diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer1/run2/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer1/run2/model.pt
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer1/run2/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer1/run2/model_best.pt
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer1/run2/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer1/run2/train.log
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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=0.6006987996590443
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4035 | LCC = 0.7393 | SRCC = 0.7421 ]
+INFO:root:Average loss=0.3137065510337169
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3200 | LCC = 0.8046 | SRCC = 0.8113 ]
+INFO:root:Average loss=0.2671936918527652
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2864 | LCC = 0.8191 | SRCC = 0.8263 ]
+INFO:root:Average loss=0.23879283322737768
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2656 | LCC = 0.8378 | SRCC = 0.8368 ]
+INFO:root:Average loss=0.2259096677104632
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2962 | LCC = 0.8344 | SRCC = 0.8401 ]
+INFO:root:Average loss=0.21637474974760643
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2990 | LCC = 0.8439 | SRCC = 0.8460 ]
+INFO:root:Average loss=0.19388003131517997
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2436 | LCC = 0.8568 | SRCC = 0.8550 ]
+INFO:root:Average loss=0.19029025418254045
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2536 | LCC = 0.8575 | SRCC = 0.8558 ]
+INFO:root:Average loss=0.18381341470357698
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2399 | LCC = 0.8521 | SRCC = 0.8534 ]
+INFO:root:Average loss=0.1676634604541155
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2438 | LCC = 0.8603 | SRCC = 0.8580 ]
+INFO:root:Average loss=0.15254133318861327
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2648 | LCC = 0.8552 | SRCC = 0.8573 ]
+INFO:root:Average loss=0.16495537557280981
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2461 | LCC = 0.8611 | SRCC = 0.8600 ]
+INFO:root:Average loss=0.1467983495348539
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2518 | LCC = 0.8587 | SRCC = 0.8578 ]
+INFO:root:Average loss=0.14043838798235625
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2561 | LCC = 0.8601 | SRCC = 0.8600 ]
+INFO:root:Average loss=0.1383707364782309
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2628 | LCC = 0.8569 | SRCC = 0.8559 ]
+INFO:root:Average loss=0.1251800062182622
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2177 | LCC = 0.8619 | SRCC = 0.8603 ]
+INFO:root:Average loss=0.11802030803683476
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3029 | LCC = 0.8581 | SRCC = 0.8580 ]
+INFO:root:Average loss=0.1248860084093534
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2571 | LCC = 0.8634 | SRCC = 0.8607 ]
+INFO:root:Average loss=0.11575037221878003
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2250 | LCC = 0.8592 | SRCC = 0.8571 ]
+INFO:root:Average loss=0.11726610811474995
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2842 | LCC = 0.8518 | SRCC = 0.8499 ]
+INFO:root:Average loss=0.10158162525831124
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2816 | LCC = 0.8557 | SRCC = 0.8544 ]
+INFO:root:Average loss=0.10218472902973492
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2462 | LCC = 0.8570 | SRCC = 0.8523 ]
+INFO:root:Average loss=0.09679935595546013
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2275 | LCC = 0.8571 | SRCC = 0.8536 ]
+INFO:root:Average loss=0.08840126854677995
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2408 | LCC = 0.8610 | SRCC = 0.8589 ]
+INFO:root:Average loss=0.08986751415217534
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2866 | LCC = 0.8540 | SRCC = 0.8524 ]
+INFO:root:Average loss=0.09172978113668087
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2293 | LCC = 0.8573 | SRCC = 0.8543 ]
+INFO:root:Average loss=0.08408539570294894
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2987 | LCC = 0.8526 | SRCC = 0.8531 ]
+INFO:root:Average loss=0.07780154694158298
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2972 | LCC = 0.8521 | SRCC = 0.8531 ]
+INFO:root:Average loss=0.0770007719596227
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2529 | LCC = 0.8601 | SRCC = 0.8591 ]
+INFO:root:Average loss=0.08227077680520523
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2347 | LCC = 0.8619 | SRCC = 0.8597 ]
+INFO:root:Average loss=0.07572061382234097
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2232 | LCC = 0.8599 | SRCC = 0.8564 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2355 | LCC = 0.8661 | SRCC = 0.8644 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer1/run3/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer1/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer1/run3/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer1/run3/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_1epoch/layer1/run3/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer1/run3/model_best.pt
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer1/run3/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer1/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..e0ab33788ce0110c1e89a1c768273431dc7f3df9
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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=0.5577032099931668
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3960 | LCC = 0.7473 | SRCC = 0.7570 ]
+INFO:root:Average loss=0.3139839286987598
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3711 | LCC = 0.7898 | SRCC = 0.8000 ]
+INFO:root:Average loss=0.26633496028490555
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2800 | LCC = 0.8172 | SRCC = 0.8215 ]
+INFO:root:Average loss=0.23809264447444525
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2644 | LCC = 0.8336 | SRCC = 0.8349 ]
+INFO:root:Average loss=0.22117552180320788
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2862 | LCC = 0.8385 | SRCC = 0.8441 ]
+INFO:root:Average loss=0.22384615643666342
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2635 | LCC = 0.8399 | SRCC = 0.8414 ]
+INFO:root:Average loss=0.196821590169118
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2531 | LCC = 0.8515 | SRCC = 0.8517 ]
+INFO:root:Average loss=0.1905044674491271
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2389 | LCC = 0.8539 | SRCC = 0.8538 ]
+INFO:root:Average loss=0.1764051616191864
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2429 | LCC = 0.8567 | SRCC = 0.8578 ]
+INFO:root:Average loss=0.1762571218304145
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2372 | LCC = 0.8569 | SRCC = 0.8569 ]
+INFO:root:Average loss=0.1647373527670518
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2341 | LCC = 0.8606 | SRCC = 0.8609 ]
+INFO:root:Average loss=0.14897103540790388
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2563 | LCC = 0.8568 | SRCC = 0.8567 ]
+INFO:root:Average loss=0.14665505738976675
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2752 | LCC = 0.8621 | SRCC = 0.8635 ]
+INFO:root:Average loss=0.14233640380776846
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2302 | LCC = 0.8609 | SRCC = 0.8600 ]
+INFO:root:Average loss=0.13174179072181383
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2480 | LCC = 0.8584 | SRCC = 0.8587 ]
+INFO:root:Average loss=0.12609843747356
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2196 | LCC = 0.8611 | SRCC = 0.8603 ]
+INFO:root:Average loss=0.12385736807034566
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2273 | LCC = 0.8609 | SRCC = 0.8597 ]
+INFO:root:Average loss=0.12338605494453357
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2211 | LCC = 0.8622 | SRCC = 0.8624 ]
+INFO:root:Average loss=0.11610402061771123
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2434 | LCC = 0.8593 | SRCC = 0.8601 ]
+INFO:root:Average loss=0.10993184798803085
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2175 | LCC = 0.8614 | SRCC = 0.8616 ]
+INFO:root:Average loss=0.10942104134040001
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2827 | LCC = 0.8608 | SRCC = 0.8638 ]
+INFO:root:Average loss=0.10266295400185463
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2215 | LCC = 0.8581 | SRCC = 0.8576 ]
+INFO:root:Average loss=0.09171454837689033
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2152 | LCC = 0.8604 | SRCC = 0.8597 ]
+INFO:root:Average loss=0.09755968875609912
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2246 | LCC = 0.8598 | SRCC = 0.8579 ]
+INFO:root:Average loss=0.08820604752653684
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2275 | LCC = 0.8575 | SRCC = 0.8584 ]
+INFO:root:Average loss=0.09225147413328671
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2402 | LCC = 0.8590 | SRCC = 0.8582 ]
+INFO:root:Average loss=0.08601127798931721
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2248 | LCC = 0.8610 | SRCC = 0.8600 ]
+INFO:root:Average loss=0.08617788347869347
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2310 | LCC = 0.8594 | SRCC = 0.8588 ]
+INFO:root:Average loss=0.08935599688154
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2203 | LCC = 0.8642 | SRCC = 0.8635 ]
+INFO:root:Average loss=0.08155740830951776
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2393 | LCC = 0.8626 | SRCC = 0.8622 ]
+INFO:root:Average loss=0.0741566596313929
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2308 | LCC = 0.8627 | SRCC = 0.8617 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2517 | LCC = 0.8589 | SRCC = 0.8608 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer1/run4/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer1/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer1/run4/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer1/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..5cb10936669c138725e7fcf012f38c10cd069648
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer1/run4/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer1/run4/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer1/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..c016d306a0c4858400dc87bc9e7b9c696ee0779b
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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=0.5525378086245977
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3801 | LCC = 0.7480 | SRCC = 0.7594 ]
+INFO:root:Average loss=0.3283146917819977
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3379 | LCC = 0.7939 | SRCC = 0.7984 ]
+INFO:root:Average loss=0.2786462990901409
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3004 | LCC = 0.8176 | SRCC = 0.8213 ]
+INFO:root:Average loss=0.24937959588491
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2951 | LCC = 0.8254 | SRCC = 0.8301 ]
+INFO:root:Average loss=0.22587873032077765
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2642 | LCC = 0.8376 | SRCC = 0.8403 ]
+INFO:root:Average loss=0.22421716019893304
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2549 | LCC = 0.8432 | SRCC = 0.8443 ]
+INFO:root:Average loss=0.1979722100763749
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2470 | LCC = 0.8482 | SRCC = 0.8487 ]
+INFO:root:Average loss=0.1896534298474972
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2490 | LCC = 0.8540 | SRCC = 0.8532 ]
+INFO:root:Average loss=0.18755720479366106
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2494 | LCC = 0.8522 | SRCC = 0.8527 ]
+INFO:root:Average loss=0.1769320450914212
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2816 | LCC = 0.8599 | SRCC = 0.8602 ]
+INFO:root:Average loss=0.1606948836109577
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2416 | LCC = 0.8544 | SRCC = 0.8563 ]
+INFO:root:Average loss=0.15922243253160745
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2432 | LCC = 0.8520 | SRCC = 0.8570 ]
+INFO:root:Average loss=0.15271418493909714
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2739 | LCC = 0.8622 | SRCC = 0.8626 ]
+INFO:root:Average loss=0.13986208490454233
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2309 | LCC = 0.8565 | SRCC = 0.8570 ]
+INFO:root:Average loss=0.13474046658629027
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2371 | LCC = 0.8566 | SRCC = 0.8574 ]
+INFO:root:Average loss=0.13050641730809823
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2291 | LCC = 0.8577 | SRCC = 0.8600 ]
+INFO:root:Average loss=0.13568030297756195
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2652 | LCC = 0.8479 | SRCC = 0.8506 ]
+INFO:root:Average loss=0.1308771126354352
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2555 | LCC = 0.8565 | SRCC = 0.8586 ]
+INFO:root:Average loss=0.11732197944552471
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2207 | LCC = 0.8625 | SRCC = 0.8624 ]
+INFO:root:Average loss=0.11015717618358441
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2351 | LCC = 0.8544 | SRCC = 0.8545 ]
+INFO:root:Average loss=0.11742200769293003
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2320 | LCC = 0.8560 | SRCC = 0.8550 ]
+INFO:root:Average loss=0.10351483776974373
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2205 | LCC = 0.8598 | SRCC = 0.8599 ]
+INFO:root:Average loss=0.09843618785723662
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2249 | LCC = 0.8631 | SRCC = 0.8629 ]
+INFO:root:Average loss=0.09560239171752563
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2195 | LCC = 0.8619 | SRCC = 0.8623 ]
+INFO:root:Average loss=0.09047879804021274
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2188 | LCC = 0.8632 | SRCC = 0.8631 ]
+INFO:root:Average loss=0.08644061974990062
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2262 | LCC = 0.8628 | SRCC = 0.8638 ]
+INFO:root:Average loss=0.08795356654968017
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2242 | LCC = 0.8632 | SRCC = 0.8626 ]
+INFO:root:Average loss=0.08254784541443372
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2226 | LCC = 0.8636 | SRCC = 0.8642 ]
+INFO:root:Average loss=0.07980456217550315
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2352 | LCC = 0.8621 | SRCC = 0.8624 ]
+INFO:root:Average loss=0.08143908043320362
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2126 | LCC = 0.8656 | SRCC = 0.8648 ]
+INFO:root:Average loss=0.07162522601011471
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2210 | LCC = 0.8644 | SRCC = 0.8631 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2354 | LCC = 0.8562 | SRCC = 0.8566 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer10/run0/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer10/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer10/run0/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer10/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e65a20d34e14e11399cde673d001ce9a0837bf7a
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer10/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c01b85956dd2c265e049fd027abc53232b8fcac639ae292c57d90a2c30d3e84c
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer10/run0/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer10/run0/model_best.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer10/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_1epoch/layer10/run0/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer10/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..e4c5840d52d86a85adc0dadb721b39c75d53baee
--- /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=0.5794957517049252
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4068 | LCC = 0.7381 | SRCC = 0.7421 ]
+INFO:root:Average loss=0.4189493446013866
+INFO:root:
+[Valid][1][UTT][ MSE = 0.4210 | LCC = 0.7564 | SRCC = 0.7648 ]
+INFO:root:Average loss=0.36668664350723607
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3434 | LCC = 0.7733 | SRCC = 0.7771 ]
+INFO:root:Average loss=0.3401531764330008
+INFO:root:
+[Valid][3][UTT][ MSE = 0.4237 | LCC = 0.7830 | SRCC = 0.7853 ]
+INFO:root:Average loss=0.37762189331727153
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3745 | LCC = 0.7919 | SRCC = 0.7934 ]
+INFO:root:Average loss=0.34444289979262227
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3363 | LCC = 0.7900 | SRCC = 0.7927 ]
+INFO:root:Average loss=0.3259281334586633
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3513 | LCC = 0.7941 | SRCC = 0.7969 ]
+INFO:root:Average loss=0.3640765360532663
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3682 | LCC = 0.7982 | SRCC = 0.8001 ]
+INFO:root:Average loss=0.3193130762531207
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3944 | LCC = 0.8038 | SRCC = 0.8028 ]
+INFO:root:Average loss=0.31694377423861086
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3548 | LCC = 0.8045 | SRCC = 0.8080 ]
+INFO:root:Average loss=0.2900777955849965
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3224 | LCC = 0.8106 | SRCC = 0.8107 ]
+INFO:root:Average loss=0.30088877563293165
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3669 | LCC = 0.8102 | SRCC = 0.8106 ]
+INFO:root:Average loss=0.31550150078076583
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3481 | LCC = 0.8067 | SRCC = 0.8133 ]
+INFO:root:Average loss=0.32858273272330946
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3460 | LCC = 0.8098 | SRCC = 0.8102 ]
+INFO:root:Average loss=0.29860056879428715
+INFO:root:
+[Valid][14][UTT][ MSE = 0.3120 | LCC = 0.8110 | SRCC = 0.8130 ]
+INFO:root:Average loss=0.28414352238178253
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3954 | LCC = 0.8114 | SRCC = 0.8155 ]
+INFO:root:Average loss=0.3009450370684648
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3076 | LCC = 0.8176 | SRCC = 0.8183 ]
+INFO:root:Average loss=0.28250264758482957
+INFO:root:
+[Valid][17][UTT][ MSE = 0.3151 | LCC = 0.8181 | SRCC = 0.8192 ]
+INFO:root:Average loss=0.28335456511913204
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2960 | LCC = 0.8216 | SRCC = 0.8225 ]
+INFO:root:Average loss=0.27502379814783734
+INFO:root:
+[Valid][19][UTT][ MSE = 0.3184 | LCC = 0.8235 | SRCC = 0.8223 ]
+INFO:root:Average loss=0.28518662066795886
+INFO:root:
+[Valid][20][UTT][ MSE = 0.3113 | LCC = 0.8196 | SRCC = 0.8211 ]
+INFO:root:Average loss=0.2678028616385582
+INFO:root:
+[Valid][21][UTT][ MSE = 0.3142 | LCC = 0.8194 | SRCC = 0.8222 ]
+INFO:root:Average loss=0.2691647553673157
+INFO:root:
+[Valid][22][UTT][ MSE = 0.3001 | LCC = 0.8212 | SRCC = 0.8246 ]
+INFO:root:Average loss=0.26632089358873856
+INFO:root:
+[Valid][23][UTT][ MSE = 0.3196 | LCC = 0.8226 | SRCC = 0.8241 ]
+INFO:root:Average loss=0.25906851028020567
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2901 | LCC = 0.8264 | SRCC = 0.8262 ]
+INFO:root:Average loss=0.27062089913166487
+INFO:root:
+[Valid][25][UTT][ MSE = 0.3355 | LCC = 0.8223 | SRCC = 0.8220 ]
+INFO:root:Average loss=0.2600910098124773
+INFO:root:
+[Valid][26][UTT][ MSE = 0.3299 | LCC = 0.8237 | SRCC = 0.8261 ]
+INFO:root:Average loss=0.2629608867260126
+INFO:root:
+[Valid][27][UTT][ MSE = 0.3656 | LCC = 0.8260 | SRCC = 0.8273 ]
+INFO:root:Average loss=0.26037159600319004
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2837 | LCC = 0.8263 | SRCC = 0.8271 ]
+INFO:root:Average loss=0.2623340986095942
+INFO:root:
+[Valid][29][UTT][ MSE = 0.3047 | LCC = 0.8281 | SRCC = 0.8288 ]
+INFO:root:Average loss=0.2514979585241049
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2898 | LCC = 0.8320 | SRCC = 0.8312 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2730 | LCC = 0.8443 | SRCC = 0.8449 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer10/run1/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer10/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer10/run1/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer10/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..1c777335fff4eb75466ec3e8bf3f7f67ae8b03c5
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer10/run1/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer10/run1/model_best.pt
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer10/run1/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer10/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..50f036f12cb73bf89c862151a4a65c68dbb75982
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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=0.5769437398665991
+INFO:root:
+[Valid][0][UTT][ MSE = 0.5157 | LCC = 0.7236 | SRCC = 0.7292 ]
+INFO:root:Average loss=0.39619894574085873
+INFO:root:
+[Valid][1][UTT][ MSE = 0.6369 | LCC = 0.7354 | SRCC = 0.7573 ]
+INFO:root:Average loss=0.4234802210942293
+INFO:root:
+[Valid][2][UTT][ MSE = 0.4320 | LCC = 0.7649 | SRCC = 0.7706 ]
+INFO:root:Average loss=0.34623727737328946
+INFO:root:
+[Valid][3][UTT][ MSE = 0.4378 | LCC = 0.7664 | SRCC = 0.7802 ]
+INFO:root:Average loss=0.35806382734041947
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3903 | LCC = 0.7893 | SRCC = 0.7910 ]
+INFO:root:Average loss=0.34265081469829267
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3588 | LCC = 0.7943 | SRCC = 0.7971 ]
+INFO:root:Average loss=0.3497260153675691
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3834 | LCC = 0.7989 | SRCC = 0.7980 ]
+INFO:root:Average loss=0.3079837965659606
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3546 | LCC = 0.7959 | SRCC = 0.8022 ]
+INFO:root:Average loss=0.34615337886871433
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3828 | LCC = 0.8016 | SRCC = 0.8015 ]
+INFO:root:Average loss=0.32590545389132625
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3786 | LCC = 0.8042 | SRCC = 0.8030 ]
+INFO:root:Average loss=0.31244672987705624
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3602 | LCC = 0.8035 | SRCC = 0.8060 ]
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+INFO:root:
+[Valid][11][UTT][ MSE = 0.3104 | LCC = 0.8084 | SRCC = 0.8090 ]
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+[Valid][12][UTT][ MSE = 0.3908 | LCC = 0.8032 | SRCC = 0.8076 ]
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+[Valid][13][UTT][ MSE = 0.3462 | LCC = 0.8093 | SRCC = 0.8115 ]
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+[Valid][14][UTT][ MSE = 0.3523 | LCC = 0.8120 | SRCC = 0.8133 ]
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+INFO:root:
+[Valid][15][UTT][ MSE = 0.2944 | LCC = 0.8133 | SRCC = 0.8164 ]
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+[Valid][16][UTT][ MSE = 0.3266 | LCC = 0.8179 | SRCC = 0.8187 ]
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+[Valid][17][UTT][ MSE = 0.3861 | LCC = 0.8145 | SRCC = 0.8193 ]
+INFO:root:Average loss=0.2872061393199823
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3239 | LCC = 0.8148 | SRCC = 0.8149 ]
+INFO:root:Average loss=0.27876897098926395
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2842 | LCC = 0.8175 | SRCC = 0.8201 ]
+INFO:root:Average loss=0.3017055675005301
+INFO:root:
+[Valid][20][UTT][ MSE = 0.3043 | LCC = 0.8213 | SRCC = 0.8217 ]
+INFO:root:Average loss=0.2770625746402985
+INFO:root:
+[Valid][21][UTT][ MSE = 0.3750 | LCC = 0.8132 | SRCC = 0.8160 ]
+INFO:root:Average loss=0.28191186850651717
+INFO:root:
+[Valid][22][UTT][ MSE = 0.3439 | LCC = 0.8216 | SRCC = 0.8208 ]
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+INFO:root:
+[Valid][23][UTT][ MSE = 0.3105 | LCC = 0.8190 | SRCC = 0.8208 ]
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+[Valid][24][UTT][ MSE = 0.3301 | LCC = 0.8209 | SRCC = 0.8244 ]
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+INFO:root:
+[Valid][25][UTT][ MSE = 0.3797 | LCC = 0.8139 | SRCC = 0.8200 ]
+INFO:root:Average loss=0.26847826402920943
+INFO:root:
+[Valid][26][UTT][ MSE = 0.3254 | LCC = 0.8207 | SRCC = 0.8233 ]
+INFO:root:Average loss=0.26848746855289507
+INFO:root:
+[Valid][27][UTT][ MSE = 0.3341 | LCC = 0.8252 | SRCC = 0.8263 ]
+INFO:root:Average loss=0.25932069772329086
+INFO:root:
+[Valid][28][UTT][ MSE = 0.4292 | LCC = 0.8149 | SRCC = 0.8217 ]
+INFO:root:Average loss=0.25409679133922625
+INFO:root:
+[Valid][29][UTT][ MSE = 0.3159 | LCC = 0.8272 | SRCC = 0.8283 ]
+INFO:root:Average loss=0.278778137304844
+INFO:root:
+[Valid][30][UTT][ MSE = 0.3522 | LCC = 0.8238 | SRCC = 0.8233 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2762 | LCC = 0.8442 | SRCC = 0.8439 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer10/run2/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer10/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer10/run2/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer10/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..15e4d07629e8dd0763ef4ba95ef23559d61b455a
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer10/run2/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer10/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_1epoch/layer10/run2/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer10/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..ba4a09be8fcaf48ebdc46d226a74a79031953758
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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=0.5942672498715229
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4659 | LCC = 0.7239 | SRCC = 0.7251 ]
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+INFO:root:
+[Valid][1][UTT][ MSE = 0.4325 | LCC = 0.7512 | SRCC = 0.7651 ]
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+INFO:root:
+[Valid][2][UTT][ MSE = 0.3678 | LCC = 0.7743 | SRCC = 0.7784 ]
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+INFO:root:
+[Valid][3][UTT][ MSE = 0.4020 | LCC = 0.7845 | SRCC = 0.7916 ]
+INFO:root:Average loss=0.34532631360567534
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3430 | LCC = 0.7916 | SRCC = 0.7938 ]
+INFO:root:Average loss=0.33108560951092303
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3680 | LCC = 0.8033 | SRCC = 0.8022 ]
+INFO:root:Average loss=0.3267887274806316
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3214 | LCC = 0.8031 | SRCC = 0.8039 ]
+INFO:root:Average loss=0.3265558108687401
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3813 | LCC = 0.7969 | SRCC = 0.8028 ]
+INFO:root:Average loss=0.32854782083095646
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3276 | LCC = 0.8058 | SRCC = 0.8069 ]
+INFO:root:Average loss=0.3254155149826637
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3376 | LCC = 0.8090 | SRCC = 0.8091 ]
+INFO:root:Average loss=0.35408404450386
+INFO:root:
+[Valid][10][UTT][ MSE = 0.4920 | LCC = 0.8031 | SRCC = 0.8057 ]
+INFO:root:Average loss=0.312020586278194
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3196 | LCC = 0.8076 | SRCC = 0.8113 ]
+INFO:root:Average loss=0.3042628608452968
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3685 | LCC = 0.8150 | SRCC = 0.8135 ]
+INFO:root:Average loss=0.2875899960979437
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3601 | LCC = 0.8030 | SRCC = 0.8116 ]
+INFO:root:Average loss=0.33370670542503017
+INFO:root:
+[Valid][14][UTT][ MSE = 0.3509 | LCC = 0.8135 | SRCC = 0.8145 ]
+INFO:root:Average loss=0.2957675413061411
+INFO:root:
+[Valid][15][UTT][ MSE = 0.4166 | LCC = 0.8062 | SRCC = 0.8131 ]
+INFO:root:Average loss=0.29341954948046267
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3046 | LCC = 0.8207 | SRCC = 0.8188 ]
+INFO:root:Average loss=0.28014899484622174
+INFO:root:
+[Valid][17][UTT][ MSE = 0.3088 | LCC = 0.8125 | SRCC = 0.8148 ]
+INFO:root:Average loss=0.27201277628923076
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3136 | LCC = 0.8228 | SRCC = 0.8208 ]
+INFO:root:Average loss=0.2936048278441796
+INFO:root:
+[Valid][19][UTT][ MSE = 0.3057 | LCC = 0.8176 | SRCC = 0.8207 ]
+INFO:root:Average loss=0.2729914942995096
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2892 | LCC = 0.8234 | SRCC = 0.8236 ]
+INFO:root:Average loss=0.27233778494290817
+INFO:root:
+[Valid][21][UTT][ MSE = 0.3265 | LCC = 0.8279 | SRCC = 0.8260 ]
+INFO:root:Average loss=0.2711257313688596
+INFO:root:
+[Valid][22][UTT][ MSE = 0.3274 | LCC = 0.8245 | SRCC = 0.8237 ]
+INFO:root:Average loss=0.2759468169548573
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2849 | LCC = 0.8237 | SRCC = 0.8256 ]
+INFO:root:Average loss=0.26103865756438327
+INFO:root:
+[Valid][24][UTT][ MSE = 0.3207 | LCC = 0.8210 | SRCC = 0.8245 ]
+INFO:root:Average loss=0.25575430328265214
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2863 | LCC = 0.8270 | SRCC = 0.8277 ]
+INFO:root:Average loss=0.2723673280232992
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2872 | LCC = 0.8306 | SRCC = 0.8307 ]
+INFO:root:Average loss=0.2772990440328916
+INFO:root:
+[Valid][27][UTT][ MSE = 0.3110 | LCC = 0.8282 | SRCC = 0.8293 ]
+INFO:root:Average loss=0.2672784169897055
+INFO:root:
+[Valid][28][UTT][ MSE = 0.3508 | LCC = 0.8232 | SRCC = 0.8269 ]
+INFO:root:Average loss=0.26590201277763414
+INFO:root:
+[Valid][29][UTT][ MSE = 0.3083 | LCC = 0.8316 | SRCC = 0.8308 ]
+INFO:root:Average loss=0.26222832921223765
+INFO:root:
+[Valid][30][UTT][ MSE = 0.3052 | LCC = 0.8275 | SRCC = 0.8314 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2806 | LCC = 0.8491 | SRCC = 0.8478 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer10/run3/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer10/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer10/run3/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer10/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..5241408cb0b0e9cb99c44ba178b8339cbd5f1ad0
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer10/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9d860d9f3c403d48670dbd17f4af8b7e058e0f4b0886c2ae97eca1eab96414b5
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer10/run3/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer10/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..d8b0cacd79cd99b7089d97130840a220f83f3469
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer10/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:89da6ce2a9ba23d2a7e0d6f4421fe94296eacccb5f70ae333d4d5c2f56a3c620
+size 2749638
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer10/run3/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer10/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..c78399dbfe6ece2c534d8cecfa28046da9f024dc
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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=0.6074026456246009
+INFO:root:
+[Valid][0][UTT][ MSE = 0.5345 | LCC = 0.7236 | SRCC = 0.7236 ]
+INFO:root:Average loss=0.40795303384462994
+INFO:root:
+[Valid][1][UTT][ MSE = 0.6051 | LCC = 0.7298 | SRCC = 0.7651 ]
+INFO:root:Average loss=0.4146918862676009
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3776 | LCC = 0.7675 | SRCC = 0.7758 ]
+INFO:root:Average loss=0.3678717937989113
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3681 | LCC = 0.7764 | SRCC = 0.7816 ]
+INFO:root:Average loss=0.35989341120689344
+INFO:root:
+[Valid][4][UTT][ MSE = 0.4203 | LCC = 0.7881 | SRCC = 0.7889 ]
+INFO:root:Average loss=0.3471070033235428
+INFO:root:
+[Valid][5][UTT][ MSE = 0.4267 | LCC = 0.7826 | SRCC = 0.7925 ]
+INFO:root:Average loss=0.3475740718153807
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3774 | LCC = 0.7944 | SRCC = 0.7979 ]
+INFO:root:Average loss=0.3508263612404848
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3217 | LCC = 0.7878 | SRCC = 0.7992 ]
+INFO:root:Average loss=0.29930401880007523
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3527 | LCC = 0.8042 | SRCC = 0.8045 ]
+INFO:root:Average loss=0.3052817672873155
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3255 | LCC = 0.8051 | SRCC = 0.8069 ]
+INFO:root:Average loss=0.31258848481453383
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3281 | LCC = 0.8078 | SRCC = 0.8107 ]
+INFO:root:Average loss=0.3130040663557175
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3402 | LCC = 0.8110 | SRCC = 0.8119 ]
+INFO:root:Average loss=0.3051484076258464
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3238 | LCC = 0.8137 | SRCC = 0.8136 ]
+INFO:root:Average loss=0.2829606403142978
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3048 | LCC = 0.8171 | SRCC = 0.8172 ]
+INFO:root:Average loss=0.29059502940911514
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2993 | LCC = 0.8183 | SRCC = 0.8187 ]
+INFO:root:Average loss=0.2894028942936506
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3329 | LCC = 0.8189 | SRCC = 0.8209 ]
+INFO:root:Average loss=0.28993573975868714
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3131 | LCC = 0.8155 | SRCC = 0.8177 ]
+INFO:root:Average loss=0.3032311447537862
+INFO:root:
+[Valid][17][UTT][ MSE = 0.3310 | LCC = 0.8186 | SRCC = 0.8225 ]
+INFO:root:Average loss=0.2717400250526575
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3201 | LCC = 0.8210 | SRCC = 0.8209 ]
+INFO:root:Average loss=0.2961716319505985
+INFO:root:
+[Valid][19][UTT][ MSE = 0.3170 | LCC = 0.8213 | SRCC = 0.8207 ]
+INFO:root:Average loss=0.30499528692318845
+INFO:root:
+[Valid][20][UTT][ MSE = 0.3340 | LCC = 0.8228 | SRCC = 0.8212 ]
+INFO:root:Average loss=0.27432053631696945
+INFO:root:
+[Valid][21][UTT][ MSE = 0.3545 | LCC = 0.8208 | SRCC = 0.8224 ]
+INFO:root:Average loss=0.27994152655204135
+INFO:root:
+[Valid][22][UTT][ MSE = 0.3241 | LCC = 0.8251 | SRCC = 0.8243 ]
+INFO:root:Average loss=0.26268342767770475
+INFO:root:
+[Valid][23][UTT][ MSE = 0.3406 | LCC = 0.8240 | SRCC = 0.8251 ]
+INFO:root:Average loss=0.2586102655682808
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2932 | LCC = 0.8276 | SRCC = 0.8269 ]
+INFO:root:Average loss=0.2711377218365669
+INFO:root:
+[Valid][25][UTT][ MSE = 0.3267 | LCC = 0.8289 | SRCC = 0.8272 ]
+INFO:root:Average loss=0.25820626681431746
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2837 | LCC = 0.8290 | SRCC = 0.8287 ]
+INFO:root:Average loss=0.26998501958755344
+INFO:root:
+[Valid][27][UTT][ MSE = 0.3382 | LCC = 0.8252 | SRCC = 0.8273 ]
+INFO:root:Average loss=0.25168586503236723
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2823 | LCC = 0.8258 | SRCC = 0.8267 ]
+INFO:root:Average loss=0.25991330525049794
+INFO:root:
+[Valid][29][UTT][ MSE = 0.3235 | LCC = 0.8293 | SRCC = 0.8282 ]
+INFO:root:Average loss=0.26805608776899487
+INFO:root:
+[Valid][30][UTT][ MSE = 0.3083 | LCC = 0.8309 | SRCC = 0.8311 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2685 | LCC = 0.8476 | SRCC = 0.8455 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer10/run4/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer10/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer10/run4/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer10/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..1128a810797847e1a1fc5a43b061d618bb745177
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer10/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6586bbec66a08b780361caee691b4106158753070c36826aefbf55ef00af1e3b
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer10/run4/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer10/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..541c375a85f6ade958819978d4f3e83f6e647932
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer10/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b307556514ede366dfa7056d83cb3bd5e71a3a69cac0b088e08f7eb624482378
+size 2749638
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer10/run4/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer10/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..4ae3998020eaac22ffb5ffd362f578383b084fcf
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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=0.5919525225957235
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4319 | LCC = 0.7196 | SRCC = 0.7269 ]
+INFO:root:Average loss=0.3931235648118533
+INFO:root:
+[Valid][1][UTT][ MSE = 0.4207 | LCC = 0.7632 | SRCC = 0.7690 ]
+INFO:root:Average loss=0.3702609174144574
+INFO:root:
+[Valid][2][UTT][ MSE = 0.4174 | LCC = 0.7676 | SRCC = 0.7700 ]
+INFO:root:Average loss=0.39132164132136565
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3678 | LCC = 0.7762 | SRCC = 0.7778 ]
+INFO:root:Average loss=0.3711143535299179
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3688 | LCC = 0.7859 | SRCC = 0.7861 ]
+INFO:root:Average loss=0.32915401248595655
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3608 | LCC = 0.7899 | SRCC = 0.7915 ]
+INFO:root:Average loss=0.33503451981605625
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3533 | LCC = 0.7919 | SRCC = 0.7947 ]
+INFO:root:Average loss=0.35452189296483994
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3331 | LCC = 0.8011 | SRCC = 0.8017 ]
+INFO:root:Average loss=0.3177190146003014
+INFO:root:
+[Valid][8][UTT][ MSE = 0.4371 | LCC = 0.7977 | SRCC = 0.8012 ]
+INFO:root:Average loss=0.3301977371940246
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3284 | LCC = 0.8029 | SRCC = 0.8029 ]
+INFO:root:Average loss=0.32799746287174714
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3176 | LCC = 0.8065 | SRCC = 0.8078 ]
+INFO:root:Average loss=0.3009518109835111
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3393 | LCC = 0.8084 | SRCC = 0.8070 ]
+INFO:root:Average loss=0.30156356688493335
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3293 | LCC = 0.8052 | SRCC = 0.8070 ]
+INFO:root:Average loss=0.31853661972742814
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3287 | LCC = 0.8120 | SRCC = 0.8117 ]
+INFO:root:Average loss=0.29982112500912106
+INFO:root:
+[Valid][14][UTT][ MSE = 0.3996 | LCC = 0.8077 | SRCC = 0.8099 ]
+INFO:root:Average loss=0.3019583529004684
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3620 | LCC = 0.8151 | SRCC = 0.8158 ]
+INFO:root:Average loss=0.2804290268283624
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3148 | LCC = 0.8142 | SRCC = 0.8143 ]
+INFO:root:Average loss=0.27405899189985716
+INFO:root:
+[Valid][17][UTT][ MSE = 0.3193 | LCC = 0.8188 | SRCC = 0.8171 ]
+INFO:root:Average loss=0.2996655435134203
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3444 | LCC = 0.8211 | SRCC = 0.8193 ]
+INFO:root:Average loss=0.2868417201515956
+INFO:root:
+[Valid][19][UTT][ MSE = 0.3405 | LCC = 0.8231 | SRCC = 0.8210 ]
+INFO:root:Average loss=0.2829140644425001
+INFO:root:
+[Valid][20][UTT][ MSE = 0.3079 | LCC = 0.8099 | SRCC = 0.8210 ]
+INFO:root:Average loss=0.2662664563992085
+INFO:root:
+[Valid][21][UTT][ MSE = 0.3098 | LCC = 0.8201 | SRCC = 0.8206 ]
+INFO:root:Average loss=0.277060608451183
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2927 | LCC = 0.8234 | SRCC = 0.8237 ]
+INFO:root:Average loss=0.275130726205997
+INFO:root:
+[Valid][23][UTT][ MSE = 0.3379 | LCC = 0.8210 | SRCC = 0.8213 ]
+INFO:root:Average loss=0.27564884340151763
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2925 | LCC = 0.8256 | SRCC = 0.8246 ]
+INFO:root:Average loss=0.264566234480112
+INFO:root:
+[Valid][25][UTT][ MSE = 0.3564 | LCC = 0.8263 | SRCC = 0.8251 ]
+INFO:root:Average loss=0.2591870858883246
+INFO:root:
+[Valid][26][UTT][ MSE = 0.3351 | LCC = 0.8287 | SRCC = 0.8251 ]
+INFO:root:Average loss=0.2626095484846678
+INFO:root:
+[Valid][27][UTT][ MSE = 0.3118 | LCC = 0.8280 | SRCC = 0.8270 ]
+INFO:root:Average loss=0.26458298644194234
+INFO:root:
+[Valid][28][UTT][ MSE = 0.3027 | LCC = 0.8279 | SRCC = 0.8266 ]
+INFO:root:Average loss=0.25217374796286607
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2870 | LCC = 0.8287 | SRCC = 0.8282 ]
+INFO:root:Average loss=0.2601147655111093
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2859 | LCC = 0.8285 | SRCC = 0.8283 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2592 | LCC = 0.8478 | SRCC = 0.8481 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer11/run0/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer11/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer11/run0/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer11/run0/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_1epoch/layer11/run0/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer11/run0/model_best.pt
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer11/run0/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer11/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..b64564df6630aad92eb9b1708703f266b3bcab52
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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=0.6729580377921079
+INFO:root:
+[Valid][0][UTT][ MSE = 0.6144 | LCC = 0.6437 | SRCC = 0.6433 ]
+INFO:root:Average loss=0.4392205820633815
+INFO:root:
+[Valid][1][UTT][ MSE = 0.5890 | LCC = 0.6986 | SRCC = 0.7416 ]
+INFO:root:Average loss=0.42539280347335034
+INFO:root:
+[Valid][2][UTT][ MSE = 0.4591 | LCC = 0.7428 | SRCC = 0.7544 ]
+INFO:root:Average loss=0.4404584815104802
+INFO:root:
+[Valid][3][UTT][ MSE = 0.4064 | LCC = 0.7589 | SRCC = 0.7627 ]
+INFO:root:Average loss=0.39679989505272645
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3677 | LCC = 0.7607 | SRCC = 0.7660 ]
+INFO:root:Average loss=0.35056606641946697
+INFO:root:
+[Valid][5][UTT][ MSE = 0.4482 | LCC = 0.7583 | SRCC = 0.7716 ]
+INFO:root:Average loss=0.3767879463923283
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3750 | LCC = 0.7693 | SRCC = 0.7766 ]
+INFO:root:Average loss=0.3796848373917433
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3820 | LCC = 0.7779 | SRCC = 0.7826 ]
+INFO:root:Average loss=0.3379638451032149
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3881 | LCC = 0.7753 | SRCC = 0.7808 ]
+INFO:root:Average loss=0.3764944424231847
+INFO:root:
+[Valid][9][UTT][ MSE = 0.4350 | LCC = 0.7812 | SRCC = 0.7878 ]
+INFO:root:Average loss=0.33237109180444324
+INFO:root:
+[Valid][10][UTT][ MSE = 0.4639 | LCC = 0.7711 | SRCC = 0.7868 ]
+INFO:root:Average loss=0.32199583603785586
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3349 | LCC = 0.7930 | SRCC = 0.7950 ]
+INFO:root:Average loss=0.32168945345358974
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3347 | LCC = 0.7957 | SRCC = 0.7978 ]
+INFO:root:Average loss=0.33441059310466814
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3615 | LCC = 0.7974 | SRCC = 0.7990 ]
+INFO:root:Average loss=0.32213599998981524
+INFO:root:
+[Valid][14][UTT][ MSE = 0.3278 | LCC = 0.7976 | SRCC = 0.8003 ]
+INFO:root:Average loss=0.3144732795846768
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3469 | LCC = 0.8020 | SRCC = 0.8024 ]
+INFO:root:Average loss=0.30663015311345077
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3637 | LCC = 0.7976 | SRCC = 0.8008 ]
+INFO:root:Average loss=0.29915269101277375
+INFO:root:
+[Valid][17][UTT][ MSE = 0.3612 | LCC = 0.8025 | SRCC = 0.8045 ]
+INFO:root:Average loss=0.2893740036166631
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3567 | LCC = 0.8006 | SRCC = 0.8061 ]
+INFO:root:Average loss=0.311808311404326
+INFO:root:
+[Valid][19][UTT][ MSE = 0.3223 | LCC = 0.8037 | SRCC = 0.8075 ]
+INFO:root:Average loss=0.29704856891662645
+INFO:root:
+[Valid][20][UTT][ MSE = 0.3461 | LCC = 0.8105 | SRCC = 0.8098 ]
+INFO:root:Average loss=0.2921784422718562
+INFO:root:
+[Valid][21][UTT][ MSE = 0.3170 | LCC = 0.8082 | SRCC = 0.8084 ]
+INFO:root:Average loss=0.30228491605092317
+INFO:root:
+[Valid][22][UTT][ MSE = 0.4087 | LCC = 0.8081 | SRCC = 0.8082 ]
+INFO:root:Average loss=0.2978213614760301
+INFO:root:
+[Valid][23][UTT][ MSE = 0.4036 | LCC = 0.7952 | SRCC = 0.8056 ]
+INFO:root:Average loss=0.33107572125318724
+INFO:root:
+[Valid][24][UTT][ MSE = 0.3237 | LCC = 0.8100 | SRCC = 0.8101 ]
+INFO:root:Average loss=0.29745176358100694
+INFO:root:
+[Valid][25][UTT][ MSE = 0.3308 | LCC = 0.8117 | SRCC = 0.8119 ]
+INFO:root:Average loss=0.28526496486021924
+INFO:root:
+[Valid][26][UTT][ MSE = 0.3792 | LCC = 0.8086 | SRCC = 0.8102 ]
+INFO:root:Average loss=0.30388311869823015
+INFO:root:
+[Valid][27][UTT][ MSE = 0.3872 | LCC = 0.8080 | SRCC = 0.8119 ]
+INFO:root:Average loss=0.2939731801549594
+INFO:root:
+[Valid][28][UTT][ MSE = 0.3466 | LCC = 0.8124 | SRCC = 0.8131 ]
+INFO:root:Average loss=0.2995765264599751
+INFO:root:
+[Valid][29][UTT][ MSE = 0.3417 | LCC = 0.8034 | SRCC = 0.8077 ]
+INFO:root:Average loss=0.3072073830243869
+INFO:root:
+[Valid][30][UTT][ MSE = 0.3827 | LCC = 0.8101 | SRCC = 0.8120 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.3347 | LCC = 0.8324 | SRCC = 0.8372 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer11/run1/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer11/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer11/run1/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer11/run1/model.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer11/run1/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer11/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_1epoch/layer11/run1/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer11/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..25ab658388a19aba489dd0d168a2ce0cb19cf97f
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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=0.6581237021929178
+INFO:root:
+[Valid][0][UTT][ MSE = 0.6564 | LCC = 0.6689 | SRCC = 0.6788 ]
+INFO:root:Average loss=0.42959490991555727
+INFO:root:
+[Valid][1][UTT][ MSE = 0.4299 | LCC = 0.7417 | SRCC = 0.7464 ]
+INFO:root:Average loss=0.37951474617689085
+INFO:root:
+[Valid][2][UTT][ MSE = 0.4261 | LCC = 0.7583 | SRCC = 0.7603 ]
+INFO:root:Average loss=0.39183056889436185
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3669 | LCC = 0.7610 | SRCC = 0.7696 ]
+INFO:root:Average loss=0.4422425774809642
+INFO:root:
+[Valid][4][UTT][ MSE = 0.4534 | LCC = 0.7616 | SRCC = 0.7717 ]
+INFO:root:Average loss=0.3932936424628282
+INFO:root:
