Average loss=0.07279982030964814
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2436 | LCC = 0.8564 | SRCC = 0.8566 ]
+INFO:root:Average loss=0.0640782945526716
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2443 | LCC = 0.8558 | SRCC = 0.8566 ]
+INFO:root:Average loss=0.0652554290703474
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2301 | LCC = 0.8553 | SRCC = 0.8558 ]
+INFO:root:Average loss=0.06167390059011105
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2366 | LCC = 0.8555 | SRCC = 0.8558 ]
+INFO:root:Average loss=0.05982624710752414
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2350 | LCC = 0.8557 | SRCC = 0.8560 ]
+INFO:root:Average loss=0.05311285881086802
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2338 | LCC = 0.8558 | SRCC = 0.8562 ]
+INFO:root:Average loss=0.05469114178170761
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2331 | LCC = 0.8573 | SRCC = 0.8569 ]
+INFO:root:Average loss=0.05683054302174311
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2379 | LCC = 0.8529 | SRCC = 0.8540 ]
+INFO:root:Average loss=0.051427784304206185
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2381 | LCC = 0.8523 | SRCC = 0.8524 ]
+INFO:root:Average loss=0.05019105388185917
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2307 | LCC = 0.8551 | SRCC = 0.8552 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2516 | LCC = 0.8678 | SRCC = 0.8687 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer4/run0/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer4/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer4/run0/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer4/run0/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer4/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e4afdf7912741ec3cebe2280987ec11330efb399
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer4/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b574291ba6b2b352db7d87ba98cfe33f89bd0b87cd28d43b3df325737cd21ba6
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer4/run0/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer4/run0/model_best.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer4/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 2749702
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer4/run0/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer4/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..9d9f897ff6b95b22e045c4e74c35fedac395853d
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer4/run0/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.43924685758657944
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3344 | LCC = 0.7946 | SRCC = 0.8043 ]
+INFO:root:Average loss=0.2633450619685344
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2750 | LCC = 0.8323 | SRCC = 0.8363 ]
+INFO:root:Average loss=0.22329800996260765
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3086 | LCC = 0.8425 | SRCC = 0.8458 ]
+INFO:root:Average loss=0.1982348596629424
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2596 | LCC = 0.8571 | SRCC = 0.8554 ]
+INFO:root:Average loss=0.18623551850517592
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2454 | LCC = 0.8577 | SRCC = 0.8552 ]
+INFO:root:Average loss=0.17213792325212404
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2411 | LCC = 0.8585 | SRCC = 0.8587 ]
+INFO:root:Average loss=0.15950806114153984
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2345 | LCC = 0.8625 | SRCC = 0.8598 ]
+INFO:root:Average loss=0.15119414098369768
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2461 | LCC = 0.8587 | SRCC = 0.8582 ]
+INFO:root:Average loss=0.13875116054446268
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2291 | LCC = 0.8581 | SRCC = 0.8560 ]
+INFO:root:Average loss=0.12757816060613364
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2242 | LCC = 0.8620 | SRCC = 0.8593 ]
+INFO:root:Average loss=0.12134465622978333
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2417 | LCC = 0.8592 | SRCC = 0.8566 ]
+INFO:root:Average loss=0.11377147757090054
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2429 | LCC = 0.8584 | SRCC = 0.8554 ]
+INFO:root:Average loss=0.10976939724806027
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2239 | LCC = 0.8583 | SRCC = 0.8566 ]
+INFO:root:Average loss=0.09577214760849109
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2355 | LCC = 0.8563 | SRCC = 0.8539 ]
+INFO:root:Average loss=0.09161359353516346
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2315 | LCC = 0.8538 | SRCC = 0.8509 ]
+INFO:root:Average loss=0.08394511898931785
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2449 | LCC = 0.8496 | SRCC = 0.8474 ]
+INFO:root:Average loss=0.0791258160980084
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2491 | LCC = 0.8491 | SRCC = 0.8470 ]
+INFO:root:Average loss=0.0790529914964468
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2360 | LCC = 0.8512 | SRCC = 0.8486 ]
+INFO:root:Average loss=0.07330492301247059
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2311 | LCC = 0.8522 | SRCC = 0.8507 ]
+INFO:root:Average loss=0.07503755233035637
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2415 | LCC = 0.8505 | SRCC = 0.8500 ]
+INFO:root:Average loss=0.06826183180778454
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2430 | LCC = 0.8488 | SRCC = 0.8453 ]
+INFO:root:Average loss=0.06574624504607457
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2411 | LCC = 0.8503 | SRCC = 0.8449 ]
+INFO:root:Average loss=0.06458520273176524
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2358 | LCC = 0.8506 | SRCC = 0.8480 ]
+INFO:root:Average loss=0.06000118265644862
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2479 | LCC = 0.8490 | SRCC = 0.8464 ]
+INFO:root:Average loss=0.060895865639814965
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2328 | LCC = 0.8528 | SRCC = 0.8502 ]
+INFO:root:Average loss=0.059981973173144534
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2460 | LCC = 0.8493 | SRCC = 0.8455 ]
+INFO:root:Average loss=0.05440049570722458
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2576 | LCC = 0.8481 | SRCC = 0.8487 ]
+INFO:root:Average loss=0.054117427088129215
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2518 | LCC = 0.8466 | SRCC = 0.8449 ]
+INFO:root:Average loss=0.05109689024109871
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2410 | LCC = 0.8497 | SRCC = 0.8483 ]
+INFO:root:Average loss=0.04481426967928807
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2461 | LCC = 0.8485 | SRCC = 0.8453 ]
+INFO:root:Average loss=0.04560130999351923
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2400 | LCC = 0.8487 | SRCC = 0.8470 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2400 | LCC = 0.8615 | SRCC = 0.8650 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer4/run1/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer4/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer4/run1/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer4/run1/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer4/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e6180564f28c6cc112b767925102fdc57fc0cf5e
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer4/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer4/run1/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer4/run1/model_best.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer4/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer4/run1/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer4/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..03d92e9510f624a98cbc4d1ec705c66b8ffb3616
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer4/run1/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.48962129251315045
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3601 | LCC = 0.7875 | SRCC = 0.7949 ]
+INFO:root:Average loss=0.2646631032992632
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2878 | LCC = 0.8300 | SRCC = 0.8319 ]
+INFO:root:Average loss=0.22904285922264442
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2767 | LCC = 0.8494 | SRCC = 0.8477 ]
+INFO:root:Average loss=0.2016575867548967
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2996 | LCC = 0.8568 | SRCC = 0.8551 ]
+INFO:root:Average loss=0.18458291343771493
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2480 | LCC = 0.8569 | SRCC = 0.8555 ]
+INFO:root:Average loss=0.1658775178858867
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2379 | LCC = 0.8613 | SRCC = 0.8598 ]
+INFO:root:Average loss=0.15636169537901878
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2480 | LCC = 0.8619 | SRCC = 0.8607 ]
+INFO:root:Average loss=0.14233474385661957
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2374 | LCC = 0.8600 | SRCC = 0.8591 ]
+INFO:root:Average loss=0.13519590539045823
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2364 | LCC = 0.8612 | SRCC = 0.8603 ]
+INFO:root:Average loss=0.12231720210267948
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2480 | LCC = 0.8584 | SRCC = 0.8583 ]
+INFO:root:Average loss=0.11984096897336152
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2511 | LCC = 0.8564 | SRCC = 0.8551 ]
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+[Valid][11][UTT][ MSE = 0.3412 | LCC = 0.8495 | SRCC = 0.8541 ]
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+INFO:root:
+[Valid][12][UTT][ MSE = 0.2472 | LCC = 0.8561 | SRCC = 0.8546 ]
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+INFO:root:
+[Valid][13][UTT][ MSE = 0.2419 | LCC = 0.8480 | SRCC = 0.8472 ]
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+INFO:root:
+[Valid][14][UTT][ MSE = 0.2916 | LCC = 0.8489 | SRCC = 0.8509 ]
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+INFO:root:
+[Valid][15][UTT][ MSE = 0.2571 | LCC = 0.8479 | SRCC = 0.8476 ]
+INFO:root:Average loss=0.07944700709329201
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2682 | LCC = 0.8478 | SRCC = 0.8489 ]
+INFO:root:Average loss=0.07424846549446766
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2601 | LCC = 0.8465 | SRCC = 0.8461 ]
+INFO:root:Average loss=0.0702386838503373
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2492 | LCC = 0.8476 | SRCC = 0.8472 ]
+INFO:root:Average loss=0.06793194502974167
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2498 | LCC = 0.8493 | SRCC = 0.8488 ]
+INFO:root:Average loss=0.0710653101022427
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2710 | LCC = 0.8481 | SRCC = 0.8492 ]
+INFO:root:Average loss=0.061786602704952925
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2849 | LCC = 0.8449 | SRCC = 0.8459 ]
+INFO:root:Average loss=0.061007458000228956
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2821 | LCC = 0.8479 | SRCC = 0.8470 ]
+INFO:root:Average loss=0.05715727505202477
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+[Valid][23][UTT][ MSE = 0.2669 | LCC = 0.8484 | SRCC = 0.8474 ]
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+[Valid][24][UTT][ MSE = 0.2585 | LCC = 0.8485 | SRCC = 0.8478 ]
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+[Valid][25][UTT][ MSE = 0.2507 | LCC = 0.8497 | SRCC = 0.8471 ]
+INFO:root:Average loss=0.052870719717481196
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2498 | LCC = 0.8501 | SRCC = 0.8484 ]
+INFO:root:Average loss=0.04842480506079319
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2684 | LCC = 0.8477 | SRCC = 0.8482 ]
+INFO:root:Average loss=0.05128879367541044
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2583 | LCC = 0.8464 | SRCC = 0.8438 ]
+INFO:root:Average loss=0.04588882794651466
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2774 | LCC = 0.8468 | SRCC = 0.8457 ]
+INFO:root:Average loss=0.04785472080589105
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2992 | LCC = 0.8428 | SRCC = 0.8434 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2664 | LCC = 0.8668 | SRCC = 0.8686 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer4/run2/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer4/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer4/run2/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer4/run2/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer4/run2/model.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer4/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer4/run2/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer4/run2/model_best.pt
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer4/run2/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer4/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..6f8843d60ccf747273b32987610cba24ad03ed62
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer4/run2/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.42375779935182667
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3441 | LCC = 0.8097 | SRCC = 0.8146 ]
+INFO:root:Average loss=0.25296528331744367
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2850 | LCC = 0.8406 | SRCC = 0.8420 ]
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+INFO:root:
+[Valid][2][UTT][ MSE = 0.2529 | LCC = 0.8508 | SRCC = 0.8512 ]
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+INFO:root:
+[Valid][3][UTT][ MSE = 0.2644 | LCC = 0.8597 | SRCC = 0.8586 ]
+INFO:root:Average loss=0.18331317326579338
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2291 | LCC = 0.8602 | SRCC = 0.8600 ]
+INFO:root:Average loss=0.16681206493805617
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2372 | LCC = 0.8580 | SRCC = 0.8563 ]
+INFO:root:Average loss=0.15847821715168464
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2384 | LCC = 0.8604 | SRCC = 0.8587 ]
+INFO:root:Average loss=0.1643888765038588
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2319 | LCC = 0.8605 | SRCC = 0.8586 ]
+INFO:root:Average loss=0.134248486887186
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2296 | LCC = 0.8606 | SRCC = 0.8591 ]
+INFO:root:Average loss=0.1253404995569816
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2264 | LCC = 0.8618 | SRCC = 0.8607 ]
+INFO:root:Average loss=0.11717674346306385
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2404 | LCC = 0.8597 | SRCC = 0.8580 ]
+INFO:root:Average loss=0.11307132043517552
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2449 | LCC = 0.8546 | SRCC = 0.8544 ]
+INFO:root:Average loss=0.1073287960428458
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2404 | LCC = 0.8608 | SRCC = 0.8589 ]
+INFO:root:Average loss=0.10233951178498757
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2400 | LCC = 0.8584 | SRCC = 0.8582 ]
+INFO:root:Average loss=0.09404698429772487
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2314 | LCC = 0.8554 | SRCC = 0.8562 ]
+INFO:root:Average loss=0.08814783485080951
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2350 | LCC = 0.8579 | SRCC = 0.8585 ]
+INFO:root:Average loss=0.0888759929400224
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2374 | LCC = 0.8592 | SRCC = 0.8593 ]
+INFO:root:Average loss=0.08193856043120225
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2382 | LCC = 0.8561 | SRCC = 0.8563 ]
+INFO:root:Average loss=0.07875965120127568
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2300 | LCC = 0.8585 | SRCC = 0.8577 ]
+INFO:root:Average loss=0.07041475912317252
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2288 | LCC = 0.8589 | SRCC = 0.8584 ]
+INFO:root:Average loss=0.06842564237423432
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2311 | LCC = 0.8554 | SRCC = 0.8551 ]
+INFO:root:Average loss=0.06441014231397556
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2383 | LCC = 0.8527 | SRCC = 0.8521 ]
+INFO:root:Average loss=0.06369364595948121
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2403 | LCC = 0.8520 | SRCC = 0.8517 ]
+INFO:root:Average loss=0.06214825154688114
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2349 | LCC = 0.8550 | SRCC = 0.8547 ]
+INFO:root:Average loss=0.05948193399952008
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2405 | LCC = 0.8547 | SRCC = 0.8539 ]
+INFO:root:Average loss=0.06020207015367655
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2415 | LCC = 0.8530 | SRCC = 0.8519 ]
+INFO:root:Average loss=0.05919550712674092
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2347 | LCC = 0.8533 | SRCC = 0.8530 ]
+INFO:root:Average loss=0.056651196347024195
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2368 | LCC = 0.8549 | SRCC = 0.8538 ]
+INFO:root:Average loss=0.05158638760734063
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2390 | LCC = 0.8538 | SRCC = 0.8527 ]
+INFO:root:Average loss=0.05497860989700525
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2487 | LCC = 0.8541 | SRCC = 0.8539 ]
+INFO:root:Average loss=0.044594042170315214
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2479 | LCC = 0.8538 | SRCC = 0.8538 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2462 | LCC = 0.8530 | SRCC = 0.8528 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer4/run3/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer4/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer4/run3/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer4/run3/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer4/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..7a36eb2f9e95f1095eb771c33881043fe69fa55c
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer4/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:da7d568d48934d561b89e9cfbfe29b47af34b332797352357eddb296266752ff
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer4/run3/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer4/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..0206766272f245e3f04fb1c1833d1d9fd0af9ba5
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer4/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:81c20089b6408a4682e6952ed5645377b7adf4c8141a56d0c38d310a00c136a3
+size 2749702
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer4/run3/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer4/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..e82905aec305e641bca45f9e1c4264dd5f206231
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer4/run3/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.4060509437933946
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3305 | LCC = 0.7989 | SRCC = 0.8047 ]
+INFO:root:Average loss=0.2622138162453969
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2963 | LCC = 0.8320 | SRCC = 0.8320 ]
+INFO:root:Average loss=0.23190529950154135
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2661 | LCC = 0.8459 | SRCC = 0.8443 ]
+INFO:root:Average loss=0.21872016921257362
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2484 | LCC = 0.8531 | SRCC = 0.8516 ]
+INFO:root:Average loss=0.1863654432579493
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2450 | LCC = 0.8598 | SRCC = 0.8585 ]
+INFO:root:Average loss=0.17148657229084235
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2519 | LCC = 0.8554 | SRCC = 0.8544 ]
+INFO:root:Average loss=0.16636797967247474
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2342 | LCC = 0.8592 | SRCC = 0.8579 ]
+INFO:root:Average loss=0.15423004930982223
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2669 | LCC = 0.8592 | SRCC = 0.8599 ]
+INFO:root:Average loss=0.14492445868941453
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2456 | LCC = 0.8591 | SRCC = 0.8584 ]
+INFO:root:Average loss=0.13060541603809747
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2284 | LCC = 0.8593 | SRCC = 0.8601 ]
+INFO:root:Average loss=0.1181289574656731
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2555 | LCC = 0.8583 | SRCC = 0.8593 ]
+INFO:root:Average loss=0.10992245242381707
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2531 | LCC = 0.8536 | SRCC = 0.8539 ]
+INFO:root:Average loss=0.10261615556784165
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2289 | LCC = 0.8564 | SRCC = 0.8572 ]
+INFO:root:Average loss=0.0989033994384301
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2628 | LCC = 0.8516 | SRCC = 0.8530 ]
+INFO:root:Average loss=0.09535544002667451
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2382 | LCC = 0.8570 | SRCC = 0.8564 ]
+INFO:root:Average loss=0.08328109764708923
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2479 | LCC = 0.8518 | SRCC = 0.8526 ]
+INFO:root:Average loss=0.08688419488951182
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2403 | LCC = 0.8561 | SRCC = 0.8563 ]
+INFO:root:Average loss=0.07651413093583706
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2431 | LCC = 0.8506 | SRCC = 0.8522 ]
+INFO:root:Average loss=0.06852877612870473
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2506 | LCC = 0.8501 | SRCC = 0.8518 ]
+INFO:root:Average loss=0.06883092563694869
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2439 | LCC = 0.8517 | SRCC = 0.8527 ]
+INFO:root:Average loss=0.06812491320455685
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2568 | LCC = 0.8522 | SRCC = 0.8516 ]
+INFO:root:Average loss=0.0633462017449813
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2416 | LCC = 0.8515 | SRCC = 0.8518 ]
+INFO:root:Average loss=0.06360024763032412
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2502 | LCC = 0.8498 | SRCC = 0.8497 ]
+INFO:root:Average loss=0.05781907502275247
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2510 | LCC = 0.8520 | SRCC = 0.8532 ]
+INFO:root:Average loss=0.05475417825465019
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2467 | LCC = 0.8501 | SRCC = 0.8503 ]
+INFO:root:Average loss=0.0571776946576742
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2569 | LCC = 0.8441 | SRCC = 0.8448 ]
+INFO:root:Average loss=0.056846449294915564
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2703 | LCC = 0.8489 | SRCC = 0.8513 ]
+INFO:root:Average loss=0.052605185036857925
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2466 | LCC = 0.8492 | SRCC = 0.8501 ]
+INFO:root:Average loss=0.047802162261154406
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2628 | LCC = 0.8474 | SRCC = 0.8481 ]
+INFO:root:Average loss=0.04665543917471018
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2425 | LCC = 0.8468 | SRCC = 0.8481 ]
+INFO:root:Average loss=0.04536288998161371
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2452 | LCC = 0.8472 | SRCC = 0.8479 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2570 | LCC = 0.8576 | SRCC = 0.8580 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer4/run4/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer4/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer4/run4/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer4/run4/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer4/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..735aa6fe26977fb86cacf5459ac647307f5ccea7
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer4/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8a9d4844300891c4ae4d96c5ce2ec4931084256b35a137d4603c4f89ff6cc54a
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer4/run4/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer4/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b84c0794ae3aa2691ced8d29daed2a9c5cc0410c
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer4/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:aa8872cbb6f443f6e685697502c16e0bffeb36b50a9161580bc013002804e432
+size 2749702
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer4/run4/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer4/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..002609a9738377ab6123af464e022ba6a75b18dd
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer4/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.4075891352616824
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3506 | LCC = 0.7987 | SRCC = 0.8003 ]
+INFO:root:Average loss=0.266491677516546
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3169 | LCC = 0.8261 | SRCC = 0.8289 ]
+INFO:root:Average loss=0.22795879592498144
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2654 | LCC = 0.8494 | SRCC = 0.8477 ]
+INFO:root:Average loss=0.21414589270567283
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2574 | LCC = 0.8552 | SRCC = 0.8545 ]
+INFO:root:Average loss=0.19489954832272652
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2366 | LCC = 0.8552 | SRCC = 0.8544 ]
+INFO:root:Average loss=0.17776678445247504
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2690 | LCC = 0.8582 | SRCC = 0.8585 ]
+INFO:root:Average loss=0.16934117101705992
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2382 | LCC = 0.8612 | SRCC = 0.8597 ]
+INFO:root:Average loss=0.1503039476199028
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2527 | LCC = 0.8575 | SRCC = 0.8570 ]
+INFO:root:Average loss=0.14670719244541267
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2393 | LCC = 0.8616 | SRCC = 0.8601 ]
+INFO:root:Average loss=0.134830618229432
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2632 | LCC = 0.8560 | SRCC = 0.8560 ]
+INFO:root:Average loss=0.12577126786494866
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2429 | LCC = 0.8611 | SRCC = 0.8590 ]
+INFO:root:Average loss=0.11976305624613395
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2337 | LCC = 0.8562 | SRCC = 0.8552 ]
+INFO:root:Average loss=0.1081110315445142
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2278 | LCC = 0.8603 | SRCC = 0.8590 ]
+INFO:root:Average loss=0.09915885782967775
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2389 | LCC = 0.8562 | SRCC = 0.8557 ]
+INFO:root:Average loss=0.10549654190738995
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2759 | LCC = 0.8546 | SRCC = 0.8554 ]
+INFO:root:Average loss=0.09783746884801449
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2680 | LCC = 0.8524 | SRCC = 0.8510 ]
+INFO:root:Average loss=0.08701486790027374
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2249 | LCC = 0.8572 | SRCC = 0.8548 ]
+INFO:root:Average loss=0.08935045298093404
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2357 | LCC = 0.8527 | SRCC = 0.8520 ]
+INFO:root:Average loss=0.08071621125325179
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2468 | LCC = 0.8525 | SRCC = 0.8516 ]
+INFO:root:Average loss=0.08064563481662518
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2437 | LCC = 0.8534 | SRCC = 0.8524 ]
+INFO:root:Average loss=0.07147474992924775
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2335 | LCC = 0.8532 | SRCC = 0.8524 ]
+INFO:root:Average loss=0.0700903309461398
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2502 | LCC = 0.8492 | SRCC = 0.8474 ]
+INFO:root:Average loss=0.06836089950341445
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2392 | LCC = 0.8552 | SRCC = 0.8552 ]
+INFO:root:Average loss=0.06538081102264233
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2468 | LCC = 0.8531 | SRCC = 0.8525 ]
+INFO:root:Average loss=0.060549768165518075
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2297 | LCC = 0.8534 | SRCC = 0.8526 ]
+INFO:root:Average loss=0.06001631189615299
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2458 | LCC = 0.8513 | SRCC = 0.8500 ]
+INFO:root:Average loss=0.05851203532746205
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2305 | LCC = 0.8537 | SRCC = 0.8528 ]
+INFO:root:Average loss=0.056071008913792096
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2410 | LCC = 0.8521 | SRCC = 0.8512 ]
+INFO:root:Average loss=0.05433774844576151
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2542 | LCC = 0.8527 | SRCC = 0.8515 ]
+INFO:root:Average loss=0.05020367621611326
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2489 | LCC = 0.8514 | SRCC = 0.8511 ]
+INFO:root:Average loss=0.04602974225790837
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2454 | LCC = 0.8514 | SRCC = 0.8505 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2511 | LCC = 0.8611 | SRCC = 0.8614 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer5/run0/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer5/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer5/run0/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer5/run0/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer5/run0/model.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer5/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer5/run0/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer5/run0/model_best.pt
new file mode 100644
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer5/run0/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer5/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..d57cf3e9b073370ce9e6ba862a9142009acee879
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer5/run0/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.3963865013076709
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3411 | LCC = 0.8162 | SRCC = 0.8248 ]
+INFO:root:Average loss=0.2502885476136819
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2645 | LCC = 0.8445 | SRCC = 0.8471 ]
+INFO:root:Average loss=0.22787224596891648
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2675 | LCC = 0.8551 | SRCC = 0.8540 ]
+INFO:root:Average loss=0.20021159927814436
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2688 | LCC = 0.8596 | SRCC = 0.8592 ]
+INFO:root:Average loss=0.18322949923383883
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2512 | LCC = 0.8606 | SRCC = 0.8581 ]
+INFO:root:Average loss=0.17152527557351652
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2555 | LCC = 0.8602 | SRCC = 0.8585 ]
+INFO:root:Average loss=0.1641064245158281
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2417 | LCC = 0.8588 | SRCC = 0.8579 ]
+INFO:root:Average loss=0.14300169260838094
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2442 | LCC = 0.8582 | SRCC = 0.8555 ]
+INFO:root:Average loss=0.13187711007702044
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2364 | LCC = 0.8596 | SRCC = 0.8576 ]
+INFO:root:Average loss=0.12125514801114033
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2547 | LCC = 0.8535 | SRCC = 0.8545 ]
+INFO:root:Average loss=0.11342676595235482
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2562 | LCC = 0.8559 | SRCC = 0.8542 ]
+INFO:root:Average loss=0.1073487020837955
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2391 | LCC = 0.8526 | SRCC = 0.8523 ]
+INFO:root:Average loss=0.10018360614776611
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2510 | LCC = 0.8471 | SRCC = 0.8440 ]
+INFO:root:Average loss=0.09518524053960274
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2474 | LCC = 0.8491 | SRCC = 0.8477 ]
+INFO:root:Average loss=0.09110030756355861
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2445 | LCC = 0.8510 | SRCC = 0.8481 ]
+INFO:root:Average loss=0.0866879835151709
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2470 | LCC = 0.8502 | SRCC = 0.8487 ]
+INFO:root:Average loss=0.08003755381856209
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2457 | LCC = 0.8480 | SRCC = 0.8455 ]
+INFO:root:Average loss=0.08067130540999082
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2675 | LCC = 0.8454 | SRCC = 0.8455 ]
+INFO:root:Average loss=0.07231233149575882
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2631 | LCC = 0.8477 | SRCC = 0.8445 ]
+INFO:root:Average loss=0.07212633214508876
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2544 | LCC = 0.8475 | SRCC = 0.8441 ]
+INFO:root:Average loss=0.07078370151038353
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2854 | LCC = 0.8440 | SRCC = 0.8419 ]
+INFO:root:Average loss=0.07484859495590894
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2588 | LCC = 0.8481 | SRCC = 0.8473 ]
+INFO:root:Average loss=0.061091686718356915
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2445 | LCC = 0.8477 | SRCC = 0.8451 ]
+INFO:root:Average loss=0.05929628434853676
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2496 | LCC = 0.8493 | SRCC = 0.8463 ]
+INFO:root:Average loss=0.05558287784552727
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2532 | LCC = 0.8485 | SRCC = 0.8445 ]
+INFO:root:Average loss=0.05675767099437041
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2554 | LCC = 0.8479 | SRCC = 0.8450 ]
+INFO:root:Average loss=0.052327729475039705
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2559 | LCC = 0.8481 | SRCC = 0.8445 ]
+INFO:root:Average loss=0.0499045074177094
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2422 | LCC = 0.8491 | SRCC = 0.8464 ]
+INFO:root:Average loss=0.04779452438919972
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2502 | LCC = 0.8490 | SRCC = 0.8455 ]
+INFO:root:Average loss=0.0462815716671638
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2622 | LCC = 0.8467 | SRCC = 0.8449 ]
+INFO:root:Average loss=0.04649618657258076
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2546 | LCC = 0.8486 | SRCC = 0.8461 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2559 | LCC = 0.8536 | SRCC = 0.8517 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer5/run1/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer5/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer5/run1/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer5/run1/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer5/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..bfdce748a6ea275975729f6cc4eee77fc04c25c5
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer5/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer5/run1/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer5/run1/model_best.pt
new file mode 100644
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--- /dev/null
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer5/run1/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer5/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..aa0adc778e1fc082301aee90135fd6121e153e27
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer5/run1/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.462407302015867
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3470 | LCC = 0.8073 | SRCC = 0.8129 ]
+INFO:root:Average loss=0.26244616011778515
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2996 | LCC = 0.8378 | SRCC = 0.8388 ]
+INFO:root:Average loss=0.22253036011870092
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2859 | LCC = 0.8529 | SRCC = 0.8513 ]
+INFO:root:Average loss=0.19886164500927314
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2624 | LCC = 0.8538 | SRCC = 0.8521 ]
+INFO:root:Average loss=0.1837580208786023
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2752 | LCC = 0.8524 | SRCC = 0.8503 ]
+INFO:root:Average loss=0.17146515731628126
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2641 | LCC = 0.8555 | SRCC = 0.8536 ]
+INFO:root:Average loss=0.15368622436355323
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2597 | LCC = 0.8553 | SRCC = 0.8533 ]
+INFO:root:Average loss=0.15685951938995948
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2441 | LCC = 0.8564 | SRCC = 0.8544 ]
+INFO:root:Average loss=0.13956793101552206
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2481 | LCC = 0.8526 | SRCC = 0.8515 ]
+INFO:root:Average loss=0.1427592446979804
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2648 | LCC = 0.8527 | SRCC = 0.8520 ]
+INFO:root:Average loss=0.11851787290129906
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2975 | LCC = 0.8481 | SRCC = 0.8471 ]
+INFO:root:Average loss=0.11787525736368619
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2430 | LCC = 0.8513 | SRCC = 0.8501 ]
+INFO:root:Average loss=0.10583220813900997
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2646 | LCC = 0.8488 | SRCC = 0.8481 ]
+INFO:root:Average loss=0.0979741735336108
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2913 | LCC = 0.8446 | SRCC = 0.8445 ]
+INFO:root:Average loss=0.09400728048804478
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2791 | LCC = 0.8487 | SRCC = 0.8483 ]
+INFO:root:Average loss=0.0875703553454234
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2815 | LCC = 0.8455 | SRCC = 0.8452 ]
+INFO:root:Average loss=0.08515256915528041
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2507 | LCC = 0.8480 | SRCC = 0.8470 ]
+INFO:root:Average loss=0.07255476517364001
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2463 | LCC = 0.8471 | SRCC = 0.8455 ]
+INFO:root:Average loss=0.07576915435492992
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2440 | LCC = 0.8511 | SRCC = 0.8491 ]
+INFO:root:Average loss=0.0705989943100856
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2526 | LCC = 0.8468 | SRCC = 0.8452 ]
+INFO:root:Average loss=0.06629625641000576
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2580 | LCC = 0.8452 | SRCC = 0.8443 ]
+INFO:root:Average loss=0.061241185244841456
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2501 | LCC = 0.8503 | SRCC = 0.8494 ]
+INFO:root:Average loss=0.06155314831397472
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2696 | LCC = 0.8464 | SRCC = 0.8452 ]
+INFO:root:Average loss=0.05564193628155268
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2524 | LCC = 0.8459 | SRCC = 0.8444 ]
+INFO:root:Average loss=0.056997758169204764
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2737 | LCC = 0.8440 | SRCC = 0.8425 ]
+INFO:root:Average loss=0.05493352495324917
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2571 | LCC = 0.8452 | SRCC = 0.8434 ]
+INFO:root:Average loss=0.055065891586053066
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2621 | LCC = 0.8484 | SRCC = 0.8468 ]
+INFO:root:Average loss=0.04927820067566175
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2837 | LCC = 0.8455 | SRCC = 0.8441 ]
+INFO:root:Average loss=0.04770294166146181
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2369 | LCC = 0.8473 | SRCC = 0.8467 ]
+INFO:root:Average loss=0.052542516484092444
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2745 | LCC = 0.8474 | SRCC = 0.8467 ]
+INFO:root:Average loss=0.0480115087941671
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2518 | LCC = 0.8458 | SRCC = 0.8440 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2326 | LCC = 0.8602 | SRCC = 0.8596 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer5/run2/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer5/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer5/run2/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer5/run2/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer5/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..fed47a4d0b20ba8eb6fac37580410c26810c857e
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer5/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer5/run2/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer5/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..d653648f0606527d3490b8bf588b894e299f65f5
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer5/run2/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer5/run2/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer5/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..b7a6c08d1a4f680c0d63a3e649cccc56f29b486b
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer5/run2/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.4305719247995279
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3207 | LCC = 0.8038 | SRCC = 0.8079 ]
+INFO:root:Average loss=0.2659310339353023
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2961 | LCC = 0.8336 | SRCC = 0.8326 ]
+INFO:root:Average loss=0.22874049622661027
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2970 | LCC = 0.8481 | SRCC = 0.8460 ]
+INFO:root:Average loss=0.21153929772285315
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2635 | LCC = 0.8555 | SRCC = 0.8531 ]
+INFO:root:Average loss=0.1872699574018136
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2511 | LCC = 0.8536 | SRCC = 0.8521 ]
+INFO:root:Average loss=0.17734995264655504
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2619 | LCC = 0.8512 | SRCC = 0.8520 ]
+INFO:root:Average loss=0.1598357413059626
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2520 | LCC = 0.8578 | SRCC = 0.8557 ]
+INFO:root:Average loss=0.14631993543261138
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2639 | LCC = 0.8561 | SRCC = 0.8538 ]
+INFO:root:Average loss=0.14086178346322134
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2369 | LCC = 0.8564 | SRCC = 0.8556 ]
+INFO:root:Average loss=0.13386946992996412
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2363 | LCC = 0.8557 | SRCC = 0.8537 ]
+INFO:root:Average loss=0.11712183440342927
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2435 | LCC = 0.8555 | SRCC = 0.8536 ]
+INFO:root:Average loss=0.10884406178807601
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2436 | LCC = 0.8561 | SRCC = 0.8556 ]
+INFO:root:Average loss=0.10475434821385604
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2463 | LCC = 0.8502 | SRCC = 0.8490 ]
+INFO:root:Average loss=0.10185768741827744
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2487 | LCC = 0.8502 | SRCC = 0.8495 ]
+INFO:root:Average loss=0.09490196273112908
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2584 | LCC = 0.8518 | SRCC = 0.8501 ]
+INFO:root:Average loss=0.08918155056352799
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2557 | LCC = 0.8491 | SRCC = 0.8480 ]
+INFO:root:Average loss=0.08373476001314628
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2339 | LCC = 0.8511 | SRCC = 0.8509 ]
+INFO:root:Average loss=0.07767456645766894
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2512 | LCC = 0.8479 | SRCC = 0.8471 ]
+INFO:root:Average loss=0.0701311090722298
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2567 | LCC = 0.8444 | SRCC = 0.8437 ]
+INFO:root:Average loss=0.0700641671816508
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2465 | LCC = 0.8459 | SRCC = 0.8447 ]
+INFO:root:Average loss=0.06541681189376575
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2698 | LCC = 0.8434 | SRCC = 0.8436 ]
+INFO:root:Average loss=0.06444682056705157
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2557 | LCC = 0.8419 | SRCC = 0.8414 ]
+INFO:root:Average loss=0.07012436381326272
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2463 | LCC = 0.8465 | SRCC = 0.8457 ]
+INFO:root:Average loss=0.05742055946626724
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2507 | LCC = 0.8450 | SRCC = 0.8445 ]
+INFO:root:Average loss=0.05897193922637365
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2546 | LCC = 0.8426 | SRCC = 0.8415 ]
+INFO:root:Average loss=0.05504332977132155
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2532 | LCC = 0.8420 | SRCC = 0.8404 ]
+INFO:root:Average loss=0.053566876273506724
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2548 | LCC = 0.8397 | SRCC = 0.8386 ]
+INFO:root:Average loss=0.051487996648901545
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2462 | LCC = 0.8461 | SRCC = 0.8448 ]
+INFO:root:Average loss=0.05687148257707938
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2632 | LCC = 0.8444 | SRCC = 0.8429 ]
+INFO:root:Average loss=0.04865275619503779
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2604 | LCC = 0.8419 | SRCC = 0.8402 ]
+INFO:root:Average loss=0.04668651418521618
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2516 | LCC = 0.8431 | SRCC = 0.8424 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2582 | LCC = 0.8591 | SRCC = 0.8604 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer5/run3/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer5/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer5/run3/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer5/run3/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer5/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..c3a47d3da45e8d49b5090aef593addbacb1e7ed3
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer5/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d970101f609621ffb8641cd99759fc7f08af3c2021afecbe9cd40bae814e361a
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer5/run3/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer5/run3/model_best.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer5/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer5/run3/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer5/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..9bc9fcf63b269b62fd823928bbd55487c85a9ccf
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer5/run3/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.38393869002660114
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3654 | LCC = 0.7971 | SRCC = 0.8061 ]
+INFO:root:Average loss=0.25976226880000186
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2953 | LCC = 0.8364 | SRCC = 0.8375 ]
+INFO:root:Average loss=0.2221344088514646
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2492 | LCC = 0.8455 | SRCC = 0.8468 ]
+INFO:root:Average loss=0.20039965852330893
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2608 | LCC = 0.8512 | SRCC = 0.8498 ]
+INFO:root:Average loss=0.1807356650630633
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2342 | LCC = 0.8516 | SRCC = 0.8512 ]
+INFO:root:Average loss=0.1782130568455427
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2746 | LCC = 0.8487 | SRCC = 0.8524 ]
+INFO:root:Average loss=0.1644329826037089
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2553 | LCC = 0.8535 | SRCC = 0.8501 ]
+INFO:root:Average loss=0.15907954720732492
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2477 | LCC = 0.8514 | SRCC = 0.8487 ]
+INFO:root:Average loss=0.14097818340628576
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2565 | LCC = 0.8488 | SRCC = 0.8483 ]
+INFO:root:Average loss=0.12979989995559058
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2429 | LCC = 0.8488 | SRCC = 0.8475 ]
+INFO:root:Average loss=0.11740530425539383
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2471 | LCC = 0.8444 | SRCC = 0.8441 ]
+INFO:root:Average loss=0.1139534171193074
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2555 | LCC = 0.8473 | SRCC = 0.8451 ]
+INFO:root:Average loss=0.10567637122212312
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2493 | LCC = 0.8441 | SRCC = 0.8430 ]
+INFO:root:Average loss=0.10084991300335297
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2474 | LCC = 0.8437 | SRCC = 0.8424 ]
+INFO:root:Average loss=0.09488973226875831
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2476 | LCC = 0.8433 | SRCC = 0.8423 ]
+INFO:root:Average loss=0.08662503757155858
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2461 | LCC = 0.8437 | SRCC = 0.8422 ]
+INFO:root:Average loss=0.08437033188648713
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2442 | LCC = 0.8431 | SRCC = 0.8416 ]
+INFO:root:Average loss=0.07747466298632133
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2397 | LCC = 0.8456 | SRCC = 0.8446 ]
+INFO:root:Average loss=0.08156905834300396
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2454 | LCC = 0.8451 | SRCC = 0.8451 ]
+INFO:root:Average loss=0.07429932568890926
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2561 | LCC = 0.8426 | SRCC = 0.8418 ]
+INFO:root:Average loss=0.06840062127090417
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2483 | LCC = 0.8419 | SRCC = 0.8407 ]
+INFO:root:Average loss=0.07093357972991772
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2728 | LCC = 0.8370 | SRCC = 0.8377 ]
+INFO:root:Average loss=0.06629692404889144
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2472 | LCC = 0.8425 | SRCC = 0.8409 ]
+INFO:root:Average loss=0.0600042053235647
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2689 | LCC = 0.8393 | SRCC = 0.8384 ]
+INFO:root:Average loss=0.056363783681239836
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2540 | LCC = 0.8423 | SRCC = 0.8416 ]
+INFO:root:Average loss=0.05401908620618857
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2845 | LCC = 0.8381 | SRCC = 0.8379 ]
+INFO:root:Average loss=0.05671740757922331
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2477 | LCC = 0.8442 | SRCC = 0.8444 ]
+INFO:root:Average loss=0.05290168655128815
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2409 | LCC = 0.8444 | SRCC = 0.8438 ]
+INFO:root:Average loss=0.05084548465525492
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2605 | LCC = 0.8415 | SRCC = 0.8404 ]
+INFO:root:Average loss=0.050244161094992586
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2519 | LCC = 0.8440 | SRCC = 0.8422 ]
+INFO:root:Average loss=0.04730632898803705
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2496 | LCC = 0.8414 | SRCC = 0.8395 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2700 | LCC = 0.8542 | SRCC = 0.8572 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer5/run4/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer5/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer5/run4/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer5/run4/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer5/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..a7eb35fb055f91ffa1aef295173c3eaf25ce5929
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer5/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer5/run4/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer5/run4/model_best.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer5/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer5/run4/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer5/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..a414acc1994b85a6583a5f97784be0b546217280
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer5/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.474081134948975
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3890 | LCC = 0.7895 | SRCC = 0.8048 ]
+INFO:root:Average loss=0.26499325610124147
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3067 | LCC = 0.8409 | SRCC = 0.8406 ]
+INFO:root:Average loss=0.22488166143496832
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3211 | LCC = 0.8563 | SRCC = 0.8544 ]
+INFO:root:Average loss=0.20033821024191686
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2858 | LCC = 0.8603 | SRCC = 0.8594 ]
+INFO:root:Average loss=0.1901969162699504
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2808 | LCC = 0.8613 | SRCC = 0.8607 ]
+INFO:root:Average loss=0.18542683267822632
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2520 | LCC = 0.8633 | SRCC = 0.8623 ]
+INFO:root:Average loss=0.15971795469522476
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2618 | LCC = 0.8644 | SRCC = 0.8630 ]
+INFO:root:Average loss=0.14771023297157043
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2528 | LCC = 0.8606 | SRCC = 0.8596 ]
+INFO:root:Average loss=0.1342442001287754
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2481 | LCC = 0.8598 | SRCC = 0.8585 ]
+INFO:root:Average loss=0.12783929533683336
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2398 | LCC = 0.8583 | SRCC = 0.8585 ]
+INFO:root:Average loss=0.11982823010438527
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2707 | LCC = 0.8586 | SRCC = 0.8560 ]
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+INFO:root:
+[Valid][11][UTT][ MSE = 0.2576 | LCC = 0.8540 | SRCC = 0.8540 ]
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+INFO:root:
+[Valid][12][UTT][ MSE = 0.2517 | LCC = 0.8517 | SRCC = 0.8504 ]
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+INFO:root:
+[Valid][13][UTT][ MSE = 0.2778 | LCC = 0.8530 | SRCC = 0.8520 ]
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+INFO:root:
+[Valid][14][UTT][ MSE = 0.2671 | LCC = 0.8535 | SRCC = 0.8516 ]
+INFO:root:Average loss=0.08260215193224259
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2661 | LCC = 0.8438 | SRCC = 0.8419 ]
+INFO:root:Average loss=0.07734234740909858
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2601 | LCC = 0.8422 | SRCC = 0.8405 ]
+INFO:root:Average loss=0.07351590645236847
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2792 | LCC = 0.8490 | SRCC = 0.8461 ]
+INFO:root:Average loss=0.07368768923557721
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2810 | LCC = 0.8481 | SRCC = 0.8468 ]
+INFO:root:Average loss=0.07097696680098008
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2761 | LCC = 0.8522 | SRCC = 0.8511 ]
+INFO:root:Average loss=0.06354145667491815
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2582 | LCC = 0.8512 | SRCC = 0.8494 ]
+INFO:root:Average loss=0.06069249268143605
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2566 | LCC = 0.8459 | SRCC = 0.8448 ]
+INFO:root:Average loss=0.06354770503747158
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2488 | LCC = 0.8503 | SRCC = 0.8483 ]
+INFO:root:Average loss=0.0559905813768124
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2583 | LCC = 0.8461 | SRCC = 0.8444 ]
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+INFO:root:
+[Valid][24][UTT][ MSE = 0.2800 | LCC = 0.8468 | SRCC = 0.8438 ]
+INFO:root:Average loss=0.05234743052950272
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2560 | LCC = 0.8483 | SRCC = 0.8469 ]
+INFO:root:Average loss=0.047332983798323534
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2927 | LCC = 0.8469 | SRCC = 0.8458 ]
+INFO:root:Average loss=0.050261927290986746
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2589 | LCC = 0.8472 | SRCC = 0.8445 ]
+INFO:root:Average loss=0.045730155821029954
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2699 | LCC = 0.8411 | SRCC = 0.8395 ]
+INFO:root:Average loss=0.04456029691470739
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2573 | LCC = 0.8470 | SRCC = 0.8444 ]
+INFO:root:Average loss=0.043928586782362215
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2677 | LCC = 0.8454 | SRCC = 0.8427 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2489 | LCC = 0.8605 | SRCC = 0.8604 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer6/run0/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer6/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer6/run0/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer6/run0/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer6/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..fc5c8661a681ad8b49b4a9288201d0ae951bf1d1
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer6/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer6/run0/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer6/run0/model_best.pt
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer6/run0/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer6/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..bb8986a9bc06b2b60ba3fd8457c9195596737dce
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer6/run0/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.432004914069787
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3610 | LCC = 0.8045 | SRCC = 0.8052 ]
+INFO:root:Average loss=0.2647248223806039
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2946 | LCC = 0.8319 | SRCC = 0.8310 ]
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+INFO:root:
+[Valid][2][UTT][ MSE = 0.2739 | LCC = 0.8442 | SRCC = 0.8419 ]
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+INFO:root:
+[Valid][3][UTT][ MSE = 0.2674 | LCC = 0.8508 | SRCC = 0.8480 ]
+INFO:root:Average loss=0.2004027905372473
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2643 | LCC = 0.8445 | SRCC = 0.8425 ]
+INFO:root:Average loss=0.18340667318075132
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2939 | LCC = 0.8469 | SRCC = 0.8449 ]
+INFO:root:Average loss=0.1702868725435856
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2616 | LCC = 0.8467 | SRCC = 0.8442 ]
+INFO:root:Average loss=0.15877773832434264
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2584 | LCC = 0.8453 | SRCC = 0.8442 ]
+INFO:root:Average loss=0.14828433917883116
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2647 | LCC = 0.8425 | SRCC = 0.8418 ]
+INFO:root:Average loss=0.13158767307415986
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2678 | LCC = 0.8428 | SRCC = 0.8409 ]
+INFO:root:Average loss=0.12331597688488471
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2730 | LCC = 0.8364 | SRCC = 0.8362 ]
+INFO:root:Average loss=0.1126506575025045
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2715 | LCC = 0.8390 | SRCC = 0.8381 ]
+INFO:root:Average loss=0.10715116722843586
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2781 | LCC = 0.8383 | SRCC = 0.8366 ]
+INFO:root:Average loss=0.09749004321220593
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2766 | LCC = 0.8363 | SRCC = 0.8353 ]
+INFO:root:Average loss=0.0947995703571882
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2621 | LCC = 0.8347 | SRCC = 0.8354 ]
+INFO:root:Average loss=0.09332512242671771
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2702 | LCC = 0.8312 | SRCC = 0.8313 ]
+INFO:root:Average loss=0.08427995290511693
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2669 | LCC = 0.8320 | SRCC = 0.8317 ]
+INFO:root:Average loss=0.08007644408215316
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2833 | LCC = 0.8346 | SRCC = 0.8324 ]
+INFO:root:Average loss=0.08018006226764275
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2640 | LCC = 0.8331 | SRCC = 0.8331 ]
+INFO:root:Average loss=0.07230392977213249
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2685 | LCC = 0.8312 | SRCC = 0.8312 ]
+INFO:root:Average loss=0.07018992409874232
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2673 | LCC = 0.8322 | SRCC = 0.8316 ]
+INFO:root:Average loss=0.06470720742184383
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2790 | LCC = 0.8293 | SRCC = 0.8285 ]
+INFO:root:Average loss=0.06359520688270912
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2812 | LCC = 0.8339 | SRCC = 0.8336 ]
+INFO:root:Average loss=0.06332705838558002
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2737 | LCC = 0.8306 | SRCC = 0.8299 ]
+INFO:root:Average loss=0.057625931663773
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2656 | LCC = 0.8328 | SRCC = 0.8314 ]
+INFO:root:Average loss=0.05420771234024029
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2858 | LCC = 0.8216 | SRCC = 0.8210 ]
+INFO:root:Average loss=0.05295255023221939
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2802 | LCC = 0.8237 | SRCC = 0.8223 ]
+INFO:root:Average loss=0.052194006860447235
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2677 | LCC = 0.8289 | SRCC = 0.8285 ]
+INFO:root:Average loss=0.052604893556772135
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2772 | LCC = 0.8266 | SRCC = 0.8261 ]
+INFO:root:Average loss=0.05305039080289694
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2856 | LCC = 0.8258 | SRCC = 0.8240 ]
+INFO:root:Average loss=0.05096266924952849
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2753 | LCC = 0.8267 | SRCC = 0.8256 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2790 | LCC = 0.8536 | SRCC = 0.8550 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer6/run1/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer6/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer6/run1/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer6/run1/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer6/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..78120d28aeb3eb3b5a1f8303bf69ae01ccfe6d15
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer6/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:55345eaabfd92b8580f3ec19df8418f378fe62d96efa0da0161e1aa0f4efeda8
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer6/run1/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer6/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ac2888fcd76ad380f1254310b8d91ca63a9ccf64
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer6/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f73768edfec439accf504a0779631fd2bf2ea4b03f94354890873032094fa3eb
+size 2749638
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer6/run1/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer6/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..d19ef1bc1216017e556175c1edf40f15f1f6e4ef
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer6/run1/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.429949032381559
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3825 | LCC = 0.8014 | SRCC = 0.8053 ]
+INFO:root:Average loss=0.2697667760344652
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3537 | LCC = 0.8276 | SRCC = 0.8287 ]
+INFO:root:Average loss=0.23125252108543348
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2957 | LCC = 0.8450 | SRCC = 0.8433 ]
+INFO:root:Average loss=0.21075085111153433
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2633 | LCC = 0.8505 | SRCC = 0.8492 ]
+INFO:root:Average loss=0.19538276527936643
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2717 | LCC = 0.8504 | SRCC = 0.8514 ]
+INFO:root:Average loss=0.17140222350374246
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3244 | LCC = 0.8551 | SRCC = 0.8539 ]
+INFO:root:Average loss=0.16610817620769525
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2942 | LCC = 0.8506 | SRCC = 0.8491 ]
+INFO:root:Average loss=0.1515100077749827
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3234 | LCC = 0.8523 | SRCC = 0.8515 ]
+INFO:root:Average loss=0.1444619407829566
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2807 | LCC = 0.8514 | SRCC = 0.8514 ]
+INFO:root:Average loss=0.13320258546334046
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2493 | LCC = 0.8531 | SRCC = 0.8522 ]
+INFO:root:Average loss=0.12049430885758156
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2861 | LCC = 0.8518 | SRCC = 0.8536 ]
+INFO:root:Average loss=0.12349433872180107
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2661 | LCC = 0.8467 | SRCC = 0.8459 ]
+INFO:root:Average loss=0.11265044525647774
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2880 | LCC = 0.8481 | SRCC = 0.8467 ]
+INFO:root:Average loss=0.10575808565586041
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3113 | LCC = 0.8459 | SRCC = 0.8449 ]
+INFO:root:Average loss=0.09403364580029096
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2658 | LCC = 0.8480 | SRCC = 0.8469 ]
+INFO:root:Average loss=0.08787419599218246
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2471 | LCC = 0.8451 | SRCC = 0.8447 ]
+INFO:root:Average loss=0.08527828619266167
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2539 | LCC = 0.8453 | SRCC = 0.8437 ]
+INFO:root:Average loss=0.08588145467906426
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2546 | LCC = 0.8492 | SRCC = 0.8477 ]
+INFO:root:Average loss=0.0776855162320993
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2675 | LCC = 0.8468 | SRCC = 0.8460 ]
+INFO:root:Average loss=0.0719855688034724
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2846 | LCC = 0.8455 | SRCC = 0.8468 ]
+INFO:root:Average loss=0.07606659571711834
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2562 | LCC = 0.8506 | SRCC = 0.8505 ]
+INFO:root:Average loss=0.06694655063060614
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2710 | LCC = 0.8462 | SRCC = 0.8471 ]
+INFO:root:Average loss=0.06783923053015502
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2737 | LCC = 0.8427 | SRCC = 0.8436 ]
+INFO:root:Average loss=0.0652454263315751
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2741 | LCC = 0.8446 | SRCC = 0.8445 ]
+INFO:root:Average loss=0.059404550502315544
+INFO:root:
+[Valid][24][UTT][ MSE = 0.3129 | LCC = 0.8414 | SRCC = 0.8449 ]
+INFO:root:Average loss=0.0606260050374728
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2602 | LCC = 0.8490 | SRCC = 0.8494 ]
+INFO:root:Average loss=0.05375315669255379
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2451 | LCC = 0.8461 | SRCC = 0.8469 ]
+INFO:root:Average loss=0.05397371269571476
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2814 | LCC = 0.8437 | SRCC = 0.8446 ]
+INFO:root:Average loss=0.053707596487723865
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2640 | LCC = 0.8483 | SRCC = 0.8476 ]
+INFO:root:Average loss=0.04943040741655307
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2967 | LCC = 0.8450 | SRCC = 0.8466 ]
+INFO:root:Average loss=0.04869762922708805
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2869 | LCC = 0.8475 | SRCC = 0.8480 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2823 | LCC = 0.8606 | SRCC = 0.8592 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer6/run2/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer6/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer6/run2/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer6/run2/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer6/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..12434c236fc85a6c5124209f907d958dea209780
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer6/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7ed4e4228cc2372afb0e90057d10837ff35b5a4810a975e4bb69c402b643e1be
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer6/run2/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer6/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..1ac3152d3ab38ef8ddfb82225db0e65a18fe8f56
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer6/run2/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0494c091c9794ab855b08191aaf9cbbca179b5e06084fe070861f7470a2e5ff2
+size 2749702
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer6/run2/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer6/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..0f4c1c1d66c2eb1520451ab3fb3a24d1993326e4
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer6/run2/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.4276166027173018
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3519 | LCC = 0.8091 | SRCC = 0.8123 ]
+INFO:root:Average loss=0.2585480207434067
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3554 | LCC = 0.8366 | SRCC = 0.8369 ]
+INFO:root:Average loss=0.23181291172901788
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2905 | LCC = 0.8492 | SRCC = 0.8469 ]
+INFO:root:Average loss=0.20944165457517672
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2853 | LCC = 0.8486 | SRCC = 0.8516 ]
+INFO:root:Average loss=0.19854032897796386
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2790 | LCC = 0.8536 | SRCC = 0.8541 ]
+INFO:root:Average loss=0.18187784174313912
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2477 | LCC = 0.8563 | SRCC = 0.8542 ]
+INFO:root:Average loss=0.1685796273060334
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2370 | LCC = 0.8549 | SRCC = 0.8558 ]
+INFO:root:Average loss=0.15592990729671258
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2873 | LCC = 0.8525 | SRCC = 0.8520 ]
+INFO:root:Average loss=0.15252200065132898
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2437 | LCC = 0.8528 | SRCC = 0.8514 ]
+INFO:root:Average loss=0.14067707525996062
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2442 | LCC = 0.8534 | SRCC = 0.8527 ]
+INFO:root:Average loss=0.12284469594940162
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2516 | LCC = 0.8512 | SRCC = 0.8511 ]
+INFO:root:Average loss=0.126256095770842
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2533 | LCC = 0.8521 | SRCC = 0.8515 ]
+INFO:root:Average loss=0.11049312133437549
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2415 | LCC = 0.8530 | SRCC = 0.8521 ]
+INFO:root:Average loss=0.10058393859519409
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2690 | LCC = 0.8445 | SRCC = 0.8438 ]
+INFO:root:Average loss=0.09678724026068664
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2574 | LCC = 0.8449 | SRCC = 0.8442 ]
+INFO:root:Average loss=0.08906286969207801
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2528 | LCC = 0.8440 | SRCC = 0.8439 ]
+INFO:root:Average loss=0.0844406017030661
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2622 | LCC = 0.8443 | SRCC = 0.8432 ]
+INFO:root:Average loss=0.07742894154328567
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2506 | LCC = 0.8468 | SRCC = 0.8466 ]
+INFO:root:Average loss=0.07951254817919853
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2601 | LCC = 0.8456 | SRCC = 0.8452 ]
+INFO:root:Average loss=0.07574134477629112
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2441 | LCC = 0.8483 | SRCC = 0.8482 ]
+INFO:root:Average loss=0.06633780743831243
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2504 | LCC = 0.8479 | SRCC = 0.8468 ]
+INFO:root:Average loss=0.06496919070680936
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2480 | LCC = 0.8465 | SRCC = 0.8453 ]
+INFO:root:Average loss=0.0629928451604568
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2544 | LCC = 0.8449 | SRCC = 0.8442 ]
+INFO:root:Average loss=0.0620896613273101
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2707 | LCC = 0.8459 | SRCC = 0.8438 ]
+INFO:root:Average loss=0.05756501294672489
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2463 | LCC = 0.8443 | SRCC = 0.8435 ]
+INFO:root:Average loss=0.05858963876007459
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2535 | LCC = 0.8451 | SRCC = 0.8436 ]
+INFO:root:Average loss=0.053608742088843614
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2394 | LCC = 0.8478 | SRCC = 0.8465 ]
+INFO:root:Average loss=0.051326559498333015
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2452 | LCC = 0.8477 | SRCC = 0.8460 ]
+INFO:root:Average loss=0.05567824248320017
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2503 | LCC = 0.8461 | SRCC = 0.8451 ]
+INFO:root:Average loss=0.049453029552331336
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2567 | LCC = 0.8426 | SRCC = 0.8409 ]
+INFO:root:Average loss=0.044379097815507494
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2601 | LCC = 0.8449 | SRCC = 0.8436 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2534 | LCC = 0.8543 | SRCC = 0.8547 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer6/run3/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer6/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer6/run3/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer6/run3/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer6/run3/model.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer6/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer6/run3/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer6/run3/model_best.pt
new file mode 100644
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@@ -0,0 +1,3 @@
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer6/run3/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer6/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..81c013c56d6effb41dc649c73b6816d0e14feab3
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer6/run3/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.3944057856614773
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3305 | LCC = 0.8134 | SRCC = 0.8138 ]
+INFO:root:Average loss=0.25569135160782397
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3151 | LCC = 0.8361 | SRCC = 0.8332 ]
+INFO:root:Average loss=0.22890884639360967
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2831 | LCC = 0.8468 | SRCC = 0.8447 ]
+INFO:root:Average loss=0.2100872045908219
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2654 | LCC = 0.8484 | SRCC = 0.8469 ]
+INFO:root:Average loss=0.19117003383162695
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2848 | LCC = 0.8494 | SRCC = 0.8475 ]
+INFO:root:Average loss=0.1843529395185984
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2726 | LCC = 0.8514 | SRCC = 0.8500 ]
+INFO:root:Average loss=0.17625848308969766
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2558 | LCC = 0.8518 | SRCC = 0.8505 ]
+INFO:root:Average loss=0.16430616216399732
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2479 | LCC = 0.8520 | SRCC = 0.8504 ]
+INFO:root:Average loss=0.14554820181085512
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2496 | LCC = 0.8515 | SRCC = 0.8495 ]
+INFO:root:Average loss=0.13386333112915358
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2598 | LCC = 0.8524 | SRCC = 0.8505 ]
+INFO:root:Average loss=0.12113166141968507
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2632 | LCC = 0.8503 | SRCC = 0.8493 ]
+INFO:root:Average loss=0.11851479772191781
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2431 | LCC = 0.8494 | SRCC = 0.8487 ]
+INFO:root:Average loss=0.10843651292797847
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2407 | LCC = 0.8487 | SRCC = 0.8468 ]
+INFO:root:Average loss=0.10191919177006452
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2433 | LCC = 0.8471 | SRCC = 0.8454 ]
+INFO:root:Average loss=0.09568667841645387
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2553 | LCC = 0.8470 | SRCC = 0.8450 ]
+INFO:root:Average loss=0.09057108470453666
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2775 | LCC = 0.8441 | SRCC = 0.8414 ]
+INFO:root:Average loss=0.08275071760782829
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2828 | LCC = 0.8403 | SRCC = 0.8391 ]
+INFO:root:Average loss=0.08266683921026878
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2568 | LCC = 0.8372 | SRCC = 0.8363 ]
+INFO:root:Average loss=0.07478092706356293
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2555 | LCC = 0.8433 | SRCC = 0.8422 ]
+INFO:root:Average loss=0.07344660941415872
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2586 | LCC = 0.8404 | SRCC = 0.8379 ]
+INFO:root:Average loss=0.06976040127949837
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2504 | LCC = 0.8412 | SRCC = 0.8397 ]
+INFO:root:Average loss=0.06580056020846733
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2635 | LCC = 0.8397 | SRCC = 0.8375 ]
+INFO:root:Average loss=0.06259262050764683
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2551 | LCC = 0.8404 | SRCC = 0.8398 ]
+INFO:root:Average loss=0.0615085553473387
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2739 | LCC = 0.8382 | SRCC = 0.8369 ]
+INFO:root:Average loss=0.05800620619303141
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2694 | LCC = 0.8397 | SRCC = 0.8371 ]
+INFO:root:Average loss=0.05574652863045534
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2676 | LCC = 0.8388 | SRCC = 0.8363 ]
+INFO:root:Average loss=0.05302951198357802
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2875 | LCC = 0.8390 | SRCC = 0.8363 ]
+INFO:root:Average loss=0.05079238670758712
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2519 | LCC = 0.8397 | SRCC = 0.8368 ]
+INFO:root:Average loss=0.05178597325888964
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2593 | LCC = 0.8408 | SRCC = 0.8388 ]
+INFO:root:Average loss=0.04719605671767241
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2501 | LCC = 0.8403 | SRCC = 0.8382 ]
+INFO:root:Average loss=0.04469306599826385
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2563 | LCC = 0.8368 | SRCC = 0.8343 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2733 | LCC = 0.8389 | SRCC = 0.8387 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer6/run4/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer6/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer6/run4/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer6/run4/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer6/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..33c70d76501153595abc8b515f0f55ec94290fb2