+[Valid][5][UTT][ MSE = 0.6588 | LCC = 0.7383 | SRCC = 0.7689 ]
+INFO:root:Average loss=0.3543844696802971
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3613 | LCC = 0.7733 | SRCC = 0.7796 ]
+INFO:root:Average loss=0.36080430161494476
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3836 | LCC = 0.7860 | SRCC = 0.7873 ]
+INFO:root:Average loss=0.38030731773529297
+INFO:root:
+[Valid][8][UTT][ MSE = 0.4231 | LCC = 0.7775 | SRCC = 0.7821 ]
+INFO:root:Average loss=0.3319390423786946
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3978 | LCC = 0.7770 | SRCC = 0.7874 ]
+INFO:root:Average loss=0.3409799784421921
+INFO:root:
+[Valid][10][UTT][ MSE = 0.4475 | LCC = 0.7822 | SRCC = 0.7921 ]
+INFO:root:Average loss=0.3385501202100363
+INFO:root:
+[Valid][11][UTT][ MSE = 0.5145 | LCC = 0.7766 | SRCC = 0.7912 ]
+INFO:root:Average loss=0.34339119092776227
+INFO:root:
+[Valid][12][UTT][ MSE = 0.4081 | LCC = 0.7830 | SRCC = 0.7937 ]
+INFO:root:Average loss=0.3401635623513124
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3651 | LCC = 0.7977 | SRCC = 0.7993 ]
+INFO:root:Average loss=0.31414138640348727
+INFO:root:
+[Valid][14][UTT][ MSE = 0.4214 | LCC = 0.7905 | SRCC = 0.7952 ]
+INFO:root:Average loss=0.3529744694630305
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3782 | LCC = 0.8015 | SRCC = 0.8014 ]
+INFO:root:Average loss=0.31871499369541806
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3447 | LCC = 0.7906 | SRCC = 0.7999 ]
+INFO:root:Average loss=0.29900134335725737
+INFO:root:
+[Valid][17][UTT][ MSE = 0.3306 | LCC = 0.8037 | SRCC = 0.8041 ]
+INFO:root:Average loss=0.3000396258938007
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3486 | LCC = 0.8065 | SRCC = 0.8069 ]
+INFO:root:Average loss=0.30084676047166187
+INFO:root:
+[Valid][19][UTT][ MSE = 0.3331 | LCC = 0.8064 | SRCC = 0.8087 ]
+INFO:root:Average loss=0.3170011144800064
+INFO:root:
+[Valid][20][UTT][ MSE = 0.3987 | LCC = 0.7968 | SRCC = 0.8060 ]
+INFO:root:Average loss=0.3147989662411885
+INFO:root:
+[Valid][21][UTT][ MSE = 0.3197 | LCC = 0.8078 | SRCC = 0.8096 ]
+INFO:root:Average loss=0.2965874480895507
+INFO:root:
+[Valid][22][UTT][ MSE = 0.3131 | LCC = 0.8099 | SRCC = 0.8112 ]
+INFO:root:Average loss=0.32708879101734895
+INFO:root:
+[Valid][23][UTT][ MSE = 0.3991 | LCC = 0.8095 | SRCC = 0.8090 ]
+INFO:root:Average loss=0.3183735649173076
+INFO:root:
+[Valid][24][UTT][ MSE = 0.3126 | LCC = 0.8075 | SRCC = 0.8103 ]
+INFO:root:Average loss=0.31792674079919475
+INFO:root:
+[Valid][25][UTT][ MSE = 0.3612 | LCC = 0.8132 | SRCC = 0.8122 ]
+INFO:root:Average loss=0.2930086820553511
+INFO:root:
+[Valid][26][UTT][ MSE = 0.4721 | LCC = 0.7961 | SRCC = 0.8079 ]
+INFO:root:Average loss=0.28792792768814623
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2961 | LCC = 0.8119 | SRCC = 0.8141 ]
+INFO:root:Average loss=0.30539400722735965
+INFO:root:
+[Valid][28][UTT][ MSE = 0.3561 | LCC = 0.8113 | SRCC = 0.8112 ]
+INFO:root:Average loss=0.30708794162059444
+INFO:root:
+[Valid][29][UTT][ MSE = 0.4237 | LCC = 0.8134 | SRCC = 0.8139 ]
+INFO:root:Average loss=0.3381939790187738
+INFO:root:
+[Valid][30][UTT][ MSE = 0.3813 | LCC = 0.8095 | SRCC = 0.8093 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.4106 | LCC = 0.8301 | SRCC = 0.8366 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer11/run2/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer11/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer11/run2/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer11/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..67004f427d9063614b715c38edde1edc22ca79c8
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer11/run2/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_1epoch/layer11/run2/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer11/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_1epoch/layer11/run2/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer11/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..860fedcb518149d8215813e1e733495920149b60
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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=0.6874579221774371
+INFO:root:
+[Valid][0][UTT][ MSE = 0.5044 | LCC = 0.6915 | SRCC = 0.6913 ]
+INFO:root:Average loss=0.4680313211985124
+INFO:root:
+[Valid][1][UTT][ MSE = 0.4324 | LCC = 0.7318 | SRCC = 0.7362 ]
+INFO:root:Average loss=0.37523861649708873
+INFO:root:
+[Valid][2][UTT][ MSE = 0.4084 | LCC = 0.7505 | SRCC = 0.7559 ]
+INFO:root:Average loss=0.3899931791119086
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3897 | LCC = 0.7627 | SRCC = 0.7641 ]
+INFO:root:Average loss=0.3557039323525551
+INFO:root:
+[Valid][4][UTT][ MSE = 0.4442 | LCC = 0.7627 | SRCC = 0.7732 ]
+INFO:root:Average loss=0.3772805075232799
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3816 | LCC = 0.7775 | SRCC = 0.7786 ]
+INFO:root:Average loss=0.3755926938775258
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3889 | LCC = 0.7840 | SRCC = 0.7837 ]
+INFO:root:Average loss=0.33382165279143894
+INFO:root:
+[Valid][7][UTT][ MSE = 0.4150 | LCC = 0.7837 | SRCC = 0.7876 ]
+INFO:root:Average loss=0.35614499105856967
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3999 | LCC = 0.7898 | SRCC = 0.7896 ]
+INFO:root:Average loss=0.31742671514168763
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3383 | LCC = 0.7871 | SRCC = 0.7906 ]
+INFO:root:Average loss=0.3147903044636433
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3937 | LCC = 0.7951 | SRCC = 0.7972 ]
+INFO:root:Average loss=0.32551616258346117
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3781 | LCC = 0.7992 | SRCC = 0.7993 ]
+INFO:root:Average loss=0.34049213257355565
+INFO:root:
+[Valid][12][UTT][ MSE = 0.4585 | LCC = 0.7973 | SRCC = 0.8017 ]
+INFO:root:Average loss=0.3466266693595128
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3762 | LCC = 0.7966 | SRCC = 0.7947 ]
+INFO:root:Average loss=0.30925640158164197
+INFO:root:
+[Valid][14][UTT][ MSE = 0.4061 | LCC = 0.8015 | SRCC = 0.8014 ]
+INFO:root:Average loss=0.30770480995758986
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3715 | LCC = 0.8040 | SRCC = 0.8031 ]
+INFO:root:Average loss=0.29292874401196456
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3240 | LCC = 0.8037 | SRCC = 0.8033 ]
+INFO:root:Average loss=0.2952551343120061
+INFO:root:
+[Valid][17][UTT][ MSE = 0.3670 | LCC = 0.8071 | SRCC = 0.8074 ]
+INFO:root:Average loss=0.33644014539626926
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3722 | LCC = 0.8059 | SRCC = 0.8057 ]
+INFO:root:Average loss=0.32253950394881076
+INFO:root:
+[Valid][19][UTT][ MSE = 0.3672 | LCC = 0.8078 | SRCC = 0.8087 ]
+INFO:root:Average loss=0.30008579389407086
+INFO:root:
+[Valid][20][UTT][ MSE = 0.3328 | LCC = 0.8028 | SRCC = 0.8031 ]
+INFO:root:Average loss=0.29782283707306934
+INFO:root:
+[Valid][21][UTT][ MSE = 0.3807 | LCC = 0.8116 | SRCC = 0.8104 ]
+INFO:root:Average loss=0.29301549819035405
+INFO:root:
+[Valid][22][UTT][ MSE = 0.4340 | LCC = 0.8114 | SRCC = 0.8106 ]
+INFO:root:Average loss=0.3072131071717311
+INFO:root:
+[Valid][23][UTT][ MSE = 0.3356 | LCC = 0.8097 | SRCC = 0.8093 ]
+INFO:root:Average loss=0.28786266098419827
+INFO:root:
+[Valid][24][UTT][ MSE = 0.3029 | LCC = 0.8053 | SRCC = 0.8075 ]
+INFO:root:Average loss=0.29310321769653225
+INFO:root:
+[Valid][25][UTT][ MSE = 0.3536 | LCC = 0.8119 | SRCC = 0.8122 ]
+INFO:root:Average loss=0.28970870776818347
+INFO:root:
+[Valid][26][UTT][ MSE = 0.3620 | LCC = 0.8040 | SRCC = 0.8074 ]
+INFO:root:Average loss=0.27608862633888537
+INFO:root:
+[Valid][27][UTT][ MSE = 0.3451 | LCC = 0.8156 | SRCC = 0.8139 ]
+INFO:root:Average loss=0.27924639750749636
+INFO:root:
+[Valid][28][UTT][ MSE = 0.3395 | LCC = 0.8153 | SRCC = 0.8148 ]
+INFO:root:Average loss=0.2864933799092586
+INFO:root:
+[Valid][29][UTT][ MSE = 0.3340 | LCC = 0.8154 | SRCC = 0.8129 ]
+INFO:root:Average loss=0.2967428853496527
+INFO:root:
+[Valid][30][UTT][ MSE = 0.3296 | LCC = 0.8172 | SRCC = 0.8164 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.3042 | LCC = 0.8362 | SRCC = 0.8360 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer11/run3/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer11/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer11/run3/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer11/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..034a913aaa8c018178b4097a674f6ed3606a1b67
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer11/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:31ebfbf93784f981fb56f1903b11bf73d163febc6411afda3ebd1b5c42b83dfd
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer11/run3/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer11/run3/model_best.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer11/run3/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_1epoch/layer11/run3/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer11/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..ad8dafee1a0bb7477dd31c6bb44303a93416e128
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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=0.696067886474805
+INFO:root:
+[Valid][0][UTT][ MSE = 0.5179 | LCC = 0.6556 | SRCC = 0.6590 ]
+INFO:root:Average loss=0.44739482761957705
+INFO:root:
+[Valid][1][UTT][ MSE = 0.5517 | LCC = 0.7096 | SRCC = 0.7462 ]
+INFO:root:Average loss=0.3830511042704949
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3875 | LCC = 0.7497 | SRCC = 0.7602 ]
+INFO:root:Average loss=0.38545174476427907
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3973 | LCC = 0.7579 | SRCC = 0.7660 ]
+INFO:root:Average loss=0.38210188731169087
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3735 | LCC = 0.7675 | SRCC = 0.7702 ]
+INFO:root:Average loss=0.4005351104797461
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3601 | LCC = 0.7682 | SRCC = 0.7728 ]
+INFO:root:Average loss=0.33564635003224397
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3727 | LCC = 0.7756 | SRCC = 0.7815 ]
+INFO:root:Average loss=0.35139848330082035
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3497 | LCC = 0.7824 | SRCC = 0.7838 ]
+INFO:root:Average loss=0.3481192625103853
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3655 | LCC = 0.7852 | SRCC = 0.7878 ]
+INFO:root:Average loss=0.34001534183820087
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3633 | LCC = 0.7868 | SRCC = 0.7874 ]
+INFO:root:Average loss=0.3134442233504393
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3377 | LCC = 0.7893 | SRCC = 0.7922 ]
+INFO:root:Average loss=0.3428114320223148
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3650 | LCC = 0.7949 | SRCC = 0.7955 ]
+INFO:root:Average loss=0.3338470262212631
+INFO:root:
+[Valid][12][UTT][ MSE = 0.4090 | LCC = 0.7799 | SRCC = 0.7894 ]
+INFO:root:Average loss=0.3234367775611388
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3352 | LCC = 0.7934 | SRCC = 0.7966 ]
+INFO:root:Average loss=0.32435524520965725
+INFO:root:
+[Valid][14][UTT][ MSE = 0.3531 | LCC = 0.7989 | SRCC = 0.8006 ]
+INFO:root:Average loss=0.36163984678494626
+INFO:root:
+[Valid][15][UTT][ MSE = 0.4671 | LCC = 0.7902 | SRCC = 0.7992 ]
+INFO:root:Average loss=0.32743537655243504
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3657 | LCC = 0.7930 | SRCC = 0.7970 ]
+INFO:root:Average loss=0.320269026244298
+INFO:root:
+[Valid][17][UTT][ MSE = 0.3388 | LCC = 0.8004 | SRCC = 0.8021 ]
+INFO:root:Average loss=0.3269584895326541
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3997 | LCC = 0.8004 | SRCC = 0.8007 ]
+INFO:root:Average loss=0.3281559944152832
+INFO:root:
+[Valid][19][UTT][ MSE = 0.3254 | LCC = 0.7997 | SRCC = 0.8033 ]
+INFO:root:Average loss=0.31543307598584736
+INFO:root:
+[Valid][20][UTT][ MSE = 0.3537 | LCC = 0.8034 | SRCC = 0.8037 ]
+INFO:root:Average loss=0.2931396451133948
+INFO:root:
+[Valid][21][UTT][ MSE = 0.3467 | LCC = 0.7998 | SRCC = 0.8057 ]
+INFO:root:Average loss=0.3020174054381175
+INFO:root:
+[Valid][22][UTT][ MSE = 0.3369 | LCC = 0.8035 | SRCC = 0.8027 ]
+INFO:root:Average loss=0.2944817732159908
+INFO:root:
+[Valid][23][UTT][ MSE = 0.3415 | LCC = 0.8067 | SRCC = 0.8068 ]
+INFO:root:Average loss=0.2979569958570676
+INFO:root:
+[Valid][24][UTT][ MSE = 0.3795 | LCC = 0.7986 | SRCC = 0.8057 ]
+INFO:root:Average loss=0.2853924439121515
+INFO:root:
+[Valid][25][UTT][ MSE = 0.3471 | LCC = 0.8087 | SRCC = 0.8097 ]
+INFO:root:Average loss=0.292974207454767
+INFO:root:
+[Valid][26][UTT][ MSE = 0.3312 | LCC = 0.8116 | SRCC = 0.8094 ]
+INFO:root:Average loss=0.3221439260702867
+INFO:root:
+[Valid][27][UTT][ MSE = 0.3133 | LCC = 0.8106 | SRCC = 0.8108 ]
+INFO:root:Average loss=0.29090672654983324
+INFO:root:
+[Valid][28][UTT][ MSE = 0.3578 | LCC = 0.8103 | SRCC = 0.8110 ]
+INFO:root:Average loss=0.2899026366380545
+INFO:root:
+[Valid][29][UTT][ MSE = 0.3106 | LCC = 0.8123 | SRCC = 0.8120 ]
+INFO:root:Average loss=0.27947496011471135
+INFO:root:
+[Valid][30][UTT][ MSE = 0.3250 | LCC = 0.8126 | SRCC = 0.8104 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2931 | LCC = 0.8325 | SRCC = 0.8324 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer11/run4/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer11/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer11/run4/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer11/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..fe9b001c84c15da48428d747ba2e5215703c986b
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer11/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_1epoch/layer11/run4/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer11/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..5fed18d8f8830b9238bbe22663a0914995add109
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer11/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_1epoch/layer11/run4/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer11/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..822c052e24b4f5d1a2962a47e73cc62c1ee39999
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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=0.6719757731144245
+INFO:root:
+[Valid][0][UTT][ MSE = 0.5131 | LCC = 0.6632 | SRCC = 0.6673 ]
+INFO:root:Average loss=0.4668231461292658
+INFO:root:
+[Valid][1][UTT][ MSE = 0.6290 | LCC = 0.6977 | SRCC = 0.7356 ]
+INFO:root:Average loss=0.42790496311126613
+INFO:root:
+[Valid][2][UTT][ MSE = 0.5095 | LCC = 0.7486 | SRCC = 0.7531 ]
+INFO:root:Average loss=0.4513587269645471
+INFO:root:
+[Valid][3][UTT][ MSE = 0.4615 | LCC = 0.7569 | SRCC = 0.7573 ]
+INFO:root:Average loss=0.37459823928582364
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3913 | LCC = 0.7520 | SRCC = 0.7644 ]
+INFO:root:Average loss=0.34722048273453343
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3630 | LCC = 0.7702 | SRCC = 0.7716 ]
+INFO:root:Average loss=0.3648690172494986
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3811 | LCC = 0.7764 | SRCC = 0.7775 ]
+INFO:root:Average loss=0.3430271137219209
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3827 | LCC = 0.7780 | SRCC = 0.7805 ]
+INFO:root:Average loss=0.34315945513737506
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3631 | LCC = 0.7856 | SRCC = 0.7858 ]
+INFO:root:Average loss=0.34938202301661175
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3529 | LCC = 0.7858 | SRCC = 0.7877 ]
+INFO:root:Average loss=0.3332203555947695
+INFO:root:
+[Valid][10][UTT][ MSE = 0.4450 | LCC = 0.7799 | SRCC = 0.7873 ]
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+INFO:root:
+[Valid][11][UTT][ MSE = 0.3306 | LCC = 0.7876 | SRCC = 0.7914 ]
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+INFO:root:
+[Valid][12][UTT][ MSE = 0.3752 | LCC = 0.7891 | SRCC = 0.7915 ]
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+INFO:root:
+[Valid][13][UTT][ MSE = 0.4314 | LCC = 0.7860 | SRCC = 0.7941 ]
+INFO:root:Average loss=0.33698544211876696
+INFO:root:
+[Valid][14][UTT][ MSE = 0.3601 | LCC = 0.7951 | SRCC = 0.7964 ]
+INFO:root:Average loss=0.3016122806912813
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3576 | LCC = 0.7992 | SRCC = 0.8003 ]
+INFO:root:Average loss=0.31358648110658693
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3593 | LCC = 0.8023 | SRCC = 0.8007 ]
+INFO:root:Average loss=0.3239632657705209
+INFO:root:
+[Valid][17][UTT][ MSE = 0.3507 | LCC = 0.7973 | SRCC = 0.8013 ]
+INFO:root:Average loss=0.29884785872239333
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3279 | LCC = 0.8018 | SRCC = 0.8026 ]
+INFO:root:Average loss=0.30492276087021214
+INFO:root:
+[Valid][19][UTT][ MSE = 0.3230 | LCC = 0.8061 | SRCC = 0.8051 ]
+INFO:root:Average loss=0.31662165316251606
+INFO:root:
+[Valid][20][UTT][ MSE = 0.3655 | LCC = 0.8064 | SRCC = 0.8058 ]
+INFO:root:Average loss=0.2967403937990849
+INFO:root:
+[Valid][21][UTT][ MSE = 0.3336 | LCC = 0.8087 | SRCC = 0.8089 ]
+INFO:root:Average loss=0.3065907332377556
+INFO:root:
+[Valid][22][UTT][ MSE = 0.3164 | LCC = 0.8072 | SRCC = 0.8074 ]
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+INFO:root:
+[Valid][23][UTT][ MSE = 0.3508 | LCC = 0.8069 | SRCC = 0.8080 ]
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+INFO:root:
+[Valid][24][UTT][ MSE = 0.3845 | LCC = 0.8043 | SRCC = 0.8063 ]
+INFO:root:Average loss=0.3072003649595456
+INFO:root:
+[Valid][25][UTT][ MSE = 0.3049 | LCC = 0.8076 | SRCC = 0.8088 ]
+INFO:root:Average loss=0.2887019900939403
+INFO:root:
+[Valid][26][UTT][ MSE = 0.3483 | LCC = 0.8100 | SRCC = 0.8077 ]
+INFO:root:Average loss=0.2966570531328519
+INFO:root:
+[Valid][27][UTT][ MSE = 0.3281 | LCC = 0.8120 | SRCC = 0.8113 ]
+INFO:root:Average loss=0.30381793834460086
+INFO:root:
+[Valid][28][UTT][ MSE = 0.4268 | LCC = 0.8092 | SRCC = 0.8101 ]
+INFO:root:Average loss=0.2822307539291871
+INFO:root:
+[Valid][29][UTT][ MSE = 0.3347 | LCC = 0.8115 | SRCC = 0.8099 ]
+INFO:root:Average loss=0.27498845966198504
+INFO:root:
+[Valid][30][UTT][ MSE = 0.3117 | LCC = 0.8111 | SRCC = 0.8128 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2934 | LCC = 0.8318 | SRCC = 0.8330 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer2/run0/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer2/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer2/run0/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer2/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..340042e6863c2a6c4b566e0ea45c3f4e17b477b2
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer2/run0/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer2/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_1epoch/layer2/run0/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer2/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..7bee342c9728103f727bd8d566539658f9e1249e
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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=0.5257896505869352
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3500 | LCC = 0.7940 | SRCC = 0.7978 ]
+INFO:root:Average loss=0.29390427986016643
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2888 | LCC = 0.8232 | SRCC = 0.8239 ]
+INFO:root:Average loss=0.2717740510900815
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2821 | LCC = 0.8392 | SRCC = 0.8386 ]
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+INFO:root:
+[Valid][3][UTT][ MSE = 0.2815 | LCC = 0.8441 | SRCC = 0.8417 ]
+INFO:root:Average loss=0.2330928316865212
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2450 | LCC = 0.8557 | SRCC = 0.8541 ]
+INFO:root:Average loss=0.23297691173278368
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3056 | LCC = 0.8524 | SRCC = 0.8544 ]
+INFO:root:Average loss=0.20912960114387366
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2453 | LCC = 0.8589 | SRCC = 0.8598 ]
+INFO:root:Average loss=0.2161360216828493
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3269 | LCC = 0.8527 | SRCC = 0.8537 ]
+INFO:root:Average loss=0.19873482151291308
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2417 | LCC = 0.8667 | SRCC = 0.8646 ]
+INFO:root:Average loss=0.1776239475569664
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2616 | LCC = 0.8655 | SRCC = 0.8655 ]
+INFO:root:Average loss=0.18613015965391427
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2224 | LCC = 0.8670 | SRCC = 0.8659 ]
+INFO:root:Average loss=0.1663434831186747
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2732 | LCC = 0.8590 | SRCC = 0.8628 ]
+INFO:root:Average loss=0.1611979954326764
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2700 | LCC = 0.8654 | SRCC = 0.8654 ]
+INFO:root:Average loss=0.16435286307182068
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2186 | LCC = 0.8680 | SRCC = 0.8676 ]
+INFO:root:Average loss=0.14479866471046057
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2178 | LCC = 0.8705 | SRCC = 0.8697 ]
+INFO:root:Average loss=0.14823849050280374
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2644 | LCC = 0.8732 | SRCC = 0.8727 ]
+INFO:root:Average loss=0.14207540567104632
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2244 | LCC = 0.8692 | SRCC = 0.8685 ]
+INFO:root:Average loss=0.14957011596132547
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2260 | LCC = 0.8698 | SRCC = 0.8682 ]
+INFO:root:Average loss=0.13336871277827483
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2339 | LCC = 0.8690 | SRCC = 0.8677 ]
+INFO:root:Average loss=0.12582196180637067
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2065 | LCC = 0.8712 | SRCC = 0.8707 ]
+INFO:root:Average loss=0.13058685740599266
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2256 | LCC = 0.8685 | SRCC = 0.8675 ]
+INFO:root:Average loss=0.11733245897369507
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2166 | LCC = 0.8677 | SRCC = 0.8672 ]
+INFO:root:Average loss=0.10724078080593011
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2664 | LCC = 0.8626 | SRCC = 0.8628 ]
+INFO:root:Average loss=0.10418081570130128
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2130 | LCC = 0.8676 | SRCC = 0.8665 ]
+INFO:root:Average loss=0.11156407533547817
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2346 | LCC = 0.8678 | SRCC = 0.8675 ]
+INFO:root:Average loss=0.10297142695157956
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2554 | LCC = 0.8645 | SRCC = 0.8646 ]
+INFO:root:Average loss=0.09605239145457745
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2437 | LCC = 0.8634 | SRCC = 0.8638 ]
+INFO:root:Average loss=0.10283147963957909
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2470 | LCC = 0.8667 | SRCC = 0.8656 ]
+INFO:root:Average loss=0.0860361859966547
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2316 | LCC = 0.8650 | SRCC = 0.8636 ]
+INFO:root:Average loss=0.0857858635389652
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2228 | LCC = 0.8631 | SRCC = 0.8622 ]
+INFO:root:Average loss=0.08350406090418498
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2173 | LCC = 0.8658 | SRCC = 0.8653 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2911 | LCC = 0.8617 | SRCC = 0.8652 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer2/run1/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer2/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer2/run1/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer2/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..02115b64c0aa22ca1dfa343b203e332f046a047c
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer2/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f6ba652cc6930b89c7f76f81578ed2c6b8a3dacb338a5f160c941b53f609d8fe
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer2/run1/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer2/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..a1da4665a9274b10e46f82e9ce5b433904e5266a
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer2/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:17f354dfcb22b015f0678f2474a358c00b6a2702c87b63a724ea07816cbfaf3d
+size 2749702
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer2/run1/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer2/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..f276a94d9e4c3efc7ffb7852c1371cdfbb3ef452
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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=0.5287098502501463
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3488 | LCC = 0.7808 | SRCC = 0.7847 ]
+INFO:root:Average loss=0.2881285844322963
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3041 | LCC = 0.8123 | SRCC = 0.8156 ]
+INFO:root:Average loss=0.261272760728995
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2804 | LCC = 0.8343 | SRCC = 0.8350 ]
+INFO:root:Average loss=0.24338845106271598
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2720 | LCC = 0.8445 | SRCC = 0.8441 ]
+INFO:root:Average loss=0.22680289489336503
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2690 | LCC = 0.8502 | SRCC = 0.8518 ]
+INFO:root:Average loss=0.21640318345565063
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2626 | LCC = 0.8539 | SRCC = 0.8531 ]
+INFO:root:Average loss=0.20221963448402208
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2465 | LCC = 0.8601 | SRCC = 0.8591 ]
+INFO:root:Average loss=0.2140435971892797
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2638 | LCC = 0.8550 | SRCC = 0.8545 ]
+INFO:root:Average loss=0.19140188854474288
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2550 | LCC = 0.8578 | SRCC = 0.8587 ]
+INFO:root:Average loss=0.19168822085246062
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2750 | LCC = 0.8521 | SRCC = 0.8529 ]
+INFO:root:Average loss=0.19425619727908036
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2467 | LCC = 0.8643 | SRCC = 0.8622 ]
+INFO:root:Average loss=0.17924726658906692
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2604 | LCC = 0.8632 | SRCC = 0.8652 ]
+INFO:root:Average loss=0.15615186276726234
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2247 | LCC = 0.8652 | SRCC = 0.8641 ]
+INFO:root:Average loss=0.15017043197384247
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2481 | LCC = 0.8663 | SRCC = 0.8656 ]
+INFO:root:Average loss=0.15655294366371938
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2338 | LCC = 0.8679 | SRCC = 0.8664 ]
+INFO:root:Average loss=0.14853517586986223
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2652 | LCC = 0.8620 | SRCC = 0.8655 ]
+INFO:root:Average loss=0.14221041210186788
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2090 | LCC = 0.8708 | SRCC = 0.8704 ]
+INFO:root:Average loss=0.13889130481924766
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2214 | LCC = 0.8679 | SRCC = 0.8676 ]
+INFO:root:Average loss=0.12663726957562643
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2177 | LCC = 0.8695 | SRCC = 0.8691 ]
+INFO:root:Average loss=0.11961111856194642
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2505 | LCC = 0.8658 | SRCC = 0.8660 ]
+INFO:root:Average loss=0.12330102462034959
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2179 | LCC = 0.8682 | SRCC = 0.8679 ]
+INFO:root:Average loss=0.11604962755854313
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2318 | LCC = 0.8681 | SRCC = 0.8670 ]
+INFO:root:Average loss=0.1068080733410823
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2336 | LCC = 0.8671 | SRCC = 0.8668 ]
+INFO:root:Average loss=0.11316069549857041
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2215 | LCC = 0.8676 | SRCC = 0.8666 ]
+INFO:root:Average loss=0.09469352576595086
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2197 | LCC = 0.8646 | SRCC = 0.8633 ]
+INFO:root:Average loss=0.10969513138899437
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2281 | LCC = 0.8677 | SRCC = 0.8669 ]
+INFO:root:Average loss=0.10534102517442825
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2420 | LCC = 0.8671 | SRCC = 0.8660 ]
+INFO:root:Average loss=0.09627249975426075
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2364 | LCC = 0.8657 | SRCC = 0.8654 ]
+INFO:root:Average loss=0.09307854794538938
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2495 | LCC = 0.8648 | SRCC = 0.8650 ]
+INFO:root:Average loss=0.09317104561397663
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2580 | LCC = 0.8650 | SRCC = 0.8652 ]
+INFO:root:Average loss=0.08644764579068391
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2505 | LCC = 0.8656 | SRCC = 0.8655 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2280 | LCC = 0.8621 | SRCC = 0.8613 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer2/run2/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer2/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer2/run2/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer2/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..da9eabe17f5e81ab4b6266e5adaa17f96999da39
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer2/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:75da675c4d7103cdc51c79d0f17f21c672b71f017059666c7d008ba48b8e8879
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer2/run2/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer2/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..152d65b73e6f3b00a28c155b64a8388de951b9df
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer2/run2/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:105075199405194b802aa30f2fef66e972a1c1f7540e7c7d634c470894fb81e9
+size 2749702
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer2/run2/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer2/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..7fec1c49183ecb1eccc41d269bf73a0866cc4cf8
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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=0.6134536875746189
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3860 | LCC = 0.7728 | SRCC = 0.7805 ]
+INFO:root:Average loss=0.3012857158214618
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3853 | LCC = 0.8225 | SRCC = 0.8268 ]
+INFO:root:Average loss=0.2648990689179836
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3257 | LCC = 0.8338 | SRCC = 0.8382 ]
+INFO:root:Average loss=0.24655638062036955
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2989 | LCC = 0.8428 | SRCC = 0.8447 ]
+INFO:root:Average loss=0.24201374042492646
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2926 | LCC = 0.8524 | SRCC = 0.8523 ]
+INFO:root:Average loss=0.2108012086305863
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3245 | LCC = 0.8516 | SRCC = 0.8550 ]
+INFO:root:Average loss=0.2067439622986011
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2589 | LCC = 0.8584 | SRCC = 0.8585 ]
+INFO:root:Average loss=0.1968615553700007
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3019 | LCC = 0.8606 | SRCC = 0.8616 ]
+INFO:root:Average loss=0.1954668416426732
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3335 | LCC = 0.8590 | SRCC = 0.8618 ]
+INFO:root:Average loss=0.17317094873541442
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3192 | LCC = 0.8551 | SRCC = 0.8601 ]
+INFO:root:Average loss=0.17348937031168205
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2402 | LCC = 0.8627 | SRCC = 0.8613 ]
+INFO:root:Average loss=0.17883843183517456
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2321 | LCC = 0.8673 | SRCC = 0.8668 ]
+INFO:root:Average loss=0.1741687260950223
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2236 | LCC = 0.8659 | SRCC = 0.8652 ]
+INFO:root:Average loss=0.1560684389028794
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2269 | LCC = 0.8664 | SRCC = 0.8650 ]
+INFO:root:Average loss=0.15143321588253364
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2260 | LCC = 0.8681 | SRCC = 0.8677 ]
+INFO:root:Average loss=0.13724945982297262
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2802 | LCC = 0.8625 | SRCC = 0.8625 ]
+INFO:root:Average loss=0.1296961825245466
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2195 | LCC = 0.8660 | SRCC = 0.8656 ]
+INFO:root:Average loss=0.12302860694053845
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2965 | LCC = 0.8604 | SRCC = 0.8625 ]
+INFO:root:Average loss=0.1255027495133571
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2416 | LCC = 0.8591 | SRCC = 0.8613 ]
+INFO:root:Average loss=0.1248634659135953
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2747 | LCC = 0.8644 | SRCC = 0.8648 ]
+INFO:root:Average loss=0.11007084430028231
+INFO:root:
+[Valid][20][UTT][ MSE = 0.3123 | LCC = 0.8573 | SRCC = 0.8611 ]
+INFO:root:Average loss=0.11195500051746002
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2932 | LCC = 0.8586 | SRCC = 0.8604 ]
+INFO:root:Average loss=0.09976279558852696
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2453 | LCC = 0.8612 | SRCC = 0.8620 ]
+INFO:root:Average loss=0.10557822768504803
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2859 | LCC = 0.8588 | SRCC = 0.8613 ]
+INFO:root:Average loss=0.09668892994523048
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2225 | LCC = 0.8626 | SRCC = 0.8624 ]
+INFO:root:Average loss=0.08954252570103376
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2616 | LCC = 0.8634 | SRCC = 0.8632 ]
+INFO:root:Average loss=0.08872864013298964
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2214 | LCC = 0.8670 | SRCC = 0.8656 ]
+INFO:root:Average loss=0.09109301377947514
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2619 | LCC = 0.8621 | SRCC = 0.8610 ]
+INFO:root:Average loss=0.08322920416219112
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2439 | LCC = 0.8651 | SRCC = 0.8643 ]
+INFO:root:Average loss=0.07948517135511605
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2267 | LCC = 0.8615 | SRCC = 0.8601 ]
+INFO:root:Average loss=0.08469032142788936
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2860 | LCC = 0.8611 | SRCC = 0.8594 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2278 | LCC = 0.8649 | SRCC = 0.8652 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer2/run3/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer2/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer2/run3/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer2/run3/model.pt
new file mode 100644
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+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer2/run3/model.pt
@@ -0,0 +1,3 @@
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer2/run3/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer2/run3/model_best.pt
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer2/run3/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer2/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..9490c3d321f22bb818bbb77f168f3a86a7eb173c
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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=0.6195858424672713
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4380 | LCC = 0.7326 | SRCC = 0.7402 ]
+INFO:root:Average loss=0.3156170210777185
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3093 | LCC = 0.8044 | SRCC = 0.8080 ]
+INFO:root:Average loss=0.2896283903183081
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3065 | LCC = 0.8269 | SRCC = 0.8264 ]
+INFO:root:Average loss=0.2684409857178346
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2809 | LCC = 0.8365 | SRCC = 0.8376 ]
+INFO:root:Average loss=0.22708575236491668
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2699 | LCC = 0.8467 | SRCC = 0.8452 ]
+INFO:root:Average loss=0.2212251304433896
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2637 | LCC = 0.8516 | SRCC = 0.8506 ]
+INFO:root:Average loss=0.208092318322414
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2527 | LCC = 0.8564 | SRCC = 0.8561 ]
+INFO:root:Average loss=0.20113589347173005
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2451 | LCC = 0.8571 | SRCC = 0.8579 ]
+INFO:root:Average loss=0.19063082623940247
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2459 | LCC = 0.8589 | SRCC = 0.8584 ]
+INFO:root:Average loss=0.21377972522989297
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2489 | LCC = 0.8621 | SRCC = 0.8642 ]
+INFO:root:Average loss=0.17038979553259337
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2256 | LCC = 0.8650 | SRCC = 0.8660 ]
+INFO:root:Average loss=0.1625634110890902
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2319 | LCC = 0.8665 | SRCC = 0.8652 ]
+INFO:root:Average loss=0.1591520453683841
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2377 | LCC = 0.8653 | SRCC = 0.8654 ]
+INFO:root:Average loss=0.15835880698301855
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2200 | LCC = 0.8675 | SRCC = 0.8670 ]
+INFO:root:Average loss=0.147314321822845
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2433 | LCC = 0.8661 | SRCC = 0.8662 ]
+INFO:root:Average loss=0.14497012998431158
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2317 | LCC = 0.8655 | SRCC = 0.8646 ]
+INFO:root:Average loss=0.13653575609891844
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2310 | LCC = 0.8687 | SRCC = 0.8677 ]
+INFO:root:Average loss=0.14133015017096812
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2373 | LCC = 0.8623 | SRCC = 0.8610 ]
+INFO:root:Average loss=0.12420151354028629
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2284 | LCC = 0.8670 | SRCC = 0.8681 ]
+INFO:root:Average loss=0.12491250296051686
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2433 | LCC = 0.8650 | SRCC = 0.8656 ]
+INFO:root:Average loss=0.12227073216285461
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2293 | LCC = 0.8692 | SRCC = 0.8688 ]
+INFO:root:Average loss=0.11210020965872666
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2276 | LCC = 0.8701 | SRCC = 0.8702 ]
+INFO:root:Average loss=0.10940180585170403
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2090 | LCC = 0.8683 | SRCC = 0.8693 ]
+INFO:root:Average loss=0.1180838317825244
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2225 | LCC = 0.8675 | SRCC = 0.8670 ]
+INFO:root:Average loss=0.10510279324192268
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2422 | LCC = 0.8671 | SRCC = 0.8669 ]
+INFO:root:Average loss=0.10240360550009288
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2456 | LCC = 0.8638 | SRCC = 0.8659 ]
+INFO:root:Average loss=0.09889132204728249
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2183 | LCC = 0.8692 | SRCC = 0.8695 ]
+INFO:root:Average loss=0.09283830841573384
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2453 | LCC = 0.8620 | SRCC = 0.8650 ]
+INFO:root:Average loss=0.09371154172680317
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2265 | LCC = 0.8632 | SRCC = 0.8622 ]
+INFO:root:Average loss=0.0877839991201957
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2389 | LCC = 0.8641 | SRCC = 0.8651 ]
+INFO:root:Average loss=0.09292326141626407
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2432 | LCC = 0.8610 | SRCC = 0.8614 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2181 | LCC = 0.8676 | SRCC = 0.8669 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer2/run4/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer2/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer2/run4/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer2/run4/model.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer2/run4/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer2/run4/model_best.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer2/run4/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer2/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..66791404da8abc55d989dac8b65be622cfd58ce7
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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=0.5978834564105059
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3800 | LCC = 0.7522 | SRCC = 0.7623 ]
+INFO:root:Average loss=0.31030287459874767
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3356 | LCC = 0.8113 | SRCC = 0.8152 ]
+INFO:root:Average loss=0.26169841316265935
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3051 | LCC = 0.8273 | SRCC = 0.8316 ]
+INFO:root:Average loss=0.24917863729672554
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3011 | LCC = 0.8317 | SRCC = 0.8412 ]
+INFO:root:Average loss=0.25673077618464446
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3285 | LCC = 0.8460 | SRCC = 0.8456 ]
+INFO:root:Average loss=0.22252921473521453
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2742 | LCC = 0.8484 | SRCC = 0.8510 ]
+INFO:root:Average loss=0.20971343265129969
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2669 | LCC = 0.8461 | SRCC = 0.8491 ]
+INFO:root:Average loss=0.20177407066027322
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2472 | LCC = 0.8567 | SRCC = 0.8581 ]
+INFO:root:Average loss=0.18947780552582863
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2526 | LCC = 0.8609 | SRCC = 0.8615 ]
+INFO:root:Average loss=0.17852244774500528
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2602 | LCC = 0.8625 | SRCC = 0.8639 ]
+INFO:root:Average loss=0.17933881951448244
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2607 | LCC = 0.8663 | SRCC = 0.8666 ]
+INFO:root:Average loss=0.17741173314742553
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2347 | LCC = 0.8614 | SRCC = 0.8626 ]
+INFO:root:Average loss=0.17052806445803398
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2662 | LCC = 0.8645 | SRCC = 0.8643 ]
+INFO:root:Average loss=0.1649694943275207
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2265 | LCC = 0.8622 | SRCC = 0.8629 ]
+INFO:root:Average loss=0.1468241191827334
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2265 | LCC = 0.8645 | SRCC = 0.8653 ]
+INFO:root:Average loss=0.14932083128354487
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2346 | LCC = 0.8672 | SRCC = 0.8660 ]
+INFO:root:Average loss=0.13617946885717222
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2231 | LCC = 0.8609 | SRCC = 0.8631 ]
+INFO:root:Average loss=0.12965641342676604
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2336 | LCC = 0.8665 | SRCC = 0.8656 ]
+INFO:root:Average loss=0.12887808422629649
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2199 | LCC = 0.8641 | SRCC = 0.8639 ]
+INFO:root:Average loss=0.1291970175046187
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2233 | LCC = 0.8701 | SRCC = 0.8707 ]
+INFO:root:Average loss=0.12774033481493974
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2240 | LCC = 0.8700 | SRCC = 0.8692 ]
+INFO:root:Average loss=0.11532481435017708
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2533 | LCC = 0.8715 | SRCC = 0.8697 ]
+INFO:root:Average loss=0.11222716994010486
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2163 | LCC = 0.8698 | SRCC = 0.8692 ]
+INFO:root:Average loss=0.10581898011076145
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2326 | LCC = 0.8648 | SRCC = 0.8663 ]
+INFO:root:Average loss=0.11377968276158357
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2064 | LCC = 0.8681 | SRCC = 0.8681 ]
+INFO:root:Average loss=0.09843868332413527
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2403 | LCC = 0.8692 | SRCC = 0.8690 ]
+INFO:root:Average loss=0.09464189204841088
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2609 | LCC = 0.8734 | SRCC = 0.8726 ]
+INFO:root:Average loss=0.09281619514028232
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2171 | LCC = 0.8651 | SRCC = 0.8650 ]
+INFO:root:Average loss=0.09352945149517976
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2197 | LCC = 0.8662 | SRCC = 0.8658 ]
+INFO:root:Average loss=0.08340874605644973
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2153 | LCC = 0.8619 | SRCC = 0.8617 ]
+INFO:root:Average loss=0.09119564433319446
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2478 | LCC = 0.8706 | SRCC = 0.8705 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.3159 | LCC = 0.8572 | SRCC = 0.8618 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer3/run0/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer3/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer3/run0/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer3/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ad803032fca96a7c576f8b236894a6335cf30091
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer3/run0/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer3/run0/model_best.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer3/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_1epoch/layer3/run0/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer3/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..7d950203bdc0c8e37a91de7b5c0900b9178cf494
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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=0.5647239218919705
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4680 | LCC = 0.7858 | SRCC = 0.7874 ]
+INFO:root:Average loss=0.3410618400726563
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3329 | LCC = 0.8164 | SRCC = 0.8115 ]
+INFO:root:Average loss=0.2812061080565819
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2926 | LCC = 0.8365 | SRCC = 0.8332 ]
+INFO:root:Average loss=0.2761884024127936
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2668 | LCC = 0.8437 | SRCC = 0.8420 ]
+INFO:root:Average loss=0.26430769856923664
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2811 | LCC = 0.8499 | SRCC = 0.8472 ]
+INFO:root:Average loss=0.254449585882517
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2819 | LCC = 0.8487 | SRCC = 0.8462 ]
+INFO:root:Average loss=0.22922181567320457