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer6/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer6/run4/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer6/run4/model_best.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer6/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer6/run4/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer6/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..17de8305106c6a62c4ed107b557c871b31b76429
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer6/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.38483780450545824
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3366 | LCC = 0.8132 | SRCC = 0.8118 ]
+INFO:root:Average loss=0.25472690833684725
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2816 | LCC = 0.8393 | SRCC = 0.8372 ]
+INFO:root:Average loss=0.22962155938148499
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2924 | LCC = 0.8508 | SRCC = 0.8493 ]
+INFO:root:Average loss=0.20814098350894758
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2772 | LCC = 0.8547 | SRCC = 0.8530 ]
+INFO:root:Average loss=0.1904953948389261
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2392 | LCC = 0.8550 | SRCC = 0.8537 ]
+INFO:root:Average loss=0.1780358530007876
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2463 | LCC = 0.8553 | SRCC = 0.8546 ]
+INFO:root:Average loss=0.16914321568149787
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2565 | LCC = 0.8550 | SRCC = 0.8533 ]
+INFO:root:Average loss=0.15562173045980623
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2509 | LCC = 0.8547 | SRCC = 0.8550 ]
+INFO:root:Average loss=0.14114157521189788
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2564 | LCC = 0.8529 | SRCC = 0.8530 ]
+INFO:root:Average loss=0.13227445976092264
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2530 | LCC = 0.8511 | SRCC = 0.8498 ]
+INFO:root:Average loss=0.12948258794271028
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2467 | LCC = 0.8502 | SRCC = 0.8491 ]
+INFO:root:Average loss=0.11683826320446454
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2430 | LCC = 0.8502 | SRCC = 0.8494 ]
+INFO:root:Average loss=0.110010732538425
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2571 | LCC = 0.8441 | SRCC = 0.8442 ]
+INFO:root:Average loss=0.11411968518335086
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2527 | LCC = 0.8486 | SRCC = 0.8486 ]
+INFO:root:Average loss=0.10235719134410222
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2661 | LCC = 0.8446 | SRCC = 0.8450 ]
+INFO:root:Average loss=0.09038975271276939
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2420 | LCC = 0.8468 | SRCC = 0.8464 ]
+INFO:root:Average loss=0.09065302432729648
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2538 | LCC = 0.8434 | SRCC = 0.8435 ]
+INFO:root:Average loss=0.08412467879362595
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2577 | LCC = 0.8421 | SRCC = 0.8415 ]
+INFO:root:Average loss=0.0747325115192395
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2599 | LCC = 0.8420 | SRCC = 0.8420 ]
+INFO:root:Average loss=0.07628039163179122
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2644 | LCC = 0.8444 | SRCC = 0.8442 ]
+INFO:root:Average loss=0.0712553787116821
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2482 | LCC = 0.8427 | SRCC = 0.8430 ]
+INFO:root:Average loss=0.0681746028459225
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2589 | LCC = 0.8397 | SRCC = 0.8396 ]
+INFO:root:Average loss=0.07094385154927388
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2612 | LCC = 0.8396 | SRCC = 0.8388 ]
+INFO:root:Average loss=0.06206060540026579
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2519 | LCC = 0.8382 | SRCC = 0.8371 ]
+INFO:root:Average loss=0.060069683843698256
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2537 | LCC = 0.8408 | SRCC = 0.8402 ]
+INFO:root:Average loss=0.05710000573442532
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2541 | LCC = 0.8411 | SRCC = 0.8396 ]
+INFO:root:Average loss=0.05299573224515487
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2529 | LCC = 0.8402 | SRCC = 0.8393 ]
+INFO:root:Average loss=0.05035228540117924
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2459 | LCC = 0.8427 | SRCC = 0.8422 ]
+INFO:root:Average loss=0.05043562453908798
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2511 | LCC = 0.8400 | SRCC = 0.8395 ]
+INFO:root:Average loss=0.04845522537540931
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2488 | LCC = 0.8393 | SRCC = 0.8390 ]
+INFO:root:Average loss=0.04518465903133918
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2489 | LCC = 0.8388 | SRCC = 0.8384 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2603 | LCC = 0.8512 | SRCC = 0.8546 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer7/run0/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer7/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer7/run0/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer7/run0/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer7/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..6c9bff4d5108ca8b7289d486027d7c00c43c9b7d
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer7/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer7/run0/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer7/run0/model_best.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer7/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer7/run0/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer7/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..294a351fb5fe8b8820b4a83a0eefb9bfe400f8a2
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer7/run0/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.3998716332209416
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3376 | LCC = 0.8138 | SRCC = 0.8183 ]
+INFO:root:Average loss=0.2566160492790051
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2910 | LCC = 0.8407 | SRCC = 0.8397 ]
+INFO:root:Average loss=0.2277111046207257
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2774 | LCC = 0.8492 | SRCC = 0.8478 ]
+INFO:root:Average loss=0.20939645706078944
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2897 | LCC = 0.8528 | SRCC = 0.8519 ]
+INFO:root:Average loss=0.18898184826740852
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2520 | LCC = 0.8546 | SRCC = 0.8534 ]
+INFO:root:Average loss=0.17926839175514686
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2492 | LCC = 0.8548 | SRCC = 0.8540 ]
+INFO:root:Average loss=0.16529617792902848
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2558 | LCC = 0.8571 | SRCC = 0.8559 ]
+INFO:root:Average loss=0.15400777766719842
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2773 | LCC = 0.8532 | SRCC = 0.8516 ]
+INFO:root:Average loss=0.14544504642104492
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2452 | LCC = 0.8548 | SRCC = 0.8539 ]
+INFO:root:Average loss=0.13467110368685845
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2417 | LCC = 0.8562 | SRCC = 0.8564 ]
+INFO:root:Average loss=0.12466277888952157
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2657 | LCC = 0.8524 | SRCC = 0.8524 ]
+INFO:root:Average loss=0.11719499776760738
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2487 | LCC = 0.8473 | SRCC = 0.8481 ]
+INFO:root:Average loss=0.11081006186894882
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2533 | LCC = 0.8513 | SRCC = 0.8500 ]
+INFO:root:Average loss=0.10301028956205417
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2648 | LCC = 0.8509 | SRCC = 0.8503 ]
+INFO:root:Average loss=0.09693737547749127
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2557 | LCC = 0.8481 | SRCC = 0.8475 ]
+INFO:root:Average loss=0.09299331129743503
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2473 | LCC = 0.8477 | SRCC = 0.8467 ]
+INFO:root:Average loss=0.08340148899990779
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2508 | LCC = 0.8481 | SRCC = 0.8478 ]
+INFO:root:Average loss=0.07998090724532421
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2600 | LCC = 0.8474 | SRCC = 0.8472 ]
+INFO:root:Average loss=0.08294674553550206
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2440 | LCC = 0.8472 | SRCC = 0.8451 ]
+INFO:root:Average loss=0.07415070298772591
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2529 | LCC = 0.8421 | SRCC = 0.8419 ]
+INFO:root:Average loss=0.06804048537443845
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2456 | LCC = 0.8495 | SRCC = 0.8490 ]
+INFO:root:Average loss=0.06660717744857837
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2378 | LCC = 0.8488 | SRCC = 0.8484 ]
+INFO:root:Average loss=0.06250329884007955
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2441 | LCC = 0.8475 | SRCC = 0.8463 ]
+INFO:root:Average loss=0.06088323719226397
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2539 | LCC = 0.8436 | SRCC = 0.8426 ]
+INFO:root:Average loss=0.05540692935196253
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2640 | LCC = 0.8443 | SRCC = 0.8431 ]
+INFO:root:Average loss=0.06068874585131804
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2531 | LCC = 0.8464 | SRCC = 0.8451 ]
+INFO:root:Average loss=0.056999081650223486
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2472 | LCC = 0.8452 | SRCC = 0.8447 ]
+INFO:root:Average loss=0.052118124917913705
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2541 | LCC = 0.8456 | SRCC = 0.8443 ]
+INFO:root:Average loss=0.05057191235037186
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2571 | LCC = 0.8437 | SRCC = 0.8419 ]
+INFO:root:Average loss=0.04660494936009248
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2406 | LCC = 0.8458 | SRCC = 0.8446 ]
+INFO:root:Average loss=0.04697699792301043
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2579 | LCC = 0.8422 | SRCC = 0.8400 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2502 | LCC = 0.8515 | SRCC = 0.8508 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer7/run1/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer7/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer7/run1/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer7/run1/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer7/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..87c62aa8a23bf769bec4977916fb561b9313378e
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer7/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:380f53e41be134e52690460bc4b79a10baefecba4928e8f6bcf27c6fe588e10b
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer7/run1/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer7/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..cb76995529abdeaf47c850ab33c32823c6487112
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer7/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 2749702
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer7/run1/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer7/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..2cf09802e5740942a87c665ad9c85707082a92a5
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer7/run1/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.3883811856309573
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3238 | LCC = 0.8091 | SRCC = 0.8141 ]
+INFO:root:Average loss=0.260060442563815
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2950 | LCC = 0.8400 | SRCC = 0.8388 ]
+INFO:root:Average loss=0.2365321337412565
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2668 | LCC = 0.8476 | SRCC = 0.8490 ]
+INFO:root:Average loss=0.21586067420549881
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2708 | LCC = 0.8500 | SRCC = 0.8527 ]
+INFO:root:Average loss=0.20143088860771594
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2503 | LCC = 0.8572 | SRCC = 0.8560 ]
+INFO:root:Average loss=0.1800690059287426
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2479 | LCC = 0.8552 | SRCC = 0.8564 ]
+INFO:root:Average loss=0.1755281258852054
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2519 | LCC = 0.8586 | SRCC = 0.8570 ]
+INFO:root:Average loss=0.16487165693289194
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2387 | LCC = 0.8602 | SRCC = 0.8588 ]
+INFO:root:Average loss=0.15161324961063188
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2802 | LCC = 0.8548 | SRCC = 0.8574 ]
+INFO:root:Average loss=0.14208320767069474
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2672 | LCC = 0.8531 | SRCC = 0.8503 ]
+INFO:root:Average loss=0.1258932253680168
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2649 | LCC = 0.8548 | SRCC = 0.8553 ]
+INFO:root:Average loss=0.12339615888702564
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2596 | LCC = 0.8553 | SRCC = 0.8563 ]
+INFO:root:Average loss=0.11867204614174671
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2403 | LCC = 0.8549 | SRCC = 0.8546 ]
+INFO:root:Average loss=0.11014236805912776
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2457 | LCC = 0.8517 | SRCC = 0.8510 ]
+INFO:root:Average loss=0.10188502436264968
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2412 | LCC = 0.8499 | SRCC = 0.8486 ]
+INFO:root:Average loss=0.0950557336402245
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2661 | LCC = 0.8504 | SRCC = 0.8498 ]
+INFO:root:Average loss=0.08898135704489854
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2631 | LCC = 0.8485 | SRCC = 0.8486 ]
+INFO:root:Average loss=0.08582146771443196
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2482 | LCC = 0.8470 | SRCC = 0.8454 ]
+INFO:root:Average loss=0.0793200393135731
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2708 | LCC = 0.8430 | SRCC = 0.8430 ]
+INFO:root:Average loss=0.0763118332490707
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2476 | LCC = 0.8457 | SRCC = 0.8462 ]
+INFO:root:Average loss=0.06818335742140427
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2516 | LCC = 0.8442 | SRCC = 0.8426 ]
+INFO:root:Average loss=0.06744375614783703
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2441 | LCC = 0.8433 | SRCC = 0.8426 ]
+INFO:root:Average loss=0.06318846688820766
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2601 | LCC = 0.8411 | SRCC = 0.8397 ]
+INFO:root:Average loss=0.06316806896565816
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2812 | LCC = 0.8406 | SRCC = 0.8400 ]
+INFO:root:Average loss=0.05973777771951296
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2810 | LCC = 0.8424 | SRCC = 0.8428 ]
+INFO:root:Average loss=0.05527550263855702
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2636 | LCC = 0.8386 | SRCC = 0.8385 ]
+INFO:root:Average loss=0.05463233322669298
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2485 | LCC = 0.8400 | SRCC = 0.8393 ]
+INFO:root:Average loss=0.05956875614057749
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2516 | LCC = 0.8404 | SRCC = 0.8390 ]
+INFO:root:Average loss=0.05224693939089775
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2632 | LCC = 0.8398 | SRCC = 0.8399 ]
+INFO:root:Average loss=0.046239992388739035
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2731 | LCC = 0.8345 | SRCC = 0.8337 ]
+INFO:root:Average loss=0.04735325422520057
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2552 | LCC = 0.8402 | SRCC = 0.8392 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2480 | LCC = 0.8529 | SRCC = 0.8533 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer7/run2/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer7/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer7/run2/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer7/run2/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer7/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..de34b2986d5c20fa555a43d7a29a9e38e1d53e46
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer7/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer7/run2/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer7/run2/model_best.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer7/run2/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer7/run2/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer7/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..8231bb326400ec794bbc92a53b4a5fae027e84ac
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer7/run2/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.3780514909288822
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3366 | LCC = 0.8112 | SRCC = 0.8134 ]
+INFO:root:Average loss=0.2715930505058704
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3155 | LCC = 0.8384 | SRCC = 0.8365 ]
+INFO:root:Average loss=0.23375447533833674
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2650 | LCC = 0.8530 | SRCC = 0.8526 ]
+INFO:root:Average loss=0.21144399925684318
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2465 | LCC = 0.8546 | SRCC = 0.8532 ]
+INFO:root:Average loss=0.20177451874583197
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2641 | LCC = 0.8587 | SRCC = 0.8595 ]
+INFO:root:Average loss=0.18449344743902868
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2384 | LCC = 0.8540 | SRCC = 0.8548 ]
+INFO:root:Average loss=0.16842943238906372
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2368 | LCC = 0.8597 | SRCC = 0.8585 ]
+INFO:root:Average loss=0.1615668022288726
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2401 | LCC = 0.8576 | SRCC = 0.8574 ]
+INFO:root:Average loss=0.15301487365594277
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2452 | LCC = 0.8600 | SRCC = 0.8600 ]
+INFO:root:Average loss=0.14109368545886797
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2492 | LCC = 0.8551 | SRCC = 0.8552 ]
+INFO:root:Average loss=0.13449602325757345
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2656 | LCC = 0.8552 | SRCC = 0.8530 ]
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+INFO:root:
+[Valid][11][UTT][ MSE = 0.2405 | LCC = 0.8550 | SRCC = 0.8539 ]
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+INFO:root:
+[Valid][12][UTT][ MSE = 0.2407 | LCC = 0.8526 | SRCC = 0.8523 ]
+INFO:root:Average loss=0.10375280515887798
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2322 | LCC = 0.8521 | SRCC = 0.8517 ]
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+INFO:root:
+[Valid][14][UTT][ MSE = 0.2418 | LCC = 0.8521 | SRCC = 0.8527 ]
+INFO:root:Average loss=0.09022671175308716
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2377 | LCC = 0.8530 | SRCC = 0.8527 ]
+INFO:root:Average loss=0.08684769769509633
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2484 | LCC = 0.8530 | SRCC = 0.8533 ]
+INFO:root:Average loss=0.08683466930419971
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2409 | LCC = 0.8527 | SRCC = 0.8519 ]
+INFO:root:Average loss=0.08073977075326137
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2367 | LCC = 0.8500 | SRCC = 0.8503 ]
+INFO:root:Average loss=0.07386848096473095
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2705 | LCC = 0.8460 | SRCC = 0.8479 ]
+INFO:root:Average loss=0.07278300444476116
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2422 | LCC = 0.8458 | SRCC = 0.8464 ]
+INFO:root:Average loss=0.06460081432492305
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2445 | LCC = 0.8487 | SRCC = 0.8491 ]
+INFO:root:Average loss=0.06808913222108132
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2695 | LCC = 0.8427 | SRCC = 0.8430 ]
+INFO:root:Average loss=0.06586984387384011
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2449 | LCC = 0.8469 | SRCC = 0.8482 ]
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+INFO:root:
+[Valid][24][UTT][ MSE = 0.2530 | LCC = 0.8422 | SRCC = 0.8422 ]
+INFO:root:Average loss=0.05834693963137957
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2519 | LCC = 0.8461 | SRCC = 0.8467 ]
+INFO:root:Average loss=0.05548252504414473
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2670 | LCC = 0.8387 | SRCC = 0.8401 ]
+INFO:root:Average loss=0.05352316577083025
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2453 | LCC = 0.8431 | SRCC = 0.8446 ]
+INFO:root:Average loss=0.04863536551308174
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2475 | LCC = 0.8417 | SRCC = 0.8417 ]
+INFO:root:Average loss=0.051160203436246283
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2488 | LCC = 0.8437 | SRCC = 0.8440 ]
+INFO:root:Average loss=0.048590206827681795
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2528 | LCC = 0.8416 | SRCC = 0.8420 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2596 | LCC = 0.8494 | SRCC = 0.8487 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer7/run3/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer7/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer7/run3/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer7/run3/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer7/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e291550bd93d9263e28011427815228ae47d2cfd
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer7/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer7/run3/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer7/run3/model_best.pt
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer7/run3/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer7/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..4aa22f16398ea1f954641655a95004a762e5a23e
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer7/run3/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.4043242686834091
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3298 | LCC = 0.8161 | SRCC = 0.8153 ]
+INFO:root:Average loss=0.260566098567767
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2862 | LCC = 0.8359 | SRCC = 0.8357 ]
+INFO:root:Average loss=0.2325196140087568
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2781 | LCC = 0.8481 | SRCC = 0.8465 ]
+INFO:root:Average loss=0.20882459328724787
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2571 | LCC = 0.8538 | SRCC = 0.8533 ]
+INFO:root:Average loss=0.19250366951410586
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2637 | LCC = 0.8546 | SRCC = 0.8517 ]
+INFO:root:Average loss=0.18244205568081293
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2685 | LCC = 0.8555 | SRCC = 0.8540 ]
+INFO:root:Average loss=0.17603023235614484
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2692 | LCC = 0.8581 | SRCC = 0.8578 ]
+INFO:root:Average loss=0.161353027400298
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2607 | LCC = 0.8566 | SRCC = 0.8574 ]
+INFO:root:Average loss=0.15368308126926422
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2342 | LCC = 0.8593 | SRCC = 0.8590 ]
+INFO:root:Average loss=0.14021539086332688
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2410 | LCC = 0.8584 | SRCC = 0.8588 ]
+INFO:root:Average loss=0.12871511146808282
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2375 | LCC = 0.8568 | SRCC = 0.8566 ]
+INFO:root:Average loss=0.12305767518969682
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2398 | LCC = 0.8568 | SRCC = 0.8568 ]
+INFO:root:Average loss=0.11600333184767993
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2629 | LCC = 0.8533 | SRCC = 0.8525 ]
+INFO:root:Average loss=0.10705610020802571
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2777 | LCC = 0.8435 | SRCC = 0.8439 ]
+INFO:root:Average loss=0.10462382497886817
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2460 | LCC = 0.8541 | SRCC = 0.8540 ]
+INFO:root:Average loss=0.09569493681192398
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2512 | LCC = 0.8490 | SRCC = 0.8493 ]
+INFO:root:Average loss=0.08951931217542061
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2516 | LCC = 0.8477 | SRCC = 0.8473 ]
+INFO:root:Average loss=0.08316045025220284
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2449 | LCC = 0.8496 | SRCC = 0.8500 ]
+INFO:root:Average loss=0.08673362782559334
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2827 | LCC = 0.8446 | SRCC = 0.8439 ]
+INFO:root:Average loss=0.07969571568836005
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2642 | LCC = 0.8471 | SRCC = 0.8466 ]
+INFO:root:Average loss=0.07241883821403369
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2533 | LCC = 0.8488 | SRCC = 0.8485 ]
+INFO:root:Average loss=0.06929989722676766
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2475 | LCC = 0.8467 | SRCC = 0.8466 ]
+INFO:root:Average loss=0.06709266802630363
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2570 | LCC = 0.8447 | SRCC = 0.8441 ]
+INFO:root:Average loss=0.06426864504241027
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2463 | LCC = 0.8457 | SRCC = 0.8457 ]
+INFO:root:Average loss=0.06559462735477166
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2381 | LCC = 0.8472 | SRCC = 0.8472 ]
+INFO:root:Average loss=0.06004639495259676
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2516 | LCC = 0.8457 | SRCC = 0.8465 ]
+INFO:root:Average loss=0.05748152751953174
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2589 | LCC = 0.8417 | SRCC = 0.8414 ]
+INFO:root:Average loss=0.05469452704374607
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2529 | LCC = 0.8446 | SRCC = 0.8443 ]
+INFO:root:Average loss=0.05265607832907102
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2617 | LCC = 0.8462 | SRCC = 0.8461 ]
+INFO:root:Average loss=0.05018381306376213
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2548 | LCC = 0.8415 | SRCC = 0.8407 ]
+INFO:root:Average loss=0.05034180883413706
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2529 | LCC = 0.8436 | SRCC = 0.8434 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2423 | LCC = 0.8565 | SRCC = 0.8581 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer7/run4/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer7/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer7/run4/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer7/run4/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer7/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..abe3da20a6d5f4dfed73969164233e9b988eee96
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer7/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8135a195a46ec6b518ed73d2c2efb954d7d5b1942a58471003c9ff013f2c4ba9
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer7/run4/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer7/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..a367469398d0a8a32e2701796cdc2af66d5609ce
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer7/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e442045bb2a379d4be1e12281ba28a9d33efc07aa16bd7eee5199fdc642ce2d4
+size 2749638
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer7/run4/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer7/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..15fe3d5ee0e89b311755e1a4d1bf376e38c76c49
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer7/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.41689925640821457
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3740 | LCC = 0.8090 | SRCC = 0.8110 ]
+INFO:root:Average loss=0.2574306693978799
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3814 | LCC = 0.8386 | SRCC = 0.8378 ]
+INFO:root:Average loss=0.23027557211044508
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3025 | LCC = 0.8486 | SRCC = 0.8492 ]
+INFO:root:Average loss=0.21067465708041802
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2569 | LCC = 0.8537 | SRCC = 0.8533 ]
+INFO:root:Average loss=0.19154107513336036
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2672 | LCC = 0.8528 | SRCC = 0.8527 ]
+INFO:root:Average loss=0.1827816715798317
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2788 | LCC = 0.8530 | SRCC = 0.8526 ]
+INFO:root:Average loss=0.16151107217256838
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2740 | LCC = 0.8529 | SRCC = 0.8517 ]
+INFO:root:Average loss=0.15823474249396569
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2816 | LCC = 0.8545 | SRCC = 0.8538 ]
+INFO:root:Average loss=0.14656012581709105
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2979 | LCC = 0.8514 | SRCC = 0.8525 ]
+INFO:root:Average loss=0.13104329774012932
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2553 | LCC = 0.8476 | SRCC = 0.8469 ]
+INFO:root:Average loss=0.13654035807420045
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2618 | LCC = 0.8492 | SRCC = 0.8488 ]
+INFO:root:Average loss=0.11583939309303577
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2861 | LCC = 0.8493 | SRCC = 0.8490 ]
+INFO:root:Average loss=0.11161616005194493
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2545 | LCC = 0.8475 | SRCC = 0.8479 ]
+INFO:root:Average loss=0.10597055605970897
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2688 | LCC = 0.8478 | SRCC = 0.8480 ]
+INFO:root:Average loss=0.0958343074680903
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2817 | LCC = 0.8479 | SRCC = 0.8472 ]
+INFO:root:Average loss=0.09121246387561162
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2940 | LCC = 0.8473 | SRCC = 0.8476 ]
+INFO:root:Average loss=0.08695375967102173
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2623 | LCC = 0.8460 | SRCC = 0.8453 ]
+INFO:root:Average loss=0.08480921578712952
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2648 | LCC = 0.8487 | SRCC = 0.8483 ]
+INFO:root:Average loss=0.07863190211355686
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2707 | LCC = 0.8454 | SRCC = 0.8445 ]
+INFO:root:Average loss=0.07558059959839551
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2869 | LCC = 0.8402 | SRCC = 0.8393 ]
+INFO:root:Average loss=0.0764186313519111
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2843 | LCC = 0.8442 | SRCC = 0.8427 ]
+INFO:root:Average loss=0.06763307153223416
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2801 | LCC = 0.8458 | SRCC = 0.8456 ]
+INFO:root:Average loss=0.06708543370358455
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2674 | LCC = 0.8434 | SRCC = 0.8426 ]
+INFO:root:Average loss=0.06165207607241777
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2812 | LCC = 0.8449 | SRCC = 0.8447 ]
+INFO:root:Average loss=0.05808952159415453
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2597 | LCC = 0.8465 | SRCC = 0.8442 ]
+INFO:root:Average loss=0.0569081497259247
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2705 | LCC = 0.8448 | SRCC = 0.8434 ]
+INFO:root:Average loss=0.05543454784231308
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2847 | LCC = 0.8419 | SRCC = 0.8411 ]
+INFO:root:Average loss=0.053525969911462225
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2648 | LCC = 0.8475 | SRCC = 0.8451 ]
+INFO:root:Average loss=0.050568895175670966
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2945 | LCC = 0.8465 | SRCC = 0.8462 ]
+INFO:root:Average loss=0.04995888619659803
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2498 | LCC = 0.8439 | SRCC = 0.8418 ]
+INFO:root:Average loss=0.048719896791646115
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2521 | LCC = 0.8446 | SRCC = 0.8434 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2620 | LCC = 0.8546 | SRCC = 0.8561 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer8/run0/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer8/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer8/run0/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer8/run0/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer8/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..96543d821271212cc3f73cd77d21b59a3fa9fc84
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer8/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:824657f4f6a16d53ba25c639b2e3b2067a6006306ef03d8e464633b48dc3d277
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer8/run0/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer8/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..63676abc756eedd3c2772b942dc6f90b16795703
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer8/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cba38c733f68e94287e9892954db6a5ef20f4363538875b5c8f8c30a0a1a284c
+size 2749702
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer8/run0/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer8/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..9d1b1c7350206287d690c130d859ede0aaee9690
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer8/run0/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.3936680056727849
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3379 | LCC = 0.8060 | SRCC = 0.8120 ]
+INFO:root:Average loss=0.2625919826901876
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2818 | LCC = 0.8375 | SRCC = 0.8376 ]
+INFO:root:Average loss=0.22898780248868159
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3007 | LCC = 0.8464 | SRCC = 0.8475 ]
+INFO:root:Average loss=0.20995574119763497
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2508 | LCC = 0.8552 | SRCC = 0.8527 ]
+INFO:root:Average loss=0.20585559595089692
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2672 | LCC = 0.8573 | SRCC = 0.8553 ]
+INFO:root:Average loss=0.19017275919516882
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2408 | LCC = 0.8589 | SRCC = 0.8607 ]
+INFO:root:Average loss=0.17211835831403732
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2324 | LCC = 0.8582 | SRCC = 0.8596 ]
+INFO:root:Average loss=0.166737045137546
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2427 | LCC = 0.8595 | SRCC = 0.8611 ]
+INFO:root:Average loss=0.16231059158841768
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2315 | LCC = 0.8558 | SRCC = 0.8588 ]
+INFO:root:Average loss=0.149731705395075
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2292 | LCC = 0.8598 | SRCC = 0.8608 ]
+INFO:root:Average loss=0.14215365138191444
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2333 | LCC = 0.8622 | SRCC = 0.8628 ]
+INFO:root:Average loss=0.1323532983660698
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2303 | LCC = 0.8580 | SRCC = 0.8579 ]
+INFO:root:Average loss=0.12771856020658445
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2541 | LCC = 0.8524 | SRCC = 0.8547 ]
+INFO:root:Average loss=0.11841142731599319
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2364 | LCC = 0.8535 | SRCC = 0.8566 ]
+INFO:root:Average loss=0.11777145749865434
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2318 | LCC = 0.8544 | SRCC = 0.8548 ]
+INFO:root:Average loss=0.11049633387189645
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2494 | LCC = 0.8525 | SRCC = 0.8536 ]
+INFO:root:Average loss=0.1016939235612368
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2461 | LCC = 0.8489 | SRCC = 0.8491 ]
+INFO:root:Average loss=0.10587699042680936
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2539 | LCC = 0.8490 | SRCC = 0.8486 ]
+INFO:root:Average loss=0.09198581021374617
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2383 | LCC = 0.8486 | SRCC = 0.8502 ]
+INFO:root:Average loss=0.08615855533534135
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2389 | LCC = 0.8486 | SRCC = 0.8490 ]
+INFO:root:Average loss=0.0872055389560186
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2442 | LCC = 0.8483 | SRCC = 0.8488 ]
+INFO:root:Average loss=0.08123725452102147
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2512 | LCC = 0.8421 | SRCC = 0.8443 ]
+INFO:root:Average loss=0.0765765137397326
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2444 | LCC = 0.8446 | SRCC = 0.8447 ]
+INFO:root:Average loss=0.0762474832053368
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2511 | LCC = 0.8444 | SRCC = 0.8449 ]
+INFO:root:Average loss=0.07284396008039132
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2389 | LCC = 0.8445 | SRCC = 0.8459 ]
+INFO:root:Average loss=0.06421173717349003
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2537 | LCC = 0.8400 | SRCC = 0.8429 ]
+INFO:root:Average loss=0.07046107556193303
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2731 | LCC = 0.8431 | SRCC = 0.8423 ]
+INFO:root:Average loss=0.06488075432104942
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2724 | LCC = 0.8436 | SRCC = 0.8424 ]
+INFO:root:Average loss=0.06063329017697237
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2502 | LCC = 0.8410 | SRCC = 0.8400 ]
+INFO:root:Average loss=0.06066779357691606
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2562 | LCC = 0.8407 | SRCC = 0.8410 ]
+INFO:root:Average loss=0.06104340251439657
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2462 | LCC = 0.8421 | SRCC = 0.8420 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2430 | LCC = 0.8578 | SRCC = 0.8579 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer8/run1/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer8/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer8/run1/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer8/run1/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer8/run1/model.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer8/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer8/run1/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer8/run1/model_best.pt
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer8/run1/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer8/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..f82e4a7bf65148b76b1697e007e97cfcfecc8f2d
--- /dev/null
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@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.37257507023138875
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3776 | LCC = 0.8140 | SRCC = 0.8202 ]
+INFO:root:Average loss=0.26616679781522506
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2885 | LCC = 0.8388 | SRCC = 0.8387 ]