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3055 | LCC = 0.8503 | SRCC = 0.8541 ]
+INFO:root:Average loss=0.22669058713393334
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2747 | LCC = 0.8504 | SRCC = 0.8532 ]
+INFO:root:Average loss=0.2163306224422577
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2705 | LCC = 0.8591 | SRCC = 0.8596 ]
+INFO:root:Average loss=0.19689145827522644
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2557 | LCC = 0.8569 | SRCC = 0.8584 ]
+INFO:root:Average loss=0.20526903103559446
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2641 | LCC = 0.8635 | SRCC = 0.8629 ]
+INFO:root:Average loss=0.2016223730185093
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2368 | LCC = 0.8591 | SRCC = 0.8607 ]
+INFO:root:Average loss=0.18215477638519728
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2878 | LCC = 0.8624 | SRCC = 0.8621 ]
+INFO:root:Average loss=0.18155874101779398
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2327 | LCC = 0.8649 | SRCC = 0.8636 ]
+INFO:root:Average loss=0.16757575670878092
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2272 | LCC = 0.8660 | SRCC = 0.8645 ]
+INFO:root:Average loss=0.16834391901890436
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2447 | LCC = 0.8656 | SRCC = 0.8640 ]
+INFO:root:Average loss=0.17507949710274354
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2310 | LCC = 0.8658 | SRCC = 0.8648 ]
+INFO:root:Average loss=0.1587600076618867
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2773 | LCC = 0.8578 | SRCC = 0.8591 ]
+INFO:root:Average loss=0.16332609932392073
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3200 | LCC = 0.8587 | SRCC = 0.8623 ]
+INFO:root:Average loss=0.14849287500748268
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2337 | LCC = 0.8655 | SRCC = 0.8679 ]
+INFO:root:Average loss=0.14713038733372322
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2267 | LCC = 0.8664 | SRCC = 0.8676 ]
+INFO:root:Average loss=0.14337850218782058
+INFO:root:
+[Valid][21][UTT][ MSE = 0.3141 | LCC = 0.8656 | SRCC = 0.8681 ]
+INFO:root:Average loss=0.14075907424856454
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2431 | LCC = 0.8639 | SRCC = 0.8649 ]
+INFO:root:Average loss=0.1325373915143502
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2741 | LCC = 0.8585 | SRCC = 0.8602 ]
+INFO:root:Average loss=0.13497988000894204
+INFO:root:
+[Valid][24][UTT][ MSE = 0.3272 | LCC = 0.8571 | SRCC = 0.8625 ]
+INFO:root:Average loss=0.12566618516277045
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2281 | LCC = 0.8630 | SRCC = 0.8632 ]
+INFO:root:Average loss=0.12277904630471499
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2541 | LCC = 0.8601 | SRCC = 0.8600 ]
+INFO:root:Average loss=0.1253563510492826
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2609 | LCC = 0.8595 | SRCC = 0.8624 ]
+INFO:root:Average loss=0.10409027500412403
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2489 | LCC = 0.8631 | SRCC = 0.8634 ]
+INFO:root:Average loss=0.10797897735849404
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2819 | LCC = 0.8553 | SRCC = 0.8581 ]
+INFO:root:Average loss=0.11589474679949956
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2620 | LCC = 0.8558 | SRCC = 0.8575 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2217 | LCC = 0.8656 | SRCC = 0.8643 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer3/run1/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer3/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer3/run1/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer3/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..37d283b0ae5068cbd9d33aa71533d6d386e2b8b2
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer3/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_1epoch/layer3/run1/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer3/run1/model_best.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer3/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_1epoch/layer3/run1/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer3/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..17049f469eeb832284b1ef53e9bdeaac77add844
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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=0.5212870702529565
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3440 | LCC = 0.7842 | SRCC = 0.7905 ]
+INFO:root:Average loss=0.3182705224324495
+INFO:root:
+[Valid][1][UTT][ MSE = 0.4398 | LCC = 0.8129 | SRCC = 0.8176 ]
+INFO:root:Average loss=0.290779893214886
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2893 | LCC = 0.8326 | SRCC = 0.8332 ]
+INFO:root:Average loss=0.2551813985292728
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2903 | LCC = 0.8367 | SRCC = 0.8385 ]
+INFO:root:Average loss=0.24915531411384925
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2687 | LCC = 0.8476 | SRCC = 0.8467 ]
+INFO:root:Average loss=0.23830094112035555
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2659 | LCC = 0.8498 | SRCC = 0.8488 ]
+INFO:root:Average loss=0.22695255929078811
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2629 | LCC = 0.8472 | SRCC = 0.8506 ]
+INFO:root:Average loss=0.21186111045953554
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2388 | LCC = 0.8500 | SRCC = 0.8506 ]
+INFO:root:Average loss=0.21886918674676847
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2928 | LCC = 0.8533 | SRCC = 0.8546 ]
+INFO:root:Average loss=0.20764407744774452
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2773 | LCC = 0.8548 | SRCC = 0.8543 ]
+INFO:root:Average loss=0.1924352399431742
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2604 | LCC = 0.8531 | SRCC = 0.8539 ]
+INFO:root:Average loss=0.2063904595680726
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2369 | LCC = 0.8565 | SRCC = 0.8561 ]
+INFO:root:Average loss=0.1723469860660724
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2420 | LCC = 0.8567 | SRCC = 0.8573 ]
+INFO:root:Average loss=0.17707058185568222
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2592 | LCC = 0.8451 | SRCC = 0.8530 ]
+INFO:root:Average loss=0.17855595596707785
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2769 | LCC = 0.8583 | SRCC = 0.8565 ]
+INFO:root:Average loss=0.16686657023353454
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2484 | LCC = 0.8555 | SRCC = 0.8559 ]
+INFO:root:Average loss=0.1499461225974254
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2199 | LCC = 0.8600 | SRCC = 0.8618 ]
+INFO:root:Average loss=0.16103478578420785
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2304 | LCC = 0.8558 | SRCC = 0.8571 ]
+INFO:root:Average loss=0.14229142197813743
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2483 | LCC = 0.8532 | SRCC = 0.8510 ]
+INFO:root:Average loss=0.15283146280890855
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2593 | LCC = 0.8493 | SRCC = 0.8526 ]
+INFO:root:Average loss=0.13509977159973902
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2467 | LCC = 0.8526 | SRCC = 0.8551 ]
+INFO:root:Average loss=0.13982234064203042
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2506 | LCC = 0.8517 | SRCC = 0.8523 ]
+INFO:root:Average loss=0.15626555127211106
+INFO:root:
+[Valid][22][UTT][ MSE = 0.3419 | LCC = 0.8411 | SRCC = 0.8440 ]
+INFO:root:Average loss=0.12214213370894775
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2524 | LCC = 0.8545 | SRCC = 0.8549 ]
+INFO:root:Average loss=0.11877779872753681
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2320 | LCC = 0.8528 | SRCC = 0.8538 ]
+INFO:root:Average loss=0.11316404367486636
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2907 | LCC = 0.8474 | SRCC = 0.8499 ]
+INFO:root:Average loss=0.11078477746401078
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2314 | LCC = 0.8523 | SRCC = 0.8507 ]
+INFO:root:Average loss=0.11059136812885602
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2385 | LCC = 0.8533 | SRCC = 0.8527 ]
+INFO:root:Average loss=0.10368786542079388
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2350 | LCC = 0.8545 | SRCC = 0.8536 ]
+INFO:root:Average loss=0.10236656102232444
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2488 | LCC = 0.8519 | SRCC = 0.8526 ]
+INFO:root:Average loss=0.09652999463753822
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2320 | LCC = 0.8543 | SRCC = 0.8543 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2224 | LCC = 0.8622 | SRCC = 0.8630 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer3/run2/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer3/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer3/run2/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer3/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..c22bddd0d84a0748fd2acf6e5f14ee8dda76d454
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer3/run2/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer3/run2/model_best.pt
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer3/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_1epoch/layer3/run2/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer3/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..7f4e494f5d2e569184388c6d28ab5f3a61c9487a
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer3/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=0.7928560093427316
+INFO:root:
+[Valid][0][UTT][ MSE = 0.6787 | LCC = 0.7151 | SRCC = 0.7199 ]
+INFO:root:Average loss=0.3902478745350471
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3519 | LCC = 0.7956 | SRCC = 0.8041 ]
+INFO:root:Average loss=0.2743734151889116
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2882 | LCC = 0.8307 | SRCC = 0.8333 ]
+INFO:root:Average loss=0.25137868160620713
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2762 | LCC = 0.8411 | SRCC = 0.8432 ]
+INFO:root:Average loss=0.2639851260643739
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2951 | LCC = 0.8480 | SRCC = 0.8475 ]
+INFO:root:Average loss=0.23534684227063105
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3126 | LCC = 0.8478 | SRCC = 0.8488 ]
+INFO:root:Average loss=0.22653324787433332
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2825 | LCC = 0.8560 | SRCC = 0.8575 ]
+INFO:root:Average loss=0.22465931796110594
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2491 | LCC = 0.8578 | SRCC = 0.8581 ]
+INFO:root:Average loss=0.20903697227820373
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3776 | LCC = 0.8453 | SRCC = 0.8574 ]
+INFO:root:Average loss=0.19935064896559104
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2656 | LCC = 0.8543 | SRCC = 0.8618 ]
+INFO:root:Average loss=0.19032971962140158
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2348 | LCC = 0.8671 | SRCC = 0.8667 ]
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+INFO:root:
+[Valid][11][UTT][ MSE = 0.2477 | LCC = 0.8627 | SRCC = 0.8625 ]
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+INFO:root:
+[Valid][12][UTT][ MSE = 0.2367 | LCC = 0.8672 | SRCC = 0.8677 ]
+INFO:root:Average loss=0.16880567285877007
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2371 | LCC = 0.8677 | SRCC = 0.8679 ]
+INFO:root:Average loss=0.15920182690024376
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2373 | LCC = 0.8671 | SRCC = 0.8652 ]
+INFO:root:Average loss=0.17050251393364027
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2585 | LCC = 0.8618 | SRCC = 0.8668 ]
+INFO:root:Average loss=0.14644799324182364
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2151 | LCC = 0.8667 | SRCC = 0.8686 ]
+INFO:root:Average loss=0.14563868844356292
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2281 | LCC = 0.8637 | SRCC = 0.8672 ]
+INFO:root:Average loss=0.14208179483046898
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2143 | LCC = 0.8661 | SRCC = 0.8688 ]
+INFO:root:Average loss=0.13033445657063752
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2268 | LCC = 0.8609 | SRCC = 0.8682 ]
+INFO:root:Average loss=0.1384350903905355
+INFO:root:
+[Valid][20][UTT][ MSE = 0.3589 | LCC = 0.8482 | SRCC = 0.8561 ]
+INFO:root:Average loss=0.12583254783963546
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2210 | LCC = 0.8620 | SRCC = 0.8616 ]
+INFO:root:Average loss=0.11768308740395766
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2507 | LCC = 0.8669 | SRCC = 0.8667 ]
+INFO:root:Average loss=0.12498233085259414
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2262 | LCC = 0.8692 | SRCC = 0.8690 ]
+INFO:root:Average loss=0.11530153185893328
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2197 | LCC = 0.8640 | SRCC = 0.8642 ]
+INFO:root:Average loss=0.10531290735189731
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2176 | LCC = 0.8668 | SRCC = 0.8655 ]
+INFO:root:Average loss=0.10068996346149689
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2613 | LCC = 0.8594 | SRCC = 0.8625 ]
+INFO:root:Average loss=0.11119150274839157
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2287 | LCC = 0.8634 | SRCC = 0.8636 ]
+INFO:root:Average loss=0.09806297514110039
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2805 | LCC = 0.8576 | SRCC = 0.8606 ]
+INFO:root:Average loss=0.0990088778333022
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2237 | LCC = 0.8638 | SRCC = 0.8643 ]
+INFO:root:Average loss=0.09654733357139123
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2457 | LCC = 0.8631 | SRCC = 0.8624 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2689 | LCC = 0.8537 | SRCC = 0.8562 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer3/run3/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer3/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer3/run3/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer3/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..7dbcdfc4099e67594a8c79b5c7e3387cd422178c
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer3/run3/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer3/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_1epoch/layer3/run3/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer3/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..05a82512b4bfbcb0a438c766554c050c309b5198
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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=0.5816162348939822
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3770 | LCC = 0.7697 | SRCC = 0.7738 ]
+INFO:root:Average loss=0.30664080935410964
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3565 | LCC = 0.8111 | SRCC = 0.8157 ]
+INFO:root:Average loss=0.28550867850963885
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3272 | LCC = 0.8297 | SRCC = 0.8339 ]
+INFO:root:Average loss=0.2655453966596188
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2890 | LCC = 0.8412 | SRCC = 0.8414 ]
+INFO:root:Average loss=0.2374149868503595
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2786 | LCC = 0.8508 | SRCC = 0.8494 ]
+INFO:root:Average loss=0.22630147769665107
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2757 | LCC = 0.8560 | SRCC = 0.8552 ]
+INFO:root:Average loss=0.23275014910942468
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2437 | LCC = 0.8581 | SRCC = 0.8581 ]
+INFO:root:Average loss=0.22416879064761674
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2626 | LCC = 0.8506 | SRCC = 0.8497 ]
+INFO:root:Average loss=0.2129842331394171
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2451 | LCC = 0.8556 | SRCC = 0.8565 ]
+INFO:root:Average loss=0.21610485303860444
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2680 | LCC = 0.8586 | SRCC = 0.8581 ]
+INFO:root:Average loss=0.19681088282511786
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2325 | LCC = 0.8649 | SRCC = 0.8637 ]
+INFO:root:Average loss=0.18768067466907012
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2481 | LCC = 0.8676 | SRCC = 0.8671 ]
+INFO:root:Average loss=0.17505186032026243
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2176 | LCC = 0.8646 | SRCC = 0.8647 ]
+INFO:root:Average loss=0.18925745450915435
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2434 | LCC = 0.8652 | SRCC = 0.8641 ]
+INFO:root:Average loss=0.16213625994248268
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2279 | LCC = 0.8630 | SRCC = 0.8629 ]
+INFO:root:Average loss=0.17835059246191612
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2588 | LCC = 0.8666 | SRCC = 0.8654 ]
+INFO:root:Average loss=0.15439481641619635
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2318 | LCC = 0.8652 | SRCC = 0.8638 ]
+INFO:root:Average loss=0.14915962545917585
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2221 | LCC = 0.8660 | SRCC = 0.8658 ]
+INFO:root:Average loss=0.14898879568164164
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2458 | LCC = 0.8599 | SRCC = 0.8579 ]
+INFO:root:Average loss=0.13692161173392564
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2803 | LCC = 0.8614 | SRCC = 0.8635 ]
+INFO:root:Average loss=0.1721857376396656
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2428 | LCC = 0.8650 | SRCC = 0.8648 ]
+INFO:root:Average loss=0.1382201434328006
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2316 | LCC = 0.8590 | SRCC = 0.8582 ]
+INFO:root:Average loss=0.13053217138617468
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2254 | LCC = 0.8650 | SRCC = 0.8646 ]
+INFO:root:Average loss=0.1240325982754047
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2229 | LCC = 0.8652 | SRCC = 0.8650 ]
+INFO:root:Average loss=0.12345720684299102
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2184 | LCC = 0.8639 | SRCC = 0.8634 ]
+INFO:root:Average loss=0.13132032503684363
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2364 | LCC = 0.8612 | SRCC = 0.8606 ]
+INFO:root:Average loss=0.10559145943858685
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2214 | LCC = 0.8608 | SRCC = 0.8612 ]
+INFO:root:Average loss=0.10593424164331876
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2248 | LCC = 0.8627 | SRCC = 0.8619 ]
+INFO:root:Average loss=0.11715113868316014
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2340 | LCC = 0.8584 | SRCC = 0.8564 ]
+INFO:root:Average loss=0.09813159675552295
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2235 | LCC = 0.8610 | SRCC = 0.8613 ]
+INFO:root:Average loss=0.09957949506739776
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2278 | LCC = 0.8567 | SRCC = 0.8577 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2360 | LCC = 0.8657 | SRCC = 0.8649 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer3/run4/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer3/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer3/run4/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer3/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ba77a573f96a0b0f81fe92db3e0d53fd41741901
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer3/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4f68a13eadf6d3ba1b7afb0430706eff0d509eb984210e3d12da8eebfa4fee5e
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer3/run4/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer3/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..41ad1140c7776c206e38fb630528a8aa1f0b3b6d
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer3/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:caba0cdd3b185343be7a7ff10ccd10ce536a6fd8739107a5601dec5bb64f25b8
+size 2749702
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer3/run4/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer3/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..f8bbde892cf5804bd49c6ed975ec8f84dcf463cd
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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=0.532181869332607
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4056 | LCC = 0.7822 | SRCC = 0.7856 ]
+INFO:root:Average loss=0.31275258824611324
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2986 | LCC = 0.8103 | SRCC = 0.8167 ]
+INFO:root:Average loss=0.27716408517116153
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3048 | LCC = 0.8292 | SRCC = 0.8320 ]
+INFO:root:Average loss=0.2894424939384827
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3000 | LCC = 0.8288 | SRCC = 0.8332 ]
+INFO:root:Average loss=0.2748592136762081
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2875 | LCC = 0.8406 | SRCC = 0.8432 ]
+INFO:root:Average loss=0.23736419261266023
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2970 | LCC = 0.8460 | SRCC = 0.8474 ]
+INFO:root:Average loss=0.2347629419886149
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3147 | LCC = 0.8428 | SRCC = 0.8442 ]
+INFO:root:Average loss=0.22459573871814287
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2708 | LCC = 0.8571 | SRCC = 0.8575 ]
+INFO:root:Average loss=0.21522010614474615
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3143 | LCC = 0.8434 | SRCC = 0.8468 ]
+INFO:root:Average loss=0.21068244331922287
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2495 | LCC = 0.8577 | SRCC = 0.8580 ]
+INFO:root:Average loss=0.20352625197324997
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2665 | LCC = 0.8542 | SRCC = 0.8579 ]
+INFO:root:Average loss=0.2143030027166391
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2408 | LCC = 0.8617 | SRCC = 0.8619 ]
+INFO:root:Average loss=0.187115008632342
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2273 | LCC = 0.8631 | SRCC = 0.8650 ]
+INFO:root:Average loss=0.17753303576356325
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3015 | LCC = 0.8564 | SRCC = 0.8577 ]
+INFO:root:Average loss=0.17309848161844107
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2542 | LCC = 0.8618 | SRCC = 0.8624 ]
+INFO:root:Average loss=0.16165326497493646
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2981 | LCC = 0.8592 | SRCC = 0.8627 ]
+INFO:root:Average loss=0.16885045571969107
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2190 | LCC = 0.8671 | SRCC = 0.8672 ]
+INFO:root:Average loss=0.1530594304203987
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2427 | LCC = 0.8631 | SRCC = 0.8639 ]
+INFO:root:Average loss=0.1472904934332921
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2397 | LCC = 0.8631 | SRCC = 0.8644 ]
+INFO:root:Average loss=0.14812011510515824
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2773 | LCC = 0.8610 | SRCC = 0.8624 ]
+INFO:root:Average loss=0.15331356313366157
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2483 | LCC = 0.8633 | SRCC = 0.8645 ]
+INFO:root:Average loss=0.13376647835740677
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2468 | LCC = 0.8630 | SRCC = 0.8634 ]
+INFO:root:Average loss=0.12889604155833906
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2311 | LCC = 0.8656 | SRCC = 0.8658 ]
+INFO:root:Average loss=0.12133558342854182
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2283 | LCC = 0.8635 | SRCC = 0.8647 ]
+INFO:root:Average loss=0.12123462930321693
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2743 | LCC = 0.8587 | SRCC = 0.8633 ]
+INFO:root:Average loss=0.1272743226817021
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2335 | LCC = 0.8637 | SRCC = 0.8645 ]
+INFO:root:Average loss=0.11598903886400737
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2421 | LCC = 0.8610 | SRCC = 0.8617 ]
+INFO:root:Average loss=0.10793570686991398
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2563 | LCC = 0.8623 | SRCC = 0.8635 ]
+INFO:root:Average loss=0.10314521155296227
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2525 | LCC = 0.8562 | SRCC = 0.8598 ]
+INFO:root:Average loss=0.10125929881364872
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2427 | LCC = 0.8589 | SRCC = 0.8589 ]
+INFO:root:Average loss=0.11320997301775676
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2608 | LCC = 0.8608 | SRCC = 0.8620 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2222 | LCC = 0.8645 | SRCC = 0.8660 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer4/run0/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer4/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer4/run0/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer4/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..9382b0a4dce25f90d112b0169dfc00e6d545ec76
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer4/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:22698a1a72c3a69ae79ad23f3bf5be5e28829313b67bb295656f0186f24b1966
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer4/run0/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer4/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..cb081b26d79b62fb2f91ac624cf8b98878fb9fd2
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer4/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:01f393ab4df0127615b40196d79075e50b59b4c0e58306007a367f0a225c87d6
+size 2749638
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer4/run0/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer4/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..caa4ecabd9e3102735c3bf2f24671e95934446cf
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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=0.6324737308881222
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3992 | LCC = 0.7678 | SRCC = 0.7692 ]
+INFO:root:Average loss=0.3187132177826686
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3554 | LCC = 0.8076 | SRCC = 0.8077 ]
+INFO:root:Average loss=0.2957910568668292
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3092 | LCC = 0.8175 | SRCC = 0.8173 ]
+INFO:root:Average loss=0.26128196028562695
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2940 | LCC = 0.8297 | SRCC = 0.8301 ]
+INFO:root:Average loss=0.246896804525302
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3024 | LCC = 0.8324 | SRCC = 0.8359 ]
+INFO:root:Average loss=0.23103437018700135
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3017 | LCC = 0.8370 | SRCC = 0.8381 ]
+INFO:root:Average loss=0.2286738184018013
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3024 | LCC = 0.8425 | SRCC = 0.8429 ]
+INFO:root:Average loss=0.21801846092328048
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2707 | LCC = 0.8469 | SRCC = 0.8465 ]
+INFO:root:Average loss=0.20071894885637823
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2710 | LCC = 0.8499 | SRCC = 0.8492 ]
+INFO:root:Average loss=0.20136917783663824
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2848 | LCC = 0.8485 | SRCC = 0.8490 ]
+INFO:root:Average loss=0.20269299585085648
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2724 | LCC = 0.8456 | SRCC = 0.8476 ]
+INFO:root:Average loss=0.18783608814462638
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2652 | LCC = 0.8467 | SRCC = 0.8455 ]
+INFO:root:Average loss=0.185783083908833
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2695 | LCC = 0.8471 | SRCC = 0.8479 ]
+INFO:root:Average loss=0.17654093794333628
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2353 | LCC = 0.8523 | SRCC = 0.8522 ]
+INFO:root:Average loss=0.1770022218235028
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2498 | LCC = 0.8528 | SRCC = 0.8546 ]
+INFO:root:Average loss=0.16070991372450805
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2610 | LCC = 0.8522 | SRCC = 0.8531 ]
+INFO:root:Average loss=0.14579769663321665
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2808 | LCC = 0.8474 | SRCC = 0.8513 ]
+INFO:root:Average loss=0.15379335874548325
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2770 | LCC = 0.8504 | SRCC = 0.8492 ]
+INFO:root:Average loss=0.1517298794709719
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2791 | LCC = 0.8493 | SRCC = 0.8523 ]
+INFO:root:Average loss=0.1378004970267797
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2999 | LCC = 0.8471 | SRCC = 0.8478 ]
+INFO:root:Average loss=0.13172964417399505
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2440 | LCC = 0.8504 | SRCC = 0.8504 ]
+INFO:root:Average loss=0.1338474989319459
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2628 | LCC = 0.8479 | SRCC = 0.8481 ]
+INFO:root:Average loss=0.12626425310587272
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2608 | LCC = 0.8512 | SRCC = 0.8500 ]
+INFO:root:Average loss=0.11495170598992935
+INFO:root:
+[Valid][23][UTT][ MSE = 0.3210 | LCC = 0.8442 | SRCC = 0.8472 ]
+INFO:root:Average loss=0.12033990512673672
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2657 | LCC = 0.8462 | SRCC = 0.8464 ]
+INFO:root:Average loss=0.1119557030690022
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2507 | LCC = 0.8474 | SRCC = 0.8459 ]
+INFO:root:Average loss=0.12242417572400509
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2707 | LCC = 0.8431 | SRCC = 0.8429 ]
+INFO:root:Average loss=0.09716887542834649
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2404 | LCC = 0.8472 | SRCC = 0.8475 ]
+INFO:root:Average loss=0.09343471464056236
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2573 | LCC = 0.8484 | SRCC = 0.8477 ]
+INFO:root:Average loss=0.08909588087445651
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2686 | LCC = 0.8431 | SRCC = 0.8439 ]
+INFO:root:Average loss=0.09146839642945008
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2557 | LCC = 0.8486 | SRCC = 0.8499 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2334 | LCC = 0.8566 | SRCC = 0.8568 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer4/run1/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer4/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer4/run1/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer4/run1/model.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer4/run1/model.pt
@@ -0,0 +1,3 @@
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer4/run1/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer4/run1/model_best.pt
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer4/run1/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer4/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..9efdee7ae5492d2f9739fb88ebc4559d8361fa52
--- /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=0.7065398116142322
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4225 | LCC = 0.7395 | SRCC = 0.7411 ]
+INFO:root:Average loss=0.34833329113630146
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3887 | LCC = 0.7916 | SRCC = 0.7963 ]
+INFO:root:Average loss=0.2839283333756985
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3422 | LCC = 0.8088 | SRCC = 0.8104 ]
+INFO:root:Average loss=0.2710389244632843
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3380 | LCC = 0.8273 | SRCC = 0.8282 ]
+INFO:root:Average loss=0.2520555274990889
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3019 | LCC = 0.8318 | SRCC = 0.8339 ]
+INFO:root:Average loss=0.24017817106766579
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2881 | LCC = 0.8423 | SRCC = 0.8432 ]
+INFO:root:Average loss=0.22562382083672744
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3130 | LCC = 0.8397 | SRCC = 0.8409 ]
+INFO:root:Average loss=0.22298979510863623
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2590 | LCC = 0.8495 | SRCC = 0.8506 ]
+INFO:root:Average loss=0.212917909408227
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2900 | LCC = 0.8509 | SRCC = 0.8523 ]
+INFO:root:Average loss=0.2011859844892453
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2900 | LCC = 0.8479 | SRCC = 0.8518 ]
+INFO:root:Average loss=0.1883288586559968
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2641 | LCC = 0.8517 | SRCC = 0.8534 ]
+INFO:root:Average loss=0.1846799210478098
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2709 | LCC = 0.8485 | SRCC = 0.8489 ]
+INFO:root:Average loss=0.17660019241082361
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3278 | LCC = 0.8435 | SRCC = 0.8508 ]
+INFO:root:Average loss=0.17217758231056043
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2538 | LCC = 0.8509 | SRCC = 0.8533 ]
+INFO:root:Average loss=0.1666514944189634
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2604 | LCC = 0.8533 | SRCC = 0.8542 ]
+INFO:root:Average loss=0.1522195142431137
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2599 | LCC = 0.8510 | SRCC = 0.8517 ]
+INFO:root:Average loss=0.1442360422359063
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2374 | LCC = 0.8538 | SRCC = 0.8551 ]
+INFO:root:Average loss=0.16556962426656333
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2414 | LCC = 0.8531 | SRCC = 0.8544 ]
+INFO:root:Average loss=0.13896094959897873
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2648 | LCC = 0.8499 | SRCC = 0.8505 ]
+INFO:root:Average loss=0.12844870554713103
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2644 | LCC = 0.8480 | SRCC = 0.8499 ]
+INFO:root:Average loss=0.12503904944811112
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2572 | LCC = 0.8480 | SRCC = 0.8495 ]
+INFO:root:Average loss=0.12198222590944706
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2903 | LCC = 0.8431 | SRCC = 0.8455 ]
+INFO:root:Average loss=0.11598112558325131
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2444 | LCC = 0.8513 | SRCC = 0.8521 ]
+INFO:root:Average loss=0.11769976681814744
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2553 | LCC = 0.8471 | SRCC = 0.8479 ]
+INFO:root:Average loss=0.1003762240975331
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2820 | LCC = 0.8502 | SRCC = 0.8518 ]
+INFO:root:Average loss=0.10243249608156009
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2480 | LCC = 0.8487 | SRCC = 0.8496 ]
+INFO:root:Average loss=0.09616689431743744
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2697 | LCC = 0.8454 | SRCC = 0.8467 ]
+INFO:root:Average loss=0.10307953793268937
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2951 | LCC = 0.8389 | SRCC = 0.8433 ]
+INFO:root:Average loss=0.09593156228462855
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2575 | LCC = 0.8492 | SRCC = 0.8495 ]
+INFO:root:Average loss=0.09436801348168117
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2991 | LCC = 0.8409 | SRCC = 0.8451 ]
+INFO:root:Average loss=0.10077315908020888
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2547 | LCC = 0.8471 | SRCC = 0.8485 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2437 | LCC = 0.8499 | SRCC = 0.8519 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer4/run2/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer4/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer4/run2/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer4/run2/model.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer4/run2/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer4/run2/model_best.pt
new file mode 100644
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--- /dev/null
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer4/run2/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer4/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..af2b9d329cb698c0b44622d7c2052275ba879e3e
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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=0.5103800334991553
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3520 | LCC = 0.7821 | SRCC = 0.7860 ]
+INFO:root:Average loss=0.3388533177666175
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3308 | LCC = 0.8076 | SRCC = 0.8089 ]
+INFO:root:Average loss=0.283270701001852
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2855 | LCC = 0.8230 | SRCC = 0.8237 ]
+INFO:root:Average loss=0.27010340014329326
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3101 | LCC = 0.8192 | SRCC = 0.8212 ]
+INFO:root:Average loss=0.25720094278072697
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3199 | LCC = 0.8345 | SRCC = 0.8346 ]
+INFO:root:Average loss=0.2366666642901225
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2788 | LCC = 0.8394 | SRCC = 0.8382 ]
+INFO:root:Average loss=0.24023112310813025
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2668 | LCC = 0.8409 | SRCC = 0.8397 ]
+INFO:root:Average loss=0.2210084692789958
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2870 | LCC = 0.8444 | SRCC = 0.8424 ]
+INFO:root:Average loss=0.20521127776457712
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2756 | LCC = 0.8486 | SRCC = 0.8469 ]
+INFO:root:Average loss=0.20532367072808436
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3587 | LCC = 0.8411 | SRCC = 0.8427 ]
+INFO:root:Average loss=0.1926289202693181
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3187 | LCC = 0.8378 | SRCC = 0.8413 ]
+INFO:root:Average loss=0.19696206943346903
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3196 | LCC = 0.8452 | SRCC = 0.8454 ]
+INFO:root:Average loss=0.17416022746608809
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2947 | LCC = 0.8467 | SRCC = 0.8446 ]
+INFO:root:Average loss=0.17136925630844557
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3069 | LCC = 0.8436 | SRCC = 0.8450 ]
+INFO:root:Average loss=0.17460308854396528
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2774 | LCC = 0.8495 | SRCC = 0.8484 ]
+INFO:root:Average loss=0.15828161084881195
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2639 | LCC = 0.8483 | SRCC = 0.8459 ]
+INFO:root:Average loss=0.14357502815815118
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2531 | LCC = 0.8479 | SRCC = 0.8465 ]
+INFO:root:Average loss=0.15349672008783388
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2549 | LCC = 0.8501 | SRCC = 0.8479 ]
+INFO:root:Average loss=0.14524191780350146
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2704 | LCC = 0.8499 | SRCC = 0.8490 ]
+INFO:root:Average loss=0.1612567396309131
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2562 | LCC = 0.8473 | SRCC = 0.8467 ]
+INFO:root:Average loss=0.13897706845249885
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2887 | LCC = 0.8471 | SRCC = 0.8478 ]
+INFO:root:Average loss=0.12403149148210502
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2805 | LCC = 0.8426 | SRCC = 0.8414 ]
+INFO:root:Average loss=0.1292775677373776
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2454 | LCC = 0.8468 | SRCC = 0.8450 ]
+INFO:root:Average loss=0.12079722615770805
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2970 | LCC = 0.8414 | SRCC = 0.8395 ]
+INFO:root:Average loss=0.12581249326467514
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2496 | LCC = 0.8486 | SRCC = 0.8477 ]
+INFO:root:Average loss=0.11095016373273654
+INFO:root:
+[Valid][25][UTT][ MSE = 0.3203 | LCC = 0.8400 | SRCC = 0.8415 ]
+INFO:root:Average loss=0.11848598728195214
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2497 | LCC = 0.8448 | SRCC = 0.8432 ]
+INFO:root:Average loss=0.10283458700928932
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2999 | LCC = 0.8369 | SRCC = 0.8356 ]
+INFO:root:Average loss=0.10596506273708282
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2662 | LCC = 0.8396 | SRCC = 0.8385 ]
+INFO:root:Average loss=0.10619879127121888
+INFO:root:
+[Valid][29][UTT][ MSE = 0.3268 | LCC = 0.8377 | SRCC = 0.8375 ]
+INFO:root:Average loss=0.10206216205962193
+INFO:root:
+[Valid][30][UTT][ MSE = 0.3017 | LCC = 0.8360 | SRCC = 0.8364 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2481 | LCC = 0.8513 | SRCC = 0.8529 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer4/run3/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer4/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer4/run3/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer4/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..21e0fe241350ddddca641aacaf497bfaff18771b
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer4/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_1epoch/layer4/run3/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer4/run3/model_best.pt
new file mode 100644
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+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer4/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_1epoch/layer4/run3/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer4/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..dce83f5b22deebaaa21fbb93f2d4da2f697c405a
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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=0.5656570710050755
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4084 | LCC = 0.7724 | SRCC = 0.7763 ]
+INFO:root:Average loss=0.3125544834213379
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3730 | LCC = 0.8097 | SRCC = 0.8093 ]
+INFO:root:Average loss=0.2856950343419344
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3050 | LCC = 0.8190 | SRCC = 0.8207 ]
+INFO:root:Average loss=0.2777116739979157
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3056 | LCC = 0.8188 | SRCC = 0.8204 ]
+INFO:root:Average loss=0.24953257330717185
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3184 | LCC = 0.8218 | SRCC = 0.8288 ]
+INFO:root:Average loss=0.24028251129083145
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2711 | LCC = 0.8352 | SRCC = 0.8364 ]
+INFO:root:Average loss=0.2238169365013257
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2637 | LCC = 0.8398 | SRCC = 0.8405 ]
+INFO:root:Average loss=0.21408772927064162
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3464 | LCC = 0.8466 | SRCC = 0.8478 ]
+INFO:root:Average loss=0.22111522692900437
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2698 | LCC = 0.8465 | SRCC = 0.8467 ]
+INFO:root:Average loss=0.20192132412623137
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2635 | LCC = 0.8479 | SRCC = 0.8483 ]
+INFO:root:Average loss=0.19417273511107153
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2598 | LCC = 0.8478 | SRCC = 0.8477 ]
+INFO:root:Average loss=0.1832729340172731
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2810 | LCC = 0.8526 | SRCC = 0.8514 ]
+INFO:root:Average loss=0.17409558279009965
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2839 | LCC = 0.8513 | SRCC = 0.8506 ]
+INFO:root:Average loss=0.16725296250138527
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3029 | LCC = 0.8413 | SRCC = 0.8475 ]
+INFO:root:Average loss=0.1687831746844145
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2723 | LCC = 0.8442 | SRCC = 0.8464 ]
+INFO:root:Average loss=0.15332445492729163
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2754 | LCC = 0.8489 | SRCC = 0.8505 ]
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+INFO:root:
+[Valid][16][UTT][ MSE = 0.2759 | LCC = 0.8440 | SRCC = 0.8461 ]
+INFO:root:Average loss=0.1492945730495147
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2660 | LCC = 0.8460 | SRCC = 0.8470 ]
+INFO:root:Average loss=0.153618982873666
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2563 | LCC = 0.8554 | SRCC = 0.8553 ]
+INFO:root:Average loss=0.1256155628615465
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2579 | LCC = 0.8549 | SRCC = 0.8552 ]
+INFO:root:Average loss=0.1326042601886468
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2704 | LCC = 0.8496 | SRCC = 0.8503 ]
+INFO:root:Average loss=0.11876964989380959
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2553 | LCC = 0.8490 | SRCC = 0.8499 ]
+INFO:root:Average loss=0.11724858616407101
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2494 | LCC = 0.8528 | SRCC = 0.8524 ]
+INFO:root:Average loss=0.11897196176533516
+INFO:root:
+[Valid][23][UTT][ MSE = 0.3012 | LCC = 0.8429 | SRCC = 0.8435 ]
+INFO:root:Average loss=0.1286306811066774
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2525 | LCC = 0.8486 | SRCC = 0.8491 ]
+INFO:root:Average loss=0.10649613940562958
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2817 | LCC = 0.8465 | SRCC = 0.8473 ]
+INFO:root:Average loss=0.10588711094206725
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2603 | LCC = 0.8464 | SRCC = 0.8455 ]
+INFO:root:Average loss=0.09723794445968591
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2568 | LCC = 0.8459 | SRCC = 0.8465 ]
+INFO:root:Average loss=0.10545540820711698
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2536 | LCC = 0.8487 | SRCC = 0.8493 ]
+INFO:root:Average loss=0.09189970724475689
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2784 | LCC = 0.8492 | SRCC = 0.8498 ]
+INFO:root:Average loss=0.08862413972234115
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2709 | LCC = 0.8425 | SRCC = 0.8434 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2752 | LCC = 0.8489 | SRCC = 0.8499 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer4/run4/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer4/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer4/run4/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer4/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b773d5f6e0a94be519d0bb215ff3b15b8e422193
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer4/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:217df7ac9bbf97be58aab2d672039bbab29daecde313d744cd4021b7fea4676a
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer4/run4/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer4/run4/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_1epoch/layer4/run4/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer4/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..6ec584b8df7f8b35f4cef47edb2154fe9916b383
--- /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=0.6027648212053837
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3730 | LCC = 0.7604 | SRCC = 0.7672 ]
+INFO:root:Average loss=0.3245871997414491
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3462 | LCC = 0.7994 | SRCC = 0.8020 ]