+INFO:root:Average loss=0.23401355705200097
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2865 | LCC = 0.8506 | SRCC = 0.8486 ]
+INFO:root:Average loss=0.21534111828376085
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2559 | LCC = 0.8557 | SRCC = 0.8543 ]
+INFO:root:Average loss=0.19940539764670226
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2592 | LCC = 0.8613 | SRCC = 0.8593 ]
+INFO:root:Average loss=0.1896604081759086
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2438 | LCC = 0.8617 | SRCC = 0.8612 ]
+INFO:root:Average loss=0.18331044176832223
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2740 | LCC = 0.8631 | SRCC = 0.8618 ]
+INFO:root:Average loss=0.17707307187792581
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2362 | LCC = 0.8654 | SRCC = 0.8646 ]
+INFO:root:Average loss=0.15771018818784982
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2603 | LCC = 0.8655 | SRCC = 0.8636 ]
+INFO:root:Average loss=0.15467108394473028
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2455 | LCC = 0.8602 | SRCC = 0.8582 ]
+INFO:root:Average loss=0.1466812675771041
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2503 | LCC = 0.8612 | SRCC = 0.8603 ]
+INFO:root:Average loss=0.13662810298876885
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2334 | LCC = 0.8563 | SRCC = 0.8564 ]
+INFO:root:Average loss=0.12969642342665258
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2617 | LCC = 0.8600 | SRCC = 0.8569 ]
+INFO:root:Average loss=0.1254430649181207
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2513 | LCC = 0.8605 | SRCC = 0.8591 ]
+INFO:root:Average loss=0.11690935177298692
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2456 | LCC = 0.8565 | SRCC = 0.8563 ]
+INFO:root:Average loss=0.11594328188743347
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2338 | LCC = 0.8554 | SRCC = 0.8544 ]
+INFO:root:Average loss=0.10530453423659007
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2538 | LCC = 0.8574 | SRCC = 0.8567 ]
+INFO:root:Average loss=0.09897132977270164
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2537 | LCC = 0.8532 | SRCC = 0.8526 ]
+INFO:root:Average loss=0.09712915346981624
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2528 | LCC = 0.8528 | SRCC = 0.8517 ]
+INFO:root:Average loss=0.09109688736498356
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2360 | LCC = 0.8552 | SRCC = 0.8540 ]
+INFO:root:Average loss=0.08767077756615785
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2475 | LCC = 0.8491 | SRCC = 0.8508 ]
+INFO:root:Average loss=0.08262498714984992
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2370 | LCC = 0.8516 | SRCC = 0.8502 ]
+INFO:root:Average loss=0.08197474078490184
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2391 | LCC = 0.8508 | SRCC = 0.8502 ]
+INFO:root:Average loss=0.0778423849111184
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2623 | LCC = 0.8494 | SRCC = 0.8477 ]
+INFO:root:Average loss=0.08257933992605943
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2406 | LCC = 0.8507 | SRCC = 0.8511 ]
+INFO:root:Average loss=0.07067721356184055
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2367 | LCC = 0.8493 | SRCC = 0.8495 ]
+INFO:root:Average loss=0.06723688991788106
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2583 | LCC = 0.8503 | SRCC = 0.8493 ]
+INFO:root:Average loss=0.06925647189983955
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2400 | LCC = 0.8496 | SRCC = 0.8487 ]
+INFO:root:Average loss=0.0650734201264687
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2418 | LCC = 0.8514 | SRCC = 0.8508 ]
+INFO:root:Average loss=0.062385608991369225
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2396 | LCC = 0.8504 | SRCC = 0.8482 ]
+INFO:root:Average loss=0.05868726266691318
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2532 | LCC = 0.8514 | SRCC = 0.8496 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2919 | LCC = 0.8483 | SRCC = 0.8515 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer8/run2/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer8/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer8/run2/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer8/run2/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer8/run2/model.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer8/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer8/run2/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer8/run2/model_best.pt
new file mode 100644
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer8/run2/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer8/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..93297129e7af096d3cad1a9ac7a1c2da3dcb92b7
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer8/run2/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.3575280068012384
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3424 | LCC = 0.8204 | SRCC = 0.8235 ]
+INFO:root:Average loss=0.25425904014935863
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2866 | LCC = 0.8459 | SRCC = 0.8448 ]
+INFO:root:Average loss=0.2393058798252008
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3141 | LCC = 0.8517 | SRCC = 0.8515 ]
+INFO:root:Average loss=0.21722317630281815
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3018 | LCC = 0.8606 | SRCC = 0.8612 ]
+INFO:root:Average loss=0.19666274885336557
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2458 | LCC = 0.8617 | SRCC = 0.8615 ]
+INFO:root:Average loss=0.19837103573939738
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2781 | LCC = 0.8583 | SRCC = 0.8577 ]
+INFO:root:Average loss=0.19243628254685646
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2439 | LCC = 0.8625 | SRCC = 0.8614 ]
+INFO:root:Average loss=0.17278360947966576
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2418 | LCC = 0.8645 | SRCC = 0.8631 ]
+INFO:root:Average loss=0.16726009337565836
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2437 | LCC = 0.8620 | SRCC = 0.8620 ]
+INFO:root:Average loss=0.15241429706414542
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2860 | LCC = 0.8579 | SRCC = 0.8585 ]
+INFO:root:Average loss=0.14969417853997305
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2506 | LCC = 0.8599 | SRCC = 0.8616 ]
+INFO:root:Average loss=0.13814630111058554
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2464 | LCC = 0.8584 | SRCC = 0.8570 ]
+INFO:root:Average loss=0.13037578159799942
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2722 | LCC = 0.8561 | SRCC = 0.8561 ]
+INFO:root:Average loss=0.12169094574757111
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2337 | LCC = 0.8573 | SRCC = 0.8585 ]
+INFO:root:Average loss=0.11825561275084813
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2572 | LCC = 0.8556 | SRCC = 0.8540 ]
+INFO:root:Average loss=0.1094020573565593
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2529 | LCC = 0.8510 | SRCC = 0.8506 ]
+INFO:root:Average loss=0.09937887662687363
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2770 | LCC = 0.8507 | SRCC = 0.8519 ]
+INFO:root:Average loss=0.0981015040515325
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2460 | LCC = 0.8524 | SRCC = 0.8543 ]
+INFO:root:Average loss=0.09341453436093453
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2757 | LCC = 0.8511 | SRCC = 0.8531 ]
+INFO:root:Average loss=0.09438712068666251
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2548 | LCC = 0.8505 | SRCC = 0.8510 ]
+INFO:root:Average loss=0.088758692288628
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2941 | LCC = 0.8501 | SRCC = 0.8508 ]
+INFO:root:Average loss=0.0821521686246762
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2470 | LCC = 0.8477 | SRCC = 0.8484 ]
+INFO:root:Average loss=0.07919022579414722
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2659 | LCC = 0.8473 | SRCC = 0.8483 ]
+INFO:root:Average loss=0.07404990341418828
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2861 | LCC = 0.8473 | SRCC = 0.8480 ]
+INFO:root:Average loss=0.06695938898393741
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2541 | LCC = 0.8518 | SRCC = 0.8527 ]
+INFO:root:Average loss=0.07037176397175361
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2501 | LCC = 0.8491 | SRCC = 0.8493 ]
+INFO:root:Average loss=0.06496820512872475
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2819 | LCC = 0.8491 | SRCC = 0.8513 ]
+INFO:root:Average loss=0.06258055147452232
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2609 | LCC = 0.8462 | SRCC = 0.8438 ]
+INFO:root:Average loss=0.06016996985253615
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2735 | LCC = 0.8465 | SRCC = 0.8469 ]
+INFO:root:Average loss=0.058262308581899375
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2448 | LCC = 0.8461 | SRCC = 0.8465 ]
+INFO:root:Average loss=0.058978245044365905
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2658 | LCC = 0.8463 | SRCC = 0.8469 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2510 | LCC = 0.8603 | SRCC = 0.8626 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer8/run3/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer8/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer8/run3/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer8/run3/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer8/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..bba6d868745739e265c7f1ed0c90ea2b0e29bb47
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer8/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer8/run3/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer8/run3/model_best.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer8/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer8/run3/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer8/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..55eb1e7c11ce8cf0c513e71559f463d0d6ca8c24
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer8/run3/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.39774829416702956
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3430 | LCC = 0.8100 | SRCC = 0.8135 ]
+INFO:root:Average loss=0.26678126687422776
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3342 | LCC = 0.8366 | SRCC = 0.8330 ]
+INFO:root:Average loss=0.2459867699788167
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3311 | LCC = 0.8379 | SRCC = 0.8392 ]
+INFO:root:Average loss=0.22051089734603196
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3033 | LCC = 0.8434 | SRCC = 0.8433 ]
+INFO:root:Average loss=0.20453468003334144
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2636 | LCC = 0.8511 | SRCC = 0.8495 ]
+INFO:root:Average loss=0.18979854022081083
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2496 | LCC = 0.8542 | SRCC = 0.8527 ]
+INFO:root:Average loss=0.18318991563641107
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2463 | LCC = 0.8554 | SRCC = 0.8549 ]
+INFO:root:Average loss=0.17041888288580453
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2505 | LCC = 0.8532 | SRCC = 0.8525 ]
+INFO:root:Average loss=0.17128599396882913
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2529 | LCC = 0.8537 | SRCC = 0.8529 ]
+INFO:root:Average loss=0.1514369098421855
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2483 | LCC = 0.8561 | SRCC = 0.8542 ]
+INFO:root:Average loss=0.14894057189424834
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2712 | LCC = 0.8526 | SRCC = 0.8509 ]
+INFO:root:Average loss=0.144928695108646
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2280 | LCC = 0.8560 | SRCC = 0.8564 ]
+INFO:root:Average loss=0.13225311251022878
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2449 | LCC = 0.8528 | SRCC = 0.8511 ]
+INFO:root:Average loss=0.1256971677335409
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2466 | LCC = 0.8519 | SRCC = 0.8510 ]
+INFO:root:Average loss=0.11383222788572311
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2520 | LCC = 0.8518 | SRCC = 0.8497 ]
+INFO:root:Average loss=0.1083551928974115
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2598 | LCC = 0.8504 | SRCC = 0.8495 ]
+INFO:root:Average loss=0.10696039606745426
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2487 | LCC = 0.8466 | SRCC = 0.8483 ]
+INFO:root:Average loss=0.09693946082813618
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2489 | LCC = 0.8477 | SRCC = 0.8465 ]
+INFO:root:Average loss=0.09485996342622317
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2575 | LCC = 0.8437 | SRCC = 0.8419 ]
+INFO:root:Average loss=0.09225464144196266
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2560 | LCC = 0.8466 | SRCC = 0.8442 ]
+INFO:root:Average loss=0.08606800885918812
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2524 | LCC = 0.8433 | SRCC = 0.8421 ]
+INFO:root:Average loss=0.08424561088665938
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2550 | LCC = 0.8414 | SRCC = 0.8390 ]
+INFO:root:Average loss=0.08612665854012355
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2575 | LCC = 0.8418 | SRCC = 0.8403 ]
+INFO:root:Average loss=0.07939881826631534
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2628 | LCC = 0.8372 | SRCC = 0.8370 ]
+INFO:root:Average loss=0.07129681750367849
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2547 | LCC = 0.8409 | SRCC = 0.8390 ]
+INFO:root:Average loss=0.07507423555048612
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2552 | LCC = 0.8417 | SRCC = 0.8401 ]
+INFO:root:Average loss=0.06873347786947703
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2675 | LCC = 0.8388 | SRCC = 0.8370 ]
+INFO:root:Average loss=0.06608568657285128
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2612 | LCC = 0.8391 | SRCC = 0.8370 ]
+INFO:root:Average loss=0.06398494637165314
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2595 | LCC = 0.8376 | SRCC = 0.8359 ]
+INFO:root:Average loss=0.05930153977794525
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2702 | LCC = 0.8346 | SRCC = 0.8326 ]
+INFO:root:Average loss=0.05548064224421978
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2605 | LCC = 0.8381 | SRCC = 0.8360 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2491 | LCC = 0.8600 | SRCC = 0.8609 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer8/run4/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer8/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer8/run4/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer8/run4/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer8/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b23ef2f53d117e791d892f20d32a4f22ea52a699
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer8/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4c09a4efb2ded4fca8107a670f055a1c6f12a573d35e1e2d27bb53be097de72e
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer8/run4/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer8/run4/model_best.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer8/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer8/run4/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer8/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..e7fd5300dad454c01c6b1615a97863e9a4d44899
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer8/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.3807110146452219
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3402 | LCC = 0.8231 | SRCC = 0.8235 ]
+INFO:root:Average loss=0.2535953470147573
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3166 | LCC = 0.8398 | SRCC = 0.8403 ]
+INFO:root:Average loss=0.23010821373034746
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2968 | LCC = 0.8494 | SRCC = 0.8484 ]
+INFO:root:Average loss=0.22593130295475325
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2592 | LCC = 0.8491 | SRCC = 0.8487 ]
+INFO:root:Average loss=0.2137014613701747
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3329 | LCC = 0.8542 | SRCC = 0.8545 ]
+INFO:root:Average loss=0.19047590689017221
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2491 | LCC = 0.8583 | SRCC = 0.8580 ]
+INFO:root:Average loss=0.1824468014140924
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2616 | LCC = 0.8581 | SRCC = 0.8587 ]
+INFO:root:Average loss=0.16853334582768953
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2752 | LCC = 0.8570 | SRCC = 0.8576 ]
+INFO:root:Average loss=0.16271241496388728
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2848 | LCC = 0.8580 | SRCC = 0.8592 ]
+INFO:root:Average loss=0.156454754085877
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2241 | LCC = 0.8587 | SRCC = 0.8591 ]
+INFO:root:Average loss=0.1501674833588111
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2797 | LCC = 0.8591 | SRCC = 0.8600 ]
+INFO:root:Average loss=0.13412902045708436
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2362 | LCC = 0.8598 | SRCC = 0.8587 ]
+INFO:root:Average loss=0.1301831451173012
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2332 | LCC = 0.8579 | SRCC = 0.8583 ]
+INFO:root:Average loss=0.12578270746729311
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2301 | LCC = 0.8580 | SRCC = 0.8585 ]
+INFO:root:Average loss=0.11625259885421166
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2614 | LCC = 0.8503 | SRCC = 0.8517 ]
+INFO:root:Average loss=0.11319741310599522
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2473 | LCC = 0.8472 | SRCC = 0.8490 ]
+INFO:root:Average loss=0.10704734405645958
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2636 | LCC = 0.8495 | SRCC = 0.8503 ]
+INFO:root:Average loss=0.09479607455432415
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2415 | LCC = 0.8500 | SRCC = 0.8488 ]
+INFO:root:Average loss=0.09668091842188285
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2493 | LCC = 0.8471 | SRCC = 0.8468 ]
+INFO:root:Average loss=0.09332305173843335
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2533 | LCC = 0.8483 | SRCC = 0.8476 ]
+INFO:root:Average loss=0.08638044375066574
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2396 | LCC = 0.8492 | SRCC = 0.8487 ]
+INFO:root:Average loss=0.08425604537702523
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2657 | LCC = 0.8468 | SRCC = 0.8464 ]
+INFO:root:Average loss=0.07982896502392414
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2490 | LCC = 0.8458 | SRCC = 0.8458 ]
+INFO:root:Average loss=0.08017906608680885
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2531 | LCC = 0.8439 | SRCC = 0.8432 ]
+INFO:root:Average loss=0.07254987816589001
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2330 | LCC = 0.8508 | SRCC = 0.8504 ]
+INFO:root:Average loss=0.06964153724794205
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2698 | LCC = 0.8429 | SRCC = 0.8427 ]
+INFO:root:Average loss=0.06694819061801983
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2579 | LCC = 0.8433 | SRCC = 0.8436 ]
+INFO:root:Average loss=0.06294211816902344
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2731 | LCC = 0.8406 | SRCC = 0.8406 ]
+INFO:root:Average loss=0.062346195276731096
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2474 | LCC = 0.8454 | SRCC = 0.8448 ]
+INFO:root:Average loss=0.05855810217177256
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2681 | LCC = 0.8451 | SRCC = 0.8445 ]
+INFO:root:Average loss=0.0549159023242119
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2572 | LCC = 0.8428 | SRCC = 0.8438 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2422 | LCC = 0.8616 | SRCC = 0.8620 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer9/run0/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer9/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer9/run0/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer9/run0/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer9/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..d8c4bac3ffcfcc02bd0161e54e678994b73bb677
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer9/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer9/run0/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer9/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..850cb269426981eac1e5ac1fc5cc643797e3f6df
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer9/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer9/run0/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer9/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..abb1502c1deb7bb4287707fad93158190d1805e1
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer9/run0/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.40677092568232465
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3548 | LCC = 0.8051 | SRCC = 0.8064 ]
+INFO:root:Average loss=0.2814019778982187
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3061 | LCC = 0.8260 | SRCC = 0.8279 ]
+INFO:root:Average loss=0.2632747449171849
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2929 | LCC = 0.8399 | SRCC = 0.8374 ]
+INFO:root:Average loss=0.2484377118257376
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3268 | LCC = 0.8447 | SRCC = 0.8444 ]
+INFO:root:Average loss=0.2346892108519872
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2953 | LCC = 0.8512 | SRCC = 0.8479 ]
+INFO:root:Average loss=0.22352726528277764
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2740 | LCC = 0.8511 | SRCC = 0.8500 ]
+INFO:root:Average loss=0.2256815914924328
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3326 | LCC = 0.8527 | SRCC = 0.8504 ]
+INFO:root:Average loss=0.22127664643220413
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2696 | LCC = 0.8549 | SRCC = 0.8540 ]
+INFO:root:Average loss=0.22588648857214513
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2759 | LCC = 0.8547 | SRCC = 0.8533 ]
+INFO:root:Average loss=0.19953323509066534
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2813 | LCC = 0.8617 | SRCC = 0.8612 ]
+INFO:root:Average loss=0.2034006647956677
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2925 | LCC = 0.8500 | SRCC = 0.8558 ]
+INFO:root:Average loss=0.18817745607632858
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3074 | LCC = 0.8579 | SRCC = 0.8574 ]
+INFO:root:Average loss=0.17811407760167733
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3108 | LCC = 0.8576 | SRCC = 0.8554 ]
+INFO:root:Average loss=0.18364721947373489
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3040 | LCC = 0.8611 | SRCC = 0.8600 ]
+INFO:root:Average loss=0.17254405888991478
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2820 | LCC = 0.8581 | SRCC = 0.8564 ]
+INFO:root:Average loss=0.17570715149243674
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2897 | LCC = 0.8575 | SRCC = 0.8567 ]
+INFO:root:Average loss=0.16208992134302092
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2350 | LCC = 0.8610 | SRCC = 0.8625 ]
+INFO:root:Average loss=0.16268451779316634
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2889 | LCC = 0.8518 | SRCC = 0.8539 ]
+INFO:root:Average loss=0.15965936648157927
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2669 | LCC = 0.8564 | SRCC = 0.8584 ]
+INFO:root:Average loss=0.15228140678925392
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2624 | LCC = 0.8588 | SRCC = 0.8574 ]
+INFO:root:Average loss=0.15338363202336508
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2341 | LCC = 0.8616 | SRCC = 0.8610 ]
+INFO:root:Average loss=0.15297479488146612
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2648 | LCC = 0.8580 | SRCC = 0.8564 ]
+INFO:root:Average loss=0.1473204554655613
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2449 | LCC = 0.8594 | SRCC = 0.8590 ]
+INFO:root:Average loss=0.14014829628360578
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2673 | LCC = 0.8566 | SRCC = 0.8561 ]
+INFO:root:Average loss=0.13015899845422843
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2660 | LCC = 0.8589 | SRCC = 0.8582 ]
+INFO:root:Average loss=0.12910723733978394
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2884 | LCC = 0.8568 | SRCC = 0.8556 ]
+INFO:root:Average loss=0.1250843059940216
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2507 | LCC = 0.8585 | SRCC = 0.8570 ]
+INFO:root:Average loss=0.1191388446933184
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2486 | LCC = 0.8557 | SRCC = 0.8547 ]
+INFO:root:Average loss=0.11972608751593491
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2550 | LCC = 0.8567 | SRCC = 0.8551 ]
+INFO:root:Average loss=0.11749145751580214
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2446 | LCC = 0.8544 | SRCC = 0.8536 ]
+INFO:root:Average loss=0.116970411191384
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2539 | LCC = 0.8557 | SRCC = 0.8546 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2717 | LCC = 0.8597 | SRCC = 0.8586 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer9/run1/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer9/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer9/run1/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer9/run1/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer9/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..3567165be4564617cf3f9167b99f086d50b39f0b
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer9/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer9/run1/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer9/run1/model_best.pt
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@@ -0,0 +1,3 @@
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer9/run1/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer9/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..41be5f35e7ad581e3f20f9860b9f32c394cf25a8
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer9/run1/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.38113229568952167
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3719 | LCC = 0.8096 | SRCC = 0.8093 ]
+INFO:root:Average loss=0.27109712209457004
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3369 | LCC = 0.8352 | SRCC = 0.8326 ]
+INFO:root:Average loss=0.25819822878409654
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2931 | LCC = 0.8420 | SRCC = 0.8411 ]
+INFO:root:Average loss=0.2458272029956182
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3406 | LCC = 0.8280 | SRCC = 0.8386 ]
+INFO:root:Average loss=0.2384489222596853
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3030 | LCC = 0.8482 | SRCC = 0.8457 ]
+INFO:root:Average loss=0.23071913726818868
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2816 | LCC = 0.8504 | SRCC = 0.8487 ]
+INFO:root:Average loss=0.22140928587088218
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2512 | LCC = 0.8529 | SRCC = 0.8538 ]
+INFO:root:Average loss=0.20888568518253472
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2864 | LCC = 0.8557 | SRCC = 0.8557 ]
+INFO:root:Average loss=0.19968928836095026
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3162 | LCC = 0.8388 | SRCC = 0.8405 ]
+INFO:root:Average loss=0.20646043160022834
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2718 | LCC = 0.8568 | SRCC = 0.8549 ]
+INFO:root:Average loss=0.18672065436840057
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2622 | LCC = 0.8585 | SRCC = 0.8561 ]
+INFO:root:Average loss=0.1807976917196543
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2610 | LCC = 0.8571 | SRCC = 0.8541 ]
+INFO:root:Average loss=0.17581342189357832
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2502 | LCC = 0.8548 | SRCC = 0.8541 ]
+INFO:root:Average loss=0.18087974056983605
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3262 | LCC = 0.8496 | SRCC = 0.8524 ]
+INFO:root:Average loss=0.18400724375477204
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2652 | LCC = 0.8571 | SRCC = 0.8551 ]
+INFO:root:Average loss=0.16628445083132157
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2566 | LCC = 0.8564 | SRCC = 0.8537 ]
+INFO:root:Average loss=0.15722307457755774
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2485 | LCC = 0.8576 | SRCC = 0.8558 ]
+INFO:root:Average loss=0.1614123861759137
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2563 | LCC = 0.8561 | SRCC = 0.8553 ]
+INFO:root:Average loss=0.1494159595324443
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2662 | LCC = 0.8549 | SRCC = 0.8555 ]
+INFO:root:Average loss=0.14497652869576064
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2523 | LCC = 0.8575 | SRCC = 0.8567 ]
+INFO:root:Average loss=0.14798929007389608
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2612 | LCC = 0.8532 | SRCC = 0.8518 ]
+INFO:root:Average loss=0.13843462329644424
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2605 | LCC = 0.8534 | SRCC = 0.8512 ]
+INFO:root:Average loss=0.13531140190286514
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2597 | LCC = 0.8518 | SRCC = 0.8489 ]
+INFO:root:Average loss=0.13216114378510377
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2610 | LCC = 0.8523 | SRCC = 0.8504 ]
+INFO:root:Average loss=0.12560366781858298
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2446 | LCC = 0.8534 | SRCC = 0.8515 ]
+INFO:root:Average loss=0.12735091942625168
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2653 | LCC = 0.8513 | SRCC = 0.8510 ]
+INFO:root:Average loss=0.12828317045783386
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2885 | LCC = 0.8450 | SRCC = 0.8449 ]
+INFO:root:Average loss=0.11879356472920148
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2421 | LCC = 0.8548 | SRCC = 0.8535 ]
+INFO:root:Average loss=0.11335094607411286
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2517 | LCC = 0.8495 | SRCC = 0.8462 ]
+INFO:root:Average loss=0.11040209931058761
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2752 | LCC = 0.8520 | SRCC = 0.8487 ]
+INFO:root:Average loss=0.10830190166448936
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2513 | LCC = 0.8537 | SRCC = 0.8522 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2528 | LCC = 0.8585 | SRCC = 0.8596 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer9/run2/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer9/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer9/run2/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer9/run2/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer9/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..03738e98549817206bc956853980ee261d07cf18
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer9/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:25da13b7e5a17c7f25a7a3a304020e2bd2be1df1aa925707a933a96e346aa72d
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer9/run2/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer9/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..7fad561b38c33760820e05adccf9fb04d19e3378
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer9/run2/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1d5d2f4d097efd4a91b655e966bbe5842c98ae5964427ea520a6cd0ee5ee87b8
+size 2749702
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer9/run2/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer9/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..54fa03623eba2bacda0ce430b52b90970acb5a12
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer9/run2/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.4896421732428746
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3663 | LCC = 0.7958 | SRCC = 0.7990 ]
+INFO:root:Average loss=0.2822127166466835
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3251 | LCC = 0.8221 | SRCC = 0.8237 ]
+INFO:root:Average loss=0.25926372217826354
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2963 | LCC = 0.8362 | SRCC = 0.8347 ]
+INFO:root:Average loss=0.24706156207964972
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3084 | LCC = 0.8457 | SRCC = 0.8431 ]
+INFO:root:Average loss=0.23449762375691
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2873 | LCC = 0.8471 | SRCC = 0.8440 ]
+INFO:root:Average loss=0.2236048590678435
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2880 | LCC = 0.8545 | SRCC = 0.8503 ]
+INFO:root:Average loss=0.2157238943454547
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2688 | LCC = 0.8540 | SRCC = 0.8509 ]
+INFO:root:Average loss=0.20914587712822816
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2626 | LCC = 0.8572 | SRCC = 0.8556 ]
+INFO:root:Average loss=0.20437279343605042
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2408 | LCC = 0.8568 | SRCC = 0.8557 ]
+INFO:root:Average loss=0.19874181560216805
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2905 | LCC = 0.8521 | SRCC = 0.8516 ]
+INFO:root:Average loss=0.18894514842675283
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2502 | LCC = 0.8563 | SRCC = 0.8551 ]
+INFO:root:Average loss=0.19262302399445802
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2885 | LCC = 0.8594 | SRCC = 0.8577 ]
+INFO:root:Average loss=0.1743101554039197
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2718 | LCC = 0.8586 | SRCC = 0.8591 ]
+INFO:root:Average loss=0.17748451557679054
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2710 | LCC = 0.8579 | SRCC = 0.8568 ]
+INFO:root:Average loss=0.17501926871064383
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2403 | LCC = 0.8574 | SRCC = 0.8569 ]
+INFO:root:Average loss=0.1669417455410346
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2777 | LCC = 0.8573 | SRCC = 0.8545 ]
+INFO:root:Average loss=0.16082807267323518
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2462 | LCC = 0.8563 | SRCC = 0.8550 ]
+INFO:root:Average loss=0.15067035829027495
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2517 | LCC = 0.8607 | SRCC = 0.8583 ]
+INFO:root:Average loss=0.15295447877202278
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2569 | LCC = 0.8604 | SRCC = 0.8572 ]
+INFO:root:Average loss=0.1416131120461684
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2464 | LCC = 0.8556 | SRCC = 0.8536 ]
+INFO:root:Average loss=0.14213319371143976
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2395 | LCC = 0.8599 | SRCC = 0.8598 ]
+INFO:root:Average loss=0.1387616080733446
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2435 | LCC = 0.8567 | SRCC = 0.8546 ]
+INFO:root:Average loss=0.1394434253183695
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2410 | LCC = 0.8600 | SRCC = 0.8584 ]
+INFO:root:Average loss=0.1333093840915423
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2524 | LCC = 0.8582 | SRCC = 0.8569 ]
+INFO:root:Average loss=0.1224188198072788
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2296 | LCC = 0.8576 | SRCC = 0.8580 ]
+INFO:root:Average loss=0.1260392450942443
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2445 | LCC = 0.8545 | SRCC = 0.8549 ]
+INFO:root:Average loss=0.12350161956288876
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2521 | LCC = 0.8542 | SRCC = 0.8524 ]
+INFO:root:Average loss=0.11205797059795795
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2558 | LCC = 0.8543 | SRCC = 0.8555 ]
+INFO:root:Average loss=0.11622249573851243
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2631 | LCC = 0.8512 | SRCC = 0.8501 ]
+INFO:root:Average loss=0.11656334575934288
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2602 | LCC = 0.8548 | SRCC = 0.8535 ]
+INFO:root:Average loss=0.10987704314100437
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2416 | LCC = 0.8537 | SRCC = 0.8520 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2645 | LCC = 0.8500 | SRCC = 0.8487 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer9/run3/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer9/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer9/run3/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer9/run3/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer9/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..d4b4c9c844026b78399bd136b62cf8a53c6ee003
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer9/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3752cb3c87d004f454eb528b6043790c5a64eb05b5989b8f898c10aba2b98c70
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer9/run3/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer9/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..830213030e317e6e799383ef5c9c164f5ae433f7
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer9/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9c591716e9d70bfaf6f66034a68d693e4ac22c320a412c42defc254bd9e3aabb
+size 2749702
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer9/run3/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer9/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..253eb3f9f7a26a0ca6e81c622e16f96de7847c96
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer9/run3/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.3720858291937755
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3629 | LCC = 0.8085 | SRCC = 0.8119 ]
+INFO:root:Average loss=0.2764380354529772
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3177 | LCC = 0.8352 | SRCC = 0.8324 ]
+INFO:root:Average loss=0.25247122710331893
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2928 | LCC = 0.8420 | SRCC = 0.8425 ]
+INFO:root:Average loss=0.23502150349892104
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3052 | LCC = 0.8438 | SRCC = 0.8446 ]
+INFO:root:Average loss=0.22913941932030213
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3348 | LCC = 0.8451 | SRCC = 0.8430 ]
+INFO:root:Average loss=0.23378500017600182
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3141 | LCC = 0.8541 | SRCC = 0.8524 ]
+INFO:root:Average loss=0.2246420960395764
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2801 | LCC = 0.8512 | SRCC = 0.8494 ]
+INFO:root:Average loss=0.2053586701169992