+INFO:root:Average loss=0.2817379532334132
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3459 | LCC = 0.8203 | SRCC = 0.8199 ]
+INFO:root:Average loss=0.2749930740549014
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3122 | LCC = 0.8264 | SRCC = 0.8272 ]
+INFO:root:Average loss=0.2714653269220621
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3563 | LCC = 0.8325 | SRCC = 0.8352 ]
+INFO:root:Average loss=0.24317095505121428
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2880 | LCC = 0.8379 | SRCC = 0.8382 ]
+INFO:root:Average loss=0.24349986532559761
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2747 | LCC = 0.8415 | SRCC = 0.8412 ]
+INFO:root:Average loss=0.2153231035440396
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2955 | LCC = 0.8421 | SRCC = 0.8443 ]
+INFO:root:Average loss=0.2125197904996383
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2773 | LCC = 0.8427 | SRCC = 0.8421 ]
+INFO:root:Average loss=0.22084291202899736
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3056 | LCC = 0.8490 | SRCC = 0.8488 ]
+INFO:root:Average loss=0.1918851201159832
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2858 | LCC = 0.8485 | SRCC = 0.8490 ]
+INFO:root:Average loss=0.19441882874339056
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2621 | LCC = 0.8507 | SRCC = 0.8499 ]
+INFO:root:Average loss=0.1909622962658222
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2562 | LCC = 0.8516 | SRCC = 0.8503 ]
+INFO:root:Average loss=0.17362130786745977
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2831 | LCC = 0.8478 | SRCC = 0.8461 ]
+INFO:root:Average loss=0.16645941023643201
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2422 | LCC = 0.8515 | SRCC = 0.8518 ]
+INFO:root:Average loss=0.163142540707038
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2614 | LCC = 0.8480 | SRCC = 0.8466 ]
+INFO:root:Average loss=0.1616284707799936
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3030 | LCC = 0.8463 | SRCC = 0.8486 ]
+INFO:root:Average loss=0.15426948972237417
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2461 | LCC = 0.8499 | SRCC = 0.8484 ]
+INFO:root:Average loss=0.1473656191657751
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2462 | LCC = 0.8494 | SRCC = 0.8477 ]
+INFO:root:Average loss=0.1411779900200856
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2578 | LCC = 0.8495 | SRCC = 0.8485 ]
+INFO:root:Average loss=0.1357850900445229
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2426 | LCC = 0.8485 | SRCC = 0.8472 ]
+INFO:root:Average loss=0.12664591129391622
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2735 | LCC = 0.8464 | SRCC = 0.8438 ]
+INFO:root:Average loss=0.13220150787860918
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2629 | LCC = 0.8477 | SRCC = 0.8462 ]
+INFO:root:Average loss=0.11981089699726838
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2470 | LCC = 0.8448 | SRCC = 0.8434 ]
+INFO:root:Average loss=0.12678010379656768
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2490 | LCC = 0.8505 | SRCC = 0.8488 ]
+INFO:root:Average loss=0.11690861808183865
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2397 | LCC = 0.8462 | SRCC = 0.8450 ]
+INFO:root:Average loss=0.13016091984434006
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2721 | LCC = 0.8445 | SRCC = 0.8435 ]
+INFO:root:Average loss=0.10945488560276154
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2635 | LCC = 0.8417 | SRCC = 0.8389 ]
+INFO:root:Average loss=0.10320929017586586
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2553 | LCC = 0.8446 | SRCC = 0.8432 ]
+INFO:root:Average loss=0.09527715142720784
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2622 | LCC = 0.8463 | SRCC = 0.8446 ]
+INFO:root:Average loss=0.0939830728352834
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2457 | LCC = 0.8467 | SRCC = 0.8448 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2530 | LCC = 0.8524 | SRCC = 0.8526 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer5/run0/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer5/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer5/run0/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer5/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..3f49f5ba82eb6be6cb8a78e0f47e1234204f6443
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer5/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_1epoch/layer5/run0/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer5/run0/model_best.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer5/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_1epoch/layer5/run0/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer5/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..0fd3db873dd23a217103b577dcc163ce1fbb8ac8
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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=0.6044019602048092
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4232 | LCC = 0.7687 | SRCC = 0.7783 ]
+INFO:root:Average loss=0.3324093398375389
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3408 | LCC = 0.8009 | SRCC = 0.8038 ]
+INFO:root:Average loss=0.2832038830488156
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3381 | LCC = 0.8200 | SRCC = 0.8194 ]
+INFO:root:Average loss=0.2627273826644971
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2840 | LCC = 0.8261 | SRCC = 0.8271 ]
+INFO:root:Average loss=0.25976924770153487
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3229 | LCC = 0.8296 | SRCC = 0.8303 ]
+INFO:root:Average loss=0.2320974608644461
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2733 | LCC = 0.8384 | SRCC = 0.8380 ]
+INFO:root:Average loss=0.22473933643255478
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2866 | LCC = 0.8430 | SRCC = 0.8427 ]
+INFO:root:Average loss=0.21004255049121687
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2743 | LCC = 0.8403 | SRCC = 0.8416 ]
+INFO:root:Average loss=0.20784532985626122
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3544 | LCC = 0.8343 | SRCC = 0.8404 ]
+INFO:root:Average loss=0.20630493072363046
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2764 | LCC = 0.8470 | SRCC = 0.8451 ]
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+INFO:root:
+[Valid][10][UTT][ MSE = 0.2673 | LCC = 0.8467 | SRCC = 0.8455 ]
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+INFO:root:
+[Valid][11][UTT][ MSE = 0.2859 | LCC = 0.8462 | SRCC = 0.8462 ]
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+[Valid][12][UTT][ MSE = 0.3032 | LCC = 0.8449 | SRCC = 0.8452 ]
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+[Valid][13][UTT][ MSE = 0.2796 | LCC = 0.8461 | SRCC = 0.8480 ]
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+INFO:root:
+[Valid][14][UTT][ MSE = 0.2893 | LCC = 0.8476 | SRCC = 0.8466 ]
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+INFO:root:
+[Valid][15][UTT][ MSE = 0.3121 | LCC = 0.8402 | SRCC = 0.8410 ]
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+INFO:root:
+[Valid][16][UTT][ MSE = 0.2612 | LCC = 0.8451 | SRCC = 0.8435 ]
+INFO:root:Average loss=0.14115806611684653
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+[Valid][17][UTT][ MSE = 0.2648 | LCC = 0.8461 | SRCC = 0.8454 ]
+INFO:root:Average loss=0.1377863572576107
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2620 | LCC = 0.8445 | SRCC = 0.8434 ]
+INFO:root:Average loss=0.12483214854429929
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2943 | LCC = 0.8402 | SRCC = 0.8391 ]
+INFO:root:Average loss=0.1211278484417842
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2814 | LCC = 0.8450 | SRCC = 0.8442 ]
+INFO:root:Average loss=0.11293184623504296
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2559 | LCC = 0.8452 | SRCC = 0.8434 ]
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+INFO:root:
+[Valid][22][UTT][ MSE = 0.2787 | LCC = 0.8413 | SRCC = 0.8401 ]
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+[Valid][23][UTT][ MSE = 0.3209 | LCC = 0.8374 | SRCC = 0.8357 ]
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+INFO:root:
+[Valid][24][UTT][ MSE = 0.2651 | LCC = 0.8423 | SRCC = 0.8402 ]
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+INFO:root:
+[Valid][25][UTT][ MSE = 0.2596 | LCC = 0.8436 | SRCC = 0.8416 ]
+INFO:root:Average loss=0.09715509013487743
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2588 | LCC = 0.8432 | SRCC = 0.8402 ]
+INFO:root:Average loss=0.09656809509182587
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2474 | LCC = 0.8443 | SRCC = 0.8430 ]
+INFO:root:Average loss=0.09029419247347575
+INFO:root:
+[Valid][28][UTT][ MSE = 0.3027 | LCC = 0.8415 | SRCC = 0.8400 ]
+INFO:root:Average loss=0.08877265348266332
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2759 | LCC = 0.8398 | SRCC = 0.8384 ]
+INFO:root:Average loss=0.08180146373044221
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2910 | LCC = 0.8413 | SRCC = 0.8397 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2969 | LCC = 0.8511 | SRCC = 0.8512 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer5/run1/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer5/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer5/run1/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer5/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..172d3c6ac65ff01d441b518cb5d8c3fca3d0f38f
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer5/run1/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer5/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_1epoch/layer5/run1/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer5/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..0d5b0f52e61bd663d491a1f80af5eb056864a410
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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=0.4734411755433449
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3509 | LCC = 0.7889 | SRCC = 0.7931 ]
+INFO:root:Average loss=0.30768305655473316
+INFO:root:
+[Valid][1][UTT][ MSE = 0.4819 | LCC = 0.7911 | SRCC = 0.8047 ]
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+INFO:root:
+[Valid][2][UTT][ MSE = 0.2959 | LCC = 0.8225 | SRCC = 0.8244 ]
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+INFO:root:
+[Valid][3][UTT][ MSE = 0.3876 | LCC = 0.8265 | SRCC = 0.8296 ]
+INFO:root:Average loss=0.24097504524084237
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3247 | LCC = 0.8317 | SRCC = 0.8337 ]
+INFO:root:Average loss=0.23197918022290254
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3151 | LCC = 0.8387 | SRCC = 0.8395 ]
+INFO:root:Average loss=0.21583615663724068
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3738 | LCC = 0.8354 | SRCC = 0.8375 ]
+INFO:root:Average loss=0.23960926097172958
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3133 | LCC = 0.8420 | SRCC = 0.8437 ]
+INFO:root:Average loss=0.19637938703481966
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2761 | LCC = 0.8442 | SRCC = 0.8469 ]
+INFO:root:Average loss=0.20107456201162094
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3177 | LCC = 0.8429 | SRCC = 0.8460 ]
+INFO:root:Average loss=0.18181329526198217
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2646 | LCC = 0.8502 | SRCC = 0.8488 ]
+INFO:root:Average loss=0.1751767009114608
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2621 | LCC = 0.8500 | SRCC = 0.8491 ]
+INFO:root:Average loss=0.18150797706001845
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3538 | LCC = 0.8387 | SRCC = 0.8425 ]
+INFO:root:Average loss=0.1643071493659264
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3042 | LCC = 0.8414 | SRCC = 0.8452 ]
+INFO:root:Average loss=0.15800319430537713
+INFO:root:
+[Valid][14][UTT][ MSE = 0.3200 | LCC = 0.8451 | SRCC = 0.8469 ]
+INFO:root:Average loss=0.14858507107083613
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2849 | LCC = 0.8466 | SRCC = 0.8461 ]
+INFO:root:Average loss=0.1452759502407832
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2545 | LCC = 0.8452 | SRCC = 0.8467 ]
+INFO:root:Average loss=0.14849818144471216
+INFO:root:
+[Valid][17][UTT][ MSE = 0.3463 | LCC = 0.8383 | SRCC = 0.8403 ]
+INFO:root:Average loss=0.1362863197349585
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2635 | LCC = 0.8462 | SRCC = 0.8449 ]
+INFO:root:Average loss=0.13110547713362253
+INFO:root:
+[Valid][19][UTT][ MSE = 0.3442 | LCC = 0.8360 | SRCC = 0.8394 ]
+INFO:root:Average loss=0.12018306400531377
+INFO:root:
+[Valid][20][UTT][ MSE = 0.3280 | LCC = 0.8459 | SRCC = 0.8456 ]
+INFO:root:Average loss=0.12228022773678486
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2636 | LCC = 0.8425 | SRCC = 0.8440 ]
+INFO:root:Average loss=0.12349580514889497
+INFO:root:
+[Valid][22][UTT][ MSE = 0.3632 | LCC = 0.8369 | SRCC = 0.8423 ]
+INFO:root:Average loss=0.10628439858555794
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2521 | LCC = 0.8455 | SRCC = 0.8447 ]
+INFO:root:Average loss=0.11028475534075345
+INFO:root:
+[Valid][24][UTT][ MSE = 0.3512 | LCC = 0.8437 | SRCC = 0.8444 ]
+INFO:root:Average loss=0.10538522278269132
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2478 | LCC = 0.8432 | SRCC = 0.8428 ]
+INFO:root:Average loss=0.10533156169530673
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2568 | LCC = 0.8424 | SRCC = 0.8418 ]
+INFO:root:Average loss=0.09114379922931011
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2761 | LCC = 0.8404 | SRCC = 0.8411 ]
+INFO:root:Average loss=0.09543336455065471
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2993 | LCC = 0.8410 | SRCC = 0.8398 ]
+INFO:root:Average loss=0.08374883993886985
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2874 | LCC = 0.8446 | SRCC = 0.8435 ]
+INFO:root:Average loss=0.099801872498714
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2569 | LCC = 0.8429 | SRCC = 0.8408 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2492 | LCC = 0.8542 | SRCC = 0.8545 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer5/run2/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer5/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer5/run2/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer5/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..146c54c3f2fd9a292b2cf44d7b6515f4396d9e82
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer5/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2bf8dff561be2dee2e9e204e53eb96d072f5f665f0d0d814ddab538c46dc4719
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer5/run2/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer5/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..8c56a8e3f9dc9cbd36e799d7da587d46f3607b98
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer5/run2/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5b7784c13b2d45f89c0613f882047a236787e1375c5cb0a0f31b1e8cc3120b6f
+size 2749702
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer5/run2/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer5/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..6b1dd8e76f79d88a92ce80c060451f4e0a326eac
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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=0.5622751407134228
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3510 | LCC = 0.7798 | SRCC = 0.7857 ]
+INFO:root:Average loss=0.3194944369487273
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3490 | LCC = 0.8072 | SRCC = 0.8086 ]
+INFO:root:Average loss=0.27922308234832227
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3159 | LCC = 0.8193 | SRCC = 0.8209 ]
+INFO:root:Average loss=0.2608965637210088
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2863 | LCC = 0.8271 | SRCC = 0.8306 ]
+INFO:root:Average loss=0.24091066343662065
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2811 | LCC = 0.8299 | SRCC = 0.8308 ]
+INFO:root:Average loss=0.23918646965653467
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2705 | LCC = 0.8396 | SRCC = 0.8406 ]
+INFO:root:Average loss=0.2260906879718487
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2825 | LCC = 0.8392 | SRCC = 0.8394 ]
+INFO:root:Average loss=0.20951589330648765
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2733 | LCC = 0.8400 | SRCC = 0.8392 ]
+INFO:root:Average loss=0.20770283158008868
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2728 | LCC = 0.8435 | SRCC = 0.8435 ]
+INFO:root:Average loss=0.20060839771460265
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2746 | LCC = 0.8430 | SRCC = 0.8422 ]
+INFO:root:Average loss=0.19525855760543775
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2731 | LCC = 0.8455 | SRCC = 0.8450 ]
+INFO:root:Average loss=0.1789449780033185
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3657 | LCC = 0.8390 | SRCC = 0.8447 ]
+INFO:root:Average loss=0.1863865081507426
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2525 | LCC = 0.8427 | SRCC = 0.8435 ]
+INFO:root:Average loss=0.17661716636174765
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3220 | LCC = 0.8410 | SRCC = 0.8432 ]
+INFO:root:Average loss=0.1550530578272465
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2527 | LCC = 0.8462 | SRCC = 0.8461 ]
+INFO:root:Average loss=0.1489846217326629
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2597 | LCC = 0.8468 | SRCC = 0.8463 ]
+INFO:root:Average loss=0.14349625784999284
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2391 | LCC = 0.8489 | SRCC = 0.8479 ]
+INFO:root:Average loss=0.1543341362132476
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2484 | LCC = 0.8482 | SRCC = 0.8476 ]
+INFO:root:Average loss=0.1369788105098101
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2648 | LCC = 0.8488 | SRCC = 0.8484 ]
+INFO:root:Average loss=0.12803471671083036
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2528 | LCC = 0.8474 | SRCC = 0.8473 ]
+INFO:root:Average loss=0.12474365981343465
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2447 | LCC = 0.8451 | SRCC = 0.8458 ]
+INFO:root:Average loss=0.12479100490991886
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2603 | LCC = 0.8424 | SRCC = 0.8431 ]
+INFO:root:Average loss=0.12203091784165455
+INFO:root:
+[Valid][22][UTT][ MSE = 0.3168 | LCC = 0.8425 | SRCC = 0.8435 ]
+INFO:root:Average loss=0.11396368182240388
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2518 | LCC = 0.8468 | SRCC = 0.8470 ]
+INFO:root:Average loss=0.10934780834194942
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2464 | LCC = 0.8454 | SRCC = 0.8449 ]
+INFO:root:Average loss=0.1080803520595416
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2379 | LCC = 0.8481 | SRCC = 0.8482 ]
+INFO:root:Average loss=0.10329935919397916
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2534 | LCC = 0.8481 | SRCC = 0.8464 ]
+INFO:root:Average loss=0.09701687049789307
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2486 | LCC = 0.8465 | SRCC = 0.8455 ]
+INFO:root:Average loss=0.09382996168465187
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2768 | LCC = 0.8436 | SRCC = 0.8430 ]
+INFO:root:Average loss=0.09114472376994598
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2605 | LCC = 0.8456 | SRCC = 0.8457 ]
+INFO:root:Average loss=0.09167445207444522
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2646 | LCC = 0.8403 | SRCC = 0.8411 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2529 | LCC = 0.8444 | SRCC = 0.8470 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer5/run3/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer5/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer5/run3/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer5/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ed9f92ddb810d49e5ae40a1678d45530d7693300
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer5/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bcef78480df872c895b497f302d5808fcc2c6e60e60ba63b3072c1fdec9fbfc8
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer5/run3/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer5/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..783e6046f12cf9539099af60506ac5625d4f689b
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer5/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:386cccab20d51f224a7e1489054379c2d5b0347b38252ca0361c5164da6d5a07
+size 2749702
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer5/run3/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer5/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..d66962bea132129a042e7851ab1afc4c9a66f0d7
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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=0.5141284675934376
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3710 | LCC = 0.7833 | SRCC = 0.7892 ]
+INFO:root:Average loss=0.303956731962852
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3346 | LCC = 0.8058 | SRCC = 0.8083 ]
+INFO:root:Average loss=0.2854551672935486
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3083 | LCC = 0.8180 | SRCC = 0.8180 ]
+INFO:root:Average loss=0.27416458897865736
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3218 | LCC = 0.8263 | SRCC = 0.8260 ]
+INFO:root:Average loss=0.2429537614568686
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2877 | LCC = 0.8323 | SRCC = 0.8314 ]
+INFO:root:Average loss=0.23926549051434565
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3316 | LCC = 0.8397 | SRCC = 0.8393 ]
+INFO:root:Average loss=0.2288948792295578
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2869 | LCC = 0.8347 | SRCC = 0.8376 ]
+INFO:root:Average loss=0.2159644944163469
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3058 | LCC = 0.8425 | SRCC = 0.8415 ]
+INFO:root:Average loss=0.2217975321870584
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3026 | LCC = 0.8410 | SRCC = 0.8406 ]
+INFO:root:Average loss=0.20433440976417983
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2861 | LCC = 0.8381 | SRCC = 0.8407 ]
+INFO:root:Average loss=0.18892665188281965
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2612 | LCC = 0.8400 | SRCC = 0.8391 ]
+INFO:root:Average loss=0.18048271536827087
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2895 | LCC = 0.8426 | SRCC = 0.8402 ]
+INFO:root:Average loss=0.17421981692314148
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2644 | LCC = 0.8428 | SRCC = 0.8439 ]
+INFO:root:Average loss=0.16723830692279032
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2712 | LCC = 0.8347 | SRCC = 0.8379 ]
+INFO:root:Average loss=0.16798138494292894
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2867 | LCC = 0.8367 | SRCC = 0.8358 ]
+INFO:root:Average loss=0.15873339781776452
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3316 | LCC = 0.8447 | SRCC = 0.8440 ]
+INFO:root:Average loss=0.14976837581548935
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3044 | LCC = 0.8348 | SRCC = 0.8425 ]
+INFO:root:Average loss=0.1335085218724532
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2839 | LCC = 0.8397 | SRCC = 0.8398 ]
+INFO:root:Average loss=0.13007527073988548
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2683 | LCC = 0.8423 | SRCC = 0.8429 ]
+INFO:root:Average loss=0.1415189587726043
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2731 | LCC = 0.8447 | SRCC = 0.8428 ]
+INFO:root:Average loss=0.12748338129275885
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2546 | LCC = 0.8459 | SRCC = 0.8457 ]
+INFO:root:Average loss=0.1308140467183712
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2694 | LCC = 0.8379 | SRCC = 0.8416 ]
+INFO:root:Average loss=0.11727968355019887
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2719 | LCC = 0.8454 | SRCC = 0.8450 ]
+INFO:root:Average loss=0.12381957662411225
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2656 | LCC = 0.8441 | SRCC = 0.8429 ]
+INFO:root:Average loss=0.11916198767721653
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2822 | LCC = 0.8443 | SRCC = 0.8431 ]
+INFO:root:Average loss=0.10405361394469555
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2694 | LCC = 0.8407 | SRCC = 0.8392 ]
+INFO:root:Average loss=0.0983168319440805
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2718 | LCC = 0.8394 | SRCC = 0.8397 ]
+INFO:root:Average loss=0.10873508157256322
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2681 | LCC = 0.8433 | SRCC = 0.8421 ]
+INFO:root:Average loss=0.09773848984294976
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2731 | LCC = 0.8396 | SRCC = 0.8405 ]
+INFO:root:Average loss=0.09444643323047039
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2587 | LCC = 0.8407 | SRCC = 0.8392 ]
+INFO:root:Average loss=0.09333853146586663
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2740 | LCC = 0.8368 | SRCC = 0.8340 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2635 | LCC = 0.8458 | SRCC = 0.8458 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer5/run4/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer5/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer5/run4/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer5/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4a3320cd31add3c1927d3019fd4e2339d8b3c031
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer5/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_1epoch/layer5/run4/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer5/run4/model_best.pt
new file mode 100644
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+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer5/run4/model_best.pt
@@ -0,0 +1,3 @@
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer5/run4/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer5/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..d7b9db298fb9992e11aff0bcf9e7830165280103
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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=0.6651561699616604
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4438 | LCC = 0.7318 | SRCC = 0.7367 ]
+INFO:root:Average loss=0.3483274984054076
+INFO:root:
+[Valid][1][UTT][ MSE = 0.4012 | LCC = 0.7951 | SRCC = 0.8063 ]
+INFO:root:Average loss=0.2945776621882732
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3402 | LCC = 0.8192 | SRCC = 0.8211 ]
+INFO:root:Average loss=0.2754134726830018
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3399 | LCC = 0.8271 | SRCC = 0.8296 ]
+INFO:root:Average loss=0.2422655131190251
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3069 | LCC = 0.8341 | SRCC = 0.8342 ]
+INFO:root:Average loss=0.25134153473071563
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2734 | LCC = 0.8352 | SRCC = 0.8369 ]
+INFO:root:Average loss=0.2233142336973777
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2813 | LCC = 0.8394 | SRCC = 0.8423 ]
+INFO:root:Average loss=0.22389114972872612
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3590 | LCC = 0.8333 | SRCC = 0.8384 ]
+INFO:root:Average loss=0.22040759332669088
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2943 | LCC = 0.8444 | SRCC = 0.8456 ]
+INFO:root:Average loss=0.19546493515372276
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3006 | LCC = 0.8451 | SRCC = 0.8462 ]
+INFO:root:Average loss=0.18915579582636172
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2502 | LCC = 0.8439 | SRCC = 0.8448 ]
+INFO:root:Average loss=0.18752005256903478
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2773 | LCC = 0.8455 | SRCC = 0.8447 ]
+INFO:root:Average loss=0.16704763414768073
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3022 | LCC = 0.8427 | SRCC = 0.8424 ]
+INFO:root:Average loss=0.16146128997206688
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3019 | LCC = 0.8416 | SRCC = 0.8411 ]
+INFO:root:Average loss=0.16051788456164873
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2646 | LCC = 0.8454 | SRCC = 0.8456 ]
+INFO:root:Average loss=0.15134760995323843
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2713 | LCC = 0.8445 | SRCC = 0.8431 ]
+INFO:root:Average loss=0.15264542047411966
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3254 | LCC = 0.8350 | SRCC = 0.8382 ]
+INFO:root:Average loss=0.1416949869539493
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2528 | LCC = 0.8445 | SRCC = 0.8448 ]
+INFO:root:Average loss=0.12636204044788313
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2591 | LCC = 0.8418 | SRCC = 0.8415 ]
+INFO:root:Average loss=0.13660539381014994
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2746 | LCC = 0.8437 | SRCC = 0.8448 ]
+INFO:root:Average loss=0.11599028549897365
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2547 | LCC = 0.8422 | SRCC = 0.8436 ]
+INFO:root:Average loss=0.11293934123256268
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2946 | LCC = 0.8386 | SRCC = 0.8432 ]
+INFO:root:Average loss=0.12436554810175529
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2624 | LCC = 0.8421 | SRCC = 0.8421 ]
+INFO:root:Average loss=0.10455446174511543
+INFO:root:
+[Valid][23][UTT][ MSE = 0.3200 | LCC = 0.8367 | SRCC = 0.8384 ]
+INFO:root:Average loss=0.10173655134172012
+INFO:root:
+[Valid][24][UTT][ MSE = 0.3501 | LCC = 0.8316 | SRCC = 0.8339 ]
+INFO:root:Average loss=0.10625103364388148
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2731 | LCC = 0.8410 | SRCC = 0.8414 ]
+INFO:root:Average loss=0.10137274880439807
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2982 | LCC = 0.8375 | SRCC = 0.8401 ]
+INFO:root:Average loss=0.09243267573989354
+INFO:root:
+[Valid][27][UTT][ MSE = 0.4191 | LCC = 0.8276 | SRCC = 0.8327 ]
+INFO:root:Average loss=0.1006507883564784
+INFO:root:
+[Valid][28][UTT][ MSE = 0.3113 | LCC = 0.8346 | SRCC = 0.8382 ]
+INFO:root:Average loss=0.08651720675138327
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2587 | LCC = 0.8395 | SRCC = 0.8393 ]
+INFO:root:Average loss=0.08599453323926681
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2516 | LCC = 0.8452 | SRCC = 0.8442 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2512 | LCC = 0.8575 | SRCC = 0.8568 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer6/run0/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer6/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer6/run0/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer6/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..5346f87b04342b764eba82260e45f13bea54d2d6
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer6/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_1epoch/layer6/run0/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer6/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_1epoch/layer6/run0/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer6/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..9fc141066b7aff1cfe8f2e014e2f87fa2590b5fa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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=0.5911491241974708
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4284 | LCC = 0.7589 | SRCC = 0.7678 ]
+INFO:root:Average loss=0.32985985145354885
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3530 | LCC = 0.7961 | SRCC = 0.7985 ]
+INFO:root:Average loss=0.28666941897991377
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3381 | LCC = 0.8130 | SRCC = 0.8159 ]
+INFO:root:Average loss=0.27814447975311524
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3275 | LCC = 0.8225 | SRCC = 0.8224 ]
+INFO:root:Average loss=0.2564018387825061
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3270 | LCC = 0.8281 | SRCC = 0.8272 ]
+INFO:root:Average loss=0.24439387825819162
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3084 | LCC = 0.8300 | SRCC = 0.8294 ]
+INFO:root:Average loss=0.23717602476095542
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2925 | LCC = 0.8333 | SRCC = 0.8312 ]
+INFO:root:Average loss=0.23178419432578942
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3168 | LCC = 0.8349 | SRCC = 0.8338 ]
+INFO:root:Average loss=0.2181820735717431
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3843 | LCC = 0.8340 | SRCC = 0.8355 ]
+INFO:root:Average loss=0.20345517152395004
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2725 | LCC = 0.8331 | SRCC = 0.8330 ]
+INFO:root:Average loss=0.19516209121315908
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3085 | LCC = 0.8367 | SRCC = 0.8373 ]
+INFO:root:Average loss=0.18321753360140017
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3162 | LCC = 0.8322 | SRCC = 0.8305 ]
+INFO:root:Average loss=0.18943024207002077
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2843 | LCC = 0.8354 | SRCC = 0.8340 ]
+INFO:root:Average loss=0.1691070705270156
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2973 | LCC = 0.8339 | SRCC = 0.8343 ]
+INFO:root:Average loss=0.15759265929078445
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2794 | LCC = 0.8401 | SRCC = 0.8384 ]
+INFO:root:Average loss=0.1465427840176301
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3089 | LCC = 0.8350 | SRCC = 0.8323 ]
+INFO:root:Average loss=0.16643255824844042
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2660 | LCC = 0.8367 | SRCC = 0.8362 ]
+INFO:root:Average loss=0.141017770442443
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2655 | LCC = 0.8373 | SRCC = 0.8340 ]
+INFO:root:Average loss=0.14617236407521444
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2882 | LCC = 0.8310 | SRCC = 0.8289 ]
+INFO:root:Average loss=0.1250874285514538
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2900 | LCC = 0.8366 | SRCC = 0.8344 ]
+INFO:root:Average loss=0.12059548115118957
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2610 | LCC = 0.8343 | SRCC = 0.8315 ]
+INFO:root:Average loss=0.12037155500207192
+INFO:root:
+[Valid][21][UTT][ MSE = 0.3054 | LCC = 0.8327 | SRCC = 0.8315 ]
+INFO:root:Average loss=0.11154479829546733
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2629 | LCC = 0.8396 | SRCC = 0.8371 ]
+INFO:root:Average loss=0.11116579518868373
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2680 | LCC = 0.8336 | SRCC = 0.8321 ]
+INFO:root:Average loss=0.11848390522675636
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2753 | LCC = 0.8359 | SRCC = 0.8345 ]
+INFO:root:Average loss=0.11187817791524605
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2796 | LCC = 0.8349 | SRCC = 0.8331 ]
+INFO:root:Average loss=0.09927304370854145
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2721 | LCC = 0.8337 | SRCC = 0.8331 ]
+INFO:root:Average loss=0.09265771255088158
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2711 | LCC = 0.8329 | SRCC = 0.8311 ]
+INFO:root:Average loss=0.10050264507150039
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2855 | LCC = 0.8348 | SRCC = 0.8335 ]
+INFO:root:Average loss=0.0947702060907315
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2691 | LCC = 0.8301 | SRCC = 0.8291 ]
+INFO:root:Average loss=0.08608536909406002
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2793 | LCC = 0.8319 | SRCC = 0.8298 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2863 | LCC = 0.8502 | SRCC = 0.8511 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer6/run1/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer6/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer6/run1/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer6/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..f17cb60c537d50b933fe336c278b028261674fb5
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer6/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_1epoch/layer6/run1/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer6/run1/model_best.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer6/run1/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_1epoch/layer6/run1/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer6/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..e4decb0aa683c0633acda58dd1f39873fa40049e
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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=0.4919803178845308
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3617 | LCC = 0.7853 | SRCC = 0.7889 ]
+INFO:root:Average loss=0.3151611622709494
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3703 | LCC = 0.8025 | SRCC = 0.8018 ]
+INFO:root:Average loss=0.2730753725537887
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3366 | LCC = 0.8204 | SRCC = 0.8187 ]
+INFO:root:Average loss=0.2649681785931954
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3212 | LCC = 0.8256 | SRCC = 0.8233 ]
+INFO:root:Average loss=0.24888095880548158
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3102 | LCC = 0.8265 | SRCC = 0.8285 ]
+INFO:root:Average loss=0.27107968085851425
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3336 | LCC = 0.8316 | SRCC = 0.8293 ]
+INFO:root:Average loss=0.24320449832922372
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2868 | LCC = 0.8358 | SRCC = 0.8336 ]
+INFO:root:Average loss=0.22453347784586442
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2804 | LCC = 0.8374 | SRCC = 0.8354 ]
+INFO:root:Average loss=0.2201030059502675
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2941 | LCC = 0.8387 | SRCC = 0.8357 ]
+INFO:root:Average loss=0.2029552677502999
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2738 | LCC = 0.8400 | SRCC = 0.8377 ]
+INFO:root:Average loss=0.2079551678437453
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3056 | LCC = 0.8410 | SRCC = 0.8398 ]
+INFO:root:Average loss=0.18868859637624177
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2739 | LCC = 0.8398 | SRCC = 0.8385 ]
+INFO:root:Average loss=0.18837425303764832
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2781 | LCC = 0.8338 | SRCC = 0.8343 ]
+INFO:root:Average loss=0.172191091072865
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2720 | LCC = 0.8379 | SRCC = 0.8359 ]
+INFO:root:Average loss=0.1642296858705007
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2768 | LCC = 0.8407 | SRCC = 0.8379 ]
+INFO:root:Average loss=0.1654299067763182
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2602 | LCC = 0.8411 | SRCC = 0.8387 ]
+INFO:root:Average loss=0.1476057930252491
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3050 | LCC = 0.8376 | SRCC = 0.8364 ]
+INFO:root:Average loss=0.14431783442313856
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2803 | LCC = 0.8368 | SRCC = 0.8359 ]
+INFO:root:Average loss=0.15818223643761414
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2588 | LCC = 0.8409 | SRCC = 0.8386 ]
+INFO:root:Average loss=0.14173827864802802
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2679 | LCC = 0.8340 | SRCC = 0.8319 ]
+INFO:root:Average loss=0.13953717129352766
+INFO:root:
+[Valid][20][UTT][ MSE = 0.3124 | LCC = 0.8356 | SRCC = 0.8334 ]
+INFO:root:Average loss=0.12639940730654275
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2598 | LCC = 0.8402 | SRCC = 0.8371 ]
+INFO:root:Average loss=0.12180988700726093
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2756 | LCC = 0.8342 | SRCC = 0.8321 ]
+INFO:root:Average loss=0.1135494056611489
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2806 | LCC = 0.8330 | SRCC = 0.8300 ]
+INFO:root:Average loss=0.11820130575543795
+INFO:root:
+[Valid][24][UTT][ MSE = 0.3346 | LCC = 0.8310 | SRCC = 0.8313 ]
+INFO:root:Average loss=0.10414969854247876
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2732 | LCC = 0.8352 | SRCC = 0.8306 ]
+INFO:root:Average loss=0.10149103374435352
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2733 | LCC = 0.8332 | SRCC = 0.8317 ]
+INFO:root:Average loss=0.11059707818696132
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2520 | LCC = 0.8370 | SRCC = 0.8349 ]
+INFO:root:Average loss=0.09798220898478459
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2722 | LCC = 0.8356 | SRCC = 0.8339 ]
+INFO:root:Average loss=0.09721982068358323
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2982 | LCC = 0.8334 | SRCC = 0.8310 ]
+INFO:root:Average loss=0.08942138308133835
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2756 | LCC = 0.8346 | SRCC = 0.8329 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2627 | LCC = 0.8426 | SRCC = 0.8435 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer6/run2/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer6/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer6/run2/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer6/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..cd67048bb2dd2ff2f777f04df33bf33f9409f726
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer6/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4e545aaff098762dfbe90157677dde52861414f4c09f31af0454bf6706835440
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer6/run2/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer6/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_1epoch/layer6/run2/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer6/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..86c80a3cea9b90de9059a9dae5532478ca85472d
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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=0.492571007173795
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3706 | LCC = 0.7772 | SRCC = 0.7823 ]
+INFO:root:Average loss=0.3181434329121541
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3589 | LCC = 0.8040 | SRCC = 0.8047 ]
+INFO:root:Average loss=0.29418920343502974
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3095 | LCC = 0.8126 | SRCC = 0.8140 ]
+INFO:root:Average loss=0.26855068844862473
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3095 | LCC = 0.8232 | SRCC = 0.8216 ]
+INFO:root:Average loss=0.25790922592083615
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3034 | LCC = 0.8243 | SRCC = 0.8243 ]
+INFO:root:Average loss=0.24750229869133386
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3122 | LCC = 0.8329 | SRCC = 0.8323 ]
+INFO:root:Average loss=0.2386981439896119
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3029 | LCC = 0.8379 | SRCC = 0.8367 ]
+INFO:root:Average loss=0.22654560590401673
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2775 | LCC = 0.8366 | SRCC = 0.8359 ]
+INFO:root:Average loss=0.20997953281188622
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3114 | LCC = 0.8380 | SRCC = 0.8363 ]
+INFO:root:Average loss=0.21116376381654006
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2848 | LCC = 0.8427 | SRCC = 0.8426 ]
+INFO:root:Average loss=0.1932613094074604
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3077 | LCC = 0.8418 | SRCC = 0.8420 ]
+INFO:root:Average loss=0.19279146356842455
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3676 | LCC = 0.8404 | SRCC = 0.8421 ]
+INFO:root:Average loss=0.19872462778137281
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2799 | LCC = 0.8444 | SRCC = 0.8435 ]
+INFO:root:Average loss=0.18711535307841423
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2966 | LCC = 0.8426 | SRCC = 0.8420 ]
+INFO:root:Average loss=0.17321964057210165
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2561 | LCC = 0.8451 | SRCC = 0.8453 ]
+INFO:root:Average loss=0.15948723801053488
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3081 | LCC = 0.8421 | SRCC = 0.8413 ]
+INFO:root:Average loss=0.15803334690057314
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2598 | LCC = 0.8435 | SRCC = 0.8421 ]
+INFO:root:Average loss=0.15588640832366088
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2601 | LCC = 0.8486 | SRCC = 0.8479 ]
+INFO:root:Average loss=0.14048693004326943
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2935 | LCC = 0.8420 | SRCC = 0.8406 ]
+INFO:root:Average loss=0.14284818342480904
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2864 | LCC = 0.8462 | SRCC = 0.8443 ]
+INFO:root:Average loss=0.14007435395167425
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2442 | LCC = 0.8491 | SRCC = 0.8461 ]
+INFO:root:Average loss=0.12895588729626092
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2609 | LCC = 0.8448 | SRCC = 0.8433 ]
+INFO:root:Average loss=0.12119157058306229
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2824 | LCC = 0.8428 | SRCC = 0.8408 ]
+INFO:root:Average loss=0.11759707494041859
+INFO:root:
+[Valid][23][UTT][ MSE = 0.3568 | LCC = 0.8430 | SRCC = 0.8435 ]
+INFO:root:Average loss=0.12156283148588279
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2791 | LCC = 0.8477 | SRCC = 0.8453 ]
+INFO:root:Average loss=0.11016643916567166
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2582 | LCC = 0.8449 | SRCC = 0.8421 ]
+INFO:root:Average loss=0.10246312283934692
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2627 | LCC = 0.8461 | SRCC = 0.8438 ]
+INFO:root:Average loss=0.10428317139546077
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2800 | LCC = 0.8437 | SRCC = 0.8417 ]
+INFO:root:Average loss=0.10017822850017975
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2877 | LCC = 0.8454 | SRCC = 0.8438 ]
+INFO:root:Average loss=0.092379768880514
+INFO:root:
+[Valid][29][UTT][ MSE = 0.3052 | LCC = 0.8434 | SRCC = 0.8410 ]
+INFO:root:Average loss=0.11057270776766998
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2511 | LCC = 0.8430 | SRCC = 0.8409 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2634 | LCC = 0.8474 | SRCC = 0.8475 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer6/run3/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer6/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer6/run3/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer6/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..10f021e4c7daa0cf911c1688639b516ab572172f