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3103 | LCC = 0.8525 | SRCC = 0.8524 ]
+INFO:root:Average loss=0.20178091249022728
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3025 | LCC = 0.8547 | SRCC = 0.8555 ]
+INFO:root:Average loss=0.19945065486125457
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2628 | LCC = 0.8493 | SRCC = 0.8529 ]
+INFO:root:Average loss=0.1896364396581283
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2834 | LCC = 0.8558 | SRCC = 0.8520 ]
+INFO:root:Average loss=0.18318125567375085
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2507 | LCC = 0.8576 | SRCC = 0.8570 ]
+INFO:root:Average loss=0.1767085071366567
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2633 | LCC = 0.8598 | SRCC = 0.8609 ]
+INFO:root:Average loss=0.17078527712669128
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2646 | LCC = 0.8589 | SRCC = 0.8563 ]
+INFO:root:Average loss=0.17673006472297204
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2799 | LCC = 0.8574 | SRCC = 0.8547 ]
+INFO:root:Average loss=0.16286679357290268
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2641 | LCC = 0.8571 | SRCC = 0.8538 ]
+INFO:root:Average loss=0.16083178869806802
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2953 | LCC = 0.8564 | SRCC = 0.8570 ]
+INFO:root:Average loss=0.15739891525262442
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2447 | LCC = 0.8540 | SRCC = 0.8534 ]
+INFO:root:Average loss=0.15478339915474257
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2557 | LCC = 0.8594 | SRCC = 0.8569 ]
+INFO:root:Average loss=0.14446098137742433
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2672 | LCC = 0.8539 | SRCC = 0.8541 ]
+INFO:root:Average loss=0.14701376005243033
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2519 | LCC = 0.8563 | SRCC = 0.8557 ]
+INFO:root:Average loss=0.14152053323311684
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2436 | LCC = 0.8547 | SRCC = 0.8556 ]
+INFO:root:Average loss=0.13019729214601028
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2590 | LCC = 0.8541 | SRCC = 0.8519 ]
+INFO:root:Average loss=0.136589717788574
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2736 | LCC = 0.8555 | SRCC = 0.8521 ]
+INFO:root:Average loss=0.12030742403406364
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2443 | LCC = 0.8525 | SRCC = 0.8532 ]
+INFO:root:Average loss=0.1257668788998555
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2624 | LCC = 0.8551 | SRCC = 0.8525 ]
+INFO:root:Average loss=0.1292906142771244
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2579 | LCC = 0.8496 | SRCC = 0.8506 ]
+INFO:root:Average loss=0.11542929976414411
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2372 | LCC = 0.8536 | SRCC = 0.8525 ]
+INFO:root:Average loss=0.11612221803993751
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2955 | LCC = 0.8466 | SRCC = 0.8458 ]
+INFO:root:Average loss=0.11707892746497424
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2706 | LCC = 0.8497 | SRCC = 0.8491 ]
+INFO:root:Average loss=0.11452289174000423
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2848 | LCC = 0.8488 | SRCC = 0.8464 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2523 | LCC = 0.8588 | SRCC = 0.8564 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer9/run4/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer9/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer9/run4/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer9/run4/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer9/run4/model.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer9/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer9/run4/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer9/run4/model_best.pt
new file mode 100644
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@@ -0,0 +1,3 @@
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer9/run4/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_3epoch/layer9/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..91d87426842db9d0f1843dba2a59e126b9073f69
--- /dev/null
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@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.37869151471517026
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3411 | LCC = 0.8070 | SRCC = 0.8082 ]
+INFO:root:Average loss=0.2772453839962299
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3631 | LCC = 0.8332 | SRCC = 0.8307 ]
+INFO:root:Average loss=0.25506142985362273
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3301 | LCC = 0.8366 | SRCC = 0.8377 ]
+INFO:root:Average loss=0.2395919110530462
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2844 | LCC = 0.8465 | SRCC = 0.8445 ]
+INFO:root:Average loss=0.23809665594345483
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3068 | LCC = 0.8520 | SRCC = 0.8507 ]
+INFO:root:Average loss=0.22557604637665626
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2823 | LCC = 0.8527 | SRCC = 0.8510 ]
+INFO:root:Average loss=0.22327335799733797
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2913 | LCC = 0.8518 | SRCC = 0.8498 ]
+INFO:root:Average loss=0.20893493466652358
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2543 | LCC = 0.8569 | SRCC = 0.8561 ]
+INFO:root:Average loss=0.20170565828298911
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2456 | LCC = 0.8570 | SRCC = 0.8565 ]
+INFO:root:Average loss=0.19963039878087166
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2551 | LCC = 0.8536 | SRCC = 0.8540 ]
+INFO:root:Average loss=0.19144479070718473
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2759 | LCC = 0.8604 | SRCC = 0.8587 ]
+INFO:root:Average loss=0.19348766310856894
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2432 | LCC = 0.8600 | SRCC = 0.8585 ]
+INFO:root:Average loss=0.17740982446150902
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2313 | LCC = 0.8529 | SRCC = 0.8556 ]
+INFO:root:Average loss=0.18742025213745925
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2468 | LCC = 0.8605 | SRCC = 0.8587 ]
+INFO:root:Average loss=0.16951859312561843
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2860 | LCC = 0.8597 | SRCC = 0.8585 ]
+INFO:root:Average loss=0.17379025322122452
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2716 | LCC = 0.8565 | SRCC = 0.8547 ]
+INFO:root:Average loss=0.16056687365739775
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2427 | LCC = 0.8610 | SRCC = 0.8589 ]
+INFO:root:Average loss=0.16206733213785368
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2704 | LCC = 0.8561 | SRCC = 0.8537 ]
+INFO:root:Average loss=0.15349328785370558
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2404 | LCC = 0.8620 | SRCC = 0.8608 ]
+INFO:root:Average loss=0.15097138725030115
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2508 | LCC = 0.8574 | SRCC = 0.8563 ]
+INFO:root:Average loss=0.14289898062363648
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2512 | LCC = 0.8581 | SRCC = 0.8574 ]
+INFO:root:Average loss=0.13549706454460436
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2371 | LCC = 0.8586 | SRCC = 0.8577 ]
+INFO:root:Average loss=0.13713473425461695
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2312 | LCC = 0.8599 | SRCC = 0.8587 ]
+INFO:root:Average loss=0.14085998510320982
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2495 | LCC = 0.8548 | SRCC = 0.8549 ]
+INFO:root:Average loss=0.13325168593571737
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2585 | LCC = 0.8559 | SRCC = 0.8585 ]
+INFO:root:Average loss=0.12731192232324526
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2342 | LCC = 0.8571 | SRCC = 0.8575 ]
+INFO:root:Average loss=0.12604910794358987
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2381 | LCC = 0.8592 | SRCC = 0.8562 ]
+INFO:root:Average loss=0.11872295022774966
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2668 | LCC = 0.8530 | SRCC = 0.8510 ]
+INFO:root:Average loss=0.11983777448917046
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2522 | LCC = 0.8550 | SRCC = 0.8522 ]
+INFO:root:Average loss=0.10992179815776837
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2501 | LCC = 0.8581 | SRCC = 0.8569 ]
+INFO:root:Average loss=0.11165494767901225
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2742 | LCC = 0.8491 | SRCC = 0.8493 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2603 | LCC = 0.8527 | SRCC = 0.8542 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer0/run0/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer0/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer0/run0/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer0/run0/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer0/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..9dd0cdfe022b0d667b612915ce0bb4e6a7fe357e
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer0/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer0/run0/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer0/run0/model_best.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer0/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer0/run0/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer0/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..9f62d943a66e116930ab46554f2e3067e2a6f360
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer0/run0/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.5522903051131811
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3851 | LCC = 0.7451 | SRCC = 0.7479 ]
+INFO:root:Average loss=0.32056587896285915
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3506 | LCC = 0.7920 | SRCC = 0.7927 ]
+INFO:root:Average loss=0.27502030841051006
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2979 | LCC = 0.8130 | SRCC = 0.8119 ]
+INFO:root:Average loss=0.25162083827532256
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2974 | LCC = 0.8212 | SRCC = 0.8217 ]
+INFO:root:Average loss=0.24652846979025084
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2930 | LCC = 0.8232 | SRCC = 0.8237 ]
+INFO:root:Average loss=0.221050670895821
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2679 | LCC = 0.8259 | SRCC = 0.8300 ]
+INFO:root:Average loss=0.20624481695584762
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2581 | LCC = 0.8362 | SRCC = 0.8343 ]
+INFO:root:Average loss=0.19465091480658606
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2794 | LCC = 0.8360 | SRCC = 0.8351 ]
+INFO:root:Average loss=0.18303112742992547
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2556 | LCC = 0.8403 | SRCC = 0.8390 ]
+INFO:root:Average loss=0.18682178100332236
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3078 | LCC = 0.8377 | SRCC = 0.8384 ]
+INFO:root:Average loss=0.17704148561908647
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2596 | LCC = 0.8377 | SRCC = 0.8371 ]
+INFO:root:Average loss=0.17327502427192834
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2645 | LCC = 0.8353 | SRCC = 0.8380 ]
+INFO:root:Average loss=0.16877511946054605
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2470 | LCC = 0.8456 | SRCC = 0.8460 ]
+INFO:root:Average loss=0.1483449021784159
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2483 | LCC = 0.8439 | SRCC = 0.8436 ]
+INFO:root:Average loss=0.1477562571183229
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2476 | LCC = 0.8481 | SRCC = 0.8463 ]
+INFO:root:Average loss=0.14144404872487754
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3013 | LCC = 0.8459 | SRCC = 0.8457 ]
+INFO:root:Average loss=0.1389847834331867
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2482 | LCC = 0.8456 | SRCC = 0.8440 ]
+INFO:root:Average loss=0.1291875664431315
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2318 | LCC = 0.8496 | SRCC = 0.8495 ]
+INFO:root:Average loss=0.1273316438190448
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2370 | LCC = 0.8498 | SRCC = 0.8485 ]
+INFO:root:Average loss=0.11600252269552304
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2407 | LCC = 0.8508 | SRCC = 0.8499 ]
+INFO:root:Average loss=0.11466310201929165
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2455 | LCC = 0.8468 | SRCC = 0.8463 ]
+INFO:root:Average loss=0.11963856788590932
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2706 | LCC = 0.8485 | SRCC = 0.8491 ]
+INFO:root:Average loss=0.11122550633855355
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2418 | LCC = 0.8513 | SRCC = 0.8479 ]
+INFO:root:Average loss=0.10245412578567481
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2458 | LCC = 0.8514 | SRCC = 0.8495 ]
+INFO:root:Average loss=0.09943353910094653
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2512 | LCC = 0.8463 | SRCC = 0.8455 ]
+INFO:root:Average loss=0.09399321183371238
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2459 | LCC = 0.8477 | SRCC = 0.8470 ]
+INFO:root:Average loss=0.09383909495022053
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2392 | LCC = 0.8531 | SRCC = 0.8519 ]
+INFO:root:Average loss=0.08723403556415668
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2390 | LCC = 0.8495 | SRCC = 0.8481 ]
+INFO:root:Average loss=0.094031408858987
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2346 | LCC = 0.8495 | SRCC = 0.8469 ]
+INFO:root:Average loss=0.09105368827780087
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2488 | LCC = 0.8499 | SRCC = 0.8480 ]
+INFO:root:Average loss=0.08013064557543167
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2505 | LCC = 0.8498 | SRCC = 0.8480 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2618 | LCC = 0.8543 | SRCC = 0.8561 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer0/run1/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer0/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer0/run1/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer0/run1/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer0/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..fcf7bb7755590cf928e0d7826bea1381111abc72
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer0/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer0/run1/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer0/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..40ecf1e32194247c8aae538c63de37b38b85acdc
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer0/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer0/run1/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer0/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..c5e716de0473d1d5e9dddb58eb91f66a509c534b
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer0/run1/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.5070277246145102
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3755 | LCC = 0.7600 | SRCC = 0.7553 ]
+INFO:root:Average loss=0.313443270058204
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3233 | LCC = 0.8007 | SRCC = 0.8010 ]
+INFO:root:Average loss=0.30320280007062816
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2992 | LCC = 0.8056 | SRCC = 0.8085 ]
+INFO:root:Average loss=0.2528970228173794
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2918 | LCC = 0.8241 | SRCC = 0.8233 ]
+INFO:root:Average loss=0.23416415793009293
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2785 | LCC = 0.8264 | SRCC = 0.8257 ]
+INFO:root:Average loss=0.2142808246306884
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2852 | LCC = 0.8284 | SRCC = 0.8284 ]
+INFO:root:Average loss=0.20223988745457086
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2832 | LCC = 0.8313 | SRCC = 0.8290 ]
+INFO:root:Average loss=0.2011267485526892
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2863 | LCC = 0.8327 | SRCC = 0.8305 ]
+INFO:root:Average loss=0.18562134355306625
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2742 | LCC = 0.8373 | SRCC = 0.8363 ]
+INFO:root:Average loss=0.17603188714919946
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3215 | LCC = 0.8317 | SRCC = 0.8333 ]
+INFO:root:Average loss=0.16869343234560427
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2460 | LCC = 0.8437 | SRCC = 0.8415 ]
+INFO:root:Average loss=0.1637744472768062
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2689 | LCC = 0.8348 | SRCC = 0.8376 ]
+INFO:root:Average loss=0.15460645751311228
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2562 | LCC = 0.8412 | SRCC = 0.8420 ]
+INFO:root:Average loss=0.15587021458225372
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2712 | LCC = 0.8441 | SRCC = 0.8436 ]
+INFO:root:Average loss=0.1409956335257261
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2943 | LCC = 0.8400 | SRCC = 0.8378 ]
+INFO:root:Average loss=0.13730097590730742
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3299 | LCC = 0.8368 | SRCC = 0.8402 ]
+INFO:root:Average loss=0.1450251324627644
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2753 | LCC = 0.8430 | SRCC = 0.8409 ]
+INFO:root:Average loss=0.12507132545877725
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2687 | LCC = 0.8413 | SRCC = 0.8397 ]
+INFO:root:Average loss=0.12529200286819384
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2631 | LCC = 0.8457 | SRCC = 0.8462 ]
+INFO:root:Average loss=0.11528711469891743
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2486 | LCC = 0.8476 | SRCC = 0.8448 ]
+INFO:root:Average loss=0.11657276549018346
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2419 | LCC = 0.8493 | SRCC = 0.8480 ]
+INFO:root:Average loss=0.11781510022970346
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2810 | LCC = 0.8433 | SRCC = 0.8443 ]
+INFO:root:Average loss=0.11038229853296891
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2676 | LCC = 0.8439 | SRCC = 0.8439 ]
+INFO:root:Average loss=0.12014898743767005
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2368 | LCC = 0.8496 | SRCC = 0.8487 ]
+INFO:root:Average loss=0.09870417416095734
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2650 | LCC = 0.8481 | SRCC = 0.8462 ]
+INFO:root:Average loss=0.09884077172057751
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2564 | LCC = 0.8462 | SRCC = 0.8470 ]
+INFO:root:Average loss=0.0976379337028051
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2621 | LCC = 0.8434 | SRCC = 0.8461 ]
+INFO:root:Average loss=0.09204358225449538
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2417 | LCC = 0.8478 | SRCC = 0.8469 ]
+INFO:root:Average loss=0.08585760723321866
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2525 | LCC = 0.8471 | SRCC = 0.8458 ]
+INFO:root:Average loss=0.08418565491835277
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2375 | LCC = 0.8472 | SRCC = 0.8469 ]
+INFO:root:Average loss=0.08372546125872013
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2771 | LCC = 0.8447 | SRCC = 0.8445 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2351 | LCC = 0.8531 | SRCC = 0.8536 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer0/run2/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer0/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer0/run2/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer0/run2/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer0/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..2e9bb03e132778c83f43810dfb8c19e8ca1dc967
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer0/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:207f1167863664a43bce7774682777fa0725283b83443c9781445346d07d6ee7
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer0/run2/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer0/run2/model_best.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer0/run2/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer0/run2/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer0/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..49ea5b80f4680299fb172d40ddf7c00b1b2125e0
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer0/run2/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.5526836480085666
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3957 | LCC = 0.7370 | SRCC = 0.7390 ]
+INFO:root:Average loss=0.3057000879675914
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3118 | LCC = 0.7942 | SRCC = 0.7944 ]
+INFO:root:Average loss=0.270986523383703
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3096 | LCC = 0.8082 | SRCC = 0.8105 ]
+INFO:root:Average loss=0.24568309577611777
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2930 | LCC = 0.8232 | SRCC = 0.8234 ]
+INFO:root:Average loss=0.22589370703850037
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2782 | LCC = 0.8277 | SRCC = 0.8293 ]
+INFO:root:Average loss=0.21228768198918074
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2719 | LCC = 0.8356 | SRCC = 0.8354 ]
+INFO:root:Average loss=0.2054263221529814
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2564 | LCC = 0.8381 | SRCC = 0.8370 ]
+INFO:root:Average loss=0.19198980201513338
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2653 | LCC = 0.8397 | SRCC = 0.8368 ]
+INFO:root:Average loss=0.19766921702867898
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2760 | LCC = 0.8387 | SRCC = 0.8372 ]
+INFO:root:Average loss=0.18391085769503546
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2939 | LCC = 0.8377 | SRCC = 0.8359 ]
+INFO:root:Average loss=0.17635096428103936
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2532 | LCC = 0.8414 | SRCC = 0.8415 ]
+INFO:root:Average loss=0.16836680051607963
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2586 | LCC = 0.8386 | SRCC = 0.8400 ]
+INFO:root:Average loss=0.15656638145446777
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2616 | LCC = 0.8466 | SRCC = 0.8475 ]
+INFO:root:Average loss=0.16316450157990822
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2716 | LCC = 0.8445 | SRCC = 0.8452 ]
+INFO:root:Average loss=0.14620598864096862
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2504 | LCC = 0.8480 | SRCC = 0.8475 ]
+INFO:root:Average loss=0.14506031114321488
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2650 | LCC = 0.8463 | SRCC = 0.8466 ]
+INFO:root:Average loss=0.1396255845633837
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2365 | LCC = 0.8520 | SRCC = 0.8510 ]
+INFO:root:Average loss=0.12679940118239477
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2758 | LCC = 0.8466 | SRCC = 0.8489 ]
+INFO:root:Average loss=0.1278814211105689
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2392 | LCC = 0.8508 | SRCC = 0.8499 ]
+INFO:root:Average loss=0.12176278405464612
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2429 | LCC = 0.8496 | SRCC = 0.8509 ]
+INFO:root:Average loss=0.1277728975774386
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2859 | LCC = 0.8470 | SRCC = 0.8488 ]
+INFO:root:Average loss=0.10851628385866299
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2349 | LCC = 0.8520 | SRCC = 0.8506 ]
+INFO:root:Average loss=0.11273352668071404
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2326 | LCC = 0.8553 | SRCC = 0.8547 ]
+INFO:root:Average loss=0.10932742527280098
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2346 | LCC = 0.8508 | SRCC = 0.8497 ]
+INFO:root:Average loss=0.10385401298602422
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2366 | LCC = 0.8510 | SRCC = 0.8509 ]
+INFO:root:Average loss=0.09799083083485946
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2415 | LCC = 0.8481 | SRCC = 0.8484 ]
+INFO:root:Average loss=0.09392297535370557
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2812 | LCC = 0.8456 | SRCC = 0.8482 ]
+INFO:root:Average loss=0.09331785667783175
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2317 | LCC = 0.8503 | SRCC = 0.8499 ]
+INFO:root:Average loss=0.08763908188885604
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2484 | LCC = 0.8508 | SRCC = 0.8513 ]
+INFO:root:Average loss=0.09124387729053314
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2360 | LCC = 0.8528 | SRCC = 0.8520 ]
+INFO:root:Average loss=0.08821970281692651
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2318 | LCC = 0.8537 | SRCC = 0.8523 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2421 | LCC = 0.8491 | SRCC = 0.8490 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer0/run3/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer0/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer0/run3/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer0/run3/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer0/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..58fa7f24ace7a1c1a15f6696f4ae89279632834b
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer0/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer0/run3/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer0/run3/model_best.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer0/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer0/run3/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer0/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..94ee50bd8432a26ccf368700893977d7baf0a9d0
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer0/run3/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.898025441628236
+INFO:root:
+[Valid][0][UTT][ MSE = 0.7372 | LCC = 0.6515 | SRCC = 0.6480 ]
+INFO:root:Average loss=0.403851181268692
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3625 | LCC = 0.7629 | SRCC = 0.7687 ]
+INFO:root:Average loss=0.2912066523463298
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3575 | LCC = 0.7984 | SRCC = 0.8013 ]
+INFO:root:Average loss=0.2657246597302266
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3175 | LCC = 0.8137 | SRCC = 0.8161 ]
+INFO:root:Average loss=0.24706349025170007
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3190 | LCC = 0.8210 | SRCC = 0.8214 ]
+INFO:root:Average loss=0.2211803919993914
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2927 | LCC = 0.8252 | SRCC = 0.8274 ]
+INFO:root:Average loss=0.20674307243182108
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2907 | LCC = 0.8337 | SRCC = 0.8317 ]
+INFO:root:Average loss=0.1961939894618132
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2820 | LCC = 0.8364 | SRCC = 0.8355 ]
+INFO:root:Average loss=0.18027409242513853
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2618 | LCC = 0.8430 | SRCC = 0.8425 ]
+INFO:root:Average loss=0.18170697901111382
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2880 | LCC = 0.8433 | SRCC = 0.8394 ]
+INFO:root:Average loss=0.16512159907665008
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2614 | LCC = 0.8428 | SRCC = 0.8422 ]
+INFO:root:Average loss=0.15918091388467032
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2443 | LCC = 0.8440 | SRCC = 0.8432 ]
+INFO:root:Average loss=0.17146035961997816
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2748 | LCC = 0.8441 | SRCC = 0.8426 ]
+INFO:root:Average loss=0.14862637498821968
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2705 | LCC = 0.8482 | SRCC = 0.8486 ]
+INFO:root:Average loss=0.1459831394828283
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2641 | LCC = 0.8462 | SRCC = 0.8468 ]
+INFO:root:Average loss=0.1354461167103205
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2500 | LCC = 0.8483 | SRCC = 0.8470 ]
+INFO:root:Average loss=0.1267327742698865
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2542 | LCC = 0.8465 | SRCC = 0.8470 ]
+INFO:root:Average loss=0.12683764778268644
+INFO:root:
+[Valid][17][UTT][ MSE = 0.3127 | LCC = 0.8419 | SRCC = 0.8434 ]
+INFO:root:Average loss=0.11865158665638703
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2423 | LCC = 0.8454 | SRCC = 0.8453 ]
+INFO:root:Average loss=0.11188314606746037
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2503 | LCC = 0.8495 | SRCC = 0.8480 ]
+INFO:root:Average loss=0.1090258967417937
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2521 | LCC = 0.8437 | SRCC = 0.8427 ]
+INFO:root:Average loss=0.10337980430668746
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2424 | LCC = 0.8486 | SRCC = 0.8478 ]
+INFO:root:Average loss=0.09662510511966851
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2404 | LCC = 0.8542 | SRCC = 0.8539 ]
+INFO:root:Average loss=0.10010293923700467
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2412 | LCC = 0.8523 | SRCC = 0.8524 ]
+INFO:root:Average loss=0.09547528571998462
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2582 | LCC = 0.8483 | SRCC = 0.8482 ]
+INFO:root:Average loss=0.08669361309745373
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2653 | LCC = 0.8485 | SRCC = 0.8482 ]
+INFO:root:Average loss=0.0850809850753882
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2494 | LCC = 0.8508 | SRCC = 0.8499 ]
+INFO:root:Average loss=0.08681892928404686
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2472 | LCC = 0.8507 | SRCC = 0.8492 ]
+INFO:root:Average loss=0.07856494770982327
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2570 | LCC = 0.8505 | SRCC = 0.8491 ]
+INFO:root:Average loss=0.08597362433106472
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2360 | LCC = 0.8523 | SRCC = 0.8520 ]
+INFO:root:Average loss=0.0769978921669416
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2446 | LCC = 0.8495 | SRCC = 0.8493 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2530 | LCC = 0.8482 | SRCC = 0.8496 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer0/run4/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer0/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer0/run4/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer0/run4/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer0/run4/model.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer0/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer0/run4/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer0/run4/model_best.pt
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--- /dev/null
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@@ -0,0 +1,3 @@
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer0/run4/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer0/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..fbaee7e1e2720d3a317339317811cee6288d1ec6
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer0/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.5075912979932932
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3722 | LCC = 0.7502 | SRCC = 0.7556 ]
+INFO:root:Average loss=0.3093811644193454
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3060 | LCC = 0.8057 | SRCC = 0.8047 ]
+INFO:root:Average loss=0.2695494450819798
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3304 | LCC = 0.8058 | SRCC = 0.8107 ]
+INFO:root:Average loss=0.24288843037226263
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2876 | LCC = 0.8312 | SRCC = 0.8287 ]
+INFO:root:Average loss=0.23935333085365784
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2742 | LCC = 0.8327 | SRCC = 0.8314 ]
+INFO:root:Average loss=0.22737766993351471
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3229 | LCC = 0.8232 | SRCC = 0.8278 ]
+INFO:root:Average loss=0.21037630851452166
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2722 | LCC = 0.8389 | SRCC = 0.8369 ]
+INFO:root:Average loss=0.2077247999035395
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2648 | LCC = 0.8399 | SRCC = 0.8386 ]
+INFO:root:Average loss=0.1901742604871591
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2604 | LCC = 0.8477 | SRCC = 0.8451 ]
+INFO:root:Average loss=0.1829628462974842
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2636 | LCC = 0.8416 | SRCC = 0.8410 ]
+INFO:root:Average loss=0.16898229498511705
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3035 | LCC = 0.8329 | SRCC = 0.8378 ]
+INFO:root:Average loss=0.17407037690281868
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2545 | LCC = 0.8439 | SRCC = 0.8427 ]
+INFO:root:Average loss=0.1623540663948426
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2511 | LCC = 0.8430 | SRCC = 0.8434 ]
+INFO:root:Average loss=0.16268826992465898
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2496 | LCC = 0.8435 | SRCC = 0.8438 ]
+INFO:root:Average loss=0.1465778271548259
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2469 | LCC = 0.8443 | SRCC = 0.8423 ]
+INFO:root:Average loss=0.1387873196449035
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2438 | LCC = 0.8457 | SRCC = 0.8440 ]
+INFO:root:Average loss=0.14171740871209365
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2524 | LCC = 0.8453 | SRCC = 0.8442 ]
+INFO:root:Average loss=0.1377492000659307
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2528 | LCC = 0.8449 | SRCC = 0.8440 ]
+INFO:root:Average loss=0.1279915634256143
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2591 | LCC = 0.8484 | SRCC = 0.8469 ]
+INFO:root:Average loss=0.11812957595938291
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2531 | LCC = 0.8423 | SRCC = 0.8431 ]
+INFO:root:Average loss=0.12645316123962402
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2450 | LCC = 0.8439 | SRCC = 0.8436 ]
+INFO:root:Average loss=0.11222258601815273
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2367 | LCC = 0.8507 | SRCC = 0.8496 ]
+INFO:root:Average loss=0.1137626669727839
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2423 | LCC = 0.8509 | SRCC = 0.8497 ]
+INFO:root:Average loss=0.10714791524104583
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2357 | LCC = 0.8518 | SRCC = 0.8497 ]
+INFO:root:Average loss=0.1039689577733859
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2334 | LCC = 0.8532 | SRCC = 0.8530 ]
+INFO:root:Average loss=0.10774586168237221
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2556 | LCC = 0.8504 | SRCC = 0.8517 ]
+INFO:root:Average loss=0.09672401238901493
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2388 | LCC = 0.8526 | SRCC = 0.8513 ]
+INFO:root:Average loss=0.09377182642809856
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2333 | LCC = 0.8511 | SRCC = 0.8498 ]
+INFO:root:Average loss=0.09258114126248237
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2394 | LCC = 0.8484 | SRCC = 0.8481 ]
+INFO:root:Average loss=0.09358216358874089
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2529 | LCC = 0.8508 | SRCC = 0.8485 ]
+INFO:root:Average loss=0.08821876442585236
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2372 | LCC = 0.8501 | SRCC = 0.8495 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2565 | LCC = 0.8478 | SRCC = 0.8480 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer1/run0/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer1/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer1/run0/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer1/run0/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer1/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..d94b2cad86d5ec1ea7ca90d74f9de956e1fe7503
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer1/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1deb9296f21e8704fd1762f5a4062d9ede2cd2fca2767b2640a246c67068226d
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer1/run0/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer1/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..0608746288598ea9d84debbd4c9bed96a8e05d81
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer1/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1732376a1e7905a28520b856d2e8a63f4ae1a999a2530812f7897faba7923356
+size 2749638
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer1/run0/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer1/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..79a72d8e921894fdf0fff25da34560a8cbb1a525
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer1/run0/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.505732906743502
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3497 | LCC = 0.7759 | SRCC = 0.7826 ]
+INFO:root:Average loss=0.271914562353721
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2950 | LCC = 0.8208 | SRCC = 0.8247 ]
+INFO:root:Average loss=0.24335662218240592
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2858 | LCC = 0.8353 | SRCC = 0.8355 ]
+INFO:root:Average loss=0.2255958430469036
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2815 | LCC = 0.8454 | SRCC = 0.8450 ]
+INFO:root:Average loss=0.20406518370295182
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2686 | LCC = 0.8490 | SRCC = 0.8464 ]
+INFO:root:Average loss=0.18904270413212287
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2373 | LCC = 0.8546 | SRCC = 0.8549 ]
+INFO:root:Average loss=0.17992316205532122
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2502 | LCC = 0.8507 | SRCC = 0.8506 ]
+INFO:root:Average loss=0.16534801648977476
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2411 | LCC = 0.8591 | SRCC = 0.8589 ]
+INFO:root:Average loss=0.15141992614819452
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2495 | LCC = 0.8554 | SRCC = 0.8565 ]
+INFO:root:Average loss=0.1442146056737655
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2227 | LCC = 0.8601 | SRCC = 0.8589 ]
+INFO:root:Average loss=0.13188020904094744
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2299 | LCC = 0.8571 | SRCC = 0.8549 ]
+INFO:root:Average loss=0.12825129295770937
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2436 | LCC = 0.8566 | SRCC = 0.8532 ]
+INFO:root:Average loss=0.12003876937505527
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2346 | LCC = 0.8604 | SRCC = 0.8598 ]
+INFO:root:Average loss=0.12616911043341345
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2367 | LCC = 0.8607 | SRCC = 0.8605 ]
+INFO:root:Average loss=0.11635546921155392
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2196 | LCC = 0.8605 | SRCC = 0.8599 ]
+INFO:root:Average loss=0.1050692663456385
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2487 | LCC = 0.8577 | SRCC = 0.8569 ]