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer6/run3/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_1epoch/layer6/run3/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer6/run3/model_best.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer6/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_1epoch/layer6/run3/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer6/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..ad119862911c02bbc02ffa5bdc75b9a47355fc5f
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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=0.591930909989736
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3736 | LCC = 0.7642 | SRCC = 0.7715 ]
+INFO:root:Average loss=0.3196446085587526
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3360 | LCC = 0.8014 | SRCC = 0.8032 ]
+INFO:root:Average loss=0.28935413158092743
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3245 | LCC = 0.8131 | SRCC = 0.8143 ]
+INFO:root:Average loss=0.27503532018416965
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3321 | LCC = 0.8192 | SRCC = 0.8217 ]
+INFO:root:Average loss=0.26713091211441237
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3441 | LCC = 0.8263 | SRCC = 0.8286 ]
+INFO:root:Average loss=0.2622828789246388
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3374 | LCC = 0.8268 | SRCC = 0.8319 ]
+INFO:root:Average loss=0.2326467961837084
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3110 | LCC = 0.8321 | SRCC = 0.8327 ]
+INFO:root:Average loss=0.22454304286302665
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3084 | LCC = 0.8294 | SRCC = 0.8288 ]
+INFO:root:Average loss=0.20877230348877418
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2683 | LCC = 0.8380 | SRCC = 0.8384 ]
+INFO:root:Average loss=0.21565154634225062
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2958 | LCC = 0.8340 | SRCC = 0.8352 ]
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+INFO:root:
+[Valid][10][UTT][ MSE = 0.2739 | LCC = 0.8447 | SRCC = 0.8440 ]
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+INFO:root:
+[Valid][11][UTT][ MSE = 0.2574 | LCC = 0.8420 | SRCC = 0.8419 ]
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+INFO:root:
+[Valid][12][UTT][ MSE = 0.2942 | LCC = 0.8382 | SRCC = 0.8377 ]
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+INFO:root:
+[Valid][13][UTT][ MSE = 0.2644 | LCC = 0.8403 | SRCC = 0.8391 ]
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+INFO:root:
+[Valid][14][UTT][ MSE = 0.2540 | LCC = 0.8406 | SRCC = 0.8394 ]
+INFO:root:Average loss=0.15205313188907427
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3047 | LCC = 0.8337 | SRCC = 0.8347 ]
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+INFO:root:
+[Valid][16][UTT][ MSE = 0.3941 | LCC = 0.8205 | SRCC = 0.8259 ]
+INFO:root:Average loss=0.15381107890071014
+INFO:root:
+[Valid][17][UTT][ MSE = 0.3123 | LCC = 0.8344 | SRCC = 0.8360 ]
+INFO:root:Average loss=0.13482354294795257
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2736 | LCC = 0.8408 | SRCC = 0.8385 ]
+INFO:root:Average loss=0.1420507498849661
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2731 | LCC = 0.8393 | SRCC = 0.8380 ]
+INFO:root:Average loss=0.130541631904168
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2660 | LCC = 0.8401 | SRCC = 0.8410 ]
+INFO:root:Average loss=0.13133321492335734
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2646 | LCC = 0.8366 | SRCC = 0.8368 ]
+INFO:root:Average loss=0.12874257411712256
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2535 | LCC = 0.8420 | SRCC = 0.8411 ]
+INFO:root:Average loss=0.11479158661304376
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2564 | LCC = 0.8389 | SRCC = 0.8381 ]
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+INFO:root:
+[Valid][24][UTT][ MSE = 0.2771 | LCC = 0.8405 | SRCC = 0.8409 ]
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+INFO:root:
+[Valid][25][UTT][ MSE = 0.2753 | LCC = 0.8290 | SRCC = 0.8288 ]
+INFO:root:Average loss=0.10296399442431255
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2701 | LCC = 0.8355 | SRCC = 0.8355 ]
+INFO:root:Average loss=0.1004333582539589
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2537 | LCC = 0.8392 | SRCC = 0.8378 ]
+INFO:root:Average loss=0.09163314366760926
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2800 | LCC = 0.8271 | SRCC = 0.8287 ]
+INFO:root:Average loss=0.09114172314413083
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2759 | LCC = 0.8315 | SRCC = 0.8303 ]
+INFO:root:Average loss=0.09572806667823058
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2731 | LCC = 0.8335 | SRCC = 0.8330 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2735 | LCC = 0.8491 | SRCC = 0.8499 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer6/run4/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer6/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer6/run4/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer6/run4/model.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer6/run4/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer6/run4/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_1epoch/layer6/run4/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer6/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..37874f2e0400e73324b8f8a1a89fb0867d1ff7ce
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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=0.4936730021085495
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3535 | LCC = 0.7894 | SRCC = 0.7909 ]
+INFO:root:Average loss=0.32522813918498844
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3670 | LCC = 0.8107 | SRCC = 0.8101 ]
+INFO:root:Average loss=0.3021688583569649
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3198 | LCC = 0.8163 | SRCC = 0.8177 ]
+INFO:root:Average loss=0.27578632801007
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3042 | LCC = 0.8226 | SRCC = 0.8230 ]
+INFO:root:Average loss=0.25291629192920834
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3208 | LCC = 0.8267 | SRCC = 0.8260 ]
+INFO:root:Average loss=0.24122594220516008
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2962 | LCC = 0.8371 | SRCC = 0.8363 ]
+INFO:root:Average loss=0.24015554613791978
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3607 | LCC = 0.8262 | SRCC = 0.8313 ]
+INFO:root:Average loss=0.23407234929693052
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2831 | LCC = 0.8344 | SRCC = 0.8358 ]
+INFO:root:Average loss=0.2315893753980979
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3806 | LCC = 0.8352 | SRCC = 0.8352 ]
+INFO:root:Average loss=0.21603475663906488
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2889 | LCC = 0.8378 | SRCC = 0.8377 ]
+INFO:root:Average loss=0.2069805839504951
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2685 | LCC = 0.8415 | SRCC = 0.8399 ]
+INFO:root:Average loss=0.20168950838538316
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3064 | LCC = 0.8319 | SRCC = 0.8305 ]
+INFO:root:Average loss=0.1974210133537268
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2808 | LCC = 0.8415 | SRCC = 0.8389 ]
+INFO:root:Average loss=0.19511669453902122
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2633 | LCC = 0.8408 | SRCC = 0.8394 ]
+INFO:root:Average loss=0.16315809446267593
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2885 | LCC = 0.8329 | SRCC = 0.8315 ]
+INFO:root:Average loss=0.1727483030886222
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2741 | LCC = 0.8427 | SRCC = 0.8412 ]
+INFO:root:Average loss=0.15861249686433718
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2896 | LCC = 0.8414 | SRCC = 0.8401 ]
+INFO:root:Average loss=0.15030391934590462
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2940 | LCC = 0.8367 | SRCC = 0.8360 ]
+INFO:root:Average loss=0.15681544758188418
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2626 | LCC = 0.8363 | SRCC = 0.8352 ]
+INFO:root:Average loss=0.14739151948537582
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2680 | LCC = 0.8330 | SRCC = 0.8327 ]
+INFO:root:Average loss=0.1399509356572078
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2742 | LCC = 0.8360 | SRCC = 0.8368 ]
+INFO:root:Average loss=0.13278668431135324
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2924 | LCC = 0.8311 | SRCC = 0.8317 ]
+INFO:root:Average loss=0.12598377466201782
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2775 | LCC = 0.8278 | SRCC = 0.8281 ]
+INFO:root:Average loss=0.12888779997443542
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2730 | LCC = 0.8341 | SRCC = 0.8341 ]
+INFO:root:Average loss=0.11971833155705379
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2794 | LCC = 0.8346 | SRCC = 0.8341 ]
+INFO:root:Average loss=0.11360751694211593
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2637 | LCC = 0.8363 | SRCC = 0.8358 ]
+INFO:root:Average loss=0.10402159454921882
+INFO:root:
+[Valid][26][UTT][ MSE = 0.3119 | LCC = 0.8259 | SRCC = 0.8232 ]
+INFO:root:Average loss=0.11991598867835143
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2683 | LCC = 0.8366 | SRCC = 0.8349 ]
+INFO:root:Average loss=0.1058310056821658
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2706 | LCC = 0.8375 | SRCC = 0.8364 ]
+INFO:root:Average loss=0.10489139194862965
+INFO:root:
+[Valid][29][UTT][ MSE = 0.3417 | LCC = 0.8264 | SRCC = 0.8317 ]
+INFO:root:Average loss=0.10656954066302532
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2851 | LCC = 0.8369 | SRCC = 0.8360 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2649 | LCC = 0.8496 | SRCC = 0.8507 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer7/run0/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer7/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer7/run0/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer7/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..97540fa62f56beff2f51e0151bd96d01bc5ed269
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer7/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8b1f20e9a7cda2cb0a57aeab7b86ea4e84e504574e52ed7bfa581b1c4fd674d5
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer7/run0/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer7/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e71e3796ee37ea84a61e65277b0e7f83585e2d77
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer7/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d295bc7e5e5f827942ac94362d2077babd4e8bb7763aac5988f1142fd312f4b6
+size 2749702
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer7/run0/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer7/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..3775da9b78fd68b454841164458d087ffccfef36
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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=0.621062389933146
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4762 | LCC = 0.7566 | SRCC = 0.7713 ]
+INFO:root:Average loss=0.3418003731431105
+INFO:root:
+[Valid][1][UTT][ MSE = 0.4281 | LCC = 0.8022 | SRCC = 0.8026 ]
+INFO:root:Average loss=0.28819876508070874
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3455 | LCC = 0.8174 | SRCC = 0.8180 ]
+INFO:root:Average loss=0.2728984997822688
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3684 | LCC = 0.8189 | SRCC = 0.8164 ]
+INFO:root:Average loss=0.27423968013280475
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3032 | LCC = 0.8270 | SRCC = 0.8267 ]
+INFO:root:Average loss=0.2480995666522246
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3019 | LCC = 0.8318 | SRCC = 0.8300 ]
+INFO:root:Average loss=0.23558245045252335
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2832 | LCC = 0.8350 | SRCC = 0.8334 ]
+INFO:root:Average loss=0.2226629784474006
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3538 | LCC = 0.8295 | SRCC = 0.8258 ]
+INFO:root:Average loss=0.21942021315678573
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2986 | LCC = 0.8404 | SRCC = 0.8381 ]
+INFO:root:Average loss=0.21584831999662596
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3077 | LCC = 0.8393 | SRCC = 0.8365 ]
+INFO:root:Average loss=0.2001175188865417
+INFO:root:
+[Valid][10][UTT][ MSE = 0.4063 | LCC = 0.8309 | SRCC = 0.8337 ]
+INFO:root:Average loss=0.21106993559843454
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3403 | LCC = 0.8372 | SRCC = 0.8380 ]
+INFO:root:Average loss=0.18991935205383179
+INFO:root:
+[Valid][12][UTT][ MSE = 0.4403 | LCC = 0.8293 | SRCC = 0.8334 ]
+INFO:root:Average loss=0.18114157221638238
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2876 | LCC = 0.8379 | SRCC = 0.8387 ]
+INFO:root:Average loss=0.17018104650271246
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2674 | LCC = 0.8400 | SRCC = 0.8406 ]
+INFO:root:Average loss=0.16284761826197305
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3027 | LCC = 0.8366 | SRCC = 0.8328 ]
+INFO:root:Average loss=0.15905920129555923
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2660 | LCC = 0.8404 | SRCC = 0.8396 ]
+INFO:root:Average loss=0.15439301987106985
+INFO:root:
+[Valid][17][UTT][ MSE = 0.3996 | LCC = 0.8315 | SRCC = 0.8328 ]
+INFO:root:Average loss=0.1590609790231937
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3080 | LCC = 0.8419 | SRCC = 0.8413 ]
+INFO:root:Average loss=0.14922489779881942
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2745 | LCC = 0.8344 | SRCC = 0.8326 ]
+INFO:root:Average loss=0.1434929479773228
+INFO:root:
+[Valid][20][UTT][ MSE = 0.3157 | LCC = 0.8379 | SRCC = 0.8365 ]
+INFO:root:Average loss=0.13648880406832084
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2694 | LCC = 0.8421 | SRCC = 0.8415 ]
+INFO:root:Average loss=0.12739280850077286
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2916 | LCC = 0.8401 | SRCC = 0.8407 ]
+INFO:root:Average loss=0.12586466633738616
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2815 | LCC = 0.8349 | SRCC = 0.8339 ]
+INFO:root:Average loss=0.11596731048745987
+INFO:root:
+[Valid][24][UTT][ MSE = 0.3716 | LCC = 0.8288 | SRCC = 0.8325 ]
+INFO:root:Average loss=0.11698893323922768
+INFO:root:
+[Valid][25][UTT][ MSE = 0.3205 | LCC = 0.8352 | SRCC = 0.8349 ]
+INFO:root:Average loss=0.11412944979010484
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2567 | LCC = 0.8395 | SRCC = 0.8381 ]
+INFO:root:Average loss=0.10561195837381558
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2669 | LCC = 0.8374 | SRCC = 0.8349 ]
+INFO:root:Average loss=0.0989092268431798
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2726 | LCC = 0.8331 | SRCC = 0.8329 ]
+INFO:root:Average loss=0.10246381560006203
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2590 | LCC = 0.8346 | SRCC = 0.8330 ]
+INFO:root:Average loss=0.10006866842890397
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2731 | LCC = 0.8352 | SRCC = 0.8348 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2617 | LCC = 0.8408 | SRCC = 0.8409 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer7/run1/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer7/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer7/run1/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer7/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..3579372e23e39250710c63f7830d97f1fcd2db96
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer7/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d612647be2ff210796adbf4abe6eeab7caf9132a1873b0f5f9550a31a4a28cdf
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer7/run1/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer7/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..798da4cc1af93267b73091e9ed746712ca5e6853
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer7/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:eaa308b3f087700104badf7b31153ccc8c12765652d35d81c38e07f3f3f5cde5
+size 2749702
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer7/run1/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer7/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..16dca6f0ec9cb23bdd580ca5c4169f8b03df7f86
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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=0.4932366208388255
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4204 | LCC = 0.7795 | SRCC = 0.7840 ]
+INFO:root:Average loss=0.315457939910583
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3505 | LCC = 0.8081 | SRCC = 0.8070 ]
+INFO:root:Average loss=0.2818035147128961
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3094 | LCC = 0.8222 | SRCC = 0.8214 ]
+INFO:root:Average loss=0.2799775955768732
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2898 | LCC = 0.8258 | SRCC = 0.8252 ]
+INFO:root:Average loss=0.25378647179175645
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2791 | LCC = 0.8298 | SRCC = 0.8294 ]
+INFO:root:Average loss=0.2749432439987476
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3397 | LCC = 0.8362 | SRCC = 0.8343 ]
+INFO:root:Average loss=0.25506570037358844
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3036 | LCC = 0.8365 | SRCC = 0.8356 ]
+INFO:root:Average loss=0.22811716756759545
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3238 | LCC = 0.8379 | SRCC = 0.8387 ]
+INFO:root:Average loss=0.21710591094616133
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3217 | LCC = 0.8377 | SRCC = 0.8357 ]
+INFO:root:Average loss=0.21837581407565337
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2534 | LCC = 0.8431 | SRCC = 0.8423 ]
+INFO:root:Average loss=0.20594699184099832
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2980 | LCC = 0.8425 | SRCC = 0.8414 ]
+INFO:root:Average loss=0.20014179058564016
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2683 | LCC = 0.8424 | SRCC = 0.8397 ]
+INFO:root:Average loss=0.18941689808017168
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2640 | LCC = 0.8429 | SRCC = 0.8412 ]
+INFO:root:Average loss=0.1785953572163215
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3075 | LCC = 0.8412 | SRCC = 0.8396 ]
+INFO:root:Average loss=0.19501771472203425
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2583 | LCC = 0.8412 | SRCC = 0.8406 ]
+INFO:root:Average loss=0.18100923777390748
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3120 | LCC = 0.8389 | SRCC = 0.8386 ]
+INFO:root:Average loss=0.168202148607144
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2779 | LCC = 0.8428 | SRCC = 0.8402 ]
+INFO:root:Average loss=0.16211668889109904
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2536 | LCC = 0.8395 | SRCC = 0.8376 ]
+INFO:root:Average loss=0.15103725095589957
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2773 | LCC = 0.8421 | SRCC = 0.8399 ]
+INFO:root:Average loss=0.15237523663120392
+INFO:root:
+[Valid][19][UTT][ MSE = 0.3070 | LCC = 0.8400 | SRCC = 0.8385 ]
+INFO:root:Average loss=0.1499605322113404
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2669 | LCC = 0.8414 | SRCC = 0.8394 ]
+INFO:root:Average loss=0.14025641376009354
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2920 | LCC = 0.8425 | SRCC = 0.8413 ]
+INFO:root:Average loss=0.1396612921395363
+INFO:root:
+[Valid][22][UTT][ MSE = 0.3098 | LCC = 0.8382 | SRCC = 0.8379 ]
+INFO:root:Average loss=0.1340568157342764
+INFO:root:
+[Valid][23][UTT][ MSE = 0.3713 | LCC = 0.8324 | SRCC = 0.8348 ]
+INFO:root:Average loss=0.13759995137269682
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2785 | LCC = 0.8374 | SRCC = 0.8363 ]
+INFO:root:Average loss=0.1258641542532505
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2561 | LCC = 0.8402 | SRCC = 0.8380 ]
+INFO:root:Average loss=0.1127633344477568
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2888 | LCC = 0.8392 | SRCC = 0.8365 ]
+INFO:root:Average loss=0.11699566249855053
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2662 | LCC = 0.8398 | SRCC = 0.8375 ]
+INFO:root:Average loss=0.1114548439016709
+INFO:root:
+[Valid][28][UTT][ MSE = 0.3135 | LCC = 0.8376 | SRCC = 0.8362 ]
+INFO:root:Average loss=0.11227792797562404
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2768 | LCC = 0.8400 | SRCC = 0.8358 ]
+INFO:root:Average loss=0.1082840240918673
+INFO:root:
+[Valid][30][UTT][ MSE = 0.3252 | LCC = 0.8383 | SRCC = 0.8371 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2757 | LCC = 0.8379 | SRCC = 0.8402 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer7/run2/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer7/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer7/run2/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer7/run2/model.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer7/run2/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer7/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_1epoch/layer7/run2/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer7/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..46b93db6f70946d36b426f12aec3e9f760140090
--- /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=0.4779739660712389
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3844 | LCC = 0.7712 | SRCC = 0.7796 ]
+INFO:root:Average loss=0.3126136240286705
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3342 | LCC = 0.8090 | SRCC = 0.8093 ]
+INFO:root:Average loss=0.28187676385427135
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3048 | LCC = 0.8184 | SRCC = 0.8189 ]
+INFO:root:Average loss=0.2735254548681088
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2797 | LCC = 0.8188 | SRCC = 0.8245 ]
+INFO:root:Average loss=0.25598279902568233
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2941 | LCC = 0.8264 | SRCC = 0.8252 ]
+INFO:root:Average loss=0.2381384810193991
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2862 | LCC = 0.8379 | SRCC = 0.8359 ]
+INFO:root:Average loss=0.2458532676100731
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3067 | LCC = 0.8359 | SRCC = 0.8360 ]
+INFO:root:Average loss=0.24236336713417983
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2843 | LCC = 0.8338 | SRCC = 0.8353 ]
+INFO:root:Average loss=0.20813814397805777
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3118 | LCC = 0.8407 | SRCC = 0.8385 ]
+INFO:root:Average loss=0.21293041014518493
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2510 | LCC = 0.8418 | SRCC = 0.8417 ]
+INFO:root:Average loss=0.20711391934981713
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3186 | LCC = 0.8381 | SRCC = 0.8385 ]
+INFO:root:Average loss=0.2270151456961265
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3192 | LCC = 0.8319 | SRCC = 0.8366 ]
+INFO:root:Average loss=0.19574180665688637
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2924 | LCC = 0.8411 | SRCC = 0.8421 ]
+INFO:root:Average loss=0.20412149414038047
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2913 | LCC = 0.8439 | SRCC = 0.8429 ]
+INFO:root:Average loss=0.17977809447508591
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2552 | LCC = 0.8451 | SRCC = 0.8443 ]
+INFO:root:Average loss=0.1676265766414312
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2765 | LCC = 0.8435 | SRCC = 0.8431 ]
+INFO:root:Average loss=0.15720974386502534
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2421 | LCC = 0.8440 | SRCC = 0.8446 ]
+INFO:root:Average loss=0.15019104820795548
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2637 | LCC = 0.8424 | SRCC = 0.8405 ]
+INFO:root:Average loss=0.1604594269242042
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2820 | LCC = 0.8433 | SRCC = 0.8427 ]
+INFO:root:Average loss=0.1392204399483326
+INFO:root:
+[Valid][19][UTT][ MSE = 0.3075 | LCC = 0.8430 | SRCC = 0.8449 ]
+INFO:root:Average loss=0.1437954984796353
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2489 | LCC = 0.8477 | SRCC = 0.8487 ]
+INFO:root:Average loss=0.13712056735769296
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2743 | LCC = 0.8420 | SRCC = 0.8414 ]
+INFO:root:Average loss=0.13423874487097448
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2658 | LCC = 0.8393 | SRCC = 0.8392 ]
+INFO:root:Average loss=0.12006637406272766
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2485 | LCC = 0.8443 | SRCC = 0.8445 ]
+INFO:root:Average loss=0.11754922817150752
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2588 | LCC = 0.8414 | SRCC = 0.8410 ]
+INFO:root:Average loss=0.12517385624158076
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2660 | LCC = 0.8400 | SRCC = 0.8414 ]
+INFO:root:Average loss=0.1128229130155001
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2654 | LCC = 0.8417 | SRCC = 0.8432 ]
+INFO:root:Average loss=0.10707969347444865
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2593 | LCC = 0.8413 | SRCC = 0.8418 ]
+INFO:root:Average loss=0.10131554563458149
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2733 | LCC = 0.8424 | SRCC = 0.8444 ]
+INFO:root:Average loss=0.10039827327888745
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2612 | LCC = 0.8400 | SRCC = 0.8413 ]
+INFO:root:Average loss=0.10175929858516423
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2612 | LCC = 0.8394 | SRCC = 0.8385 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2546 | LCC = 0.8393 | SRCC = 0.8392 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer7/run3/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer7/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer7/run3/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer7/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..82a155ea1897a7f7928a3ea12ef6093f74b2161a
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer7/run3/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_1epoch/layer7/run3/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer7/run3/model_best.pt
new file mode 100644
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+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer7/run3/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer7/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..17ba5d07a80474da4e64a1e10426827269ccab68
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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=0.5626105360495739
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3490 | LCC = 0.7781 | SRCC = 0.7824 ]
+INFO:root:Average loss=0.3448782093249835
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3496 | LCC = 0.8011 | SRCC = 0.8030 ]
+INFO:root:Average loss=0.2905759631823271
+INFO:root:
+[Valid][2][UTT][ MSE = 0.4075 | LCC = 0.8070 | SRCC = 0.8140 ]
+INFO:root:Average loss=0.2819938237468402
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3136 | LCC = 0.8193 | SRCC = 0.8235 ]
+INFO:root:Average loss=0.25362351746895373
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2921 | LCC = 0.8284 | SRCC = 0.8284 ]
+INFO:root:Average loss=0.2466948036199961
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3149 | LCC = 0.8279 | SRCC = 0.8302 ]
+INFO:root:Average loss=0.2277710369000068
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2787 | LCC = 0.8399 | SRCC = 0.8397 ]
+INFO:root:Average loss=0.22024162992452964
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2684 | LCC = 0.8336 | SRCC = 0.8341 ]
+INFO:root:Average loss=0.21585671508159393
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3454 | LCC = 0.8330 | SRCC = 0.8342 ]
+INFO:root:Average loss=0.20394170991121194
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2726 | LCC = 0.8391 | SRCC = 0.8387 ]
+INFO:root:Average loss=0.20704605010075447
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3197 | LCC = 0.8351 | SRCC = 0.8349 ]
+INFO:root:Average loss=0.1945132793715367
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3071 | LCC = 0.8356 | SRCC = 0.8363 ]
+INFO:root:Average loss=0.17911521039712122
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2694 | LCC = 0.8386 | SRCC = 0.8380 ]
+INFO:root:Average loss=0.17439004568717417
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2888 | LCC = 0.8338 | SRCC = 0.8359 ]
+INFO:root:Average loss=0.1657462259515738
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2841 | LCC = 0.8385 | SRCC = 0.8380 ]
+INFO:root:Average loss=0.17901560205679673
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3554 | LCC = 0.8293 | SRCC = 0.8345 ]
+INFO:root:Average loss=0.15071108602942565
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2733 | LCC = 0.8366 | SRCC = 0.8357 ]
+INFO:root:Average loss=0.15148026171403053
+INFO:root:
+[Valid][17][UTT][ MSE = 0.3692 | LCC = 0.8275 | SRCC = 0.8341 ]
+INFO:root:Average loss=0.15452898799990997
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3400 | LCC = 0.8333 | SRCC = 0.8349 ]
+INFO:root:Average loss=0.14846165793446395
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2811 | LCC = 0.8355 | SRCC = 0.8362 ]
+INFO:root:Average loss=0.13192614807914466
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2595 | LCC = 0.8363 | SRCC = 0.8361 ]
+INFO:root:Average loss=0.12850448393668884
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2656 | LCC = 0.8356 | SRCC = 0.8348 ]
+INFO:root:Average loss=0.13349923309989464
+INFO:root:
+[Valid][22][UTT][ MSE = 0.3425 | LCC = 0.8325 | SRCC = 0.8346 ]
+INFO:root:Average loss=0.12190488181435145
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2664 | LCC = 0.8325 | SRCC = 0.8323 ]
+INFO:root:Average loss=0.11220043830764599
+INFO:root:
+[Valid][24][UTT][ MSE = 0.3548 | LCC = 0.8326 | SRCC = 0.8342 ]
+INFO:root:Average loss=0.11426802925192393
+INFO:root:
+[Valid][25][UTT][ MSE = 0.3211 | LCC = 0.8308 | SRCC = 0.8328 ]
+INFO:root:Average loss=0.1117346094777951
+INFO:root:
+[Valid][26][UTT][ MSE = 0.3152 | LCC = 0.8325 | SRCC = 0.8313 ]
+INFO:root:Average loss=0.10537494599628143
+INFO:root:
+[Valid][27][UTT][ MSE = 0.3166 | LCC = 0.8303 | SRCC = 0.8312 ]
+INFO:root:Average loss=0.0957499334636407
+INFO:root:
+[Valid][28][UTT][ MSE = 0.3175 | LCC = 0.8348 | SRCC = 0.8358 ]
+INFO:root:Average loss=0.09729842182535392
+INFO:root:
+[Valid][29][UTT][ MSE = 0.3124 | LCC = 0.8291 | SRCC = 0.8316 ]
+INFO:root:Average loss=0.0957450380978676
+INFO:root:
+[Valid][30][UTT][ MSE = 0.3119 | LCC = 0.8224 | SRCC = 0.8245 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2892 | LCC = 0.8384 | SRCC = 0.8426 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer7/run4/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer7/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer7/run4/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer7/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..30947664f18d505c9704ef4e66af376d5137e386
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer7/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_1epoch/layer7/run4/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer7/run4/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer7/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..f4c0581f14d661966a72496f8d83124f4b6a7094
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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=0.495452697460468
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3569 | LCC = 0.7818 | SRCC = 0.7856 ]
+INFO:root:Average loss=0.31806208747319686
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3511 | LCC = 0.8093 | SRCC = 0.8087 ]
+INFO:root:Average loss=0.2846385248196431
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3004 | LCC = 0.8218 | SRCC = 0.8225 ]
+INFO:root:Average loss=0.2838602459583527
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3130 | LCC = 0.8269 | SRCC = 0.8248 ]
+INFO:root:Average loss=0.2619694979527058
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2982 | LCC = 0.8291 | SRCC = 0.8282 ]
+INFO:root:Average loss=0.25701246754481244
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3148 | LCC = 0.8354 | SRCC = 0.8335 ]
+INFO:root:Average loss=0.24144433381465766
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2940 | LCC = 0.8327 | SRCC = 0.8314 ]
+INFO:root:Average loss=0.22953026302349874
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2662 | LCC = 0.8411 | SRCC = 0.8399 ]
+INFO:root:Average loss=0.2238995564671663
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3169 | LCC = 0.8421 | SRCC = 0.8410 ]
+INFO:root:Average loss=0.20513772429564062
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2981 | LCC = 0.8411 | SRCC = 0.8382 ]
+INFO:root:Average loss=0.21523595524904054
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2587 | LCC = 0.8459 | SRCC = 0.8442 ]
+INFO:root:Average loss=0.18976490696271262
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2992 | LCC = 0.8402 | SRCC = 0.8396 ]
+INFO:root:Average loss=0.17996887881786394
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2701 | LCC = 0.8451 | SRCC = 0.8435 ]
+INFO:root:Average loss=0.18337966492160773
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2688 | LCC = 0.8471 | SRCC = 0.8450 ]
+INFO:root:Average loss=0.17894035081068674
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2610 | LCC = 0.8404 | SRCC = 0.8417 ]
+INFO:root:Average loss=0.18197942592012575
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2732 | LCC = 0.8400 | SRCC = 0.8435 ]
+INFO:root:Average loss=0.1508433488317025
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2573 | LCC = 0.8418 | SRCC = 0.8427 ]
+INFO:root:Average loss=0.16579224914312363
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2642 | LCC = 0.8462 | SRCC = 0.8471 ]
+INFO:root:Average loss=0.14252273499583587
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2521 | LCC = 0.8435 | SRCC = 0.8441 ]
+INFO:root:Average loss=0.1383832990167997
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2500 | LCC = 0.8458 | SRCC = 0.8451 ]
+INFO:root:Average loss=0.14132250740359992
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2598 | LCC = 0.8430 | SRCC = 0.8438 ]
+INFO:root:Average loss=0.13587224435729858
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2609 | LCC = 0.8404 | SRCC = 0.8411 ]
+INFO:root:Average loss=0.13897047946468377
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2572 | LCC = 0.8441 | SRCC = 0.8449 ]
+INFO:root:Average loss=0.12015340333947769
+INFO:root:
+[Valid][23][UTT][ MSE = 0.3318 | LCC = 0.8278 | SRCC = 0.8335 ]
+INFO:root:Average loss=0.12385901426657653
+INFO:root:
+[Valid][24][UTT][ MSE = 0.3109 | LCC = 0.8345 | SRCC = 0.8370 ]
+INFO:root:Average loss=0.14594006404662743
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2758 | LCC = 0.8381 | SRCC = 0.8386 ]
+INFO:root:Average loss=0.11411604418968543
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2576 | LCC = 0.8378 | SRCC = 0.8375 ]
+INFO:root:Average loss=0.1199380283554395
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2628 | LCC = 0.8339 | SRCC = 0.8337 ]
+INFO:root:Average loss=0.09973070550805484
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2548 | LCC = 0.8384 | SRCC = 0.8387 ]
+INFO:root:Average loss=0.09928109057438679
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2811 | LCC = 0.8403 | SRCC = 0.8409 ]
+INFO:root:Average loss=0.1065832272840616
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2812 | LCC = 0.8342 | SRCC = 0.8380 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2697 | LCC = 0.8406 | SRCC = 0.8392 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer8/run0/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer8/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer8/run0/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer8/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..16b9bc3abbfc82777f5fbd1bd19b60f75ba819ee
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer8/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c0d4cd092fc1324628f4601fcc66e895547e9fc6a4b287350c901c410d11383b
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer8/run0/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer8/run0/model_best.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer8/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_1epoch/layer8/run0/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer8/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..8ee9b66c76651963714bc0eb64dbb94b9d3a764a
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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=0.6023298658621616
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3719 | LCC = 0.7783 | SRCC = 0.7813 ]
+INFO:root:Average loss=0.3380559417299735
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3390 | LCC = 0.8053 | SRCC = 0.8046 ]
+INFO:root:Average loss=0.2905375279295139
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2959 | LCC = 0.8174 | SRCC = 0.8177 ]
+INFO:root:Average loss=0.267808592854402
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2816 | LCC = 0.8310 | SRCC = 0.8310 ]
+INFO:root:Average loss=0.2624125131047689
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2941 | LCC = 0.8340 | SRCC = 0.8346 ]
+INFO:root:Average loss=0.2499506834607858
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3027 | LCC = 0.8382 | SRCC = 0.8363 ]
+INFO:root:Average loss=0.2505157442811208
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2903 | LCC = 0.8432 | SRCC = 0.8406 ]
+INFO:root:Average loss=0.24010952886862633
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2976 | LCC = 0.8445 | SRCC = 0.8434 ]
+INFO:root:Average loss=0.23469741164873809
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3329 | LCC = 0.8454 | SRCC = 0.8455 ]
+INFO:root:Average loss=0.2401793660261692
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2638 | LCC = 0.8468 | SRCC = 0.8462 ]
+INFO:root:Average loss=0.22507848495092148
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2637 | LCC = 0.8490 | SRCC = 0.8482 ]
+INFO:root:Average loss=0.21764089033389702
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2996 | LCC = 0.8466 | SRCC = 0.8454 ]
+INFO:root:Average loss=0.23529223180734193
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2861 | LCC = 0.8435 | SRCC = 0.8434 ]
+INFO:root:Average loss=0.2102664921146173
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2962 | LCC = 0.8499 | SRCC = 0.8490 ]
+INFO:root:Average loss=0.20256549416062158
+INFO:root:
+[Valid][14][UTT][ MSE = 0.3201 | LCC = 0.8518 | SRCC = 0.8514 ]
+INFO:root:Average loss=0.19860040415556002
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2765 | LCC = 0.8512 | SRCC = 0.8513 ]
+INFO:root:Average loss=0.18327150283715662
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2548 | LCC = 0.8520 | SRCC = 0.8521 ]
+INFO:root:Average loss=0.18486992145578066
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2530 | LCC = 0.8475 | SRCC = 0.8473 ]
+INFO:root:Average loss=0.1807397916339911
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2471 | LCC = 0.8504 | SRCC = 0.8512 ]
+INFO:root:Average loss=0.17210725685342765
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2837 | LCC = 0.8522 | SRCC = 0.8511 ]
+INFO:root:Average loss=0.16875432622738373
+INFO:root:
+[Valid][20][UTT][ MSE = 0.3057 | LCC = 0.8521 | SRCC = 0.8522 ]
+INFO:root:Average loss=0.1712992750108242
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2578 | LCC = 0.8513 | SRCC = 0.8528 ]
+INFO:root:Average loss=0.15584445257599538
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2459 | LCC = 0.8556 | SRCC = 0.8549 ]
+INFO:root:Average loss=0.15664196530213723
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2602 | LCC = 0.8518 | SRCC = 0.8499 ]
+INFO:root:Average loss=0.15665772375770104
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2678 | LCC = 0.8493 | SRCC = 0.8496 ]
+INFO:root:Average loss=0.1433292523217507
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2500 | LCC = 0.8507 | SRCC = 0.8492 ]
+INFO:root:Average loss=0.15740941761013788
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2598 | LCC = 0.8482 | SRCC = 0.8485 ]
+INFO:root:Average loss=0.14558568615943956
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2559 | LCC = 0.8456 | SRCC = 0.8448 ]
+INFO:root:Average loss=0.14158908812663493
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2847 | LCC = 0.8487 | SRCC = 0.8466 ]
+INFO:root:Average loss=0.1382259115194663
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2583 | LCC = 0.8475 | SRCC = 0.8470 ]
+INFO:root:Average loss=0.1365219802619555
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2586 | LCC = 0.8503 | SRCC = 0.8478 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2610 | LCC = 0.8423 | SRCC = 0.8448 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer8/run1/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer8/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer8/run1/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer8/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..9b491f61da4dba3884d57a7be93151601b1ff578
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer8/run1/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer8/run1/model_best.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer8/run1/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer8/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..94a238b9094c3a8f8844229bef1e3410db57100f
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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=0.5395665485889484
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3788 | LCC = 0.7854 | SRCC = 0.7894 ]
+INFO:root:Average loss=0.33096475765491146
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3652 | LCC = 0.8104 | SRCC = 0.8088 ]
+INFO:root:Average loss=0.2904058129359514
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2979 | LCC = 0.8225 | SRCC = 0.8223 ]
+INFO:root:Average loss=0.28911590346923244
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3223 | LCC = 0.8332 | SRCC = 0.8326 ]
+INFO:root:Average loss=0.26191020756959915
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3095 | LCC = 0.8294 | SRCC = 0.8314 ]
+INFO:root:Average loss=0.26822784084540147
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3276 | LCC = 0.8373 | SRCC = 0.8355 ]
+INFO:root:Average loss=0.24295509320039016
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3284 | LCC = 0.8434 | SRCC = 0.8428 ]
+INFO:root:Average loss=0.23118615857301614
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2930 | LCC = 0.8398 | SRCC = 0.8399 ]
+INFO:root:Average loss=0.23355940137154016
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3070 | LCC = 0.8423 | SRCC = 0.8423 ]
+INFO:root:Average loss=0.22789478932435697
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2932 | LCC = 0.8496 | SRCC = 0.8486 ]
+INFO:root:Average loss=0.2197765528391569
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2565 | LCC = 0.8427 | SRCC = 0.8450 ]
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+INFO:root:
+[Valid][11][UTT][ MSE = 0.2432 | LCC = 0.8478 | SRCC = 0.8479 ]
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+INFO:root:
+[Valid][12][UTT][ MSE = 0.2700 | LCC = 0.8492 | SRCC = 0.8468 ]
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+[Valid][13][UTT][ MSE = 0.2855 | LCC = 0.8457 | SRCC = 0.8455 ]
+INFO:root:Average loss=0.19422859660325906
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2689 | LCC = 0.8466 | SRCC = 0.8464 ]
+INFO:root:Average loss=0.1832132818034062
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2735 | LCC = 0.8535 | SRCC = 0.8525 ]
+INFO:root:Average loss=0.20798214725576913
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3188 | LCC = 0.8494 | SRCC = 0.8507 ]
+INFO:root:Average loss=0.18036495770017305
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2871 | LCC = 0.8502 | SRCC = 0.8500 ]
+INFO:root:Average loss=0.18004260412775552
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2608 | LCC = 0.8472 | SRCC = 0.8471 ]
+INFO:root:Average loss=0.1686386109735721
+INFO:root:
+[Valid][19][UTT][ MSE = 0.3040 | LCC = 0.8495 | SRCC = 0.8504 ]
+INFO:root:Average loss=0.16078789035479227
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2423 | LCC = 0.8521 | SRCC = 0.8513 ]
+INFO:root:Average loss=0.16253341858585676
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2749 | LCC = 0.8498 | SRCC = 0.8502 ]
+INFO:root:Average loss=0.157021319350371
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2561 | LCC = 0.8497 | SRCC = 0.8482 ]
+INFO:root:Average loss=0.1637857281244718
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2500 | LCC = 0.8512 | SRCC = 0.8503 ]
+INFO:root:Average loss=0.1493105622820365
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2493 | LCC = 0.8535 | SRCC = 0.8531 ]
+INFO:root:Average loss=0.14029763486140814
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2656 | LCC = 0.8446 | SRCC = 0.8443 ]
+INFO:root:Average loss=0.13966870728211525
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2615 | LCC = 0.8482 | SRCC = 0.8464 ]
+INFO:root:Average loss=0.13467675991929495
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2693 | LCC = 0.8419 | SRCC = 0.8405 ]
+INFO:root:Average loss=0.135531913011502
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2568 | LCC = 0.8477 | SRCC = 0.8468 ]
+INFO:root:Average loss=0.12890120605245614
+INFO:root:
+[Valid][29][UTT][ MSE = 0.3176 | LCC = 0.8466 | SRCC = 0.8484 ]
+INFO:root:Average loss=0.13229655885161498
+INFO:root:
+[Valid][30][UTT][ MSE = 0.3112 | LCC = 0.8421 | SRCC = 0.8418 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2509 | LCC = 0.8464 | SRCC = 0.8451 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer8/run2/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer8/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer8/run2/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer8/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..021b50bbb5c7d8596f627cd179229697a033989f
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer8/run2/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer8/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_1epoch/layer8/run2/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer8/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..fb74121f550e3f33a13e20c8c619d4b506de846e
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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=0.5567290937671294
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3795 | LCC = 0.7726 | SRCC = 0.7791 ]
+INFO:root:Average loss=0.3578666301491933
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3362 | LCC = 0.7977 | SRCC = 0.8016 ]
+INFO:root:Average loss=0.30311609174196535
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3412 | LCC = 0.8169 | SRCC = 0.8180 ]
+INFO:root:Average loss=0.2777798533057555
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3005 | LCC = 0.8151 | SRCC = 0.8207 ]
+INFO:root:Average loss=0.26773284967893207
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3557 | LCC = 0.8255 | SRCC = 0.8272 ]
+INFO:root:Average loss=0.26283727509853166
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2968 | LCC = 0.8319 | SRCC = 0.8309 ]
+INFO:root:Average loss=0.2417001030766047
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2918 | LCC = 0.8341 | SRCC = 0.8333 ]
+INFO:root:Average loss=0.23658417365871942
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2627 | LCC = 0.8379 | SRCC = 0.8368 ]
+INFO:root:Average loss=0.2339281814220624
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2791 | LCC = 0.8384 | SRCC = 0.8393 ]
+INFO:root:Average loss=0.23469631564922822
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2948 | LCC = 0.8394 | SRCC = 0.8399 ]
+INFO:root:Average loss=0.2207389458631858
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2590 | LCC = 0.8436 | SRCC = 0.8466 ]
+INFO:root:Average loss=0.22119499475528032
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2626 | LCC = 0.8468 | SRCC = 0.8457 ]
+INFO:root:Average loss=0.21262084616300386
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2812 | LCC = 0.8471 | SRCC = 0.8474 ]
+INFO:root:Average loss=0.20129575255589607
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2604 | LCC = 0.8486 | SRCC = 0.8482 ]
+INFO:root:Average loss=0.19077226815697473
+INFO:root:
+[Valid][14][UTT][ MSE = 0.3075 | LCC = 0.8452 | SRCC = 0.8449 ]
+INFO:root:Average loss=0.1983350347249936
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2440 | LCC = 0.8474 | SRCC = 0.8477 ]
+INFO:root:Average loss=0.18183177308394358
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2859 | LCC = 0.8476 | SRCC = 0.8472 ]
+INFO:root:Average loss=0.18364304504715478
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2503 | LCC = 0.8479 | SRCC = 0.8465 ]
+INFO:root:Average loss=0.19358530736122376
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2717 | LCC = 0.8463 | SRCC = 0.8467 ]
+INFO:root:Average loss=0.17070663386048415
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2402 | LCC = 0.8510 | SRCC = 0.8501 ]
+INFO:root:Average loss=0.16255764806499848
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2865 | LCC = 0.8439 | SRCC = 0.8453 ]
+INFO:root:Average loss=0.17729969437305743
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2564 | LCC = 0.8482 | SRCC = 0.8486 ]
+INFO:root:Average loss=0.1613815262531623
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2715 | LCC = 0.8464 | SRCC = 0.8460 ]
+INFO:root:Average loss=0.1669227352891213
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2391 | LCC = 0.8496 | SRCC = 0.8494 ]
+INFO:root:Average loss=0.155016140295909
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2686 | LCC = 0.8453 | SRCC = 0.8460 ]
+INFO:root:Average loss=0.1455666646361351
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2519 | LCC = 0.8455 | SRCC = 0.8472 ]
+INFO:root:Average loss=0.1437903230006878
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2711 | LCC = 0.8441 | SRCC = 0.8430 ]
+INFO:root:Average loss=0.14666591947659469
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2812 | LCC = 0.8445 | SRCC = 0.8456 ]
+INFO:root:Average loss=0.14740247279405594
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2446 | LCC = 0.8406 | SRCC = 0.8424 ]
+INFO:root:Average loss=0.13044049428441587
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2520 | LCC = 0.8465 | SRCC = 0.8467 ]
+INFO:root:Average loss=0.12394882337405132
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2565 | LCC = 0.8464 | SRCC = 0.8462 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2465 | LCC = 0.8522 | SRCC = 0.8510 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer8/run3/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer8/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer8/run3/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer8/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..60b0fb1cd2748b9eafa622f999f3c193e238af64
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer8/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e7e837ce053089d4ceecfdf22f30ecefc850d3eac499060765d4156539a10cee
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer8/run3/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer8/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..1e77e95c1df22f77091b7925112edd5be498fabc
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer8/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:be070181e7e98851ac6c57d5b6b80cc03db3a1d524784ff3fa5f822c954a7388
+size 2749702
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer8/run3/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer8/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..4815bfd97bd35eaba0435cee18a4d6439e22afa1
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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=0.49092319989815736
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3454 | LCC = 0.7942 | SRCC = 0.7967 ]
+INFO:root:Average loss=0.3067727522590222
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3397 | LCC = 0.8108 | SRCC = 0.8146 ]
+INFO:root:Average loss=0.2823197264701892
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3024 | LCC = 0.8272 | SRCC = 0.8284 ]
+INFO:root:Average loss=0.2876070636587265
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3160 | LCC = 0.8326 | SRCC = 0.8316 ]
+INFO:root:Average loss=0.26442330540754855
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2843 | LCC = 0.8355 | SRCC = 0.8366 ]
+INFO:root:Average loss=0.2639554758102466
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2766 | LCC = 0.8429 | SRCC = 0.8428 ]
+INFO:root:Average loss=0.24107889945690447
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2823 | LCC = 0.8425 | SRCC = 0.8431 ]
+INFO:root:Average loss=0.23537173179479745
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3314 | LCC = 0.8451 | SRCC = 0.8443 ]
+INFO:root:Average loss=0.2291807058529976
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2681 | LCC = 0.8489 | SRCC = 0.8492 ]
+INFO:root:Average loss=0.2201236062324964
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2653 | LCC = 0.8490 | SRCC = 0.8493 ]
+INFO:root:Average loss=0.2111309950168316
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2514 | LCC = 0.8508 | SRCC = 0.8521 ]
+INFO:root:Average loss=0.21482377212781173
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2534 | LCC = 0.8533 | SRCC = 0.8546 ]
+INFO:root:Average loss=0.2207689365515342
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3186 | LCC = 0.8524 | SRCC = 0.8518 ]
+INFO:root:Average loss=0.21200159249397424
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2631 | LCC = 0.8469 | SRCC = 0.8478 ]
+INFO:root:Average loss=0.19729106567609003
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2680 | LCC = 0.8478 | SRCC = 0.8498 ]
+INFO:root:Average loss=0.18517214031173632
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2877 | LCC = 0.8527 | SRCC = 0.8535 ]
+INFO:root:Average loss=0.18851938471198082
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2445 | LCC = 0.8573 | SRCC = 0.8575 ]
+INFO:root:Average loss=0.17967402218626097
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2887 | LCC = 0.8564 | SRCC = 0.8571 ]
+INFO:root:Average loss=0.19616826365773493
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3162 | LCC = 0.8555 | SRCC = 0.8563 ]
+INFO:root:Average loss=0.1772394838432471
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2593 | LCC = 0.8524 | SRCC = 0.8544 ]
+INFO:root:Average loss=0.17097853630399093
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2807 | LCC = 0.8521 | SRCC = 0.8527 ]
+INFO:root:Average loss=0.1724226977198552
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2542 | LCC = 0.8553 | SRCC = 0.8552 ]
+INFO:root:Average loss=0.14995068751084498
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2510 | LCC = 0.8535 | SRCC = 0.8537 ]
+INFO:root:Average loss=0.14877603470514983
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2291 | LCC = 0.8578 | SRCC = 0.8583 ]
+INFO:root:Average loss=0.15051994396325868
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2684 | LCC = 0.8497 | SRCC = 0.8515 ]
+INFO:root:Average loss=0.1357668149165618
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2424 | LCC = 0.8574 | SRCC = 0.8554 ]
+INFO:root:Average loss=0.13407471833320764
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2344 | LCC = 0.8541 | SRCC = 0.8537 ]
+INFO:root:Average loss=0.14379667108639693
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2642 | LCC = 0.8591 | SRCC = 0.8581 ]
+INFO:root:Average loss=0.1339444696712188
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2362 | LCC = 0.8566 | SRCC = 0.8567 ]
+INFO:root:Average loss=0.13314329603543648
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2436 | LCC = 0.8544 | SRCC = 0.8552 ]
+INFO:root:Average loss=0.12450404694447151
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2242 | LCC = 0.8570 | SRCC = 0.8594 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2929 | LCC = 0.8461 | SRCC = 0.8503 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer8/run4/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer8/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer8/run4/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer8/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..d3c8ca1772af78cc6d8fd980d4e494fa052283c7
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer8/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:76c6bbd62e7293a87b3b05d4c041a26d60529ba273c17d466fcdc7c492c49724
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer8/run4/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer8/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b328fadf3a8cac97fff2eb01cc7e92091a6b65bd
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer8/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a271e71b8ba39cc5a7d9408ceff70d4198e05aa01114af59c75110c7fb174b1a
+size 2749702
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer8/run4/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer8/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..19bc81007e05dbda9c56522f0186f39bf71404a8
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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=0.5252927711758858
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3845 | LCC = 0.7756 | SRCC = 0.7840 ]
+INFO:root:Average loss=0.3103713975884976
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3584 | LCC = 0.8090 | SRCC = 0.8133 ]
+INFO:root:Average loss=0.29333259547368074
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3401 | LCC = 0.8179 | SRCC = 0.8227 ]
+INFO:root:Average loss=0.2765785698325206
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3316 | LCC = 0.8256 | SRCC = 0.8262 ]
+INFO:root:Average loss=0.26019974454091144
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3163 | LCC = 0.8316 | SRCC = 0.8321 ]
+INFO:root:Average loss=0.26124593481803554
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2967 | LCC = 0.8379 | SRCC = 0.8378 ]
+INFO:root:Average loss=0.23841609194492683
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3162 | LCC = 0.8397 | SRCC = 0.8407 ]
+INFO:root:Average loss=0.2425075032008
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3968 | LCC = 0.8336 | SRCC = 0.8352 ]
+INFO:root:Average loss=0.22396449668285173
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2923 | LCC = 0.8398 | SRCC = 0.8418 ]
+INFO:root:Average loss=0.2195710002993926
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3483 | LCC = 0.8438 | SRCC = 0.8473 ]
+INFO:root:Average loss=0.21272515715696874
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3327 | LCC = 0.8451 | SRCC = 0.8458 ]
+INFO:root:Average loss=0.20578172927101454
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2625 | LCC = 0.8470 | SRCC = 0.8477 ]
+INFO:root:Average loss=0.21088416148454714
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3035 | LCC = 0.8450 | SRCC = 0.8431 ]
+INFO:root:Average loss=0.19538958666798395
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2639 | LCC = 0.8500 | SRCC = 0.8469 ]
+INFO:root:Average loss=0.1839503394678617
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2896 | LCC = 0.8463 | SRCC = 0.8468 ]
+INFO:root:Average loss=0.17891323805237427
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2567 | LCC = 0.8516 | SRCC = 0.8497 ]
+INFO:root:Average loss=0.19477390497922897
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2482 | LCC = 0.8493 | SRCC = 0.8492 ]
+INFO:root:Average loss=0.16849852840487772
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2860 | LCC = 0.8497 | SRCC = 0.8467 ]
+INFO:root:Average loss=0.1673111806695278
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3094 | LCC = 0.8456 | SRCC = 0.8468 ]
+INFO:root:Average loss=0.1789189827365753
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2438 | LCC = 0.8535 | SRCC = 0.8511 ]
+INFO:root:Average loss=0.15496881869740975
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2602 | LCC = 0.8508 | SRCC = 0.8492 ]
+INFO:root:Average loss=0.1590976945291727
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2567 | LCC = 0.8518 | SRCC = 0.8487 ]
+INFO:root:Average loss=0.16501209025199598
+INFO:root:
+[Valid][22][UTT][ MSE = 0.3180 | LCC = 0.8461 | SRCC = 0.8458 ]
+INFO:root:Average loss=0.1658830473629328
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2435 | LCC = 0.8493 | SRCC = 0.8458 ]
+INFO:root:Average loss=0.14117958052800253
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2678 | LCC = 0.8477 | SRCC = 0.8443 ]
+INFO:root:Average loss=0.14179292789254433
+INFO:root:
+[Valid][25][UTT][ MSE = 0.3147 | LCC = 0.8363 | SRCC = 0.8371 ]
+INFO:root:Average loss=0.13238663054429567
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2922 | LCC = 0.8359 | SRCC = 0.8347 ]
+INFO:root:Average loss=0.13467840258127603
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2623 | LCC = 0.8446 | SRCC = 0.8422 ]
+INFO:root:Average loss=0.13257533751237086
+INFO:root:
+[Valid][28][UTT][ MSE = 0.3277 | LCC = 0.8408 | SRCC = 0.8396 ]
+INFO:root:Average loss=0.12726017603507409
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2573 | LCC = 0.8500 | SRCC = 0.8467 ]
+INFO:root:Average loss=0.11797460818137878
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2772 | LCC = 0.8402 | SRCC = 0.8391 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2351 | LCC = 0.8529 | SRCC = 0.8515 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer9/run0/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer9/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer9/run0/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer9/run0/model.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer9/run0/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer9/run0/model_best.pt
new file mode 100644
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer9/run0/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer9/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..73880d65a7e32f7f7617df0cbed4d7bc169f5db7
--- /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=0.5238080529066232
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4228 | LCC = 0.7707 | SRCC = 0.7801 ]
+INFO:root:Average loss=0.3524625125603798
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3580 | LCC = 0.7926 | SRCC = 0.7956 ]
+INFO:root:Average loss=0.31637192288270366
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3413 | LCC = 0.8040 | SRCC = 0.8075 ]
+INFO:root:Average loss=0.3473669183559907
+INFO:root:
+[Valid][3][UTT][ MSE = 0.4047 | LCC = 0.7945 | SRCC = 0.8115 ]
+INFO:root:Average loss=0.32945786817715716
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3231 | LCC = 0.8159 | SRCC = 0.8171 ]
+INFO:root:Average loss=0.29637015209748196
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3173 | LCC = 0.8227 | SRCC = 0.8235 ]
+INFO:root:Average loss=0.2945597876722996
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3165 | LCC = 0.8190 | SRCC = 0.8253 ]
+INFO:root:Average loss=0.28368821281653184
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3310 | LCC = 0.8234 | SRCC = 0.8296 ]
+INFO:root:Average loss=0.26166645093606067
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3077 | LCC = 0.8310 | SRCC = 0.8311 ]
+INFO:root:Average loss=0.2837393255187915
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3326 | LCC = 0.8321 | SRCC = 0.8328 ]
+INFO:root:Average loss=0.26227493011034453
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2750 | LCC = 0.8348 | SRCC = 0.8361 ]
+INFO:root:Average loss=0.2528955640319066
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2923 | LCC = 0.8399 | SRCC = 0.8397 ]
+INFO:root:Average loss=0.255521942789738
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3177 | LCC = 0.8415 | SRCC = 0.8405 ]
+INFO:root:Average loss=0.2586320084639085
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2814 | LCC = 0.8418 | SRCC = 0.8419 ]
+INFO:root:Average loss=0.2530634139592831
+INFO:root:
+[Valid][14][UTT][ MSE = 0.3021 | LCC = 0.8402 | SRCC = 0.8405 ]
+INFO:root:Average loss=0.2608563808294443
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3050 | LCC = 0.8378 | SRCC = 0.8401 ]
+INFO:root:Average loss=0.24324128795892763
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2634 | LCC = 0.8392 | SRCC = 0.8410 ]
+INFO:root:Average loss=0.23312554432031435
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2843 | LCC = 0.8447 | SRCC = 0.8453 ]
+INFO:root:Average loss=0.23079968511294097
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2920 | LCC = 0.8354 | SRCC = 0.8446 ]
+INFO:root:Average loss=0.2264538042438336
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2916 | LCC = 0.8433 | SRCC = 0.8478 ]
+INFO:root:Average loss=0.22931575736938378
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2690 | LCC = 0.8476 | SRCC = 0.8469 ]
+INFO:root:Average loss=0.22419524699067458
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2661 | LCC = 0.8479 | SRCC = 0.8468 ]
+INFO:root:Average loss=0.2154199855449872
+INFO:root:
+[Valid][22][UTT][ MSE = 0.4105 | LCC = 0.8346 | SRCC = 0.8397 ]
+INFO:root:Average loss=0.21562378872663546
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2672 | LCC = 0.8498 | SRCC = 0.8483 ]
+INFO:root:Average loss=0.2250844464661219
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2596 | LCC = 0.8503 | SRCC = 0.8487 ]
+INFO:root:Average loss=0.2134014721482228
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2797 | LCC = 0.8474 | SRCC = 0.8473 ]
+INFO:root:Average loss=0.20274488857159248
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2788 | LCC = 0.8476 | SRCC = 0.8493 ]
+INFO:root:Average loss=0.20435599791697967
+INFO:root:
+[Valid][27][UTT][ MSE = 0.3013 | LCC = 0.8457 | SRCC = 0.8453 ]
+INFO:root:Average loss=0.20124370671617678
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2474 | LCC = 0.8570 | SRCC = 0.8574 ]
+INFO:root:Average loss=0.19423397936117956
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2658 | LCC = 0.8504 | SRCC = 0.8501 ]
+INFO:root:Average loss=0.1874622630003171
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2554 | LCC = 0.8549 | SRCC = 0.8546 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2500 | LCC = 0.8548 | SRCC = 0.8554 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer9/run1/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer9/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer9/run1/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer9/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..6d49ceeac732b3cb1c429d6c7c7b2c1c43445439
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer9/run1/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer9/run1/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_1epoch/layer9/run1/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer9/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..ff65f82545ac11ada30bb73387685775462100ca
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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=0.573674962306634
+INFO:root:
+[Valid][0][UTT][ MSE = 0.5203 | LCC = 0.7504 | SRCC = 0.7684 ]
+INFO:root:Average loss=0.3676110381881396
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3615 | LCC = 0.7892 | SRCC = 0.7934 ]
+INFO:root:Average loss=0.33892534520381534
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3445 | LCC = 0.8010 | SRCC = 0.8038 ]
+INFO:root:Average loss=0.2977756380270689
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3026 | LCC = 0.8018 | SRCC = 0.8090 ]
+INFO:root:Average loss=0.30700520139474136
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3123 | LCC = 0.8159 | SRCC = 0.8190 ]
+INFO:root:Average loss=0.3101321632663409
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3584 | LCC = 0.8108 | SRCC = 0.8185 ]
+INFO:root:Average loss=0.29283544707756776
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3811 | LCC = 0.8246 | SRCC = 0.8236 ]
+INFO:root:Average loss=0.2997405983698674
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3194 | LCC = 0.8274 | SRCC = 0.8262 ]
+INFO:root:Average loss=0.2628121853638918
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2971 | LCC = 0.8262 | SRCC = 0.8295 ]
+INFO:root:Average loss=0.29627891228749204
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2976 | LCC = 0.8271 | SRCC = 0.8309 ]
+INFO:root:Average loss=0.2648442276777365
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2841 | LCC = 0.8313 | SRCC = 0.8312 ]
+INFO:root:Average loss=0.2623146655849921
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3500 | LCC = 0.8345 | SRCC = 0.8333 ]
+INFO:root:Average loss=0.25347423457946533
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3530 | LCC = 0.8271 | SRCC = 0.8343 ]
+INFO:root:Average loss=0.2523722660083037
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2790 | LCC = 0.8341 | SRCC = 0.8384 ]
+INFO:root:Average loss=0.24974593883141494
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2989 | LCC = 0.8397 | SRCC = 0.8384 ]
+INFO:root:Average loss=0.2302257634508304
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3015 | LCC = 0.8369 | SRCC = 0.8408 ]
+INFO:root:Average loss=0.23706991569353983
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3010 | LCC = 0.8431 | SRCC = 0.8419 ]
+INFO:root:Average loss=0.2273838711090577
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2588 | LCC = 0.8430 | SRCC = 0.8416 ]
+INFO:root:Average loss=0.23349826572797236
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2915 | LCC = 0.8450 | SRCC = 0.8445 ]
+INFO:root:Average loss=0.22274074531518495
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2590 | LCC = 0.8431 | SRCC = 0.8430 ]
+INFO:root:Average loss=0.21861156534690124
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2932 | LCC = 0.8479 | SRCC = 0.8474 ]
+INFO:root:Average loss=0.22008910908913001
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2803 | LCC = 0.8439 | SRCC = 0.8433 ]
+INFO:root:Average loss=0.2179641815332266
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2512 | LCC = 0.8464 | SRCC = 0.8460 ]
+INFO:root:Average loss=0.21050786418028367
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2569 | LCC = 0.8432 | SRCC = 0.8442 ]
+INFO:root:Average loss=0.2092357650399208
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2707 | LCC = 0.8409 | SRCC = 0.8462 ]
+INFO:root:Average loss=0.20856803636520338
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2541 | LCC = 0.8478 | SRCC = 0.8473 ]
+INFO:root:Average loss=0.19790001003405985
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2711 | LCC = 0.8444 | SRCC = 0.8432 ]
+INFO:root:Average loss=0.199222147751313
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2858 | LCC = 0.8514 | SRCC = 0.8501 ]
+INFO:root:Average loss=0.19535694299982145
+INFO:root:
+[Valid][28][UTT][ MSE = 0.3047 | LCC = 0.8487 | SRCC = 0.8489 ]
+INFO:root:Average loss=0.18813723841538796
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2666 | LCC = 0.8533 | SRCC = 0.8502 ]
+INFO:root:Average loss=0.1884955515464147
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2523 | LCC = 0.8495 | SRCC = 0.8487 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2769 | LCC = 0.8540 | SRCC = 0.8551 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer9/run2/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer9/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer9/run2/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer9/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..751a208991b677a4e19b79d87bbddb9cdc30b567
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer9/run2/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer9/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_1epoch/layer9/run2/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer9/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..49e55b798916660c67f710b4833fec9aa00a089d
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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=0.4930017101459014
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4414 | LCC = 0.7628 | SRCC = 0.7666 ]
+INFO:root:Average loss=0.3603931902310787
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3485 | LCC = 0.7866 | SRCC = 0.7903 ]
+INFO:root:Average loss=0.31222721055532116
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3370 | LCC = 0.8028 | SRCC = 0.8064 ]
+INFO:root:Average loss=0.3059821766920579
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3232 | LCC = 0.8128 | SRCC = 0.8155 ]
+INFO:root:Average loss=0.3032098013239029
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3243 | LCC = 0.8131 | SRCC = 0.8171 ]
+INFO:root:Average loss=0.2809388775091905
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3484 | LCC = 0.8218 | SRCC = 0.8252 ]
+INFO:root:Average loss=0.28804515989927143
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3453 | LCC = 0.8260 | SRCC = 0.8249 ]
+INFO:root:Average loss=0.29382606805899203
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3388 | LCC = 0.8250 | SRCC = 0.8269 ]
+INFO:root:Average loss=0.26587909421859646
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3005 | LCC = 0.8351 | SRCC = 0.8366 ]
+INFO:root:Average loss=0.2641835478253854
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2733 | LCC = 0.8320 | SRCC = 0.8353 ]
+INFO:root:Average loss=0.25504624251371777
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3460 | LCC = 0.8407 | SRCC = 0.8385 ]
+INFO:root:Average loss=0.25744038094312716
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2740 | LCC = 0.8353 | SRCC = 0.8369 ]
+INFO:root:Average loss=0.24145184858487204
+INFO:root:
+[Valid][12][UTT][ MSE = 0.4034 | LCC = 0.8379 | SRCC = 0.8366 ]
+INFO:root:Average loss=0.2490974402962587
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2914 | LCC = 0.8441 | SRCC = 0.8447 ]
+INFO:root:Average loss=0.23964551607003579
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2648 | LCC = 0.8465 | SRCC = 0.8472 ]
+INFO:root:Average loss=0.24859563261270523
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2700 | LCC = 0.8444 | SRCC = 0.8433 ]
+INFO:root:Average loss=0.24094497832732323
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2940 | LCC = 0.8488 | SRCC = 0.8478 ]
+INFO:root:Average loss=0.22776036251049775
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2794 | LCC = 0.8484 | SRCC = 0.8493 ]
+INFO:root:Average loss=0.22723966206495577
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2758 | LCC = 0.8513 | SRCC = 0.8513 ]
+INFO:root:Average loss=0.2114894130291083
+INFO:root:
+[Valid][19][UTT][ MSE = 0.4130 | LCC = 0.8516 | SRCC = 0.8503 ]
+INFO:root:Average loss=0.23023952543735504
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2825 | LCC = 0.8537 | SRCC = 0.8515 ]
+INFO:root:Average loss=0.22192307676260287
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2624 | LCC = 0.8466 | SRCC = 0.8487 ]
+INFO:root:Average loss=0.20512776563947016
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2908 | LCC = 0.8513 | SRCC = 0.8515 ]
+INFO:root:Average loss=0.2030723471290026
+INFO:root:
+[Valid][23][UTT][ MSE = 0.3590 | LCC = 0.8427 | SRCC = 0.8488 ]
+INFO:root:Average loss=0.2127588397035232
+INFO:root:
+[Valid][24][UTT][ MSE = 0.3299 | LCC = 0.8528 | SRCC = 0.8531 ]
+INFO:root:Average loss=0.20076761203698623
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2937 | LCC = 0.8541 | SRCC = 0.8534 ]
+INFO:root:Average loss=0.1946402565600016
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2612 | LCC = 0.8540 | SRCC = 0.8558 ]
+INFO:root:Average loss=0.1999328000805317
+INFO:root:
+[Valid][27][UTT][ MSE = 0.3028 | LCC = 0.8564 | SRCC = 0.8558 ]
+INFO:root:Average loss=0.19738408158986998
+INFO:root:
+[Valid][28][UTT][ MSE = 0.3499 | LCC = 0.8476 | SRCC = 0.8481 ]
+INFO:root:Average loss=0.19844548375560686
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2925 | LCC = 0.8520 | SRCC = 0.8524 ]
+INFO:root:Average loss=0.18773006743345505
+INFO:root:
+[Valid][30][UTT][ MSE = 0.3387 | LCC = 0.8508 | SRCC = 0.8521 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2743 | LCC = 0.8539 | SRCC = 0.8528 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer9/run3/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer9/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer9/run3/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer9/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..f5b5725759a60aff377a7f6f3a326a4dc4f901bf
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer9/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:13d1655874fcc50fccae269a840ac2c96485bd9d027ac8223d50ef2d128fbd8b
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer9/run3/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer9/run3/model_best.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer9/run3/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer9/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..3d7086b34f38adad335156b32fa9a68c483a3e79
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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=0.5261216797889807
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3791 | LCC = 0.7654 | SRCC = 0.7709 ]
+INFO:root:Average loss=0.3471202009763473
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3316 | LCC = 0.7880 | SRCC = 0.7930 ]
+INFO:root:Average loss=0.3121183753395692
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3384 | LCC = 0.8000 | SRCC = 0.8016 ]
+INFO:root:Average loss=0.30028562056712615
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3509 | LCC = 0.8117 | SRCC = 0.8131 ]
+INFO:root:Average loss=0.3192548780487134
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3042 | LCC = 0.8112 | SRCC = 0.8120 ]
+INFO:root:Average loss=0.2839605756677114
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3032 | LCC = 0.8195 | SRCC = 0.8209 ]
+INFO:root:Average loss=0.2726057947446138
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3392 | LCC = 0.8239 | SRCC = 0.8255 ]
+INFO:root:Average loss=0.2737274294098218
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2973 | LCC = 0.8278 | SRCC = 0.8299 ]
+INFO:root:Average loss=0.28345483312240016
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2960 | LCC = 0.8221 | SRCC = 0.8288 ]
+INFO:root:Average loss=0.2745607275611315
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2865 | LCC = 0.8283 | SRCC = 0.8319 ]
+INFO:root:Average loss=0.26722628833391726
+INFO:root:
+[Valid][10][UTT][ MSE = 0.4071 | LCC = 0.8349 | SRCC = 0.8365 ]
+INFO:root:Average loss=0.2773553333603419
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2847 | LCC = 0.8306 | SRCC = 0.8337 ]
+INFO:root:Average loss=0.250007318571592
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2960 | LCC = 0.8388 | SRCC = 0.8386 ]
+INFO:root:Average loss=0.2348812814706411
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2806 | LCC = 0.8410 | SRCC = 0.8411 ]
+INFO:root:Average loss=0.24820064294796723
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2694 | LCC = 0.8411 | SRCC = 0.8417 ]
+INFO:root:Average loss=0.22858867526818544
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2966 | LCC = 0.8461 | SRCC = 0.8449 ]
+INFO:root:Average loss=0.22665072767398295
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3029 | LCC = 0.8448 | SRCC = 0.8460 ]
+INFO:root:Average loss=0.2333733286613073
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2738 | LCC = 0.8492 | SRCC = 0.8485 ]
+INFO:root:Average loss=0.22338956193282053
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2698 | LCC = 0.8425 | SRCC = 0.8428 ]
+INFO:root:Average loss=0.22929155711944288
+INFO:root:
+[Valid][19][UTT][ MSE = 0.3003 | LCC = 0.8438 | SRCC = 0.8449 ]
+INFO:root:Average loss=0.21199699367086092
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2705 | LCC = 0.8499 | SRCC = 0.8500 ]
+INFO:root:Average loss=0.21762416167901114
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2733 | LCC = 0.8449 | SRCC = 0.8463 ]
+INFO:root:Average loss=0.22480258689476892
+INFO:root:
+[Valid][22][UTT][ MSE = 0.3214 | LCC = 0.8481 | SRCC = 0.8496 ]
+INFO:root:Average loss=0.21357033888881022
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2757 | LCC = 0.8503 | SRCC = 0.8509 ]
+INFO:root:Average loss=0.19562911834472266
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2400 | LCC = 0.8507 | SRCC = 0.8519 ]
+INFO:root:Average loss=0.21779072953340334
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2707 | LCC = 0.8474 | SRCC = 0.8497 ]
+INFO:root:Average loss=0.1980832272615188
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2782 | LCC = 0.8477 | SRCC = 0.8478 ]
+INFO:root:Average loss=0.2105960618609037
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2784 | LCC = 0.8448 | SRCC = 0.8490 ]
+INFO:root:Average loss=0.1958195985509799
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2594 | LCC = 0.8512 | SRCC = 0.8506 ]
+INFO:root:Average loss=0.1964117861711062
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2633 | LCC = 0.8506 | SRCC = 0.8510 ]
+INFO:root:Average loss=0.18687975817383864
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2729 | LCC = 0.8558 | SRCC = 0.8563 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2840 | LCC = 0.8520 | SRCC = 0.8550 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer9/run4/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer9/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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_1epoch/layer9/run4/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer9/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..1ef0db726af6e8f40c05ebc26ca8647f5fc8a1dc
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer9/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9c91e755a45f485363df8cd44ad7e56b850291203956fa981850e20031453f60
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer9/run4/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer9/run4/model_best.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer9/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_1epoch/layer9/run4/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/layer9/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..7dbef59ecbbf53ad03a8de7383c4ff735310a9ae
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_1epoch/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=0.5943017238989855
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4746 | LCC = 0.7434 | SRCC = 0.7578 ]
+INFO:root:Average loss=0.34816491107145947
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3704 | LCC = 0.7869 | SRCC = 0.7920 ]
+INFO:root:Average loss=0.3339153631375386
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3320 | LCC = 0.7984 | SRCC = 0.8014 ]
+INFO:root:Average loss=0.30718913158545125
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3281 | LCC = 0.8071 | SRCC = 0.8103 ]
+INFO:root:Average loss=0.3048468963840069
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3469 | LCC = 0.8130 | SRCC = 0.8134 ]
+INFO:root:Average loss=0.279900872363494
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3894 | LCC = 0.8138 | SRCC = 0.8181 ]
+INFO:root:Average loss=0.2959142384620813
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3218 | LCC = 0.8224 | SRCC = 0.8234 ]
+INFO:root:Average loss=0.2739983993845108
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3744 | LCC = 0.8238 | SRCC = 0.8244 ]
+INFO:root:Average loss=0.2663829681965021
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3231 | LCC = 0.8253 | SRCC = 0.8275 ]
+INFO:root:Average loss=0.2675505509743324
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2905 | LCC = 0.8307 | SRCC = 0.8296 ]
+INFO:root:Average loss=0.28120906517291683
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2902 | LCC = 0.8300 | SRCC = 0.8312 ]
+INFO:root:Average loss=0.2519937480489413
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2772 | LCC = 0.8322 | SRCC = 0.8334 ]
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+INFO:root:
+[Valid][12][UTT][ MSE = 0.2662 | LCC = 0.8338 | SRCC = 0.8343 ]
+INFO:root:Average loss=0.2522508977697446
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2807 | LCC = 0.8346 | SRCC = 0.8355 ]
+INFO:root:Average loss=0.2587059109638899
+INFO:root:
+[Valid][14][UTT][ MSE = 0.3170 | LCC = 0.8322 | SRCC = 0.8331 ]
+INFO:root:Average loss=0.23660647257780418
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3411 | LCC = 0.8374 | SRCC = 0.8355 ]
+INFO:root:Average loss=0.23066860953202614
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2723 | LCC = 0.8413 | SRCC = 0.8411 ]
+INFO:root:Average loss=0.2399959052220369
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2687 | LCC = 0.8423 | SRCC = 0.8432 ]
+INFO:root:Average loss=0.24219837211645567
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3043 | LCC = 0.8436 | SRCC = 0.8440 ]
+INFO:root:Average loss=0.22926967724775657
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2693 | LCC = 0.8454 | SRCC = 0.8455 ]
+INFO:root:Average loss=0.2208583135253344
+INFO:root:
+[Valid][20][UTT][ MSE = 0.3160 | LCC = 0.8382 | SRCC = 0.8406 ]
+INFO:root:Average loss=0.23407122779351014
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2731 | LCC = 0.8475 | SRCC = 0.8456 ]
+INFO:root:Average loss=0.21815183605903235
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2641 | LCC = 0.8425 | SRCC = 0.8458 ]
+INFO:root:Average loss=0.21510458642091507
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2712 | LCC = 0.8516 | SRCC = 0.8504 ]
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+[Valid][24][UTT][ MSE = 0.2791 | LCC = 0.8483 | SRCC = 0.8480 ]
+INFO:root:Average loss=0.2056281407101032
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2830 | LCC = 0.8523 | SRCC = 0.8500 ]
+INFO:root:Average loss=0.20298780099703714
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2578 | LCC = 0.8493 | SRCC = 0.8502 ]
+INFO:root:Average loss=0.21432947520262155
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2571 | LCC = 0.8534 | SRCC = 0.8516 ]
+INFO:root:Average loss=0.1972627003605549
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2755 | LCC = 0.8483 | SRCC = 0.8487 ]
+INFO:root:Average loss=0.1884110919558085
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2655 | LCC = 0.8518 | SRCC = 0.8504 ]
+INFO:root:Average loss=0.18719827364652586
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2568 | LCC = 0.8498 | SRCC = 0.8492 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2537 | LCC = 0.8538 | SRCC = 0.8523 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer0/run0/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer0/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer0/run0/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer0/run0/model.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer0/run0/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer0/run0/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer0/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..5d7e53864055216ebc0ef6427edddc8829c5e38a
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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=0.5734830769972924
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4086 | LCC = 0.7200 | SRCC = 0.7240 ]
+INFO:root:Average loss=0.33866670842354113
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3346 | LCC = 0.7794 | SRCC = 0.7852 ]
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+INFO:root:
+[Valid][2][UTT][ MSE = 0.3176 | LCC = 0.8031 | SRCC = 0.7983 ]
+INFO:root:Average loss=0.25564553282963925
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2977 | LCC = 0.8134 | SRCC = 0.8144 ]
+INFO:root:Average loss=0.23387014942291456
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2780 | LCC = 0.8276 | SRCC = 0.8293 ]
+INFO:root:Average loss=0.22891915761507475
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2715 | LCC = 0.8312 | SRCC = 0.8320 ]
+INFO:root:Average loss=0.213529048821865
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2667 | LCC = 0.8311 | SRCC = 0.8343 ]
+INFO:root:Average loss=0.1996102642554503
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2685 | LCC = 0.8333 | SRCC = 0.8371 ]
+INFO:root:Average loss=0.18394780254516846
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3018 | LCC = 0.8312 | SRCC = 0.8383 ]
+INFO:root:Average loss=0.17722808837126464
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2577 | LCC = 0.8353 | SRCC = 0.8390 ]
+INFO:root:Average loss=0.17037931609994325
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2649 | LCC = 0.8390 | SRCC = 0.8404 ]
+INFO:root:Average loss=0.1602509370407997
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2439 | LCC = 0.8414 | SRCC = 0.8418 ]
+INFO:root:Average loss=0.157107292364041
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2525 | LCC = 0.8396 | SRCC = 0.8379 ]
+INFO:root:Average loss=0.1484415037318682
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2417 | LCC = 0.8450 | SRCC = 0.8459 ]
+INFO:root:Average loss=0.15477363153910026
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2445 | LCC = 0.8437 | SRCC = 0.8444 ]
+INFO:root:Average loss=0.13702132858527014
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2529 | LCC = 0.8431 | SRCC = 0.8436 ]
+INFO:root:Average loss=0.13030166465502518
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2484 | LCC = 0.8451 | SRCC = 0.8442 ]
+INFO:root:Average loss=0.13183287349648964
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2418 | LCC = 0.8499 | SRCC = 0.8484 ]
+INFO:root:Average loss=0.13039964246444213
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2691 | LCC = 0.8420 | SRCC = 0.8432 ]
+INFO:root:Average loss=0.12058513697523338
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2411 | LCC = 0.8488 | SRCC = 0.8501 ]
+INFO:root:Average loss=0.11551721900319442
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2324 | LCC = 0.8517 | SRCC = 0.8524 ]
+INFO:root:Average loss=0.11770153733400199
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2317 | LCC = 0.8503 | SRCC = 0.8507 ]
+INFO:root:Average loss=0.11583355193336804
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2447 | LCC = 0.8529 | SRCC = 0.8530 ]
+INFO:root:Average loss=0.10466989024709432
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2383 | LCC = 0.8541 | SRCC = 0.8526 ]
+INFO:root:Average loss=0.10226163955835196
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2374 | LCC = 0.8473 | SRCC = 0.8489 ]
+INFO:root:Average loss=0.09393195115411893
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2394 | LCC = 0.8464 | SRCC = 0.8471 ]
+INFO:root:Average loss=0.09684619226325782
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2657 | LCC = 0.8478 | SRCC = 0.8479 ]
+INFO:root:Average loss=0.09747941801563287
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2549 | LCC = 0.8481 | SRCC = 0.8477 ]
+INFO:root:Average loss=0.09301148082774419
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2423 | LCC = 0.8447 | SRCC = 0.8442 ]
+INFO:root:Average loss=0.08825297223833892
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2664 | LCC = 0.8429 | SRCC = 0.8433 ]
+INFO:root:Average loss=0.08382144942879677
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2354 | LCC = 0.8488 | SRCC = 0.8488 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2460 | LCC = 0.8572 | SRCC = 0.8563 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer0/run1/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer0/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer0/run1/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer0/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..6f6c0d206ae8ef17dcaf1fa504380784260ab936