+INFO:root:Average loss=0.09516492801216933
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2199 | LCC = 0.8595 | SRCC = 0.8577 ]
+INFO:root:Average loss=0.09777227244698085
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2186 | LCC = 0.8624 | SRCC = 0.8607 ]
+INFO:root:Average loss=0.0934848697999349
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2309 | LCC = 0.8607 | SRCC = 0.8581 ]
+INFO:root:Average loss=0.09081995000059788
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2580 | LCC = 0.8588 | SRCC = 0.8580 ]
+INFO:root:Average loss=0.08330476126418664
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2443 | LCC = 0.8587 | SRCC = 0.8576 ]
+INFO:root:Average loss=0.08232240292888421
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2297 | LCC = 0.8612 | SRCC = 0.8589 ]
+INFO:root:Average loss=0.07738799205384193
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2283 | LCC = 0.8572 | SRCC = 0.8561 ]
+INFO:root:Average loss=0.07032257375808862
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2410 | LCC = 0.8576 | SRCC = 0.8553 ]
+INFO:root:Average loss=0.06714882267018159
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2229 | LCC = 0.8594 | SRCC = 0.8568 ]
+INFO:root:Average loss=0.0700326658403262
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2306 | LCC = 0.8563 | SRCC = 0.8535 ]
+INFO:root:Average loss=0.0650918698654725
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2362 | LCC = 0.8555 | SRCC = 0.8526 ]
+INFO:root:Average loss=0.0688444530734649
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2309 | LCC = 0.8604 | SRCC = 0.8581 ]
+INFO:root:Average loss=0.060760889966518454
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2210 | LCC = 0.8608 | SRCC = 0.8587 ]
+INFO:root:Average loss=0.061034609539768636
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2349 | LCC = 0.8589 | SRCC = 0.8572 ]
+INFO:root:Average loss=0.060734666883945465
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2247 | LCC = 0.8569 | SRCC = 0.8558 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2176 | LCC = 0.8654 | SRCC = 0.8678 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer1/run1/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer1/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer1/run1/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer1/run1/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer1/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..3ecc74e4a618c64d33f95d04e5707b8fb7c7903c
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer1/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e7e8729dae5fddbb23e954cd7b5473c0e43f406b4e4432499e6e8a27265c7108
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer1/run1/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer1/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..920d7ef83754c0a94e1820cd07fd3df58111ef19
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer1/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b504d264d694fce63f94127f234f615a16b64e63b37c8fafe544a75803d9c9a3
+size 2749702
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer1/run1/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer1/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..7703b0105c23928012e1600797e8f9502b4351b4
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer1/run1/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.5102237271956909
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3391 | LCC = 0.7759 | SRCC = 0.7773 ]
+INFO:root:Average loss=0.2832781164309917
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2926 | LCC = 0.8131 | SRCC = 0.8171 ]
+INFO:root:Average loss=0.23959916199629122
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2659 | LCC = 0.8331 | SRCC = 0.8326 ]
+INFO:root:Average loss=0.22694163884107882
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2663 | LCC = 0.8394 | SRCC = 0.8411 ]
+INFO:root:Average loss=0.20198018113389993
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2499 | LCC = 0.8457 | SRCC = 0.8440 ]
+INFO:root:Average loss=0.18999859700218225
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2609 | LCC = 0.8514 | SRCC = 0.8505 ]
+INFO:root:Average loss=0.17535400486145264
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2422 | LCC = 0.8550 | SRCC = 0.8537 ]
+INFO:root:Average loss=0.16576669030846694
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2346 | LCC = 0.8536 | SRCC = 0.8539 ]
+INFO:root:Average loss=0.15651804208755493
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2410 | LCC = 0.8565 | SRCC = 0.8554 ]
+INFO:root:Average loss=0.1413839959945434
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2372 | LCC = 0.8577 | SRCC = 0.8558 ]
+INFO:root:Average loss=0.14193396776532516
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2425 | LCC = 0.8589 | SRCC = 0.8583 ]
+INFO:root:Average loss=0.13437309631934533
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2277 | LCC = 0.8582 | SRCC = 0.8577 ]
+INFO:root:Average loss=0.1226184602158192
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2260 | LCC = 0.8640 | SRCC = 0.8633 ]
+INFO:root:Average loss=0.12216903183322686
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2497 | LCC = 0.8611 | SRCC = 0.8607 ]
+INFO:root:Average loss=0.12137027103931476
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2209 | LCC = 0.8600 | SRCC = 0.8599 ]
+INFO:root:Average loss=0.11175843528830089
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2612 | LCC = 0.8610 | SRCC = 0.8605 ]
+INFO:root:Average loss=0.11434318765233724
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2348 | LCC = 0.8541 | SRCC = 0.8551 ]
+INFO:root:Average loss=0.10071811653100528
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2336 | LCC = 0.8596 | SRCC = 0.8585 ]
+INFO:root:Average loss=0.09463004949383247
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2543 | LCC = 0.8593 | SRCC = 0.8590 ]
+INFO:root:Average loss=0.0929310249690062
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2221 | LCC = 0.8618 | SRCC = 0.8613 ]
+INFO:root:Average loss=0.09066022177919364
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2241 | LCC = 0.8581 | SRCC = 0.8582 ]
+INFO:root:Average loss=0.08400276437019691
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2268 | LCC = 0.8574 | SRCC = 0.8575 ]
+INFO:root:Average loss=0.07726724364627631
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2263 | LCC = 0.8596 | SRCC = 0.8585 ]
+INFO:root:Average loss=0.07828501678812198
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2260 | LCC = 0.8587 | SRCC = 0.8572 ]
+INFO:root:Average loss=0.07692646875213353
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2288 | LCC = 0.8573 | SRCC = 0.8567 ]
+INFO:root:Average loss=0.0711467336767759
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2253 | LCC = 0.8580 | SRCC = 0.8575 ]
+INFO:root:Average loss=0.07262490971539265
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2212 | LCC = 0.8608 | SRCC = 0.8595 ]
+INFO:root:Average loss=0.06861284160270141
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2247 | LCC = 0.8593 | SRCC = 0.8579 ]
+INFO:root:Average loss=0.06500409223521367
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2312 | LCC = 0.8591 | SRCC = 0.8583 ]
+INFO:root:Average loss=0.06462450626377876
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2220 | LCC = 0.8591 | SRCC = 0.8589 ]
+INFO:root:Average loss=0.05902341375939357
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2205 | LCC = 0.8610 | SRCC = 0.8594 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2606 | LCC = 0.8554 | SRCC = 0.8587 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer1/run2/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer1/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer1/run2/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer1/run2/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer1/run2/model.pt
new file mode 100644
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--- /dev/null
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer1/run2/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer1/run2/model_best.pt
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer1/run2/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer1/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..e83a83936f67d792776f22ba93b7dec70022eacb
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@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.4898440707952548
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3548 | LCC = 0.7717 | SRCC = 0.7791 ]
+INFO:root:Average loss=0.282266697822473
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2955 | LCC = 0.8194 | SRCC = 0.8242 ]
+INFO:root:Average loss=0.241373221270549
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2639 | LCC = 0.8364 | SRCC = 0.8387 ]
+INFO:root:Average loss=0.21367485649310625
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2577 | LCC = 0.8440 | SRCC = 0.8462 ]
+INFO:root:Average loss=0.19704544448699707
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2398 | LCC = 0.8527 | SRCC = 0.8513 ]
+INFO:root:Average loss=0.18536155766401535
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2392 | LCC = 0.8566 | SRCC = 0.8556 ]
+INFO:root:Average loss=0.17291424786433196
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2389 | LCC = 0.8558 | SRCC = 0.8551 ]
+INFO:root:Average loss=0.16994416302977464
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2354 | LCC = 0.8592 | SRCC = 0.8586 ]
+INFO:root:Average loss=0.15225681223166296
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2338 | LCC = 0.8541 | SRCC = 0.8559 ]
+INFO:root:Average loss=0.1533993955415029
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2428 | LCC = 0.8579 | SRCC = 0.8581 ]
+INFO:root:Average loss=0.13518797176388594
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2384 | LCC = 0.8641 | SRCC = 0.8636 ]
+INFO:root:Average loss=0.13158264097112876
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2420 | LCC = 0.8579 | SRCC = 0.8627 ]
+INFO:root:Average loss=0.1359605885660037
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2272 | LCC = 0.8570 | SRCC = 0.8587 ]
+INFO:root:Average loss=0.12026821927000315
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2418 | LCC = 0.8613 | SRCC = 0.8597 ]
+INFO:root:Average loss=0.11605013973819904
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2217 | LCC = 0.8614 | SRCC = 0.8611 ]
+INFO:root:Average loss=0.11093286491739444
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2377 | LCC = 0.8587 | SRCC = 0.8587 ]
+INFO:root:Average loss=0.1053290043790371
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2449 | LCC = 0.8610 | SRCC = 0.8607 ]
+INFO:root:Average loss=0.0954410204042991
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2219 | LCC = 0.8596 | SRCC = 0.8600 ]
+INFO:root:Average loss=0.0980645059966124
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2238 | LCC = 0.8587 | SRCC = 0.8595 ]
+INFO:root:Average loss=0.09429420397067681
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2304 | LCC = 0.8595 | SRCC = 0.8593 ]
+INFO:root:Average loss=0.088522035915118
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2271 | LCC = 0.8593 | SRCC = 0.8599 ]
+INFO:root:Average loss=0.08486225561071666
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2320 | LCC = 0.8582 | SRCC = 0.8562 ]
+INFO:root:Average loss=0.07951216714886519
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2215 | LCC = 0.8599 | SRCC = 0.8602 ]
+INFO:root:Average loss=0.08037167362486705
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2418 | LCC = 0.8605 | SRCC = 0.8598 ]
+INFO:root:Average loss=0.07637634066243966
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2199 | LCC = 0.8603 | SRCC = 0.8600 ]
+INFO:root:Average loss=0.07134123089221808
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2310 | LCC = 0.8591 | SRCC = 0.8593 ]
+INFO:root:Average loss=0.06802693625482228
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2298 | LCC = 0.8620 | SRCC = 0.8619 ]
+INFO:root:Average loss=0.07613170481263062
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2383 | LCC = 0.8546 | SRCC = 0.8558 ]
+INFO:root:Average loss=0.0664027915455592
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2304 | LCC = 0.8607 | SRCC = 0.8608 ]
+INFO:root:Average loss=0.06464686182638009
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2271 | LCC = 0.8595 | SRCC = 0.8582 ]
+INFO:root:Average loss=0.06109480063120524
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2236 | LCC = 0.8601 | SRCC = 0.8600 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2814 | LCC = 0.8557 | SRCC = 0.8574 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer1/run3/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer1/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer1/run3/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer1/run3/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer1/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..7e5f50e9b7457aa042a7c3d87a4d358f57bd81d9
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer1/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer1/run3/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer1/run3/model_best.pt
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+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer1/run3/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer1/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..e5e39f27c59fe15f286b24e0c226ef546f407c86
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer1/run3/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.4830911667683186
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3628 | LCC = 0.7676 | SRCC = 0.7760 ]
+INFO:root:Average loss=0.28893075711452043
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3170 | LCC = 0.8172 | SRCC = 0.8234 ]
+INFO:root:Average loss=0.2517451632481355
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2703 | LCC = 0.8314 | SRCC = 0.8354 ]
+INFO:root:Average loss=0.22198034249819243
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2469 | LCC = 0.8461 | SRCC = 0.8474 ]
+INFO:root:Average loss=0.1970140611131986
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2526 | LCC = 0.8455 | SRCC = 0.8483 ]
+INFO:root:Average loss=0.18800363345788076
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2482 | LCC = 0.8536 | SRCC = 0.8528 ]
+INFO:root:Average loss=0.17534640565132484
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2332 | LCC = 0.8570 | SRCC = 0.8569 ]
+INFO:root:Average loss=0.16811909488378426
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2286 | LCC = 0.8582 | SRCC = 0.8580 ]
+INFO:root:Average loss=0.15100459630290666
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2589 | LCC = 0.8544 | SRCC = 0.8554 ]
+INFO:root:Average loss=0.14312632286395782
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2284 | LCC = 0.8582 | SRCC = 0.8576 ]
+INFO:root:Average loss=0.13499579187004995
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2257 | LCC = 0.8592 | SRCC = 0.8602 ]
+INFO:root:Average loss=0.12527924527724585
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2450 | LCC = 0.8564 | SRCC = 0.8577 ]
+INFO:root:Average loss=0.12048103459752522
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2268 | LCC = 0.8590 | SRCC = 0.8574 ]
+INFO:root:Average loss=0.11337012740281913
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2230 | LCC = 0.8593 | SRCC = 0.8590 ]
+INFO:root:Average loss=0.10798369376705243
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2562 | LCC = 0.8626 | SRCC = 0.8617 ]
+INFO:root:Average loss=0.12103611316818458
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2213 | LCC = 0.8578 | SRCC = 0.8577 ]
+INFO:root:Average loss=0.09892162857338405
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2254 | LCC = 0.8624 | SRCC = 0.8609 ]
+INFO:root:Average loss=0.09491604131956895
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2322 | LCC = 0.8628 | SRCC = 0.8628 ]
+INFO:root:Average loss=0.0869614423181002
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2185 | LCC = 0.8590 | SRCC = 0.8591 ]
+INFO:root:Average loss=0.08623406085639428
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2344 | LCC = 0.8566 | SRCC = 0.8557 ]
+INFO:root:Average loss=0.08627736964860024
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2956 | LCC = 0.8548 | SRCC = 0.8549 ]
+INFO:root:Average loss=0.0831724009834803
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2297 | LCC = 0.8604 | SRCC = 0.8595 ]
+INFO:root:Average loss=0.07783788901108962
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2243 | LCC = 0.8622 | SRCC = 0.8606 ]
+INFO:root:Average loss=0.07652865297710285
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2425 | LCC = 0.8602 | SRCC = 0.8578 ]
+INFO:root:Average loss=0.07490504279923745
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2228 | LCC = 0.8579 | SRCC = 0.8580 ]
+INFO:root:Average loss=0.06778821788537197
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2492 | LCC = 0.8545 | SRCC = 0.8523 ]
+INFO:root:Average loss=0.0706779466321071
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2192 | LCC = 0.8588 | SRCC = 0.8587 ]
+INFO:root:Average loss=0.06707924542327721
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2172 | LCC = 0.8594 | SRCC = 0.8595 ]
+INFO:root:Average loss=0.06639973843135895
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2704 | LCC = 0.8587 | SRCC = 0.8601 ]
+INFO:root:Average loss=0.06854915322783665
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2553 | LCC = 0.8585 | SRCC = 0.8577 ]
+INFO:root:Average loss=0.06542490145716912
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2535 | LCC = 0.8580 | SRCC = 0.8572 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2338 | LCC = 0.8532 | SRCC = 0.8539 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer1/run4/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer1/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer1/run4/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer1/run4/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer1/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..7a67b936ab8f27552535f36934ff28a72226c5d3
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer1/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer1/run4/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer1/run4/model_best.pt
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@@ -0,0 +1,3 @@
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer1/run4/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer1/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..3776cca94995e667f36e5c459175a1bc0f94c161
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer1/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.4656442321645908
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3408 | LCC = 0.7831 | SRCC = 0.7861 ]
+INFO:root:Average loss=0.2647441157545799
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2766 | LCC = 0.8282 | SRCC = 0.8293 ]
+INFO:root:Average loss=0.24112060016546494
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2663 | LCC = 0.8401 | SRCC = 0.8398 ]
+INFO:root:Average loss=0.21206267865804526
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2555 | LCC = 0.8533 | SRCC = 0.8528 ]
+INFO:root:Average loss=0.19547156664805534
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2678 | LCC = 0.8550 | SRCC = 0.8563 ]
+INFO:root:Average loss=0.18212852340478164
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2789 | LCC = 0.8600 | SRCC = 0.8612 ]
+INFO:root:Average loss=0.16896106426914534
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2241 | LCC = 0.8624 | SRCC = 0.8616 ]
+INFO:root:Average loss=0.16022146607820803
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2151 | LCC = 0.8658 | SRCC = 0.8656 ]
+INFO:root:Average loss=0.15100946392004305
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2150 | LCC = 0.8667 | SRCC = 0.8672 ]
+INFO:root:Average loss=0.1410215182755238
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2255 | LCC = 0.8677 | SRCC = 0.8693 ]
+INFO:root:Average loss=0.13650151007832625
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2332 | LCC = 0.8690 | SRCC = 0.8706 ]
+INFO:root:Average loss=0.1263672228042896
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2144 | LCC = 0.8704 | SRCC = 0.8714 ]
+INFO:root:Average loss=0.11955837637950213
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2231 | LCC = 0.8660 | SRCC = 0.8672 ]
+INFO:root:Average loss=0.11331946909045562
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2173 | LCC = 0.8694 | SRCC = 0.8689 ]
+INFO:root:Average loss=0.11287233434044398
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2040 | LCC = 0.8711 | SRCC = 0.8719 ]
+INFO:root:Average loss=0.10310849107992955
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2082 | LCC = 0.8717 | SRCC = 0.8719 ]
+INFO:root:Average loss=0.10428701436672455
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2799 | LCC = 0.8624 | SRCC = 0.8640 ]
+INFO:root:Average loss=0.09548910750219455
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2136 | LCC = 0.8692 | SRCC = 0.8695 ]
+INFO:root:Average loss=0.0903272040379353
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2193 | LCC = 0.8672 | SRCC = 0.8668 ]
+INFO:root:Average loss=0.0834208882580965
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2103 | LCC = 0.8683 | SRCC = 0.8684 ]
+INFO:root:Average loss=0.08374807090522388
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2163 | LCC = 0.8689 | SRCC = 0.8690 ]
+INFO:root:Average loss=0.07515253556462434
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2196 | LCC = 0.8667 | SRCC = 0.8655 ]
+INFO:root:Average loss=0.07504171013641052
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2152 | LCC = 0.8663 | SRCC = 0.8667 ]
+INFO:root:Average loss=0.07123931463903342
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2217 | LCC = 0.8696 | SRCC = 0.8703 ]
+INFO:root:Average loss=0.07147695429814167
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2325 | LCC = 0.8675 | SRCC = 0.8669 ]
+INFO:root:Average loss=0.07151383457657619
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2152 | LCC = 0.8658 | SRCC = 0.8660 ]
+INFO:root:Average loss=0.06436230428516865
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2080 | LCC = 0.8689 | SRCC = 0.8690 ]
+INFO:root:Average loss=0.062650274246549
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2120 | LCC = 0.8662 | SRCC = 0.8663 ]
+INFO:root:Average loss=0.06105514911886973
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2155 | LCC = 0.8708 | SRCC = 0.8696 ]
+INFO:root:Average loss=0.058015763568572506
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2070 | LCC = 0.8691 | SRCC = 0.8686 ]
+INFO:root:Average loss=0.05435998284090788
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2186 | LCC = 0.8672 | SRCC = 0.8667 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2491 | LCC = 0.8535 | SRCC = 0.8552 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer10/run0/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer10/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer10/run0/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer10/run0/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer10/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..107e569d375aec5df4f3bea2b92067e541e2a089
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer10/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b9ed09613aa5f9c820f73fbc82c8d3270700faaca025c6bf9cb5e12639ec4fe4
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer10/run0/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer10/run0/model_best.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer10/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 2749702
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer10/run0/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer10/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..744c76127b0e749024d322288e330475e3650fdc
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer10/run0/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.3393050852494362
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3594 | LCC = 0.8248 | SRCC = 0.8214 ]
+INFO:root:Average loss=0.2818843905742352
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3869 | LCC = 0.8311 | SRCC = 0.8290 ]
+INFO:root:Average loss=0.26018250103180224
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3500 | LCC = 0.8326 | SRCC = 0.8312 ]
+INFO:root:Average loss=0.2528501235139676
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3480 | LCC = 0.8421 | SRCC = 0.8406 ]
+INFO:root:Average loss=0.2446755709556433
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3235 | LCC = 0.8395 | SRCC = 0.8444 ]
+INFO:root:Average loss=0.2415580533635922
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3142 | LCC = 0.8416 | SRCC = 0.8448 ]
+INFO:root:Average loss=0.239297737295811
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3335 | LCC = 0.8504 | SRCC = 0.8484 ]
+INFO:root:Average loss=0.2296077616703816
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3071 | LCC = 0.8467 | SRCC = 0.8464 ]
+INFO:root:Average loss=0.22879887085694534
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3152 | LCC = 0.8522 | SRCC = 0.8518 ]
+INFO:root:Average loss=0.22265008111030626
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3306 | LCC = 0.8523 | SRCC = 0.8523 ]
+INFO:root:Average loss=0.22191598075322616
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2823 | LCC = 0.8560 | SRCC = 0.8562 ]
+INFO:root:Average loss=0.2165370616966333
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3124 | LCC = 0.8534 | SRCC = 0.8540 ]
+INFO:root:Average loss=0.21176095879994905
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2809 | LCC = 0.8560 | SRCC = 0.8558 ]
+INFO:root:Average loss=0.20961724919004318
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2840 | LCC = 0.8602 | SRCC = 0.8609 ]
+INFO:root:Average loss=0.2084142730022088
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2739 | LCC = 0.8560 | SRCC = 0.8564 ]
+INFO:root:Average loss=0.20968167044413397
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3398 | LCC = 0.8524 | SRCC = 0.8538 ]
+INFO:root:Average loss=0.20713446996150872
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2761 | LCC = 0.8620 | SRCC = 0.8600 ]
+INFO:root:Average loss=0.19831786476648772
+INFO:root:
+[Valid][17][UTT][ MSE = 0.3013 | LCC = 0.8584 | SRCC = 0.8581 ]
+INFO:root:Average loss=0.19582331533997488
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2863 | LCC = 0.8582 | SRCC = 0.8575 ]
+INFO:root:Average loss=0.19449376467710885
+INFO:root:
+[Valid][19][UTT][ MSE = 0.3143 | LCC = 0.8589 | SRCC = 0.8588 ]
+INFO:root:Average loss=0.19048063676708785
+INFO:root:
+[Valid][20][UTT][ MSE = 0.3033 | LCC = 0.8624 | SRCC = 0.8627 ]
+INFO:root:Average loss=0.19275837458479098
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2529 | LCC = 0.8617 | SRCC = 0.8623 ]
+INFO:root:Average loss=0.19307759939095911
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2863 | LCC = 0.8617 | SRCC = 0.8619 ]
+INFO:root:Average loss=0.18853735866454932
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2946 | LCC = 0.8574 | SRCC = 0.8576 ]
+INFO:root:Average loss=0.18969009902614814
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2619 | LCC = 0.8623 | SRCC = 0.8611 ]
+INFO:root:Average loss=0.17782143216866714
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2874 | LCC = 0.8572 | SRCC = 0.8558 ]
+INFO:root:Average loss=0.17792947303790313
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2874 | LCC = 0.8601 | SRCC = 0.8601 ]
+INFO:root:Average loss=0.1727571274416569
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2862 | LCC = 0.8613 | SRCC = 0.8601 ]
+INFO:root:Average loss=0.17240914368094543
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2704 | LCC = 0.8546 | SRCC = 0.8571 ]
+INFO:root:Average loss=0.171281515310208
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2610 | LCC = 0.8574 | SRCC = 0.8578 ]
+INFO:root:Average loss=0.1730698636518075
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2792 | LCC = 0.8578 | SRCC = 0.8597 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.3000 | LCC = 0.8567 | SRCC = 0.8563 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer10/run1/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer10/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer10/run1/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer10/run1/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer10/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..7c628bab00c321f84a6bd1f1850b4867672faf87
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer10/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer10/run1/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer10/run1/model_best.pt
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer10/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer10/run1/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer10/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..15d51c1892687ff72bcb090e75b76e466d571d2e
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer10/run1/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.33537065524321336
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3258 | LCC = 0.8188 | SRCC = 0.8170 ]
+INFO:root:Average loss=0.276296785626656
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3158 | LCC = 0.8278 | SRCC = 0.8267 ]
+INFO:root:Average loss=0.26317696750928193
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3187 | LCC = 0.8346 | SRCC = 0.8353 ]
+INFO:root:Average loss=0.25815947430256087
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3160 | LCC = 0.8387 | SRCC = 0.8401 ]
+INFO:root:Average loss=0.24238781516368574
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2737 | LCC = 0.8407 | SRCC = 0.8422 ]
+INFO:root:Average loss=0.2373213231181487
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3250 | LCC = 0.8462 | SRCC = 0.8467 ]
+INFO:root:Average loss=0.2325255423784256
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3222 | LCC = 0.8517 | SRCC = 0.8502 ]
+INFO:root:Average loss=0.23800877252450356
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2664 | LCC = 0.8420 | SRCC = 0.8455 ]
+INFO:root:Average loss=0.23706422669765276
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2896 | LCC = 0.8503 | SRCC = 0.8497 ]
+INFO:root:Average loss=0.2239859713575779
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2630 | LCC = 0.8525 | SRCC = 0.8537 ]
+INFO:root:Average loss=0.21969370563060808
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2530 | LCC = 0.8429 | SRCC = 0.8492 ]
+INFO:root:Average loss=0.2179955284182842
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3248 | LCC = 0.8550 | SRCC = 0.8531 ]
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+INFO:root:
+[Valid][12][UTT][ MSE = 0.2811 | LCC = 0.8534 | SRCC = 0.8553 ]
+INFO:root:Average loss=0.2087088712514975
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2905 | LCC = 0.8531 | SRCC = 0.8556 ]
+INFO:root:Average loss=0.21762430916229883
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2808 | LCC = 0.8553 | SRCC = 0.8559 ]
+INFO:root:Average loss=0.21087636072666216
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2643 | LCC = 0.8570 | SRCC = 0.8569 ]
+INFO:root:Average loss=0.2043902459434974
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2860 | LCC = 0.8523 | SRCC = 0.8538 ]
+INFO:root:Average loss=0.20232551029095283
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2531 | LCC = 0.8533 | SRCC = 0.8544 ]
+INFO:root:Average loss=0.19538846201239488
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2955 | LCC = 0.8580 | SRCC = 0.8568 ]
+INFO:root:Average loss=0.19408340159899148
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2500 | LCC = 0.8526 | SRCC = 0.8552 ]
+INFO:root:Average loss=0.19798638461492
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2768 | LCC = 0.8556 | SRCC = 0.8583 ]
+INFO:root:Average loss=0.19423347673355004
+INFO:root:
+[Valid][21][UTT][ MSE = 0.3000 | LCC = 0.8571 | SRCC = 0.8583 ]
+INFO:root:Average loss=0.18585261177176085
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2727 | LCC = 0.8568 | SRCC = 0.8573 ]
+INFO:root:Average loss=0.18391600069709313
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2737 | LCC = 0.8477 | SRCC = 0.8560 ]
+INFO:root:Average loss=0.19187087985949638
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2624 | LCC = 0.8563 | SRCC = 0.8585 ]
+INFO:root:Average loss=0.1796895910341006
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2465 | LCC = 0.8548 | SRCC = 0.8559 ]
+INFO:root:Average loss=0.17903244801056692
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2612 | LCC = 0.8542 | SRCC = 0.8552 ]
+INFO:root:Average loss=0.18269755051304132
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2651 | LCC = 0.8577 | SRCC = 0.8576 ]
+INFO:root:Average loss=0.17394278876674482
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2603 | LCC = 0.8598 | SRCC = 0.8588 ]
+INFO:root:Average loss=0.17589845976386315
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2688 | LCC = 0.8588 | SRCC = 0.8582 ]
+INFO:root:Average loss=0.16961084936673826
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2434 | LCC = 0.8562 | SRCC = 0.8581 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2758 | LCC = 0.8536 | SRCC = 0.8524 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer10/run2/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer10/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer10/run2/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer10/run2/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer10/run2/model.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer10/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer10/run2/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer10/run2/model_best.pt
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@@ -0,0 +1,3 @@
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer10/run2/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer10/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..85db85eaa09d3d6174b7d6857c72f6a37a85f05b
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer10/run2/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.34561369988398677
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3275 | LCC = 0.8157 | SRCC = 0.8168 ]
+INFO:root:Average loss=0.2762355917157271
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3253 | LCC = 0.8286 | SRCC = 0.8273 ]
+INFO:root:Average loss=0.2647736089733931
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3172 | LCC = 0.8372 | SRCC = 0.8367 ]
+INFO:root:Average loss=0.2521047815680504
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3363 | LCC = 0.8419 | SRCC = 0.8384 ]
+INFO:root:Average loss=0.25136510129922474
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3054 | LCC = 0.8273 | SRCC = 0.8322 ]
+INFO:root:Average loss=0.2429775954821171
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2889 | LCC = 0.8483 | SRCC = 0.8462 ]
+INFO:root:Average loss=0.2419182090805127
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2757 | LCC = 0.8432 | SRCC = 0.8447 ]
+INFO:root:Average loss=0.23419935218034646
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2840 | LCC = 0.8419 | SRCC = 0.8446 ]
+INFO:root:Average loss=0.23393836712990052
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2671 | LCC = 0.8502 | SRCC = 0.8496 ]
+INFO:root:Average loss=0.2410276730855306
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2743 | LCC = 0.8428 | SRCC = 0.8434 ]
+INFO:root:Average loss=0.22678990299120927
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2672 | LCC = 0.8499 | SRCC = 0.8504 ]
+INFO:root:Average loss=0.22061587144166994
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2885 | LCC = 0.8485 | SRCC = 0.8498 ]
+INFO:root:Average loss=0.2216643010958647
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3141 | LCC = 0.8553 | SRCC = 0.8528 ]
+INFO:root:Average loss=0.21294639183160585
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2744 | LCC = 0.8505 | SRCC = 0.8501 ]
+INFO:root:Average loss=0.2134841583096064
+INFO:root:
+[Valid][14][UTT][ MSE = 0.3114 | LCC = 0.8533 | SRCC = 0.8531 ]
+INFO:root:Average loss=0.22019920030083412
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2709 | LCC = 0.8428 | SRCC = 0.8530 ]
+INFO:root:Average loss=0.20629642789180463
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2776 | LCC = 0.8473 | SRCC = 0.8529 ]
+INFO:root:Average loss=0.20190690152156046
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2678 | LCC = 0.8501 | SRCC = 0.8535 ]
+INFO:root:Average loss=0.19816188189463738
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2582 | LCC = 0.8528 | SRCC = 0.8571 ]
+INFO:root:Average loss=0.19852928072214127
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2584 | LCC = 0.8536 | SRCC = 0.8556 ]
+INFO:root:Average loss=0.19309733177606875
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2620 | LCC = 0.8548 | SRCC = 0.8570 ]
+INFO:root:Average loss=0.1997645812538954
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2517 | LCC = 0.8501 | SRCC = 0.8508 ]
+INFO:root:Average loss=0.1911982629352655
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2764 | LCC = 0.8559 | SRCC = 0.8554 ]
+INFO:root:Average loss=0.18603990427576578
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2515 | LCC = 0.8491 | SRCC = 0.8540 ]
+INFO:root:Average loss=0.18352574367935842
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2629 | LCC = 0.8530 | SRCC = 0.8525 ]