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer0/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:70e767ed4b510dd6378e2ec24e249939ea3e001548ccb984b4197c990d5775df
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer0/run1/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer0/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..04127eeeea27335194f21bf33b17d9bdc6c45510
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer0/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:46840b74b97327920a48a374cc77c5be51f67e415a146c0868a856a08c5cf470
+size 2749702
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer0/run1/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer0/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..71cf1f4b32adf699947e08c4f003b5cd9efcdb3a
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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=0.5493367650570014
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4071 | LCC = 0.7434 | SRCC = 0.7433 ]
+INFO:root:Average loss=0.3320115596438066
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3681 | LCC = 0.7825 | SRCC = 0.7901 ]
+INFO:root:Average loss=0.28790460737087786
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3137 | LCC = 0.8065 | SRCC = 0.8077 ]
+INFO:root:Average loss=0.26055958542304164
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3005 | LCC = 0.8186 | SRCC = 0.8198 ]
+INFO:root:Average loss=0.2435881569981575
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2963 | LCC = 0.8226 | SRCC = 0.8213 ]
+INFO:root:Average loss=0.24247890319197607
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3581 | LCC = 0.8172 | SRCC = 0.8182 ]
+INFO:root:Average loss=0.24513064057399064
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2849 | LCC = 0.8279 | SRCC = 0.8276 ]
+INFO:root:Average loss=0.21192842320753977
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2941 | LCC = 0.8323 | SRCC = 0.8322 ]
+INFO:root:Average loss=0.1949980325805835
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2645 | LCC = 0.8398 | SRCC = 0.8372 ]
+INFO:root:Average loss=0.20341192778104392
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2901 | LCC = 0.8345 | SRCC = 0.8361 ]
+INFO:root:Average loss=0.17852111218067315
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2629 | LCC = 0.8314 | SRCC = 0.8320 ]
+INFO:root:Average loss=0.172326893474047
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2684 | LCC = 0.8409 | SRCC = 0.8411 ]
+INFO:root:Average loss=0.18252918210167152
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2566 | LCC = 0.8431 | SRCC = 0.8423 ]
+INFO:root:Average loss=0.16406543505115387
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2670 | LCC = 0.8406 | SRCC = 0.8417 ]
+INFO:root:Average loss=0.1500041406506147
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2740 | LCC = 0.8419 | SRCC = 0.8395 ]
+INFO:root:Average loss=0.14003300542632738
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2504 | LCC = 0.8427 | SRCC = 0.8408 ]
+INFO:root:Average loss=0.1417208097110956
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2483 | LCC = 0.8439 | SRCC = 0.8420 ]
+INFO:root:Average loss=0.14252788544847414
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2418 | LCC = 0.8446 | SRCC = 0.8439 ]
+INFO:root:Average loss=0.13239417903316328
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2719 | LCC = 0.8443 | SRCC = 0.8420 ]
+INFO:root:Average loss=0.12977681557337442
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2558 | LCC = 0.8443 | SRCC = 0.8411 ]
+INFO:root:Average loss=0.12052038827767739
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2900 | LCC = 0.8427 | SRCC = 0.8421 ]
+INFO:root:Average loss=0.11444692810376485
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2420 | LCC = 0.8508 | SRCC = 0.8475 ]
+INFO:root:Average loss=0.11484478289882342
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2559 | LCC = 0.8493 | SRCC = 0.8473 ]
+INFO:root:Average loss=0.11138073727488518
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2559 | LCC = 0.8465 | SRCC = 0.8431 ]
+INFO:root:Average loss=0.10563637316226959
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2445 | LCC = 0.8493 | SRCC = 0.8458 ]
+INFO:root:Average loss=0.11765021902437393
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2432 | LCC = 0.8473 | SRCC = 0.8458 ]
+INFO:root:Average loss=0.10225778884994678
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2589 | LCC = 0.8464 | SRCC = 0.8423 ]
+INFO:root:Average loss=0.09536878210611832
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2542 | LCC = 0.8471 | SRCC = 0.8453 ]
+INFO:root:Average loss=0.09457205603711116
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2810 | LCC = 0.8444 | SRCC = 0.8423 ]
+INFO:root:Average loss=0.10378991740827377
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2475 | LCC = 0.8452 | SRCC = 0.8435 ]
+INFO:root:Average loss=0.08840562919011483
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2387 | LCC = 0.8501 | SRCC = 0.8485 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2502 | LCC = 0.8476 | SRCC = 0.8486 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer0/run2/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer0/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer0/run2/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer0/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..dcd2f6c901bead35165789662eced1ab17f9b257
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer0/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:13c85a64f3da6541d89a745c81284c0f005c6694e756c3e2eb6c941d2a64aa44
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer0/run2/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer0/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e3e021213e837a610ca121237100a96eca732821
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer0/run2/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a2f894c4228309e216c55a2c3f8aefa5a8cc067df9bd894727125be427c0977d
+size 2749702
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer0/run2/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer0/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..bcce423676ef55207e48aa9547fde31e49da1471
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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=0.531757924419183
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4076 | LCC = 0.7453 | SRCC = 0.7426 ]
+INFO:root:Average loss=0.3178091805714827
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3144 | LCC = 0.7908 | SRCC = 0.7942 ]
+INFO:root:Average loss=0.2708262902421829
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2953 | LCC = 0.8080 | SRCC = 0.8078 ]
+INFO:root:Average loss=0.25375614028710586
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2909 | LCC = 0.8143 | SRCC = 0.8161 ]
+INFO:root:Average loss=0.23714155570054665
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3193 | LCC = 0.8197 | SRCC = 0.8215 ]
+INFO:root:Average loss=0.22304347405831018
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3339 | LCC = 0.8258 | SRCC = 0.8248 ]
+INFO:root:Average loss=0.20677415577647013
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3034 | LCC = 0.8289 | SRCC = 0.8296 ]
+INFO:root:Average loss=0.2008545213402846
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2653 | LCC = 0.8394 | SRCC = 0.8399 ]
+INFO:root:Average loss=0.18781108074845412
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2603 | LCC = 0.8340 | SRCC = 0.8374 ]
+INFO:root:Average loss=0.1786958054663279
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2567 | LCC = 0.8400 | SRCC = 0.8414 ]
+INFO:root:Average loss=0.16338557941027176
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2662 | LCC = 0.8428 | SRCC = 0.8408 ]
+INFO:root:Average loss=0.168506536537256
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2582 | LCC = 0.8385 | SRCC = 0.8380 ]
+INFO:root:Average loss=0.15237590909386292
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2715 | LCC = 0.8416 | SRCC = 0.8424 ]
+INFO:root:Average loss=0.15288182787406138
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2597 | LCC = 0.8464 | SRCC = 0.8449 ]
+INFO:root:Average loss=0.14146341727330133
+INFO:root:
+[Valid][14][UTT][ MSE = 0.3250 | LCC = 0.8405 | SRCC = 0.8396 ]
+INFO:root:Average loss=0.13909382564135087
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2810 | LCC = 0.8442 | SRCC = 0.8447 ]
+INFO:root:Average loss=0.13497643831830758
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2623 | LCC = 0.8434 | SRCC = 0.8388 ]
+INFO:root:Average loss=0.12499110200084172
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2842 | LCC = 0.8438 | SRCC = 0.8433 ]
+INFO:root:Average loss=0.1166562139032743
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2369 | LCC = 0.8487 | SRCC = 0.8487 ]
+INFO:root:Average loss=0.11830756784631656
+INFO:root:
+[Valid][19][UTT][ MSE = 0.3347 | LCC = 0.8415 | SRCC = 0.8467 ]
+INFO:root:Average loss=0.1120977881245124
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2492 | LCC = 0.8496 | SRCC = 0.8481 ]
+INFO:root:Average loss=0.11108246899377076
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2790 | LCC = 0.8451 | SRCC = 0.8436 ]
+INFO:root:Average loss=0.10300010738846584
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2388 | LCC = 0.8474 | SRCC = 0.8466 ]
+INFO:root:Average loss=0.09725341382317054
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2773 | LCC = 0.8427 | SRCC = 0.8415 ]
+INFO:root:Average loss=0.09802563130282439
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2571 | LCC = 0.8454 | SRCC = 0.8442 ]
+INFO:root:Average loss=0.09157728069485763
+INFO:root:
+[Valid][25][UTT][ MSE = 0.3147 | LCC = 0.8445 | SRCC = 0.8456 ]
+INFO:root:Average loss=0.09643868958720794
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2347 | LCC = 0.8487 | SRCC = 0.8484 ]
+INFO:root:Average loss=0.09375294493750119
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2405 | LCC = 0.8497 | SRCC = 0.8485 ]
+INFO:root:Average loss=0.08541502244770527
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2451 | LCC = 0.8491 | SRCC = 0.8468 ]
+INFO:root:Average loss=0.09870828005174796
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2488 | LCC = 0.8499 | SRCC = 0.8501 ]
+INFO:root:Average loss=0.08406197618788634
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2407 | LCC = 0.8499 | SRCC = 0.8490 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2604 | LCC = 0.8449 | SRCC = 0.8473 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer0/run3/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer0/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer0/run3/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer0/run3/model.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer0/run3/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer0/run3/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer0/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..2c6f9926ad1594890023668bdec1e3704d07f8ab
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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=0.6236488498174227
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4472 | LCC = 0.7077 | SRCC = 0.7291 ]
+INFO:root:Average loss=0.3598053747644791
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3498 | LCC = 0.7734 | SRCC = 0.7833 ]
+INFO:root:Average loss=0.2865772698170099
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3059 | LCC = 0.8084 | SRCC = 0.8094 ]
+INFO:root:Average loss=0.26097728522160113
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2917 | LCC = 0.8255 | SRCC = 0.8234 ]
+INFO:root:Average loss=0.2464809144536654
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3132 | LCC = 0.8274 | SRCC = 0.8270 ]
+INFO:root:Average loss=0.22527278845126814
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2760 | LCC = 0.8292 | SRCC = 0.8297 ]
+INFO:root:Average loss=0.21609784872868124
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2694 | LCC = 0.8350 | SRCC = 0.8341 ]
+INFO:root:Average loss=0.2086885582942229
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2774 | LCC = 0.8391 | SRCC = 0.8354 ]
+INFO:root:Average loss=0.1946241126801723
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2632 | LCC = 0.8409 | SRCC = 0.8370 ]
+INFO:root:Average loss=0.1840894675025573
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2575 | LCC = 0.8401 | SRCC = 0.8393 ]
+INFO:root:Average loss=0.17204358677069345
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2533 | LCC = 0.8426 | SRCC = 0.8404 ]
+INFO:root:Average loss=0.16442803140634146
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2417 | LCC = 0.8466 | SRCC = 0.8446 ]
+INFO:root:Average loss=0.16369640063016844
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3152 | LCC = 0.8396 | SRCC = 0.8407 ]
+INFO:root:Average loss=0.14768992125605926
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2557 | LCC = 0.8456 | SRCC = 0.8448 ]
+INFO:root:Average loss=0.1494779177965262
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2807 | LCC = 0.8405 | SRCC = 0.8423 ]
+INFO:root:Average loss=0.15189158973785546
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2444 | LCC = 0.8487 | SRCC = 0.8460 ]
+INFO:root:Average loss=0.13009846735841188
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2478 | LCC = 0.8458 | SRCC = 0.8444 ]
+INFO:root:Average loss=0.12210644485476689
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2415 | LCC = 0.8485 | SRCC = 0.8473 ]
+INFO:root:Average loss=0.12766334127921325
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2436 | LCC = 0.8497 | SRCC = 0.8484 ]
+INFO:root:Average loss=0.12264761290489098
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2829 | LCC = 0.8452 | SRCC = 0.8463 ]
+INFO:root:Average loss=0.11573673058778812
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2440 | LCC = 0.8488 | SRCC = 0.8488 ]
+INFO:root:Average loss=0.11488201908576183
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2456 | LCC = 0.8497 | SRCC = 0.8492 ]
+INFO:root:Average loss=0.10718687260762239
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2359 | LCC = 0.8512 | SRCC = 0.8504 ]
+INFO:root:Average loss=0.10955271334984364
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2351 | LCC = 0.8529 | SRCC = 0.8518 ]
+INFO:root:Average loss=0.09829629126649636
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2395 | LCC = 0.8526 | SRCC = 0.8512 ]
+INFO:root:Average loss=0.09514410282747868
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2309 | LCC = 0.8493 | SRCC = 0.8487 ]
+INFO:root:Average loss=0.09797518480664645
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2610 | LCC = 0.8508 | SRCC = 0.8502 ]
+INFO:root:Average loss=0.09768638210609937
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2405 | LCC = 0.8506 | SRCC = 0.8510 ]
+INFO:root:Average loss=0.09345720254648955
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2326 | LCC = 0.8500 | SRCC = 0.8505 ]
+INFO:root:Average loss=0.09687102256486049
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2633 | LCC = 0.8519 | SRCC = 0.8510 ]
+INFO:root:Average loss=0.08917783931470834
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2914 | LCC = 0.8489 | SRCC = 0.8488 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2313 | LCC = 0.8564 | SRCC = 0.8575 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer0/run4/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer0/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer0/run4/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer0/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..2f3c076806bba2781ebc278bb1437f3fcc23d8de
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer0/run4/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer0/run4/model_best.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer0/run4/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer0/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..e3d8f8b1fc6091c6d668d079b3ee99d2079e5caa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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=0.5240262360909046
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4016 | LCC = 0.7415 | SRCC = 0.7486 ]
+INFO:root:Average loss=0.3144097211651313
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3111 | LCC = 0.7945 | SRCC = 0.7976 ]
+INFO:root:Average loss=0.28083155285089445
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2990 | LCC = 0.8151 | SRCC = 0.8138 ]
+INFO:root:Average loss=0.24789772927761078
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3630 | LCC = 0.8169 | SRCC = 0.8175 ]
+INFO:root:Average loss=0.2431735839599218
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2990 | LCC = 0.8175 | SRCC = 0.8198 ]
+INFO:root:Average loss=0.2306159455806781
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2730 | LCC = 0.8284 | SRCC = 0.8281 ]
+INFO:root:Average loss=0.2090372410722268
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2580 | LCC = 0.8330 | SRCC = 0.8311 ]
+INFO:root:Average loss=0.19857447794996774
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2774 | LCC = 0.8374 | SRCC = 0.8364 ]
+INFO:root:Average loss=0.19824445171233934
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2649 | LCC = 0.8373 | SRCC = 0.8382 ]
+INFO:root:Average loss=0.18467139481351927
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2559 | LCC = 0.8396 | SRCC = 0.8382 ]
+INFO:root:Average loss=0.17025911062955856
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2578 | LCC = 0.8380 | SRCC = 0.8389 ]
+INFO:root:Average loss=0.17641088815453726
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2610 | LCC = 0.8445 | SRCC = 0.8434 ]
+INFO:root:Average loss=0.1541641391813755
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2532 | LCC = 0.8401 | SRCC = 0.8398 ]
+INFO:root:Average loss=0.15011998896415418
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2393 | LCC = 0.8443 | SRCC = 0.8429 ]
+INFO:root:Average loss=0.14403278170487818
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2600 | LCC = 0.8525 | SRCC = 0.8499 ]
+INFO:root:Average loss=0.14123042739736727
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3173 | LCC = 0.8456 | SRCC = 0.8456 ]
+INFO:root:Average loss=0.13532378419469565
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2783 | LCC = 0.8482 | SRCC = 0.8459 ]
+INFO:root:Average loss=0.1384907080194889
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2402 | LCC = 0.8466 | SRCC = 0.8458 ]
+INFO:root:Average loss=0.12184924040085231
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2413 | LCC = 0.8474 | SRCC = 0.8442 ]
+INFO:root:Average loss=0.12062774932919404
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2391 | LCC = 0.8490 | SRCC = 0.8461 ]
+INFO:root:Average loss=0.11100705187672223
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2548 | LCC = 0.8490 | SRCC = 0.8470 ]
+INFO:root:Average loss=0.10925612861338334
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2397 | LCC = 0.8500 | SRCC = 0.8478 ]
+INFO:root:Average loss=0.11697796340554188
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2390 | LCC = 0.8445 | SRCC = 0.8443 ]
+INFO:root:Average loss=0.10694829193063271
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2406 | LCC = 0.8470 | SRCC = 0.8451 ]
+INFO:root:Average loss=0.11006283435301903
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2572 | LCC = 0.8427 | SRCC = 0.8406 ]
+INFO:root:Average loss=0.11194140530931644
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2460 | LCC = 0.8499 | SRCC = 0.8472 ]
+INFO:root:Average loss=0.10080618989200164
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2344 | LCC = 0.8506 | SRCC = 0.8485 ]
+INFO:root:Average loss=0.0946778362760177
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2429 | LCC = 0.8431 | SRCC = 0.8409 ]
+INFO:root:Average loss=0.08921888580498023
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2500 | LCC = 0.8469 | SRCC = 0.8457 ]
+INFO:root:Average loss=0.08960315021566856
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2808 | LCC = 0.8466 | SRCC = 0.8467 ]
+INFO:root:Average loss=0.08764647893034495
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2444 | LCC = 0.8411 | SRCC = 0.8399 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2816 | LCC = 0.8526 | SRCC = 0.8538 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer1/run0/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer1/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer1/run0/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer1/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..861602bf1d9d9a03798036c2215d476c5d2d2ce4
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer1/run0/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer1/run0/model_best.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer1/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_2epoch/layer1/run0/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer1/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..8678a3484ead4f5a066584dbbc5f7ae4aa799318
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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=0.4806328350916887
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3734 | LCC = 0.7643 | SRCC = 0.7726 ]
+INFO:root:Average loss=0.2820595082564232
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2941 | LCC = 0.8155 | SRCC = 0.8186 ]
+INFO:root:Average loss=0.23833524970672068
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2738 | LCC = 0.8415 | SRCC = 0.8410 ]
+INFO:root:Average loss=0.2194832273018666
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2397 | LCC = 0.8467 | SRCC = 0.8485 ]
+INFO:root:Average loss=0.21039890173154
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2424 | LCC = 0.8527 | SRCC = 0.8543 ]
+INFO:root:Average loss=0.18182043005258608
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2608 | LCC = 0.8570 | SRCC = 0.8553 ]
+INFO:root:Average loss=0.17888452857732773
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2375 | LCC = 0.8601 | SRCC = 0.8556 ]
+INFO:root:Average loss=0.16253663370242485
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2112 | LCC = 0.8678 | SRCC = 0.8677 ]
+INFO:root:Average loss=0.1514847399905706
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2184 | LCC = 0.8682 | SRCC = 0.8652 ]
+INFO:root:Average loss=0.149686144808164
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2265 | LCC = 0.8668 | SRCC = 0.8640 ]
+INFO:root:Average loss=0.13915581571368071
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2264 | LCC = 0.8657 | SRCC = 0.8644 ]
+INFO:root:Average loss=0.13291429728269577
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2227 | LCC = 0.8656 | SRCC = 0.8638 ]
+INFO:root:Average loss=0.12648351576465827
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2176 | LCC = 0.8711 | SRCC = 0.8708 ]
+INFO:root:Average loss=0.1288541856293495
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2067 | LCC = 0.8737 | SRCC = 0.8712 ]
+INFO:root:Average loss=0.11607288970397069
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2298 | LCC = 0.8700 | SRCC = 0.8691 ]
+INFO:root:Average loss=0.11300748873215455
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2030 | LCC = 0.8749 | SRCC = 0.8742 ]
+INFO:root:Average loss=0.10408645858749366
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2036 | LCC = 0.8745 | SRCC = 0.8727 ]
+INFO:root:Average loss=0.0994735596080621
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2167 | LCC = 0.8724 | SRCC = 0.8713 ]
+INFO:root:Average loss=0.09959841930331328
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2069 | LCC = 0.8771 | SRCC = 0.8762 ]
+INFO:root:Average loss=0.09021822850291546
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2047 | LCC = 0.8731 | SRCC = 0.8709 ]
+INFO:root:Average loss=0.08783239699327029
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2097 | LCC = 0.8730 | SRCC = 0.8715 ]
+INFO:root:Average loss=0.08646233976842502
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2052 | LCC = 0.8742 | SRCC = 0.8721 ]
+INFO:root:Average loss=0.08053770455985497
+INFO:root:
+[Valid][22][UTT][ MSE = 0.1986 | LCC = 0.8728 | SRCC = 0.8725 ]
+INFO:root:Average loss=0.08034998355194545
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2251 | LCC = 0.8717 | SRCC = 0.8708 ]
+INFO:root:Average loss=0.0815627680470546
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2287 | LCC = 0.8714 | SRCC = 0.8713 ]
+INFO:root:Average loss=0.07361929634442696
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2017 | LCC = 0.8717 | SRCC = 0.8722 ]
+INFO:root:Average loss=0.07232296887116554
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2056 | LCC = 0.8700 | SRCC = 0.8700 ]
+INFO:root:Average loss=0.06957115127872197
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2035 | LCC = 0.8741 | SRCC = 0.8729 ]
+INFO:root:Average loss=0.06745007156561582
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2132 | LCC = 0.8713 | SRCC = 0.8714 ]
+INFO:root:Average loss=0.06306078609747764
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2063 | LCC = 0.8731 | SRCC = 0.8724 ]
+INFO:root:Average loss=0.06260088707009952
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2045 | LCC = 0.8727 | SRCC = 0.8710 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2293 | LCC = 0.8659 | SRCC = 0.8661 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer1/run1/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer1/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer1/run1/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer1/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..0392e0fa434bc0d9305f6778b1d9529a7bea2ab2
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer1/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/layer1/run1/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer1/run1/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer1/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..fb9743d87509a10d2e69daa34f05313f15f37ca3
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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=0.525884862893667
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3730 | LCC = 0.7594 | SRCC = 0.7635 ]
+INFO:root:Average loss=0.289193057287962
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3322 | LCC = 0.8043 | SRCC = 0.8163 ]
+INFO:root:Average loss=0.2612106312925999
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2810 | LCC = 0.8302 | SRCC = 0.8338 ]
+INFO:root:Average loss=0.2260260901007897
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2674 | LCC = 0.8456 | SRCC = 0.8461 ]
+INFO:root:Average loss=0.20860788703728944
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2662 | LCC = 0.8477 | SRCC = 0.8478 ]
+INFO:root:Average loss=0.19324711901255143
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2327 | LCC = 0.8531 | SRCC = 0.8532 ]
+INFO:root:Average loss=0.18275794262687364
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3363 | LCC = 0.8548 | SRCC = 0.8571 ]
+INFO:root:Average loss=0.18115906293193498
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2569 | LCC = 0.8650 | SRCC = 0.8640 ]
+INFO:root:Average loss=0.15508949584685838
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2287 | LCC = 0.8651 | SRCC = 0.8645 ]
+INFO:root:Average loss=0.15304854216101843
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2249 | LCC = 0.8692 | SRCC = 0.8656 ]
+INFO:root:Average loss=0.14451545228560767
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2777 | LCC = 0.8656 | SRCC = 0.8648 ]
+INFO:root:Average loss=0.139940246175497
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2109 | LCC = 0.8716 | SRCC = 0.8690 ]
+INFO:root:Average loss=0.13939411489245218
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2154 | LCC = 0.8697 | SRCC = 0.8677 ]
+INFO:root:Average loss=0.121051435955824
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2618 | LCC = 0.8656 | SRCC = 0.8671 ]
+INFO:root:Average loss=0.11385995799150223
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2215 | LCC = 0.8720 | SRCC = 0.8686 ]
+INFO:root:Average loss=0.10775604762901099
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2514 | LCC = 0.8657 | SRCC = 0.8655 ]
+INFO:root:Average loss=0.10273491791807689
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2482 | LCC = 0.8702 | SRCC = 0.8671 ]
+INFO:root:Average loss=0.09572610832177676
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2586 | LCC = 0.8647 | SRCC = 0.8636 ]
+INFO:root:Average loss=0.09698830664348908
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2437 | LCC = 0.8671 | SRCC = 0.8657 ]
+INFO:root:Average loss=0.09792405710770534
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2458 | LCC = 0.8687 | SRCC = 0.8673 ]
+INFO:root:Average loss=0.08698997923578972
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2072 | LCC = 0.8721 | SRCC = 0.8686 ]
+INFO:root:Average loss=0.0869199474557088
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2166 | LCC = 0.8718 | SRCC = 0.8695 ]
+INFO:root:Average loss=0.0798788003814526
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2245 | LCC = 0.8703 | SRCC = 0.8685 ]
+INFO:root:Average loss=0.07951538837873019
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2199 | LCC = 0.8718 | SRCC = 0.8689 ]
+INFO:root:Average loss=0.07998733905454476
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2429 | LCC = 0.8673 | SRCC = 0.8659 ]
+INFO:root:Average loss=0.07594438040485749
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2721 | LCC = 0.8675 | SRCC = 0.8650 ]
+INFO:root:Average loss=0.07140258895472074
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2130 | LCC = 0.8719 | SRCC = 0.8689 ]
+INFO:root:Average loss=0.0754875607119921
+INFO:root:
+[Valid][27][UTT][ MSE = 0.3129 | LCC = 0.8629 | SRCC = 0.8639 ]
+INFO:root:Average loss=0.0767310899324142
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2487 | LCC = 0.8696 | SRCC = 0.8670 ]
+INFO:root:Average loss=0.06488418760590065
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2397 | LCC = 0.8702 | SRCC = 0.8685 ]
+INFO:root:Average loss=0.05936826149431559
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2278 | LCC = 0.8709 | SRCC = 0.8675 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2311 | LCC = 0.8609 | SRCC = 0.8625 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer1/run2/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer1/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer1/run2/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer1/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..1b8b8d96f9201179163b0f6bfe1c67d932cdce85
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer1/run2/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer1/run2/model_best.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer1/run2/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer1/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..66a985857b693eba83723c98d1a9b3c6e036253d
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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=0.462191121891523
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3636 | LCC = 0.7629 | SRCC = 0.7756 ]
+INFO:root:Average loss=0.28667199936432713
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3147 | LCC = 0.8187 | SRCC = 0.8178 ]
+INFO:root:Average loss=0.24589505027502012
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2996 | LCC = 0.8330 | SRCC = 0.8325 ]
+INFO:root:Average loss=0.22460896177933767
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2594 | LCC = 0.8439 | SRCC = 0.8448 ]
+INFO:root:Average loss=0.20176262160142264
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2451 | LCC = 0.8513 | SRCC = 0.8503 ]
+INFO:root:Average loss=0.18752179524073234
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2822 | LCC = 0.8526 | SRCC = 0.8550 ]
+INFO:root:Average loss=0.18556649753680596
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2411 | LCC = 0.8545 | SRCC = 0.8543 ]
+INFO:root:Average loss=0.16704360615366545
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2385 | LCC = 0.8581 | SRCC = 0.8591 ]
+INFO:root:Average loss=0.15912344612372228
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2320 | LCC = 0.8617 | SRCC = 0.8610 ]
+INFO:root:Average loss=0.15220688350307635
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2302 | LCC = 0.8644 | SRCC = 0.8627 ]
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+INFO:root:
+[Valid][10][UTT][ MSE = 0.2302 | LCC = 0.8634 | SRCC = 0.8628 ]
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+INFO:root:
+[Valid][11][UTT][ MSE = 0.2262 | LCC = 0.8625 | SRCC = 0.8612 ]
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+INFO:root:
+[Valid][12][UTT][ MSE = 0.2215 | LCC = 0.8615 | SRCC = 0.8613 ]
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+INFO:root:
+[Valid][13][UTT][ MSE = 0.2242 | LCC = 0.8696 | SRCC = 0.8685 ]
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+INFO:root:
+[Valid][14][UTT][ MSE = 0.2184 | LCC = 0.8660 | SRCC = 0.8660 ]
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+INFO:root:
+[Valid][15][UTT][ MSE = 0.2113 | LCC = 0.8661 | SRCC = 0.8651 ]
+INFO:root:Average loss=0.1059756882679768
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2170 | LCC = 0.8655 | SRCC = 0.8642 ]
+INFO:root:Average loss=0.10456023799876372
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+[Valid][17][UTT][ MSE = 0.2267 | LCC = 0.8685 | SRCC = 0.8669 ]
+INFO:root:Average loss=0.10179200233557285
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2190 | LCC = 0.8654 | SRCC = 0.8634 ]
+INFO:root:Average loss=0.09251213828340554
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2255 | LCC = 0.8667 | SRCC = 0.8659 ]
+INFO:root:Average loss=0.0944758729579357
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2160 | LCC = 0.8675 | SRCC = 0.8664 ]
+INFO:root:Average loss=0.0880843519877929
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2150 | LCC = 0.8648 | SRCC = 0.8644 ]
+INFO:root:Average loss=0.0834546820857586
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2194 | LCC = 0.8632 | SRCC = 0.8619 ]
+INFO:root:Average loss=0.07706063985824585
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2224 | LCC = 0.8619 | SRCC = 0.8599 ]
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+INFO:root:
+[Valid][24][UTT][ MSE = 0.2127 | LCC = 0.8646 | SRCC = 0.8629 ]
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+INFO:root:
+[Valid][25][UTT][ MSE = 0.2269 | LCC = 0.8640 | SRCC = 0.8621 ]
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+INFO:root:
+[Valid][26][UTT][ MSE = 0.2217 | LCC = 0.8626 | SRCC = 0.8619 ]
+INFO:root:Average loss=0.06657310197941768
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2215 | LCC = 0.8640 | SRCC = 0.8623 ]
+INFO:root:Average loss=0.06825419634771653
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2182 | LCC = 0.8634 | SRCC = 0.8622 ]
+INFO:root:Average loss=0.06758187524974346
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2305 | LCC = 0.8642 | SRCC = 0.8616 ]
+INFO:root:Average loss=0.06491475141583344
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2241 | LCC = 0.8643 | SRCC = 0.8632 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2640 | LCC = 0.8569 | SRCC = 0.8599 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer1/run3/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer1/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer1/run3/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer1/run3/model.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer1/run3/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer1/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_2epoch/layer1/run3/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer1/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..f92c3f753858ac31e7095c12418af65b31464895
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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=0.49589179647274506
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3766 | LCC = 0.7592 | SRCC = 0.7647 ]
+INFO:root:Average loss=0.29192292078947407
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3042 | LCC = 0.8112 | SRCC = 0.8128 ]
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+INFO:root:
+[Valid][2][UTT][ MSE = 0.2806 | LCC = 0.8236 | SRCC = 0.8278 ]
+INFO:root:Average loss=0.2280100024281404
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2679 | LCC = 0.8427 | SRCC = 0.8411 ]
+INFO:root:Average loss=0.20547718077133864
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2450 | LCC = 0.8475 | SRCC = 0.8519 ]
+INFO:root:Average loss=0.19738871833452812
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2990 | LCC = 0.8516 | SRCC = 0.8527 ]
+INFO:root:Average loss=0.18148824830467886
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2352 | LCC = 0.8534 | SRCC = 0.8562 ]
+INFO:root:Average loss=0.17665649062165847
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3030 | LCC = 0.8578 | SRCC = 0.8584 ]
+INFO:root:Average loss=0.1640298190789345
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2243 | LCC = 0.8632 | SRCC = 0.8627 ]
+INFO:root:Average loss=0.15369207899157816
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2541 | LCC = 0.8641 | SRCC = 0.8612 ]
+INFO:root:Average loss=0.14739826140113366
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2279 | LCC = 0.8669 | SRCC = 0.8652 ]
+INFO:root:Average loss=0.13634485522141823
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2233 | LCC = 0.8622 | SRCC = 0.8634 ]
+INFO:root:Average loss=0.1288435199799446
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2243 | LCC = 0.8664 | SRCC = 0.8657 ]
+INFO:root:Average loss=0.12692066301137972
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2282 | LCC = 0.8671 | SRCC = 0.8669 ]
+INFO:root:Average loss=0.11901384066694821
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2129 | LCC = 0.8647 | SRCC = 0.8644 ]
+INFO:root:Average loss=0.1145337473314542
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2107 | LCC = 0.8658 | SRCC = 0.8642 ]
+INFO:root:Average loss=0.11098241299772874
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2220 | LCC = 0.8616 | SRCC = 0.8621 ]
+INFO:root:Average loss=0.1018228326470424
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2195 | LCC = 0.8664 | SRCC = 0.8650 ]
+INFO:root:Average loss=0.09702481639881928
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2088 | LCC = 0.8674 | SRCC = 0.8661 ]
+INFO:root:Average loss=0.09407114323515159
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2238 | LCC = 0.8675 | SRCC = 0.8667 ]
+INFO:root:Average loss=0.09109064712165257
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2917 | LCC = 0.8644 | SRCC = 0.8662 ]
+INFO:root:Average loss=0.09843543405907276
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2102 | LCC = 0.8658 | SRCC = 0.8646 ]
+INFO:root:Average loss=0.08559598582677352
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2218 | LCC = 0.8664 | SRCC = 0.8648 ]
+INFO:root:Average loss=0.08115440693039161
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2080 | LCC = 0.8671 | SRCC = 0.8658 ]
+INFO:root:Average loss=0.08194173657550262
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2618 | LCC = 0.8637 | SRCC = 0.8645 ]
+INFO:root:Average loss=0.07901350212975955
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2109 | LCC = 0.8669 | SRCC = 0.8672 ]
+INFO:root:Average loss=0.07267044026118058
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2156 | LCC = 0.8678 | SRCC = 0.8664 ]
+INFO:root:Average loss=0.07183867201018028
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2200 | LCC = 0.8654 | SRCC = 0.8635 ]
+INFO:root:Average loss=0.07315160501270722
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2083 | LCC = 0.8679 | SRCC = 0.8679 ]
+INFO:root:Average loss=0.06842695028545001
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2449 | LCC = 0.8668 | SRCC = 0.8677 ]
+INFO:root:Average loss=0.06615328354140122
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2118 | LCC = 0.8681 | SRCC = 0.8670 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2339 | LCC = 0.8545 | SRCC = 0.8559 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer1/run4/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer1/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer1/run4/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer1/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e1f6a38cd3549b536dde6d18997bca385b355066
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer1/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:91bf12428080e6793e164922e6c20aea34d4bec3b1e46ae8c7256ce4dedabf16
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer1/run4/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer1/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..7974cb5ad8413e3c47ade65d927c74651e7667d9
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer1/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8457716fb8b4d56e52333cc197b66336e681b2a61219acea935481d45bc35c61
+size 2749702
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer1/run4/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer1/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..f4b7524f394f9575abb5998ad7f9bcbce73beee5
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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=0.49711216260225344
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3702 | LCC = 0.7618 | SRCC = 0.7683 ]
+INFO:root:Average loss=0.29478567150922924
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3299 | LCC = 0.8047 | SRCC = 0.8137 ]
+INFO:root:Average loss=0.26493604997029674
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2798 | LCC = 0.8271 | SRCC = 0.8258 ]
+INFO:root:Average loss=0.2218223437666893
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2558 | LCC = 0.8405 | SRCC = 0.8402 ]
+INFO:root:Average loss=0.20748669233841774
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2487 | LCC = 0.8478 | SRCC = 0.8470 ]
+INFO:root:Average loss=0.19339816520611444
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2488 | LCC = 0.8503 | SRCC = 0.8498 ]
+INFO:root:Average loss=0.18040549592711988
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2425 | LCC = 0.8511 | SRCC = 0.8513 ]
+INFO:root:Average loss=0.16885068429968295
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2260 | LCC = 0.8565 | SRCC = 0.8555 ]
+INFO:root:Average loss=0.16082851053812566
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2368 | LCC = 0.8644 | SRCC = 0.8624 ]
+INFO:root:Average loss=0.14832358635388887
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2284 | LCC = 0.8612 | SRCC = 0.8595 ]
+INFO:root:Average loss=0.13889254476779547
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2292 | LCC = 0.8635 | SRCC = 0.8618 ]
+INFO:root:Average loss=0.13153319041698408
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2189 | LCC = 0.8651 | SRCC = 0.8637 ]
+INFO:root:Average loss=0.13061997647850943
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2181 | LCC = 0.8640 | SRCC = 0.8618 ]
+INFO:root:Average loss=0.1174171540217522
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2195 | LCC = 0.8636 | SRCC = 0.8624 ]
+INFO:root:Average loss=0.12809336940065408
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2468 | LCC = 0.8578 | SRCC = 0.8598 ]
+INFO:root:Average loss=0.11148042890887994
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2148 | LCC = 0.8656 | SRCC = 0.8658 ]
+INFO:root:Average loss=0.09978920641617897
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2135 | LCC = 0.8703 | SRCC = 0.8690 ]
+INFO:root:Average loss=0.1028206881422263
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2152 | LCC = 0.8675 | SRCC = 0.8673 ]
+INFO:root:Average loss=0.09728884305327366
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2290 | LCC = 0.8637 | SRCC = 0.8638 ]
+INFO:root:Average loss=0.09142582643872653
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2076 | LCC = 0.8688 | SRCC = 0.8692 ]
+INFO:root:Average loss=0.0983511662731568
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2278 | LCC = 0.8636 | SRCC = 0.8647 ]
+INFO:root:Average loss=0.09091589704920085
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2127 | LCC = 0.8683 | SRCC = 0.8686 ]
+INFO:root:Average loss=0.07954321314509098
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2099 | LCC = 0.8662 | SRCC = 0.8673 ]
+INFO:root:Average loss=0.08132802699811947
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2161 | LCC = 0.8681 | SRCC = 0.8678 ]
+INFO:root:Average loss=0.08461010155196373
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2183 | LCC = 0.8627 | SRCC = 0.8629 ]
+INFO:root:Average loss=0.08930708482288398
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2085 | LCC = 0.8681 | SRCC = 0.8680 ]
+INFO:root:Average loss=0.07116364076351508
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2185 | LCC = 0.8641 | SRCC = 0.8640 ]
+INFO:root:Average loss=0.06812923119809383
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2104 | LCC = 0.8653 | SRCC = 0.8660 ]
+INFO:root:Average loss=0.06675788454520397
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2311 | LCC = 0.8607 | SRCC = 0.8627 ]