+INFO:root:Average loss=0.18720029982236716
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2776 | LCC = 0.8537 | SRCC = 0.8544 ]
+INFO:root:Average loss=0.1793129304662729
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2542 | LCC = 0.8501 | SRCC = 0.8554 ]
+INFO:root:Average loss=0.18187064008835035
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2770 | LCC = 0.8443 | SRCC = 0.8494 ]
+INFO:root:Average loss=0.17604942390551934
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2583 | LCC = 0.8520 | SRCC = 0.8541 ]
+INFO:root:Average loss=0.17363358737948614
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2550 | LCC = 0.8524 | SRCC = 0.8528 ]
+INFO:root:Average loss=0.16665280915987798
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2605 | LCC = 0.8512 | SRCC = 0.8511 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2731 | LCC = 0.8591 | SRCC = 0.8578 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer10/run3/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer10/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer10/run3/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer10/run3/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer10/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..32b1a5460a349b7928d8945bc2fbdc13bc6c22ff
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer10/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0fcb98a59f56b74defe93b4563e08e5e36d85db61921835cfdaec9a2a7851a1a
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer10/run3/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer10/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..903df2c8d96da9ba4ad558ad1b6b12cd20a9a45f
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer10/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bc53f251dfa2de15f3f3ad70827802886dcca86ac41a5353bb3ff6736252e2c7
+size 2749702
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer10/run3/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer10/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..e34c6566f2185a5261d0fa6c05788426bb5e3017
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer10/run3/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.3557180978166751
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3698 | LCC = 0.8212 | SRCC = 0.8198 ]
+INFO:root:Average loss=0.27518112995685673
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3278 | LCC = 0.8286 | SRCC = 0.8280 ]
+INFO:root:Average loss=0.2664124650450853
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3539 | LCC = 0.8275 | SRCC = 0.8317 ]
+INFO:root:Average loss=0.25169389007183224
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3170 | LCC = 0.8396 | SRCC = 0.8386 ]
+INFO:root:Average loss=0.24475541691749525
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3359 | LCC = 0.8368 | SRCC = 0.8420 ]
+INFO:root:Average loss=0.23715088898554826
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3731 | LCC = 0.8468 | SRCC = 0.8442 ]
+INFO:root:Average loss=0.23570577590129313
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2787 | LCC = 0.8467 | SRCC = 0.8507 ]
+INFO:root:Average loss=0.23861325665926322
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3059 | LCC = 0.8486 | SRCC = 0.8467 ]
+INFO:root:Average loss=0.2366105629465519
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3087 | LCC = 0.8518 | SRCC = 0.8503 ]
+INFO:root:Average loss=0.22249878694613776
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3035 | LCC = 0.8547 | SRCC = 0.8537 ]
+INFO:root:Average loss=0.22089739449513265
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3326 | LCC = 0.8492 | SRCC = 0.8493 ]
+INFO:root:Average loss=0.2218357796470324
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2915 | LCC = 0.8507 | SRCC = 0.8529 ]
+INFO:root:Average loss=0.225960469016662
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3258 | LCC = 0.8497 | SRCC = 0.8507 ]
+INFO:root:Average loss=0.2111374903947879
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3117 | LCC = 0.8443 | SRCC = 0.8486 ]
+INFO:root:Average loss=0.20989936685714966
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2961 | LCC = 0.8521 | SRCC = 0.8555 ]
+INFO:root:Average loss=0.20648874877355036
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2801 | LCC = 0.8573 | SRCC = 0.8564 ]
+INFO:root:Average loss=0.20484122996911025
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2974 | LCC = 0.8571 | SRCC = 0.8562 ]
+INFO:root:Average loss=0.20686351450589988
+INFO:root:
+[Valid][17][UTT][ MSE = 0.3100 | LCC = 0.8521 | SRCC = 0.8544 ]
+INFO:root:Average loss=0.19989695247167197
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2542 | LCC = 0.8562 | SRCC = 0.8587 ]
+INFO:root:Average loss=0.20243993554359827
+INFO:root:
+[Valid][19][UTT][ MSE = 0.3218 | LCC = 0.8447 | SRCC = 0.8516 ]
+INFO:root:Average loss=0.19443132097904497
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2932 | LCC = 0.8551 | SRCC = 0.8563 ]
+INFO:root:Average loss=0.19169498750796685
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2883 | LCC = 0.8534 | SRCC = 0.8511 ]
+INFO:root:Average loss=0.18839382533079538
+INFO:root:
+[Valid][22][UTT][ MSE = 0.3417 | LCC = 0.8520 | SRCC = 0.8547 ]
+INFO:root:Average loss=0.18721949003445795
+INFO:root:
+[Valid][23][UTT][ MSE = 0.3047 | LCC = 0.8557 | SRCC = 0.8564 ]
+INFO:root:Average loss=0.18305823655846792
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2705 | LCC = 0.8531 | SRCC = 0.8555 ]
+INFO:root:Average loss=0.1812777248903727
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2655 | LCC = 0.8567 | SRCC = 0.8575 ]
+INFO:root:Average loss=0.18113813320031533
+INFO:root:
+[Valid][26][UTT][ MSE = 0.3208 | LCC = 0.8535 | SRCC = 0.8533 ]
+INFO:root:Average loss=0.17971898968785238
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2828 | LCC = 0.8539 | SRCC = 0.8547 ]
+INFO:root:Average loss=0.1741165542640747
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2607 | LCC = 0.8517 | SRCC = 0.8537 ]
+INFO:root:Average loss=0.17075167290675333
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2714 | LCC = 0.8518 | SRCC = 0.8539 ]
+INFO:root:Average loss=0.17004375245708686
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2912 | LCC = 0.8530 | SRCC = 0.8532 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2671 | LCC = 0.8554 | SRCC = 0.8583 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer10/run4/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer10/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer10/run4/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer10/run4/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer10/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..1d543fe0fa19def503d07caa2c59d628bd03c3f3
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer10/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:222385d1a1172dc2c829ff9e9b2be53f2e0e60a723fef9755fe31582f712f2c8
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer10/run4/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer10/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..a74b1304575597d1524bb98a68dd2642382cbf50
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer10/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2d29f18cec2648835ef7778c5fbd8817451b89024995ef87f2dc9f409966284a
+size 2749702
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer10/run4/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer10/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..fdba2069e928179793507babfa7e3aebbc6e5cfc
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer10/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.34331724563470256
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3466 | LCC = 0.8094 | SRCC = 0.8112 ]
+INFO:root:Average loss=0.275261636918936
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3465 | LCC = 0.8284 | SRCC = 0.8261 ]
+INFO:root:Average loss=0.2612638771533966
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3049 | LCC = 0.8246 | SRCC = 0.8299 ]
+INFO:root:Average loss=0.2599503841155615
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3393 | LCC = 0.8390 | SRCC = 0.8369 ]
+INFO:root:Average loss=0.24619551117603594
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2927 | LCC = 0.8419 | SRCC = 0.8428 ]
+INFO:root:Average loss=0.24244905759890875
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2860 | LCC = 0.8438 | SRCC = 0.8439 ]
+INFO:root:Average loss=0.2322689692179362
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3198 | LCC = 0.8527 | SRCC = 0.8502 ]
+INFO:root:Average loss=0.2332477833216007
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3265 | LCC = 0.8475 | SRCC = 0.8489 ]
+INFO:root:Average loss=0.2281607972123684
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2723 | LCC = 0.8492 | SRCC = 0.8492 ]
+INFO:root:Average loss=0.22829156025097921
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2797 | LCC = 0.8556 | SRCC = 0.8540 ]
+INFO:root:Average loss=0.22349477549776053
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2699 | LCC = 0.8471 | SRCC = 0.8483 ]
+INFO:root:Average loss=0.2183837237266394
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2762 | LCC = 0.8483 | SRCC = 0.8521 ]
+INFO:root:Average loss=0.21627993136644363
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2553 | LCC = 0.8522 | SRCC = 0.8544 ]
+INFO:root:Average loss=0.20597641246441084
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3262 | LCC = 0.8539 | SRCC = 0.8556 ]
+INFO:root:Average loss=0.21326253544061613
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2816 | LCC = 0.8560 | SRCC = 0.8554 ]
+INFO:root:Average loss=0.2080834076190606
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2831 | LCC = 0.8592 | SRCC = 0.8587 ]
+INFO:root:Average loss=0.20319411769891396
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2559 | LCC = 0.8530 | SRCC = 0.8557 ]
+INFO:root:Average loss=0.19862582439031357
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2703 | LCC = 0.8596 | SRCC = 0.8581 ]
+INFO:root:Average loss=0.2007000906727253
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2930 | LCC = 0.8586 | SRCC = 0.8567 ]
+INFO:root:Average loss=0.1999722216755916
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2556 | LCC = 0.8536 | SRCC = 0.8556 ]
+INFO:root:Average loss=0.1881853515903155
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2640 | LCC = 0.8536 | SRCC = 0.8541 ]
+INFO:root:Average loss=0.1940036152417843
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2844 | LCC = 0.8596 | SRCC = 0.8591 ]
+INFO:root:Average loss=0.1907132370158648
+INFO:root:
+[Valid][22][UTT][ MSE = 0.3027 | LCC = 0.8512 | SRCC = 0.8533 ]
+INFO:root:Average loss=0.19158346817279473
+INFO:root:
+[Valid][23][UTT][ MSE = 0.3158 | LCC = 0.8586 | SRCC = 0.8578 ]
+INFO:root:Average loss=0.18620015814518318
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2795 | LCC = 0.8498 | SRCC = 0.8497 ]
+INFO:root:Average loss=0.19103679987482536
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2569 | LCC = 0.8516 | SRCC = 0.8563 ]
+INFO:root:Average loss=0.1849583687308507
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2668 | LCC = 0.8552 | SRCC = 0.8553 ]
+INFO:root:Average loss=0.1787078691025575
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2588 | LCC = 0.8509 | SRCC = 0.8528 ]
+INFO:root:Average loss=0.1792593142734124
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2866 | LCC = 0.8517 | SRCC = 0.8496 ]
+INFO:root:Average loss=0.17413973292479148
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2460 | LCC = 0.8563 | SRCC = 0.8556 ]
+INFO:root:Average loss=0.1695585283331382
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2515 | LCC = 0.8468 | SRCC = 0.8538 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2974 | LCC = 0.8493 | SRCC = 0.8525 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer11/run0/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer11/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer11/run0/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer11/run0/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer11/run0/model.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer11/run0/model.pt
@@ -0,0 +1,3 @@
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer11/run0/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer11/run0/model_best.pt
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer11/run0/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer11/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..73ba3dbbc65cc8fafedc72ca871c288b6f06c273
--- /dev/null
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@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.3898658798291133
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3930 | LCC = 0.8072 | SRCC = 0.8010 ]
+INFO:root:Average loss=0.29466561610117936
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3665 | LCC = 0.8178 | SRCC = 0.8177 ]
+INFO:root:Average loss=0.2840515098128563
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3932 | LCC = 0.8258 | SRCC = 0.8231 ]
+INFO:root:Average loss=0.2818838778214577
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3791 | LCC = 0.8285 | SRCC = 0.8273 ]
+INFO:root:Average loss=0.2717301872296211
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3572 | LCC = 0.8312 | SRCC = 0.8310 ]
+INFO:root:Average loss=0.26549432159234315
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3222 | LCC = 0.8261 | SRCC = 0.8324 ]
+INFO:root:Average loss=0.26226219764122594
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3538 | LCC = 0.8323 | SRCC = 0.8347 ]
+INFO:root:Average loss=0.2603738942207434
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3614 | LCC = 0.8264 | SRCC = 0.8299 ]
+INFO:root:Average loss=0.2538876432256821
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3601 | LCC = 0.8379 | SRCC = 0.8368 ]
+INFO:root:Average loss=0.24890627903051865
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3483 | LCC = 0.8391 | SRCC = 0.8370 ]
+INFO:root:Average loss=0.25276764444051647
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3347 | LCC = 0.8373 | SRCC = 0.8380 ]
+INFO:root:Average loss=0.24364425337467438
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3611 | LCC = 0.8455 | SRCC = 0.8457 ]
+INFO:root:Average loss=0.2510906108296834
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3214 | LCC = 0.8407 | SRCC = 0.8399 ]
+INFO:root:Average loss=0.24538521678783956
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3206 | LCC = 0.8401 | SRCC = 0.8416 ]
+INFO:root:Average loss=0.23613880765743744
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2922 | LCC = 0.8392 | SRCC = 0.8450 ]
+INFO:root:Average loss=0.2438838854432106
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3079 | LCC = 0.8434 | SRCC = 0.8438 ]
+INFO:root:Average loss=0.23413258657241479
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3193 | LCC = 0.8386 | SRCC = 0.8436 ]
+INFO:root:Average loss=0.23091014617910752
+INFO:root:
+[Valid][17][UTT][ MSE = 0.3159 | LCC = 0.8490 | SRCC = 0.8483 ]
+INFO:root:Average loss=0.23031609333478487
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3152 | LCC = 0.8492 | SRCC = 0.8485 ]
+INFO:root:Average loss=0.22757946814482027
+INFO:root:
+[Valid][19][UTT][ MSE = 0.3124 | LCC = 0.8455 | SRCC = 0.8467 ]
+INFO:root:Average loss=0.22650496394206315
+INFO:root:
+[Valid][20][UTT][ MSE = 0.3210 | LCC = 0.8498 | SRCC = 0.8488 ]
+INFO:root:Average loss=0.22429111427985704
+INFO:root:
+[Valid][21][UTT][ MSE = 0.3111 | LCC = 0.8490 | SRCC = 0.8479 ]
+INFO:root:Average loss=0.2252686029443374
+INFO:root:
+[Valid][22][UTT][ MSE = 0.3118 | LCC = 0.8472 | SRCC = 0.8492 ]
+INFO:root:Average loss=0.22611020983029634
+INFO:root:
+[Valid][23][UTT][ MSE = 0.3162 | LCC = 0.8535 | SRCC = 0.8530 ]
+INFO:root:Average loss=0.22321614565757605
+INFO:root:
+[Valid][24][UTT][ MSE = 0.3124 | LCC = 0.8506 | SRCC = 0.8510 ]
+INFO:root:Average loss=0.21471528116709146
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2890 | LCC = 0.8485 | SRCC = 0.8519 ]
+INFO:root:Average loss=0.22699615072745544
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2930 | LCC = 0.8504 | SRCC = 0.8519 ]
+INFO:root:Average loss=0.2188178919828855
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2792 | LCC = 0.8496 | SRCC = 0.8537 ]
+INFO:root:Average loss=0.2203911223854774
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2843 | LCC = 0.8481 | SRCC = 0.8507 ]
+INFO:root:Average loss=0.21434007145655462
+INFO:root:
+[Valid][29][UTT][ MSE = 0.3150 | LCC = 0.8481 | SRCC = 0.8476 ]
+INFO:root:Average loss=0.21927824329871398
+INFO:root:
+[Valid][30][UTT][ MSE = 0.3247 | LCC = 0.8568 | SRCC = 0.8559 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.3106 | LCC = 0.8562 | SRCC = 0.8577 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer11/run1/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer11/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer11/run1/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer11/run1/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer11/run1/model.pt
new file mode 100644
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--- /dev/null
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer11/run1/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer11/run1/model_best.pt
new file mode 100644
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+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer11/run1/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer11/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..77acb9f1b68593deb616c8b65a50f94fddc5a7dd
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer11/run1/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.3743943711503958
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3986 | LCC = 0.8005 | SRCC = 0.8002 ]
+INFO:root:Average loss=0.2951379670546605
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3501 | LCC = 0.8219 | SRCC = 0.8162 ]
+INFO:root:Average loss=0.2825470794087801
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3607 | LCC = 0.8222 | SRCC = 0.8212 ]
+INFO:root:Average loss=0.27351917230930084
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3567 | LCC = 0.8308 | SRCC = 0.8280 ]
+INFO:root:Average loss=0.273515722881525
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3836 | LCC = 0.8232 | SRCC = 0.8261 ]
+INFO:root:Average loss=0.26025290366930837
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3335 | LCC = 0.8273 | SRCC = 0.8324 ]
+INFO:root:Average loss=0.25716671691491055
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3369 | LCC = 0.8390 | SRCC = 0.8393 ]
+INFO:root:Average loss=0.2532706700074367
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3174 | LCC = 0.8361 | SRCC = 0.8377 ]
+INFO:root:Average loss=0.2567000811298688
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3249 | LCC = 0.8431 | SRCC = 0.8417 ]
+INFO:root:Average loss=0.2509718099847818
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2960 | LCC = 0.8384 | SRCC = 0.8412 ]
+INFO:root:Average loss=0.25282656038418794
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3725 | LCC = 0.8368 | SRCC = 0.8361 ]
+INFO:root:Average loss=0.24471827157032797
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3231 | LCC = 0.8451 | SRCC = 0.8436 ]
+INFO:root:Average loss=0.24056798372513208
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3133 | LCC = 0.8393 | SRCC = 0.8379 ]
+INFO:root:Average loss=0.24511625312077692
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3233 | LCC = 0.8448 | SRCC = 0.8420 ]
+INFO:root:Average loss=0.2475530879619794
+INFO:root:
+[Valid][14][UTT][ MSE = 0.3737 | LCC = 0.8462 | SRCC = 0.8449 ]
+INFO:root:Average loss=0.24001261897576162
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3007 | LCC = 0.8392 | SRCC = 0.8424 ]
+INFO:root:Average loss=0.23350588251382876
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3043 | LCC = 0.8426 | SRCC = 0.8442 ]
+INFO:root:Average loss=0.23314567330556038
+INFO:root:
+[Valid][17][UTT][ MSE = 0.3108 | LCC = 0.8501 | SRCC = 0.8471 ]
+INFO:root:Average loss=0.2251700907945633
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2848 | LCC = 0.8338 | SRCC = 0.8418 ]
+INFO:root:Average loss=0.22586217522621155
+INFO:root:
+[Valid][19][UTT][ MSE = 0.3165 | LCC = 0.8433 | SRCC = 0.8438 ]
+INFO:root:Average loss=0.22322926975977728
+INFO:root:
+[Valid][20][UTT][ MSE = 0.3061 | LCC = 0.8506 | SRCC = 0.8497 ]
+INFO:root:Average loss=0.22464219041359731
+INFO:root:
+[Valid][21][UTT][ MSE = 0.3235 | LCC = 0.8505 | SRCC = 0.8506 ]
+INFO:root:Average loss=0.2286297457340436
+INFO:root:
+[Valid][22][UTT][ MSE = 0.3451 | LCC = 0.8456 | SRCC = 0.8480 ]
+INFO:root:Average loss=0.23089655125752473
+INFO:root:
+[Valid][23][UTT][ MSE = 0.3093 | LCC = 0.8506 | SRCC = 0.8494 ]
+INFO:root:Average loss=0.2185014620041236
+INFO:root:
+[Valid][24][UTT][ MSE = 0.3004 | LCC = 0.8469 | SRCC = 0.8500 ]
+INFO:root:Average loss=0.2195429203984065
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2794 | LCC = 0.8440 | SRCC = 0.8500 ]
+INFO:root:Average loss=0.21777606411622122
+INFO:root:
+[Valid][26][UTT][ MSE = 0.3044 | LCC = 0.8505 | SRCC = 0.8510 ]
+INFO:root:Average loss=0.21789706326448
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2688 | LCC = 0.8449 | SRCC = 0.8486 ]
+INFO:root:Average loss=0.21605696032444635
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2685 | LCC = 0.8495 | SRCC = 0.8526 ]
+INFO:root:Average loss=0.2188923091460497
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2881 | LCC = 0.8547 | SRCC = 0.8544 ]
+INFO:root:Average loss=0.21232354239775583
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2657 | LCC = 0.8527 | SRCC = 0.8538 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2776 | LCC = 0.8571 | SRCC = 0.8577 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer11/run2/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer11/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer11/run2/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer11/run2/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer11/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..216149f7c849bea440df69e32cf5718d4a38f135
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer11/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer11/run2/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer11/run2/model_best.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer11/run2/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer11/run2/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer11/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..51aa6d341dfb594b3355ca56119d32a9e5fcd7df
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer11/run2/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.32689410772843236
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3490 | LCC = 0.8084 | SRCC = 0.8049 ]
+INFO:root:Average loss=0.2898631065319746
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3560 | LCC = 0.8245 | SRCC = 0.8215 ]
+INFO:root:Average loss=0.28085452451919896
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3284 | LCC = 0.8266 | SRCC = 0.8259 ]
+INFO:root:Average loss=0.27867657595720047
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3492 | LCC = 0.8215 | SRCC = 0.8272 ]
+INFO:root:Average loss=0.26899210726603484
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3474 | LCC = 0.8354 | SRCC = 0.8333 ]
+INFO:root:Average loss=0.2638244804663536
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3297 | LCC = 0.8351 | SRCC = 0.8341 ]
+INFO:root:Average loss=0.2640114145783278
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3471 | LCC = 0.8406 | SRCC = 0.8370 ]
+INFO:root:Average loss=0.252535611582108
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3100 | LCC = 0.8421 | SRCC = 0.8420 ]
+INFO:root:Average loss=0.25378081527275914
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2961 | LCC = 0.8371 | SRCC = 0.8404 ]
+INFO:root:Average loss=0.2561046072305777
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3044 | LCC = 0.8392 | SRCC = 0.8402 ]
+INFO:root:Average loss=0.25302142516160625
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2838 | LCC = 0.8323 | SRCC = 0.8420 ]
+INFO:root:Average loss=0.24900157902485284
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3123 | LCC = 0.8459 | SRCC = 0.8432 ]
+INFO:root:Average loss=0.23928372007914078
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3006 | LCC = 0.8405 | SRCC = 0.8436 ]
+INFO:root:Average loss=0.23821657724105394
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2858 | LCC = 0.8446 | SRCC = 0.8435 ]
+INFO:root:Average loss=0.236657987229335
+INFO:root:
+[Valid][14][UTT][ MSE = 0.3000 | LCC = 0.8485 | SRCC = 0.8461 ]
+INFO:root:Average loss=0.23394307245810828
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2918 | LCC = 0.8474 | SRCC = 0.8480 ]
+INFO:root:Average loss=0.2402660392033748
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3189 | LCC = 0.8505 | SRCC = 0.8510 ]
+INFO:root:Average loss=0.2350951251693261
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2980 | LCC = 0.8493 | SRCC = 0.8512 ]
+INFO:root:Average loss=0.22981449445852867
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2967 | LCC = 0.8418 | SRCC = 0.8468 ]
+INFO:root:Average loss=0.2293037269742061
+INFO:root:
+[Valid][19][UTT][ MSE = 0.3079 | LCC = 0.8464 | SRCC = 0.8479 ]
+INFO:root:Average loss=0.23317716003228456
+INFO:root:
+[Valid][20][UTT][ MSE = 0.3336 | LCC = 0.8511 | SRCC = 0.8500 ]
+INFO:root:Average loss=0.23558714966743421
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2952 | LCC = 0.8478 | SRCC = 0.8512 ]
+INFO:root:Average loss=0.2264136505814699
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2836 | LCC = 0.8453 | SRCC = 0.8479 ]
+INFO:root:Average loss=0.22398915237341172
+INFO:root:
+[Valid][23][UTT][ MSE = 0.3048 | LCC = 0.8467 | SRCC = 0.8483 ]
+INFO:root:Average loss=0.22458889679266855
+INFO:root:
+[Valid][24][UTT][ MSE = 0.3051 | LCC = 0.8510 | SRCC = 0.8528 ]
+INFO:root:Average loss=0.219783518749934
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2876 | LCC = 0.8496 | SRCC = 0.8500 ]
+INFO:root:Average loss=0.21940237837724197
+INFO:root:
+[Valid][26][UTT][ MSE = 0.3389 | LCC = 0.8283 | SRCC = 0.8493 ]
+INFO:root:Average loss=0.22613839289316764
+INFO:root:
+[Valid][27][UTT][ MSE = 0.3028 | LCC = 0.8483 | SRCC = 0.8526 ]
+INFO:root:Average loss=0.2199278596120003
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2805 | LCC = 0.8456 | SRCC = 0.8498 ]
+INFO:root:Average loss=0.2117332559174452
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2759 | LCC = 0.8523 | SRCC = 0.8549 ]
+INFO:root:Average loss=0.2126886519866112
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2721 | LCC = 0.8480 | SRCC = 0.8499 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2689 | LCC = 0.8554 | SRCC = 0.8576 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer11/run3/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer11/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer11/run3/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer11/run3/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer11/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..dcc16623df54d7ef9e9765b4b2b0ce0fa03a6aaa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer11/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9510e492a2a701dc5348febe7db297e471109a03be46ffa7450940787973fc03
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer11/run3/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer11/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..c1470448053a9600d3e37225d163b8ff4f0a6fe2
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer11/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 2749702
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer11/run3/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer11/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..7252ce1e59937c15f3f35b3622710580a58424d1
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer11/run3/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.35141178048574007
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3414 | LCC = 0.8110 | SRCC = 0.8096 ]
+INFO:root:Average loss=0.28916355356191975
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3512 | LCC = 0.8231 | SRCC = 0.8223 ]
+INFO:root:Average loss=0.2768622235609935
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3258 | LCC = 0.8294 | SRCC = 0.8301 ]
+INFO:root:Average loss=0.27376642230993664
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3707 | LCC = 0.8297 | SRCC = 0.8286 ]
+INFO:root:Average loss=0.2657625858600323
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3118 | LCC = 0.8273 | SRCC = 0.8295 ]
+INFO:root:Average loss=0.2605390804700362
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3091 | LCC = 0.8300 | SRCC = 0.8343 ]
+INFO:root:Average loss=0.2603957020701506
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3151 | LCC = 0.8345 | SRCC = 0.8361 ]
+INFO:root:Average loss=0.2566389479698279
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2930 | LCC = 0.8289 | SRCC = 0.8350 ]
+INFO:root:Average loss=0.24729690643457267
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2825 | LCC = 0.8349 | SRCC = 0.8386 ]
+INFO:root:Average loss=0.24524694795791918
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2878 | LCC = 0.8413 | SRCC = 0.8436 ]
+INFO:root:Average loss=0.24337883408253008
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2847 | LCC = 0.8383 | SRCC = 0.8434 ]
+INFO:root:Average loss=0.24643265799834177
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3084 | LCC = 0.8384 | SRCC = 0.8380 ]
+INFO:root:Average loss=0.24078410481795287
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3074 | LCC = 0.8409 | SRCC = 0.8422 ]
+INFO:root:Average loss=0.23810756149200293
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3020 | LCC = 0.8470 | SRCC = 0.8471 ]
+INFO:root:Average loss=0.23452539856617266
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2960 | LCC = 0.8475 | SRCC = 0.8464 ]
+INFO:root:Average loss=0.2372158299653958
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2918 | LCC = 0.8468 | SRCC = 0.8503 ]
+INFO:root:Average loss=0.23362739365070295
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2869 | LCC = 0.8448 | SRCC = 0.8455 ]
+INFO:root:Average loss=0.22394031706528786
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2766 | LCC = 0.8433 | SRCC = 0.8479 ]
+INFO:root:Average loss=0.22642244283969587
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2960 | LCC = 0.8535 | SRCC = 0.8526 ]
+INFO:root:Average loss=0.22903316850081468
+INFO:root:
+[Valid][19][UTT][ MSE = 0.3049 | LCC = 0.8504 | SRCC = 0.8498 ]
+INFO:root:Average loss=0.23405008361889765
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2823 | LCC = 0.8354 | SRCC = 0.8450 ]
+INFO:root:Average loss=0.22455628292682844
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2941 | LCC = 0.8503 | SRCC = 0.8500 ]
+INFO:root:Average loss=0.22278087032146943
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2533 | LCC = 0.8462 | SRCC = 0.8514 ]
+INFO:root:Average loss=0.2240390117542866
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2785 | LCC = 0.8519 | SRCC = 0.8517 ]
+INFO:root:Average loss=0.21517091359083468
+INFO:root:
+[Valid][24][UTT][ MSE = 0.3231 | LCC = 0.8552 | SRCC = 0.8539 ]
+INFO:root:Average loss=0.22383143982061973
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2882 | LCC = 0.8556 | SRCC = 0.8563 ]
+INFO:root:Average loss=0.215455782528107
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2719 | LCC = 0.8541 | SRCC = 0.8562 ]
+INFO:root:Average loss=0.21811823642406708
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2797 | LCC = 0.8487 | SRCC = 0.8489 ]
+INFO:root:Average loss=0.2117266452465302
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2619 | LCC = 0.8445 | SRCC = 0.8524 ]
+INFO:root:Average loss=0.2091928141621443
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2605 | LCC = 0.8540 | SRCC = 0.8546 ]
+INFO:root:Average loss=0.21507142312251604
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2971 | LCC = 0.8477 | SRCC = 0.8460 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2963 | LCC = 0.8545 | SRCC = 0.8583 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer11/run4/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer11/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer11/run4/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer11/run4/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer11/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..215cd24581f53d15bb8b0b342dc5860e198cf283
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer11/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer11/run4/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer11/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..0021d8962f76995ed26272aba70163cace2331d1
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer11/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 2749702
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer11/run4/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer11/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..519e4530581aef0320d99fd92921b9f5e6e8d288
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer11/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.3582158218591641
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4076 | LCC = 0.8009 | SRCC = 0.7979 ]
+INFO:root:Average loss=0.29967604997830516
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3811 | LCC = 0.8133 | SRCC = 0.8106 ]
+INFO:root:Average loss=0.28483100483814877
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3885 | LCC = 0.8158 | SRCC = 0.8172 ]
+INFO:root:Average loss=0.26965596144780135
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3468 | LCC = 0.8273 | SRCC = 0.8271 ]
+INFO:root:Average loss=0.265814459667756
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3643 | LCC = 0.8282 | SRCC = 0.8338 ]
+INFO:root:Average loss=0.2589346225827168
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3488 | LCC = 0.8383 | SRCC = 0.8366 ]
+INFO:root:Average loss=0.2571827717698537
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3373 | LCC = 0.8411 | SRCC = 0.8384 ]
+INFO:root:Average loss=0.2546841139212633
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2964 | LCC = 0.8402 | SRCC = 0.8403 ]
+INFO:root:Average loss=0.25609389654336834
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3550 | LCC = 0.8441 | SRCC = 0.8411 ]
+INFO:root:Average loss=0.2644996031736716
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3322 | LCC = 0.8407 | SRCC = 0.8374 ]
+INFO:root:Average loss=0.24968956659237543
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2938 | LCC = 0.8396 | SRCC = 0.8419 ]
+INFO:root:Average loss=0.24969241233208242
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3318 | LCC = 0.8378 | SRCC = 0.8400 ]
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+INFO:root:
+[Valid][12][UTT][ MSE = 0.3131 | LCC = 0.8415 | SRCC = 0.8421 ]
+INFO:root:Average loss=0.24537939845751494
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3157 | LCC = 0.8443 | SRCC = 0.8424 ]
+INFO:root:Average loss=0.2321978713839482
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2895 | LCC = 0.8481 | SRCC = 0.8488 ]
+INFO:root:Average loss=0.24391457457572985
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2928 | LCC = 0.8503 | SRCC = 0.8496 ]
+INFO:root:Average loss=0.22856231950796568
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3008 | LCC = 0.8511 | SRCC = 0.8489 ]
+INFO:root:Average loss=0.229966717843826
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2758 | LCC = 0.8455 | SRCC = 0.8481 ]
+INFO:root:Average loss=0.22964878972524252
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2894 | LCC = 0.8496 | SRCC = 0.8486 ]
+INFO:root:Average loss=0.2273506046487735
+INFO:root:
+[Valid][19][UTT][ MSE = 0.3024 | LCC = 0.8506 | SRCC = 0.8510 ]
+INFO:root:Average loss=0.23307596376309028
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2858 | LCC = 0.8531 | SRCC = 0.8513 ]
+INFO:root:Average loss=0.22255097281856415
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2847 | LCC = 0.8465 | SRCC = 0.8491 ]
+INFO:root:Average loss=0.22234420554760176
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2882 | LCC = 0.8504 | SRCC = 0.8530 ]
+INFO:root:Average loss=0.21930291446355674
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2985 | LCC = 0.8485 | SRCC = 0.8485 ]
+INFO:root:Average loss=0.21609607797402602
+INFO:root:
+[Valid][24][UTT][ MSE = 0.3009 | LCC = 0.8514 | SRCC = 0.8514 ]
+INFO:root:Average loss=0.21943423801507705
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2924 | LCC = 0.8550 | SRCC = 0.8562 ]
+INFO:root:Average loss=0.2212051896330638
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2952 | LCC = 0.8530 | SRCC = 0.8530 ]
+INFO:root:Average loss=0.217651064770344
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2994 | LCC = 0.8544 | SRCC = 0.8531 ]
+INFO:root:Average loss=0.21702760935593873
+INFO:root:
+[Valid][28][UTT][ MSE = 0.3107 | LCC = 0.8546 | SRCC = 0.8556 ]
+INFO:root:Average loss=0.2149438304014695
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2668 | LCC = 0.8524 | SRCC = 0.8554 ]
+INFO:root:Average loss=0.20890265664993188
+INFO:root:
+[Valid][30][UTT][ MSE = 0.3178 | LCC = 0.8547 | SRCC = 0.8542 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2979 | LCC = 0.8515 | SRCC = 0.8559 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer2/run0/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer2/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer2/run0/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer2/run0/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer2/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..25da02421b2c0b971a89e41063eb0ff6d81c3729
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer2/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer2/run0/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer2/run0/model_best.pt
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@@ -0,0 +1,3 @@
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer2/run0/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer2/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..b00228509e1a1a1e0e1ad36657946fc5322d1ec7
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer2/run0/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.41536442133096546
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3089 | LCC = 0.8026 | SRCC = 0.8148 ]
+INFO:root:Average loss=0.24098133792479834
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2504 | LCC = 0.8459 | SRCC = 0.8498 ]
+INFO:root:Average loss=0.22238201113083425
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2529 | LCC = 0.8536 | SRCC = 0.8561 ]
+INFO:root:Average loss=0.19423647597432137
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2254 | LCC = 0.8574 | SRCC = 0.8620 ]
+INFO:root:Average loss=0.17947245694887945
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2286 | LCC = 0.8610 | SRCC = 0.8631 ]
+INFO:root:Average loss=0.16931965498205942
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2293 | LCC = 0.8663 | SRCC = 0.8679 ]
+INFO:root:Average loss=0.15639537697037062
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2332 | LCC = 0.8715 | SRCC = 0.8714 ]
+INFO:root:Average loss=0.14897153564752677
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2215 | LCC = 0.8645 | SRCC = 0.8695 ]
+INFO:root:Average loss=0.14266406859342867
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2175 | LCC = 0.8700 | SRCC = 0.8715 ]
+INFO:root:Average loss=0.1309956943568511
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2084 | LCC = 0.8705 | SRCC = 0.8725 ]
+INFO:root:Average loss=0.12270312421979049
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2262 | LCC = 0.8757 | SRCC = 0.8776 ]
+INFO:root:Average loss=0.12088084325958522
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2116 | LCC = 0.8683 | SRCC = 0.8720 ]
+INFO:root:Average loss=0.11842953022091816
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2062 | LCC = 0.8710 | SRCC = 0.8746 ]
+INFO:root:Average loss=0.10289656361326194
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2102 | LCC = 0.8694 | SRCC = 0.8718 ]
+INFO:root:Average loss=0.09951904129523498
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2036 | LCC = 0.8735 | SRCC = 0.8753 ]
+INFO:root:Average loss=0.09641957884797683
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2103 | LCC = 0.8682 | SRCC = 0.8707 ]
+INFO:root:Average loss=0.08942330857882133
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2045 | LCC = 0.8719 | SRCC = 0.8739 ]
+INFO:root:Average loss=0.08809562070438495
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2076 | LCC = 0.8718 | SRCC = 0.8735 ]
+INFO:root:Average loss=0.0832628263399387
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2181 | LCC = 0.8648 | SRCC = 0.8689 ]
+INFO:root:Average loss=0.07641568469504516
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2056 | LCC = 0.8701 | SRCC = 0.8724 ]
+INFO:root:Average loss=0.07567250494582531
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2081 | LCC = 0.8682 | SRCC = 0.8713 ]
+INFO:root:Average loss=0.07423176043308698
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2108 | LCC = 0.8702 | SRCC = 0.8726 ]
+INFO:root:Average loss=0.06629031399885814
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2024 | LCC = 0.8718 | SRCC = 0.8741 ]
+INFO:root:Average loss=0.06633366520206134
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2213 | LCC = 0.8696 | SRCC = 0.8706 ]
+INFO:root:Average loss=0.06202897926171621
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2159 | LCC = 0.8667 | SRCC = 0.8679 ]
+INFO:root:Average loss=0.06073326560167166
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2015 | LCC = 0.8714 | SRCC = 0.8731 ]
+INFO:root:Average loss=0.06277712257817769
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2212 | LCC = 0.8673 | SRCC = 0.8709 ]
+INFO:root:Average loss=0.05694885516109375
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2088 | LCC = 0.8701 | SRCC = 0.8727 ]
+INFO:root:Average loss=0.054719195247460634
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2063 | LCC = 0.8707 | SRCC = 0.8719 ]
+INFO:root:Average loss=0.052823227018308945
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2291 | LCC = 0.8639 | SRCC = 0.8675 ]
+INFO:root:Average loss=0.0523276230177054
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2019 | LCC = 0.8703 | SRCC = 0.8726 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2919 | LCC = 0.8634 | SRCC = 0.8658 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer2/run1/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer2/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer2/run1/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer2/run1/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer2/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..d74d2b364172f390b429f3e4605a85f1c0949769
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer2/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:55488e809f349997ca911a690ec940c14894da420b0a62ca78462274d7689c20
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer2/run1/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer2/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..3597d3fc826f8db947f3a927ce4cd19586d6cf81
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer2/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:614a59a6d1ed86da5d91a7c2de36859d411c79c73b5d5accd36abcc6e063b43b
+size 2749702
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer2/run1/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer2/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..0c54f75dcbeaa0559eb3913f2b2cc71d1542322e
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer2/run1/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.44227435210576427
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3106 | LCC = 0.8074 | SRCC = 0.8120 ]
+INFO:root:Average loss=0.24708425826751268
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2920 | LCC = 0.8437 | SRCC = 0.8429 ]
+INFO:root:Average loss=0.22000994323155817
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2662 | LCC = 0.8506 | SRCC = 0.8535 ]
+INFO:root:Average loss=0.19879181339190558
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2415 | LCC = 0.8617 | SRCC = 0.8616 ]
+INFO:root:Average loss=0.1925514813226003
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2536 | LCC = 0.8622 | SRCC = 0.8635 ]
+INFO:root:Average loss=0.1763076347609361
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2733 | LCC = 0.8681 | SRCC = 0.8679 ]
+INFO:root:Average loss=0.17025879846933561
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2443 | LCC = 0.8679 | SRCC = 0.8693 ]
+INFO:root:Average loss=0.1572864544697297
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2407 | LCC = 0.8710 | SRCC = 0.8708 ]
+INFO:root:Average loss=0.14873455120966986
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2125 | LCC = 0.8745 | SRCC = 0.8746 ]
+INFO:root:Average loss=0.13819875186070418
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2172 | LCC = 0.8744 | SRCC = 0.8741 ]
+INFO:root:Average loss=0.13096588573012596
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2340 | LCC = 0.8727 | SRCC = 0.8734 ]
+INFO:root:Average loss=0.12323089545735946
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2115 | LCC = 0.8737 | SRCC = 0.8742 ]
+INFO:root:Average loss=0.12559379073671806
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2094 | LCC = 0.8751 | SRCC = 0.8748 ]
+INFO:root:Average loss=0.10801771178077428
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2100 | LCC = 0.8738 | SRCC = 0.8748 ]
+INFO:root:Average loss=0.10820619045541836
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2227 | LCC = 0.8717 | SRCC = 0.8728 ]
+INFO:root:Average loss=0.09876146898246728
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2185 | LCC = 0.8725 | SRCC = 0.8722 ]
+INFO:root:Average loss=0.10088126772107223
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2491 | LCC = 0.8704 | SRCC = 0.8713 ]
+INFO:root:Average loss=0.09289609679044822
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2167 | LCC = 0.8711 | SRCC = 0.8712 ]
+INFO:root:Average loss=0.08900267697679691
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2109 | LCC = 0.8718 | SRCC = 0.8723 ]
+INFO:root:Average loss=0.08311909838364674
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2198 | LCC = 0.8729 | SRCC = 0.8737 ]
+INFO:root:Average loss=0.07958273221858037
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2407 | LCC = 0.8678 | SRCC = 0.8683 ]
+INFO:root:Average loss=0.07765171275689052
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2643 | LCC = 0.8691 | SRCC = 0.8698 ]
+INFO:root:Average loss=0.0731216001873597
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2339 | LCC = 0.8701 | SRCC = 0.8706 ]
+INFO:root:Average loss=0.07471728243697913
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2152 | LCC = 0.8718 | SRCC = 0.8718 ]
+INFO:root:Average loss=0.07370556957828693
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2322 | LCC = 0.8717 | SRCC = 0.8712 ]
+INFO:root:Average loss=0.0682986540098985
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2298 | LCC = 0.8686 | SRCC = 0.8681 ]
+INFO:root:Average loss=0.06347401272983123
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2188 | LCC = 0.8681 | SRCC = 0.8688 ]
+INFO:root:Average loss=0.06351385972438714
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2510 | LCC = 0.8664 | SRCC = 0.8685 ]
+INFO:root:Average loss=0.058996909799484104
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2313 | LCC = 0.8680 | SRCC = 0.8689 ]
+INFO:root:Average loss=0.05777728992203871
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2320 | LCC = 0.8695 | SRCC = 0.8707 ]
+INFO:root:Average loss=0.05591258015006016
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2145 | LCC = 0.8697 | SRCC = 0.8696 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2269 | LCC = 0.8673 | SRCC = 0.8680 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer2/run2/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer2/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer2/run2/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer2/run2/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer2/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..eddefa2168ab5d94e71f9a271ed7818cfc74b31e
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer2/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:57778955038a40678944e6ddab386a426185092e0dcbe3c17a73e31de71d449d
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer2/run2/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer2/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..f7ef814f9063fb25a1ef5c2e4cefd4271ec2c67f
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer2/run2/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e1484463992b6b65e046db6c8ec76ae1bd2ccb9fe6647138f468a3145f64b539
+size 2749702
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer2/run2/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer2/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..39d5ecf6d05d33ee1be2504c30b451d49ab352d9
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer2/run2/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.4096548780798912
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3157 | LCC = 0.8018 | SRCC = 0.8068 ]
+INFO:root:Average loss=0.24699572989573845
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2749 | LCC = 0.8364 | SRCC = 0.8398 ]
+INFO:root:Average loss=0.2146387497584025
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2501 | LCC = 0.8481 | SRCC = 0.8513 ]
+INFO:root:Average loss=0.19439481561764693
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2548 | LCC = 0.8540 | SRCC = 0.8568 ]
+INFO:root:Average loss=0.186142470401067
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2381 | LCC = 0.8603 | SRCC = 0.8604 ]
+INFO:root:Average loss=0.167327481871232
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2331 | LCC = 0.8618 | SRCC = 0.8618 ]
+INFO:root:Average loss=0.16050029737062943
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2383 | LCC = 0.8642 | SRCC = 0.8661 ]
+INFO:root:Average loss=0.14671673520635337
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2258 | LCC = 0.8635 | SRCC = 0.8638 ]
+INFO:root:Average loss=0.13937397778798372
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2171 | LCC = 0.8676 | SRCC = 0.8670 ]
+INFO:root:Average loss=0.1399869296986323
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2189 | LCC = 0.8682 | SRCC = 0.8678 ]
+INFO:root:Average loss=0.13460290689881033
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2250 | LCC = 0.8669 | SRCC = 0.8662 ]
+INFO:root:Average loss=0.1213095095486213
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2321 | LCC = 0.8654 | SRCC = 0.8649 ]
+INFO:root:Average loss=0.11508122922327274
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2134 | LCC = 0.8671 | SRCC = 0.8679 ]
+INFO:root:Average loss=0.1113835677313499
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2219 | LCC = 0.8632 | SRCC = 0.8637 ]
+INFO:root:Average loss=0.09991770400068699
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2225 | LCC = 0.8651 | SRCC = 0.8656 ]
+INFO:root:Average loss=0.10046457002560298
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2421 | LCC = 0.8627 | SRCC = 0.8667 ]
+INFO:root:Average loss=0.09744965098798275
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2259 | LCC = 0.8643 | SRCC = 0.8676 ]
+INFO:root:Average loss=0.09110541116350736
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2346 | LCC = 0.8642 | SRCC = 0.8657 ]
+INFO:root:Average loss=0.08741487104159135
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2194 | LCC = 0.8660 | SRCC = 0.8677 ]
+INFO:root:Average loss=0.08606271956784603
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2116 | LCC = 0.8669 | SRCC = 0.8675 ]
+INFO:root:Average loss=0.07687938939302395
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2265 | LCC = 0.8611 | SRCC = 0.8636 ]
+INFO:root:Average loss=0.07456793956076488
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2127 | LCC = 0.8653 | SRCC = 0.8665 ]
+INFO:root:Average loss=0.07718237828558837
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2489 | LCC = 0.8636 | SRCC = 0.8660 ]
+INFO:root:Average loss=0.06725487538064137
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2632 | LCC = 0.8619 | SRCC = 0.8640 ]
+INFO:root:Average loss=0.06551502845608272
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2163 | LCC = 0.8644 | SRCC = 0.8659 ]
+INFO:root:Average loss=0.06601460086993682
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2105 | LCC = 0.8673 | SRCC = 0.8682 ]
+INFO:root:Average loss=0.06073273185831614
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2225 | LCC = 0.8641 | SRCC = 0.8655 ]
+INFO:root:Average loss=0.058840853902391896
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2235 | LCC = 0.8618 | SRCC = 0.8638 ]
+INFO:root:Average loss=0.05758665697887922
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2140 | LCC = 0.8655 | SRCC = 0.8660 ]
+INFO:root:Average loss=0.06004213928603209
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2205 | LCC = 0.8653 | SRCC = 0.8677 ]
+INFO:root:Average loss=0.06149672874464439
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2154 | LCC = 0.8656 | SRCC = 0.8663 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2442 | LCC = 0.8615 | SRCC = 0.8632 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer2/run3/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer2/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer2/run3/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer2/run3/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer2/run3/model.pt
new file mode 100644
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@@ -0,0 +1,3 @@
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer2/run3/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer2/run3/model_best.pt
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer2/run3/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer2/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..7c2fc20f33cfbed26aa1cdaa0550b785930f17b0
--- /dev/null
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@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.42889386931290996
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3330 | LCC = 0.8043 | SRCC = 0.8108 ]
+INFO:root:Average loss=0.24746972628128835
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2737 | LCC = 0.8401 | SRCC = 0.8428 ]
+INFO:root:Average loss=0.22588935188758066
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2508 | LCC = 0.8511 | SRCC = 0.8528 ]
+INFO:root:Average loss=0.2023422903357408
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2511 | LCC = 0.8596 | SRCC = 0.8601 ]
+INFO:root:Average loss=0.1854379219122422
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2540 | LCC = 0.8654 | SRCC = 0.8663 ]
+INFO:root:Average loss=0.17172722432475823
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2530 | LCC = 0.8657 | SRCC = 0.8667 ]
+INFO:root:Average loss=0.15980700288827604
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2267 | LCC = 0.8667 | SRCC = 0.8686 ]
+INFO:root:Average loss=0.15289495035241812
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2239 | LCC = 0.8692 | SRCC = 0.8698 ]
+INFO:root:Average loss=0.14842564163681787
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2343 | LCC = 0.8723 | SRCC = 0.8731 ]
+INFO:root:Average loss=0.13414571653956023
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2232 | LCC = 0.8699 | SRCC = 0.8734 ]
+INFO:root:Average loss=0.12283678658497639
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2458 | LCC = 0.8682 | SRCC = 0.8707 ]
+INFO:root:Average loss=0.11676748431263825
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2283 | LCC = 0.8701 | SRCC = 0.8726 ]
+INFO:root:Average loss=0.11334776458067772
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2552 | LCC = 0.8688 | SRCC = 0.8725 ]
+INFO:root:Average loss=0.10747671265823719
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2233 | LCC = 0.8723 | SRCC = 0.8729 ]
+INFO:root:Average loss=0.10204746187306367
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2068 | LCC = 0.8719 | SRCC = 0.8725 ]
+INFO:root:Average loss=0.09672026374401191
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2154 | LCC = 0.8682 | SRCC = 0.8704 ]
+INFO:root:Average loss=0.09293389969911331
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2297 | LCC = 0.8707 | SRCC = 0.8734 ]
+INFO:root:Average loss=0.08503800086103953
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2101 | LCC = 0.8691 | SRCC = 0.8707 ]
+INFO:root:Average loss=0.08402209069866401
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2417 | LCC = 0.8695 | SRCC = 0.8726 ]
+INFO:root:Average loss=0.08473022678532662
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2160 | LCC = 0.8701 | SRCC = 0.8719 ]
+INFO:root:Average loss=0.07412599542966256
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2322 | LCC = 0.8721 | SRCC = 0.8729 ]
+INFO:root:Average loss=0.07555153951621972
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2126 | LCC = 0.8719 | SRCC = 0.8734 ]
+INFO:root:Average loss=0.07249612810137944
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2061 | LCC = 0.8712 | SRCC = 0.8727 ]
+INFO:root:Average loss=0.07002732291435584
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2461 | LCC = 0.8685 | SRCC = 0.8710 ]
+INFO:root:Average loss=0.06377783360389563
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2222 | LCC = 0.8701 | SRCC = 0.8714 ]
+INFO:root:Average loss=0.061205581260415226
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2270 | LCC = 0.8713 | SRCC = 0.8718 ]
+INFO:root:Average loss=0.06074319560176287
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2191 | LCC = 0.8688 | SRCC = 0.8699 ]
+INFO:root:Average loss=0.060848381370306015
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2069 | LCC = 0.8719 | SRCC = 0.8736 ]
+INFO:root:Average loss=0.05380663595711573
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2356 | LCC = 0.8697 | SRCC = 0.8718 ]
+INFO:root:Average loss=0.05783183791507513
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2310 | LCC = 0.8685 | SRCC = 0.8702 ]
+INFO:root:Average loss=0.05640811310746731
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2389 | LCC = 0.8698 | SRCC = 0.8726 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2301 | LCC = 0.8670 | SRCC = 0.8668 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer2/run4/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer2/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer2/run4/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer2/run4/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer2/run4/model.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer2/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer2/run4/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer2/run4/model_best.pt
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+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer2/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer2/run4/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer2/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..8c2ab9afc6c7110396a4002d2394023295485a59
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer2/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.39488887538512546
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3115 | LCC = 0.8128 | SRCC = 0.8181 ]
+INFO:root:Average loss=0.24470176414037362
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2670 | LCC = 0.8481 | SRCC = 0.8476 ]
+INFO:root:Average loss=0.2178118718931308
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2560 | LCC = 0.8581 | SRCC = 0.8582 ]
+INFO:root:Average loss=0.19772743920867258
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2288 | LCC = 0.8664 | SRCC = 0.8657 ]
+INFO:root:Average loss=0.1805908045707605
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2308 | LCC = 0.8672 | SRCC = 0.8685 ]
+INFO:root:Average loss=0.17505037077726462
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2214 | LCC = 0.8706 | SRCC = 0.8719 ]
+INFO:root:Average loss=0.15587078703519625
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2065 | LCC = 0.8722 | SRCC = 0.8731 ]
+INFO:root:Average loss=0.1469050194017398
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2125 | LCC = 0.8736 | SRCC = 0.8746 ]
+INFO:root:Average loss=0.14714681051480463
+INFO:root:
+[Valid][8][UTT][ MSE = 0.1960 | LCC = 0.8763 | SRCC = 0.8770 ]
+INFO:root:Average loss=0.1325982456596998
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2232 | LCC = 0.8727 | SRCC = 0.8726 ]
+INFO:root:Average loss=0.12790616487081236
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2178 | LCC = 0.8747 | SRCC = 0.8748 ]
+INFO:root:Average loss=0.12322083411690517
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2022 | LCC = 0.8770 | SRCC = 0.8777 ]
+INFO:root:Average loss=0.11325089394664153
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2218 | LCC = 0.8712 | SRCC = 0.8727 ]
+INFO:root:Average loss=0.110348062733045
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2131 | LCC = 0.8733 | SRCC = 0.8740 ]
+INFO:root:Average loss=0.09780076958048038
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2139 | LCC = 0.8708 | SRCC = 0.8731 ]
+INFO:root:Average loss=0.09418437926050945
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2111 | LCC = 0.8705 | SRCC = 0.8725 ]
+INFO:root:Average loss=0.09349838032936439
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2116 | LCC = 0.8706 | SRCC = 0.8718 ]
+INFO:root:Average loss=0.08549224112469417
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2082 | LCC = 0.8706 | SRCC = 0.8719 ]
+INFO:root:Average loss=0.08495818011653729
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2087 | LCC = 0.8703 | SRCC = 0.8720 ]
+INFO:root:Average loss=0.08301718695423542
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2070 | LCC = 0.8735 | SRCC = 0.8750 ]
+INFO:root:Average loss=0.07689475191709323
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2041 | LCC = 0.8711 | SRCC = 0.8723 ]
+INFO:root:Average loss=0.07010564919656669
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2174 | LCC = 0.8687 | SRCC = 0.8709 ]
+INFO:root:Average loss=0.07090170977589412
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2164 | LCC = 0.8696 | SRCC = 0.8703 ]
+INFO:root:Average loss=0.06774489199503875
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2113 | LCC = 0.8703 | SRCC = 0.8710 ]
+INFO:root:Average loss=0.06463300202710506
+INFO:root:
+[Valid][24][UTT][ MSE = 0.1985 | LCC = 0.8724 | SRCC = 0.8737 ]
+INFO:root:Average loss=0.0639582718603122
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2028 | LCC = 0.8740 | SRCC = 0.8743 ]
+INFO:root:Average loss=0.05906517412035893
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2194 | LCC = 0.8723 | SRCC = 0.8733 ]
+INFO:root:Average loss=0.05782783174744019
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2123 | LCC = 0.8703 | SRCC = 0.8714 ]
+INFO:root:Average loss=0.05343610864992325
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2061 | LCC = 0.8699 | SRCC = 0.8719 ]
+INFO:root:Average loss=0.053649948647198006
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2114 | LCC = 0.8700 | SRCC = 0.8718 ]
+INFO:root:Average loss=0.056930169654198184
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2029 | LCC = 0.8716 | SRCC = 0.8732 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2287 | LCC = 0.8653 | SRCC = 0.8680 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer3/run0/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer3/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer3/run0/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer3/run0/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer3/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..19507786825bb6791d5f18b553ddfe8496763d87
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer3/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer3/run0/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer3/run0/model_best.pt
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--- /dev/null
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer3/run0/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer3/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..4aa631e77dfaeaef3d24b1e431facc066f8242fa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer3/run0/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.3556443882676271
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3184 | LCC = 0.8256 | SRCC = 0.8284 ]
+INFO:root:Average loss=0.23754308878993377
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2668 | LCC = 0.8506 | SRCC = 0.8503 ]
+INFO:root:Average loss=0.20763540554505128
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2359 | LCC = 0.8581 | SRCC = 0.8596 ]
+INFO:root:Average loss=0.1852860362865986
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2723 | LCC = 0.8651 | SRCC = 0.8648 ]
+INFO:root:Average loss=0.176633785932492
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2407 | LCC = 0.8690 | SRCC = 0.8686 ]
+INFO:root:Average loss=0.16642667143008646
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2313 | LCC = 0.8696 | SRCC = 0.8691 ]
+INFO:root:Average loss=0.15518834040715143
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2541 | LCC = 0.8722 | SRCC = 0.8714 ]
+INFO:root:Average loss=0.14339307762491396
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2390 | LCC = 0.8687 | SRCC = 0.8706 ]
+INFO:root:Average loss=0.13900218703425848
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2197 | LCC = 0.8697 | SRCC = 0.8714 ]
+INFO:root:Average loss=0.12719522464351776
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2443 | LCC = 0.8708 | SRCC = 0.8708 ]
+INFO:root:Average loss=0.12448085710788384
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2212 | LCC = 0.8719 | SRCC = 0.8717 ]
+INFO:root:Average loss=0.11489829736260268
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2194 | LCC = 0.8708 | SRCC = 0.8724 ]
+INFO:root:Average loss=0.11129004747057572
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2483 | LCC = 0.8680 | SRCC = 0.8689 ]
+INFO:root:Average loss=0.10269482930501302
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2486 | LCC = 0.8691 | SRCC = 0.8690 ]
+INFO:root:Average loss=0.09480511979796948
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2131 | LCC = 0.8690 | SRCC = 0.8693 ]
+INFO:root:Average loss=0.09263089313530005
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2575 | LCC = 0.8639 | SRCC = 0.8640 ]
+INFO:root:Average loss=0.0888043276201456
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2161 | LCC = 0.8681 | SRCC = 0.8678 ]
+INFO:root:Average loss=0.08511104238912082
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2241 | LCC = 0.8666 | SRCC = 0.8665 ]
+INFO:root:Average loss=0.07926973738731483
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2204 | LCC = 0.8647 | SRCC = 0.8640 ]
+INFO:root:Average loss=0.07600679879005139
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2260 | LCC = 0.8615 | SRCC = 0.8607 ]
+INFO:root:Average loss=0.07148603708125077
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2221 | LCC = 0.8671 | SRCC = 0.8664 ]
+INFO:root:Average loss=0.06609887386170718
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2166 | LCC = 0.8647 | SRCC = 0.8651 ]
+INFO:root:Average loss=0.06576052303306568
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2471 | LCC = 0.8675 | SRCC = 0.8671 ]
+INFO:root:Average loss=0.06736748995116124
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2373 | LCC = 0.8653 | SRCC = 0.8654 ]
+INFO:root:Average loss=0.06315441157382268
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2652 | LCC = 0.8650 | SRCC = 0.8658 ]
+INFO:root:Average loss=0.06218052531282107
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2272 | LCC = 0.8647 | SRCC = 0.8665 ]
+INFO:root:Average loss=0.059050558087153315
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2544 | LCC = 0.8667 | SRCC = 0.8673 ]
+INFO:root:Average loss=0.057923826126333997
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2401 | LCC = 0.8602 | SRCC = 0.8599 ]
+INFO:root:Average loss=0.05392328353646474
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2177 | LCC = 0.8640 | SRCC = 0.8649 ]
+INFO:root:Average loss=0.0536593423726467
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2168 | LCC = 0.8644 | SRCC = 0.8656 ]
+INFO:root:Average loss=0.05023424788258779
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2218 | LCC = 0.8636 | SRCC = 0.8645 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2738 | LCC = 0.8689 | SRCC = 0.8674 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer3/run1/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer3/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer3/run1/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer3/run1/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer3/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..7c005ba919bd98e42e51ac3c4a2a91a2037550b5
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer3/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:15888c7e37c29bc9c0ca795c6167e00d704cc2384462a3088c31bca5c3a39d5b
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer3/run1/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer3/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..706d089e2521c1d7ea52fbfc21a7be4518a6f34a
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer3/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:469b15d966a0d907ea227fade167fbeec39d7775732a064abb8d920d3c3b2734
+size 2749702
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer3/run1/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer3/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..282e014f5cd6138c64f6c1d3f6683420e506ba4f
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer3/run1/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.38667290734174925
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3584 | LCC = 0.8153 | SRCC = 0.8223 ]
+INFO:root:Average loss=0.24473872857216078
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2850 | LCC = 0.8483 | SRCC = 0.8466 ]
+INFO:root:Average loss=0.21377487595264727
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2693 | LCC = 0.8557 | SRCC = 0.8530 ]
+INFO:root:Average loss=0.19198279636792648
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2443 | LCC = 0.8643 | SRCC = 0.8619 ]
+INFO:root:Average loss=0.180546570282716
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2732 | LCC = 0.8627 | SRCC = 0.8617 ]
+INFO:root:Average loss=0.1680438308379589
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2479 | LCC = 0.8692 | SRCC = 0.8672 ]
+INFO:root:Average loss=0.1609955625847364
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2381 | LCC = 0.8705 | SRCC = 0.8694 ]
+INFO:root:Average loss=0.14801541754068473
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2293 | LCC = 0.8736 | SRCC = 0.8720 ]
+INFO:root:Average loss=0.13765038654972345
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2584 | LCC = 0.8702 | SRCC = 0.8697 ]
+INFO:root:Average loss=0.13932769067394427
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2601 | LCC = 0.8696 | SRCC = 0.8709 ]
+INFO:root:Average loss=0.12282192764373925
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2856 | LCC = 0.8679 | SRCC = 0.8688 ]
+INFO:root:Average loss=0.11302687695775276
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2610 | LCC = 0.8675 | SRCC = 0.8663 ]
+INFO:root:Average loss=0.1111064512664691
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2590 | LCC = 0.8708 | SRCC = 0.8703 ]
+INFO:root:Average loss=0.11108394416096883
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3011 | LCC = 0.8691 | SRCC = 0.8695 ]
+INFO:root:Average loss=0.09980226575564115
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2671 | LCC = 0.8670 | SRCC = 0.8652 ]
+INFO:root:Average loss=0.09184399801187026
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2220 | LCC = 0.8687 | SRCC = 0.8689 ]
+INFO:root:Average loss=0.09556321527522343
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2766 | LCC = 0.8699 | SRCC = 0.8688 ]
+INFO:root:Average loss=0.08646353716269517
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2377 | LCC = 0.8681 | SRCC = 0.8687 ]
+INFO:root:Average loss=0.08581727556884289
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2349 | LCC = 0.8673 | SRCC = 0.8665 ]
+INFO:root:Average loss=0.07717248515631908
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2424 | LCC = 0.8685 | SRCC = 0.8675 ]
+INFO:root:Average loss=0.07467933562703621
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2639 | LCC = 0.8665 | SRCC = 0.8665 ]
+INFO:root:Average loss=0.07180805919835201
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2328 | LCC = 0.8669 | SRCC = 0.8679 ]
+INFO:root:Average loss=0.07719082031876613
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2281 | LCC = 0.8692 | SRCC = 0.8698 ]
+INFO:root:Average loss=0.06278665339908539
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2285 | LCC = 0.8698 | SRCC = 0.8708 ]
+INFO:root:Average loss=0.06571848886326337
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2344 | LCC = 0.8669 | SRCC = 0.8678 ]
+INFO:root:Average loss=0.06021981309048641
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2464 | LCC = 0.8681 | SRCC = 0.8679 ]
+INFO:root:Average loss=0.060530455591969
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2788 | LCC = 0.8663 | SRCC = 0.8683 ]
+INFO:root:Average loss=0.0568785738104429
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2393 | LCC = 0.8674 | SRCC = 0.8683 ]
+INFO:root:Average loss=0.054267725883386075
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2281 | LCC = 0.8642 | SRCC = 0.8655 ]
+INFO:root:Average loss=0.05297705507240234
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2296 | LCC = 0.8636 | SRCC = 0.8642 ]
+INFO:root:Average loss=0.051705428590186134
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2317 | LCC = 0.8622 | SRCC = 0.8623 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2281 | LCC = 0.8689 | SRCC = 0.8676 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer3/run2/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer3/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_4epoch/layer3/run2/config.gin
@@ -0,0 +1,31 @@
+# Training config on BVCC dataset.
+
+# ------------------------------
+# Architecture
+# ------------------------------
+ProjectionHead:
+    conv_channels = (32, 32)
+    dense_neurons = (64, 32, 1)
+    use_poolings = (True, True)
+    kernel_size = 5
+    pool_size = 5
+    
+# ------------------------------
+# Dataset
+# ------------------------------
+Bvcc:
+    debug = False
+
+get_dataloader:
+    num_workers = 12
+    shuffle = True
+
+# ------------------------------
+# Training loop
+# ------------------------------
+TrainingLoop:
+    num_epochs = 30
+    learning_rate = 1e-4
+    dataset_cls = @Bvcc
+    weight_decay = 0.0
+    batch_size_train = 64