+INFO:root:Average loss=0.06614740608403316
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2196 | LCC = 0.8654 | SRCC = 0.8672 ]
+INFO:root:Average loss=0.06513815540342759
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2147 | LCC = 0.8655 | SRCC = 0.8657 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2529 | LCC = 0.8566 | SRCC = 0.8564 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer10/run0/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer10/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer10/run0/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer10/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..20db5e8122291bef39b89aedb4fdd12303e9dab2
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer10/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:22e05a8675f95223191430d5817530c72d8e2611585b66061a803ab2fee690bb
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer10/run0/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer10/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..bafa3fb689e635f857b7b6d1d29ff1e73bc851b2
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer10/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4a362065792c14e0e3986df30760e19b37c341546dfba7a26a37bf34ca75ad0e
+size 2749702
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer10/run0/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer10/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..7e1ff205d4eed097b2eb4cec71b7da2e6020f2f6
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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=0.42784132827550936
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3812 | LCC = 0.7763 | SRCC = 0.7788 ]
+INFO:root:Average loss=0.3310071621567775
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3514 | LCC = 0.8014 | SRCC = 0.8019 ]
+INFO:root:Average loss=0.3087524488950387
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3406 | LCC = 0.8049 | SRCC = 0.8052 ]
+INFO:root:Average loss=0.3096121914493732
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3018 | LCC = 0.8143 | SRCC = 0.8199 ]
+INFO:root:Average loss=0.28525997870243514
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3315 | LCC = 0.8245 | SRCC = 0.8248 ]
+INFO:root:Average loss=0.28552133513566774
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3088 | LCC = 0.8290 | SRCC = 0.8304 ]
+INFO:root:Average loss=0.2661207715670268
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3118 | LCC = 0.8342 | SRCC = 0.8343 ]
+INFO:root:Average loss=0.2627444842304939
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3044 | LCC = 0.8353 | SRCC = 0.8349 ]
+INFO:root:Average loss=0.2754421633405563
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3412 | LCC = 0.8372 | SRCC = 0.8354 ]
+INFO:root:Average loss=0.25707491716513264
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2897 | LCC = 0.8366 | SRCC = 0.8371 ]
+INFO:root:Average loss=0.24839980155229568
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2872 | LCC = 0.8389 | SRCC = 0.8391 ]
+INFO:root:Average loss=0.2574878699886493
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3538 | LCC = 0.8418 | SRCC = 0.8403 ]
+INFO:root:Average loss=0.24570273264096334
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2972 | LCC = 0.8422 | SRCC = 0.8425 ]
+INFO:root:Average loss=0.24710304824969706
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3550 | LCC = 0.8441 | SRCC = 0.8444 ]
+INFO:root:Average loss=0.24226942935433143
+INFO:root:
+[Valid][14][UTT][ MSE = 0.3467 | LCC = 0.8459 | SRCC = 0.8451 ]
+INFO:root:Average loss=0.23942304058716848
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2970 | LCC = 0.8401 | SRCC = 0.8436 ]
+INFO:root:Average loss=0.22869521436782983
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2748 | LCC = 0.8488 | SRCC = 0.8482 ]
+INFO:root:Average loss=0.2286394265217659
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2819 | LCC = 0.8468 | SRCC = 0.8478 ]
+INFO:root:Average loss=0.22499498572105017
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3172 | LCC = 0.8449 | SRCC = 0.8484 ]
+INFO:root:Average loss=0.24113835413486528
+INFO:root:
+[Valid][19][UTT][ MSE = 0.3584 | LCC = 0.8465 | SRCC = 0.8458 ]
+INFO:root:Average loss=0.2318261926754927
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2786 | LCC = 0.8448 | SRCC = 0.8463 ]
+INFO:root:Average loss=0.22549415169618067
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2622 | LCC = 0.8458 | SRCC = 0.8472 ]
+INFO:root:Average loss=0.2159020917919966
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2622 | LCC = 0.8452 | SRCC = 0.8503 ]
+INFO:root:Average loss=0.23489452096132132
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2812 | LCC = 0.8440 | SRCC = 0.8491 ]
+INFO:root:Average loss=0.2262926205801658
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2945 | LCC = 0.8382 | SRCC = 0.8437 ]
+INFO:root:Average loss=0.22275642859630096
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2649 | LCC = 0.8447 | SRCC = 0.8478 ]
+INFO:root:Average loss=0.20572714469371697
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2655 | LCC = 0.8458 | SRCC = 0.8502 ]
+INFO:root:Average loss=0.20919440314173698
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2887 | LCC = 0.8489 | SRCC = 0.8495 ]
+INFO:root:Average loss=0.20346065763479623
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2928 | LCC = 0.8519 | SRCC = 0.8517 ]
+INFO:root:Average loss=0.22538427683787468
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2860 | LCC = 0.8487 | SRCC = 0.8497 ]
+INFO:root:Average loss=0.20297347907072458
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2859 | LCC = 0.8492 | SRCC = 0.8509 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2877 | LCC = 0.8480 | SRCC = 0.8470 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer10/run1/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer10/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer10/run1/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer10/run1/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_2epoch/layer10/run1/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer10/run1/model_best.pt
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer10/run1/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer10/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..a5003f5c84b1b3397754d4b963b8c375bbc81f2b
--- /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=0.4218963409463565
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4008 | LCC = 0.7797 | SRCC = 0.7821 ]
+INFO:root:Average loss=0.325950271044022
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3398 | LCC = 0.8043 | SRCC = 0.8072 ]
+INFO:root:Average loss=0.3077141245206197
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3558 | LCC = 0.8074 | SRCC = 0.8132 ]
+INFO:root:Average loss=0.3001098149479964
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3829 | LCC = 0.8163 | SRCC = 0.8194 ]
+INFO:root:Average loss=0.2978083147452428
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3011 | LCC = 0.8208 | SRCC = 0.8234 ]
+INFO:root:Average loss=0.28313000633930546
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2892 | LCC = 0.8262 | SRCC = 0.8266 ]
+INFO:root:Average loss=0.27359645450726533
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2931 | LCC = 0.8268 | SRCC = 0.8323 ]
+INFO:root:Average loss=0.2646966700752576
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2753 | LCC = 0.8315 | SRCC = 0.8329 ]
+INFO:root:Average loss=0.26851569956693894
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3020 | LCC = 0.8372 | SRCC = 0.8354 ]
+INFO:root:Average loss=0.2542318281454918
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3154 | LCC = 0.8384 | SRCC = 0.8373 ]
+INFO:root:Average loss=0.26052398673999005
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2847 | LCC = 0.8369 | SRCC = 0.8380 ]
+INFO:root:Average loss=0.2546616892019908
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2610 | LCC = 0.8363 | SRCC = 0.8388 ]
+INFO:root:Average loss=0.24383260615361044
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2745 | LCC = 0.8332 | SRCC = 0.8371 ]
+INFO:root:Average loss=0.2425196654139421
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2920 | LCC = 0.8414 | SRCC = 0.8416 ]
+INFO:root:Average loss=0.23233593236177397
+INFO:root:
+[Valid][14][UTT][ MSE = 0.3213 | LCC = 0.8398 | SRCC = 0.8418 ]
+INFO:root:Average loss=0.23832754905407244
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2810 | LCC = 0.8302 | SRCC = 0.8379 ]
+INFO:root:Average loss=0.23564962928111738
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2848 | LCC = 0.8458 | SRCC = 0.8464 ]
+INFO:root:Average loss=0.22959862553920501
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2905 | LCC = 0.8439 | SRCC = 0.8461 ]
+INFO:root:Average loss=0.22171349823474884
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3076 | LCC = 0.8480 | SRCC = 0.8484 ]
+INFO:root:Average loss=0.2526886612176895
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2756 | LCC = 0.8437 | SRCC = 0.8466 ]
+INFO:root:Average loss=0.22723490305435964
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2736 | LCC = 0.8428 | SRCC = 0.8430 ]
+INFO:root:Average loss=0.23270117653868136
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2739 | LCC = 0.8469 | SRCC = 0.8498 ]
+INFO:root:Average loss=0.21512338060599107
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2737 | LCC = 0.8479 | SRCC = 0.8489 ]
+INFO:root:Average loss=0.21796317245715705
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2994 | LCC = 0.8426 | SRCC = 0.8422 ]
+INFO:root:Average loss=0.22177943759239638
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2554 | LCC = 0.8475 | SRCC = 0.8488 ]
+INFO:root:Average loss=0.21063474928721404
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2692 | LCC = 0.8492 | SRCC = 0.8495 ]
+INFO:root:Average loss=0.21690247188775968
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2872 | LCC = 0.8476 | SRCC = 0.8480 ]
+INFO:root:Average loss=0.20596728091820693
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2563 | LCC = 0.8468 | SRCC = 0.8468 ]
+INFO:root:Average loss=0.20425311132119253
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2607 | LCC = 0.8478 | SRCC = 0.8504 ]
+INFO:root:Average loss=0.1973529597505545
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2735 | LCC = 0.8470 | SRCC = 0.8493 ]
+INFO:root:Average loss=0.2007229042549928
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2438 | LCC = 0.8527 | SRCC = 0.8541 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2752 | LCC = 0.8468 | SRCC = 0.8520 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer10/run2/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer10/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer10/run2/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer10/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..adc898fe36f3e963f223a8883086607474649422
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer10/run2/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer10/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_2epoch/layer10/run2/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer10/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..4c353f161bcb4a2fb0b419e8fd91bc0ab43c4534
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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=0.4373401613571705
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4475 | LCC = 0.7732 | SRCC = 0.7785 ]
+INFO:root:Average loss=0.32038470051991635
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3933 | LCC = 0.7999 | SRCC = 0.8045 ]
+INFO:root:Average loss=0.30563001621228
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3442 | LCC = 0.8187 | SRCC = 0.8177 ]
+INFO:root:Average loss=0.29820952239709025
+INFO:root:
+[Valid][3][UTT][ MSE = 0.4405 | LCC = 0.8118 | SRCC = 0.8164 ]
+INFO:root:Average loss=0.2874478980516776
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3307 | LCC = 0.8245 | SRCC = 0.8278 ]
+INFO:root:Average loss=0.2698123137920331
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3183 | LCC = 0.8292 | SRCC = 0.8307 ]
+INFO:root:Average loss=0.27664505327359223
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3019 | LCC = 0.8336 | SRCC = 0.8354 ]
+INFO:root:Average loss=0.2758317522895642
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3111 | LCC = 0.8333 | SRCC = 0.8337 ]
+INFO:root:Average loss=0.2608497010973784
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3015 | LCC = 0.8367 | SRCC = 0.8367 ]
+INFO:root:Average loss=0.26391126272770077
+INFO:root:
+[Valid][9][UTT][ MSE = 0.4252 | LCC = 0.8235 | SRCC = 0.8310 ]
+INFO:root:Average loss=0.2683089981094385
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3615 | LCC = 0.8339 | SRCC = 0.8346 ]
+INFO:root:Average loss=0.25963118252081746
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3270 | LCC = 0.8335 | SRCC = 0.8370 ]
+INFO:root:Average loss=0.2466041718920072
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2937 | LCC = 0.8398 | SRCC = 0.8389 ]
+INFO:root:Average loss=0.24775351794102254
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3542 | LCC = 0.8366 | SRCC = 0.8394 ]
+INFO:root:Average loss=0.2391072813517008
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2929 | LCC = 0.8441 | SRCC = 0.8445 ]
+INFO:root:Average loss=0.2591054370770088
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3519 | LCC = 0.8439 | SRCC = 0.8442 ]
+INFO:root:Average loss=0.24385928286191744
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2670 | LCC = 0.8380 | SRCC = 0.8427 ]
+INFO:root:Average loss=0.23766948244510552
+INFO:root:
+[Valid][17][UTT][ MSE = 0.3173 | LCC = 0.8450 | SRCC = 0.8438 ]
+INFO:root:Average loss=0.23905684913580233
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2943 | LCC = 0.8472 | SRCC = 0.8461 ]
+INFO:root:Average loss=0.2218610745591995
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2971 | LCC = 0.8410 | SRCC = 0.8455 ]
+INFO:root:Average loss=0.23491722001479223
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2946 | LCC = 0.8441 | SRCC = 0.8460 ]
+INFO:root:Average loss=0.221288416439142
+INFO:root:
+[Valid][21][UTT][ MSE = 0.3067 | LCC = 0.8436 | SRCC = 0.8450 ]
+INFO:root:Average loss=0.23689097108749244
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2795 | LCC = 0.8491 | SRCC = 0.8501 ]
+INFO:root:Average loss=0.21941518726257178
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2737 | LCC = 0.8435 | SRCC = 0.8441 ]
+INFO:root:Average loss=0.21142803982664377
+INFO:root:
+[Valid][24][UTT][ MSE = 0.3196 | LCC = 0.8483 | SRCC = 0.8462 ]
+INFO:root:Average loss=0.21275036151592547
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2892 | LCC = 0.8464 | SRCC = 0.8470 ]
+INFO:root:Average loss=0.21390247173034227
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2825 | LCC = 0.8517 | SRCC = 0.8512 ]
+INFO:root:Average loss=0.20710947784857872
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2531 | LCC = 0.8520 | SRCC = 0.8517 ]
+INFO:root:Average loss=0.20901276801641172
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2585 | LCC = 0.8524 | SRCC = 0.8521 ]
+INFO:root:Average loss=0.21009682481869674
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2629 | LCC = 0.8464 | SRCC = 0.8517 ]
+INFO:root:Average loss=0.21353684289333147
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2720 | LCC = 0.8489 | SRCC = 0.8493 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2570 | LCC = 0.8531 | SRCC = 0.8525 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer10/run3/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer10/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer10/run3/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer10/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..11a50bcab161a7029722a8b8d2f3d5dcb00aae22
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer10/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:65ae324e1946ab1958d2348feb69801892d3f2c12c21b79928906615aae216f6
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer10/run3/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer10/run3/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/layer10/run3/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer10/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..455ce683191fa9f6e444e45eca3914869ee3ffef
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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=0.44994173791164005
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4206 | LCC = 0.7817 | SRCC = 0.7824 ]
+INFO:root:Average loss=0.33336169100724733
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3861 | LCC = 0.7968 | SRCC = 0.7968 ]
+INFO:root:Average loss=0.3091083879654224
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3495 | LCC = 0.8136 | SRCC = 0.8144 ]
+INFO:root:Average loss=0.2925453705665393
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3280 | LCC = 0.8199 | SRCC = 0.8202 ]
+INFO:root:Average loss=0.30558846967342573
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3433 | LCC = 0.8145 | SRCC = 0.8163 ]
+INFO:root:Average loss=0.2795036576497249
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3521 | LCC = 0.8233 | SRCC = 0.8223 ]
+INFO:root:Average loss=0.2723684935615613
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3397 | LCC = 0.8252 | SRCC = 0.8249 ]
+INFO:root:Average loss=0.26782022225551116
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3427 | LCC = 0.8275 | SRCC = 0.8272 ]
+INFO:root:Average loss=0.25760231759303653
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3081 | LCC = 0.8316 | SRCC = 0.8314 ]
+INFO:root:Average loss=0.2700960787060933
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2818 | LCC = 0.8352 | SRCC = 0.8361 ]
+INFO:root:Average loss=0.25259136293943113
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2797 | LCC = 0.8353 | SRCC = 0.8359 ]
+INFO:root:Average loss=0.24823466249001333
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3314 | LCC = 0.8396 | SRCC = 0.8383 ]
+INFO:root:Average loss=0.2621277859195685
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2824 | LCC = 0.8352 | SRCC = 0.8378 ]
+INFO:root:Average loss=0.23818431020929262
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3135 | LCC = 0.8421 | SRCC = 0.8419 ]
+INFO:root:Average loss=0.23490324368079504
+INFO:root:
+[Valid][14][UTT][ MSE = 0.3235 | LCC = 0.8377 | SRCC = 0.8418 ]
+INFO:root:Average loss=0.2355705236013119
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2843 | LCC = 0.8387 | SRCC = 0.8412 ]
+INFO:root:Average loss=0.23282246387157685
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2947 | LCC = 0.8452 | SRCC = 0.8454 ]
+INFO:root:Average loss=0.23148508866628012
+INFO:root:
+[Valid][17][UTT][ MSE = 0.3005 | LCC = 0.8436 | SRCC = 0.8438 ]
+INFO:root:Average loss=0.23959594468275705
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2790 | LCC = 0.8402 | SRCC = 0.8438 ]
+INFO:root:Average loss=0.22714401456790093
+INFO:root:
+[Valid][19][UTT][ MSE = 0.3021 | LCC = 0.8453 | SRCC = 0.8470 ]
+INFO:root:Average loss=0.2233959082991649
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2868 | LCC = 0.8487 | SRCC = 0.8480 ]
+INFO:root:Average loss=0.22085710614919662
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2796 | LCC = 0.8495 | SRCC = 0.8495 ]
+INFO:root:Average loss=0.21851966759333244
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2683 | LCC = 0.8485 | SRCC = 0.8482 ]
+INFO:root:Average loss=0.21825303920568564
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2926 | LCC = 0.8480 | SRCC = 0.8479 ]
+INFO:root:Average loss=0.2193331561791591
+INFO:root:
+[Valid][24][UTT][ MSE = 0.3224 | LCC = 0.8391 | SRCC = 0.8432 ]
+INFO:root:Average loss=0.21103515323155966
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2680 | LCC = 0.8506 | SRCC = 0.8505 ]
+INFO:root:Average loss=0.21728138606517744
+INFO:root:
+[Valid][26][UTT][ MSE = 0.3102 | LCC = 0.8512 | SRCC = 0.8508 ]
+INFO:root:Average loss=0.20963024290708396
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2685 | LCC = 0.8468 | SRCC = 0.8471 ]
+INFO:root:Average loss=0.2020950321203623
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2687 | LCC = 0.8511 | SRCC = 0.8508 ]
+INFO:root:Average loss=0.20571231651000488
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2803 | LCC = 0.8504 | SRCC = 0.8506 ]
+INFO:root:Average loss=0.19981946146641022
+INFO:root:
+[Valid][30][UTT][ MSE = 0.3197 | LCC = 0.8466 | SRCC = 0.8478 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.3111 | LCC = 0.8508 | SRCC = 0.8531 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer10/run4/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer10/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer10/run4/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer10/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..856db40e8699aa51fbf2bcf88ceec0d7242c4b05
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer10/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2f078187e5d9631aae7b1ad13f282e84e5f2811cb82cca79284e84077acb3af7
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer10/run4/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer10/run4/model_best.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer10/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/layer10/run4/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer10/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..ddbf2c290ec43c572c496bcee317c0c57b32926b
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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=0.41722666166531736
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3472 | LCC = 0.7727 | SRCC = 0.7793 ]
+INFO:root:Average loss=0.33583592107662785
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3709 | LCC = 0.7851 | SRCC = 0.7952 ]
+INFO:root:Average loss=0.31824122216456974
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3434 | LCC = 0.7986 | SRCC = 0.8100 ]
+INFO:root:Average loss=0.30092668724365723
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3856 | LCC = 0.8037 | SRCC = 0.8062 ]
+INFO:root:Average loss=0.288584855504525
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2916 | LCC = 0.8178 | SRCC = 0.8216 ]
+INFO:root:Average loss=0.2775955714094333
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2950 | LCC = 0.8196 | SRCC = 0.8258 ]
+INFO:root:Average loss=0.28372726150048083
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2924 | LCC = 0.8274 | SRCC = 0.8289 ]
+INFO:root:Average loss=0.26426329559240586
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3117 | LCC = 0.8305 | SRCC = 0.8310 ]
+INFO:root:Average loss=0.2649758777175194
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3219 | LCC = 0.8383 | SRCC = 0.8366 ]
+INFO:root:Average loss=0.24850560514590678
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2771 | LCC = 0.8322 | SRCC = 0.8329 ]
+INFO:root:Average loss=0.2611006395174907
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3096 | LCC = 0.8294 | SRCC = 0.8328 ]
+INFO:root:Average loss=0.24902760886993164
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2982 | LCC = 0.8293 | SRCC = 0.8381 ]
+INFO:root:Average loss=0.25395267743330735
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2925 | LCC = 0.8391 | SRCC = 0.8378 ]
+INFO:root:Average loss=0.26612456620503694
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3050 | LCC = 0.8431 | SRCC = 0.8426 ]
+INFO:root:Average loss=0.24013048104750803
+INFO:root:
+[Valid][14][UTT][ MSE = 0.3103 | LCC = 0.8481 | SRCC = 0.8473 ]
+INFO:root:Average loss=0.23797537615666023
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2895 | LCC = 0.8416 | SRCC = 0.8407 ]
+INFO:root:Average loss=0.23806936293840408
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3126 | LCC = 0.8483 | SRCC = 0.8471 ]
+INFO:root:Average loss=0.23228424672897047
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2827 | LCC = 0.8470 | SRCC = 0.8452 ]
+INFO:root:Average loss=0.2293098198297696
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2579 | LCC = 0.8455 | SRCC = 0.8481 ]
+INFO:root:Average loss=0.22427786370882621
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2705 | LCC = 0.8470 | SRCC = 0.8495 ]
+INFO:root:Average loss=0.22391805797815323
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2945 | LCC = 0.8420 | SRCC = 0.8465 ]
+INFO:root:Average loss=0.2130904934154107
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2723 | LCC = 0.8444 | SRCC = 0.8472 ]
+INFO:root:Average loss=0.2157590714020607
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2579 | LCC = 0.8505 | SRCC = 0.8509 ]
+INFO:root:Average loss=0.22009456960054544
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2471 | LCC = 0.8527 | SRCC = 0.8552 ]
+INFO:root:Average loss=0.21914697696383184
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2837 | LCC = 0.8546 | SRCC = 0.8550 ]
+INFO:root:Average loss=0.20830108263553718
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2389 | LCC = 0.8523 | SRCC = 0.8536 ]
+INFO:root:Average loss=0.20538500142403138
+INFO:root:
+[Valid][26][UTT][ MSE = 0.3001 | LCC = 0.8542 | SRCC = 0.8556 ]
+INFO:root:Average loss=0.2095893430404174
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2717 | LCC = 0.8547 | SRCC = 0.8544 ]
+INFO:root:Average loss=0.2090076372409478
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2686 | LCC = 0.8499 | SRCC = 0.8506 ]
+INFO:root:Average loss=0.20393298948422456
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2612 | LCC = 0.8468 | SRCC = 0.8504 ]
+INFO:root:Average loss=0.2053270840492004
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2723 | LCC = 0.8528 | SRCC = 0.8544 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2822 | LCC = 0.8521 | SRCC = 0.8530 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer11/run0/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer11/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer11/run0/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer11/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..043b5db0f4fe40e03b17af9b4c007ada2d0b322a
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer11/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_2epoch/layer11/run0/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer11/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4a16d58d3db713a19a00669ba16dd931223d263b
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer11/run0/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer11/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..3307deff234231b661dbfe18c3acd3ac4b925dd4
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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=0.4930172018133677
+INFO:root:
+[Valid][0][UTT][ MSE = 0.5109 | LCC = 0.7498 | SRCC = 0.7572 ]
+INFO:root:Average loss=0.3914671609034905
+INFO:root:
+[Valid][1][UTT][ MSE = 0.4052 | LCC = 0.7662 | SRCC = 0.7703 ]
+INFO:root:Average loss=0.3695138368086937
+INFO:root:
+[Valid][2][UTT][ MSE = 0.4370 | LCC = 0.7775 | SRCC = 0.7749 ]
+INFO:root:Average loss=0.32989579400955105
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3896 | LCC = 0.7848 | SRCC = 0.7859 ]
+INFO:root:Average loss=0.3171011568644108
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3552 | LCC = 0.8001 | SRCC = 0.8016 ]
+INFO:root:Average loss=0.30436577189427155
+INFO:root:
+[Valid][5][UTT][ MSE = 0.4607 | LCC = 0.8069 | SRCC = 0.8063 ]
+INFO:root:Average loss=0.3416196337113014
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3720 | LCC = 0.7995 | SRCC = 0.7999 ]
+INFO:root:Average loss=0.30019634522688693
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3614 | LCC = 0.8088 | SRCC = 0.8070 ]
+INFO:root:Average loss=0.298968181396142
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3952 | LCC = 0.8074 | SRCC = 0.8063 ]
+INFO:root:Average loss=0.2902517070372899
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3354 | LCC = 0.8195 | SRCC = 0.8204 ]
+INFO:root:Average loss=0.2795533283780783
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3294 | LCC = 0.8223 | SRCC = 0.8213 ]
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+INFO:root:
+[Valid][11][UTT][ MSE = 0.3645 | LCC = 0.8249 | SRCC = 0.8221 ]
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+INFO:root:
+[Valid][12][UTT][ MSE = 0.3232 | LCC = 0.8226 | SRCC = 0.8214 ]
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+[Valid][13][UTT][ MSE = 0.3925 | LCC = 0.8272 | SRCC = 0.8268 ]
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+INFO:root:
+[Valid][14][UTT][ MSE = 0.3177 | LCC = 0.8262 | SRCC = 0.8249 ]
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+[Valid][15][UTT][ MSE = 0.2941 | LCC = 0.8236 | SRCC = 0.8246 ]
+INFO:root:Average loss=0.27207306543221843
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3559 | LCC = 0.8238 | SRCC = 0.8232 ]
+INFO:root:Average loss=0.27901124763183105
+INFO:root:
+[Valid][17][UTT][ MSE = 0.4025 | LCC = 0.8266 | SRCC = 0.8228 ]
+INFO:root:Average loss=0.26998931303238255
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3452 | LCC = 0.8169 | SRCC = 0.8212 ]
+INFO:root:Average loss=0.27074008072033906
+INFO:root:
+[Valid][19][UTT][ MSE = 0.3484 | LCC = 0.8331 | SRCC = 0.8298 ]
+INFO:root:Average loss=0.2610472700534723
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2875 | LCC = 0.8293 | SRCC = 0.8297 ]
+INFO:root:Average loss=0.26168132802614796
+INFO:root:
+[Valid][21][UTT][ MSE = 0.3357 | LCC = 0.8308 | SRCC = 0.8284 ]
+INFO:root:Average loss=0.2679054274772986
+INFO:root:
+[Valid][22][UTT][ MSE = 0.3120 | LCC = 0.8326 | SRCC = 0.8308 ]
+INFO:root:Average loss=0.26826275369295705
+INFO:root:
+[Valid][23][UTT][ MSE = 0.3074 | LCC = 0.8346 | SRCC = 0.8335 ]
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+INFO:root:
+[Valid][24][UTT][ MSE = 0.3145 | LCC = 0.8396 | SRCC = 0.8362 ]
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+INFO:root:
+[Valid][25][UTT][ MSE = 0.2899 | LCC = 0.8363 | SRCC = 0.8360 ]
+INFO:root:Average loss=0.25856154755904126
+INFO:root:
+[Valid][26][UTT][ MSE = 0.3240 | LCC = 0.8277 | SRCC = 0.8296 ]
+INFO:root:Average loss=0.26598239479920804
+INFO:root:
+[Valid][27][UTT][ MSE = 0.3429 | LCC = 0.8211 | SRCC = 0.8243 ]
+INFO:root:Average loss=0.25422541816265154
+INFO:root:
+[Valid][28][UTT][ MSE = 0.3285 | LCC = 0.8310 | SRCC = 0.8308 ]
+INFO:root:Average loss=0.24791154360924011
+INFO:root:
+[Valid][29][UTT][ MSE = 0.3075 | LCC = 0.8348 | SRCC = 0.8384 ]
+INFO:root:Average loss=0.26120673215542084
+INFO:root:
+[Valid][30][UTT][ MSE = 0.3355 | LCC = 0.8315 | SRCC = 0.8315 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.3110 | LCC = 0.8490 | SRCC = 0.8516 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer11/run1/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer11/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer11/run1/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer11/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..5945d2067ccfc7dd94e6eea5aabcb2f52a06d875
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer11/run1/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer11/run1/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer11/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..d8da1a93acae07d347b68ffef638b30d7b4dc7fb
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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=0.46853961719152254
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4628 | LCC = 0.7553 | SRCC = 0.7607 ]
+INFO:root:Average loss=0.370731064524406
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3972 | LCC = 0.7633 | SRCC = 0.7771 ]
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+INFO:root:
+[Valid][2][UTT][ MSE = 0.3734 | LCC = 0.7856 | SRCC = 0.7844 ]
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+INFO:root:
+[Valid][3][UTT][ MSE = 0.3772 | LCC = 0.7940 | SRCC = 0.7959 ]
+INFO:root:Average loss=0.31424986399137056
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3262 | LCC = 0.7954 | SRCC = 0.7987 ]
+INFO:root:Average loss=0.325068939381685
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3500 | LCC = 0.7922 | SRCC = 0.7964 ]
+INFO:root:Average loss=0.3223907559728011
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3376 | LCC = 0.8095 | SRCC = 0.8086 ]
+INFO:root:Average loss=0.29126343799707216
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3152 | LCC = 0.8080 | SRCC = 0.8141 ]
+INFO:root:Average loss=0.2981347797008661
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3216 | LCC = 0.8095 | SRCC = 0.8135 ]
+INFO:root:Average loss=0.28876357200818187
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3024 | LCC = 0.8188 | SRCC = 0.8197 ]
+INFO:root:Average loss=0.28373049409725726
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3158 | LCC = 0.8227 | SRCC = 0.8203 ]
+INFO:root:Average loss=0.30527418049482197
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3162 | LCC = 0.8248 | SRCC = 0.8237 ]
+INFO:root:Average loss=0.2867765898505847
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2932 | LCC = 0.8195 | SRCC = 0.8217 ]
+INFO:root:Average loss=0.27643118703212494
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2794 | LCC = 0.8252 | SRCC = 0.8256 ]
+INFO:root:Average loss=0.28592549913968796
+INFO:root:
+[Valid][14][UTT][ MSE = 0.3175 | LCC = 0.8211 | SRCC = 0.8236 ]
+INFO:root:Average loss=0.27521354800615555
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3218 | LCC = 0.8197 | SRCC = 0.8235 ]
+INFO:root:Average loss=0.2786397836529292
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3005 | LCC = 0.8230 | SRCC = 0.8271 ]
+INFO:root:Average loss=0.27672388939521253
+INFO:root:
+[Valid][17][UTT][ MSE = 0.3305 | LCC = 0.8325 | SRCC = 0.8285 ]
+INFO:root:Average loss=0.2642753687806619
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2744 | LCC = 0.8319 | SRCC = 0.8311 ]
+INFO:root:Average loss=0.2629726020953594
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2747 | LCC = 0.8315 | SRCC = 0.8317 ]
+INFO:root:Average loss=0.2570727465626521
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2963 | LCC = 0.8358 | SRCC = 0.8336 ]
+INFO:root:Average loss=0.26803293423010754
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2755 | LCC = 0.8344 | SRCC = 0.8326 ]
+INFO:root:Average loss=0.2701180703364886
+INFO:root:
+[Valid][22][UTT][ MSE = 0.3205 | LCC = 0.8224 | SRCC = 0.8304 ]
+INFO:root:Average loss=0.2723081239905113
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2797 | LCC = 0.8344 | SRCC = 0.8333 ]
+INFO:root:Average loss=0.25232659585964984
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2745 | LCC = 0.8355 | SRCC = 0.8345 ]
+INFO:root:Average loss=0.24816714934049508
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2946 | LCC = 0.8403 | SRCC = 0.8386 ]
+INFO:root:Average loss=0.2664500335470224
+INFO:root:
+[Valid][26][UTT][ MSE = 0.3322 | LCC = 0.8340 | SRCC = 0.8354 ]
+INFO:root:Average loss=0.2568142266991811
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2883 | LCC = 0.8392 | SRCC = 0.8371 ]
+INFO:root:Average loss=0.25135874156004345
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2926 | LCC = 0.8315 | SRCC = 0.8341 ]
+INFO:root:Average loss=0.25413457590800065
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2847 | LCC = 0.8371 | SRCC = 0.8376 ]
+INFO:root:Average loss=0.24493400446879557
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2638 | LCC = 0.8421 | SRCC = 0.8407 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2707 | LCC = 0.8506 | SRCC = 0.8525 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer11/run2/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer11/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer11/run2/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer11/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..72a45797758ea5e0f1e410b35db25ed2c4c15eaa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer11/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:05cfa08582e3955be7d1913f7da8e470ad62938a0528df8d7a0fbaaf695aba30
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer11/run2/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer11/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..41548a7a00648755643dc65ca09c19c3ce35404f
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer11/run2/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7dbc4e4e971a16a7ae167dd596595fd8562e235d18746f16ec99c2a4043e8e58
+size 2749638
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer11/run2/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer11/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..e44ed31191b01bc55535a750e37fa8a05b2a44e8
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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=0.5067273198794096
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4414 | LCC = 0.7436 | SRCC = 0.7475 ]
+INFO:root:Average loss=0.3943739499037082
+INFO:root:
+[Valid][1][UTT][ MSE = 0.4542 | LCC = 0.7613 | SRCC = 0.7674 ]
+INFO:root:Average loss=0.34372076105612975
+INFO:root:
+[Valid][2][UTT][ MSE = 0.4494 | LCC = 0.7623 | SRCC = 0.7746 ]
+INFO:root:Average loss=0.332679403707003
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3326 | LCC = 0.7901 | SRCC = 0.7945 ]
+INFO:root:Average loss=0.303939164066926
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3633 | LCC = 0.8019 | SRCC = 0.8059 ]
+INFO:root:Average loss=0.34135751750988835
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3517 | LCC = 0.8061 | SRCC = 0.8042 ]
+INFO:root:Average loss=0.2997513390504397
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3156 | LCC = 0.8072 | SRCC = 0.8097 ]
+INFO:root:Average loss=0.31196600676347047
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3364 | LCC = 0.8111 | SRCC = 0.8114 ]
+INFO:root:Average loss=0.28417077373999816
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3337 | LCC = 0.8121 | SRCC = 0.8161 ]
+INFO:root:Average loss=0.28233258311565107
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3287 | LCC = 0.8116 | SRCC = 0.8151 ]
+INFO:root:Average loss=0.2792868404052196
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2905 | LCC = 0.8149 | SRCC = 0.8209 ]
+INFO:root:Average loss=0.2825602101973998
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3254 | LCC = 0.8203 | SRCC = 0.8219 ]
+INFO:root:Average loss=0.286393308868775
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3092 | LCC = 0.8244 | SRCC = 0.8218 ]
+INFO:root:Average loss=0.2717162831089435
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3066 | LCC = 0.8250 | SRCC = 0.8260 ]
+INFO:root:Average loss=0.27997488967883283
+INFO:root:
+[Valid][14][UTT][ MSE = 0.3239 | LCC = 0.8286 | SRCC = 0.8278 ]
+INFO:root:Average loss=0.27863995482524234
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3030 | LCC = 0.8303 | SRCC = 0.8299 ]
+INFO:root:Average loss=0.2801844869286586
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2867 | LCC = 0.8242 | SRCC = 0.8264 ]
+INFO:root:Average loss=0.2814129004493738
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2934 | LCC = 0.8324 | SRCC = 0.8312 ]
+INFO:root:Average loss=0.2775006214013466
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3117 | LCC = 0.8314 | SRCC = 0.8302 ]
+INFO:root:Average loss=0.2801147619119057
+INFO:root:
+[Valid][19][UTT][ MSE = 0.3029 | LCC = 0.8278 | SRCC = 0.8244 ]
+INFO:root:Average loss=0.27697625507911044
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2991 | LCC = 0.8314 | SRCC = 0.8292 ]
+INFO:root:Average loss=0.25782074187046444
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2822 | LCC = 0.8329 | SRCC = 0.8317 ]
+INFO:root:Average loss=0.25876464599218124
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2972 | LCC = 0.8371 | SRCC = 0.8346 ]
+INFO:root:Average loss=0.25742400552217776
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2897 | LCC = 0.8303 | SRCC = 0.8326 ]
+INFO:root:Average loss=0.2611063353908368
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2931 | LCC = 0.8319 | SRCC = 0.8321 ]
+INFO:root:Average loss=0.25868341555962193
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2851 | LCC = 0.8359 | SRCC = 0.8372 ]
+INFO:root:Average loss=0.25745995552876055
+INFO:root:
+[Valid][26][UTT][ MSE = 0.3060 | LCC = 0.8380 | SRCC = 0.8359 ]
+INFO:root:Average loss=0.2509331472026996
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2817 | LCC = 0.8337 | SRCC = 0.8351 ]
+INFO:root:Average loss=0.2449557166068982
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2951 | LCC = 0.8398 | SRCC = 0.8371 ]
+INFO:root:Average loss=0.2540657944404162
+INFO:root:
+[Valid][29][UTT][ MSE = 0.3111 | LCC = 0.8415 | SRCC = 0.8390 ]
+INFO:root:Average loss=0.25291419124756104
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2741 | LCC = 0.8395 | SRCC = 0.8398 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.3272 | LCC = 0.8483 | SRCC = 0.8509 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer11/run3/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer11/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer11/run3/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer11/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..14bab21f78fe3afa0900b11d9a2632b554c34af1
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer11/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1f7cbba7dcc7de4d8cf0d0486d8d1bb7b341f435a18b089f6e20120f30e6fbd6
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer11/run3/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer11/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ccc6fffba725187ba5c2a28029b0b88f2c1e24de
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer11/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1b0a268110584b5b7d9859fd20afc0d41bd3d424f643655a962f0249750e48ab
+size 2749638
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer11/run3/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer11/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..725ed8ce2a4ccf2f34394c3d481bc570137137ef
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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=0.46911658155612457
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4728 | LCC = 0.7421 | SRCC = 0.7512 ]
+INFO:root:Average loss=0.38710986689115184
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3681 | LCC = 0.7699 | SRCC = 0.7761 ]
+INFO:root:Average loss=0.33891763003208697
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3514 | LCC = 0.7830 | SRCC = 0.7871 ]
+INFO:root:Average loss=0.35239072889089584
+INFO:root:
+[Valid][3][UTT][ MSE = 0.4377 | LCC = 0.7821 | SRCC = 0.7938 ]
+INFO:root:Average loss=0.31934933135142696
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3534 | LCC = 0.7824 | SRCC = 0.7942 ]
+INFO:root:Average loss=0.2945825960009526
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3283 | LCC = 0.8007 | SRCC = 0.8047 ]
+INFO:root:Average loss=0.2944822787092282
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3758 | LCC = 0.8089 | SRCC = 0.8081 ]
+INFO:root:Average loss=0.29967296639314067
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3264 | LCC = 0.8059 | SRCC = 0.8147 ]
+INFO:root:Average loss=0.2890013574789732
+INFO:root:
+[Valid][8][UTT][ MSE = 0.4255 | LCC = 0.8093 | SRCC = 0.8140 ]
+INFO:root:Average loss=0.2868426413490222
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3191 | LCC = 0.8160 | SRCC = 0.8181 ]
+INFO:root:Average loss=0.28667913128932315
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3251 | LCC = 0.8211 | SRCC = 0.8184 ]
+INFO:root:Average loss=0.2973231157431236
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3654 | LCC = 0.8059 | SRCC = 0.8117 ]
+INFO:root:Average loss=0.2855042937474373
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3365 | LCC = 0.8227 | SRCC = 0.8194 ]
+INFO:root:Average loss=0.27751225863511747
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3469 | LCC = 0.8245 | SRCC = 0.8231 ]
+INFO:root:Average loss=0.2765845998357504
+INFO:root:
+[Valid][14][UTT][ MSE = 0.3050 | LCC = 0.8231 | SRCC = 0.8237 ]
+INFO:root:Average loss=0.2622656885247964
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3302 | LCC = 0.8225 | SRCC = 0.8259 ]
+INFO:root:Average loss=0.2864836748593893
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2979 | LCC = 0.8266 | SRCC = 0.8264 ]
+INFO:root:Average loss=0.26453729375050616
+INFO:root:
+[Valid][17][UTT][ MSE = 0.3287 | LCC = 0.8277 | SRCC = 0.8283 ]
+INFO:root:Average loss=0.2762280551668925
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3557 | LCC = 0.8228 | SRCC = 0.8244 ]
+INFO:root:Average loss=0.2667944712134508
+INFO:root:
+[Valid][19][UTT][ MSE = 0.4268 | LCC = 0.8187 | SRCC = 0.8238 ]
+INFO:root:Average loss=0.2714961730898955
+INFO:root:
+[Valid][20][UTT][ MSE = 0.3253 | LCC = 0.8304 | SRCC = 0.8309 ]
+INFO:root:Average loss=0.2701028732535167
+INFO:root:
+[Valid][21][UTT][ MSE = 0.3438 | LCC = 0.8309 | SRCC = 0.8300 ]
+INFO:root:Average loss=0.2688265935732768
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2913 | LCC = 0.8304 | SRCC = 0.8282 ]
+INFO:root:Average loss=0.269878310079758
+INFO:root:
+[Valid][23][UTT][ MSE = 0.3058 | LCC = 0.8284 | SRCC = 0.8300 ]
+INFO:root:Average loss=0.2606605837742488
+INFO:root:
+[Valid][24][UTT][ MSE = 0.3008 | LCC = 0.8351 | SRCC = 0.8317 ]
+INFO:root:Average loss=0.25566029930726075
+INFO:root:
+[Valid][25][UTT][ MSE = 0.3030 | LCC = 0.8365 | SRCC = 0.8361 ]
+INFO:root:Average loss=0.2449426173399656
+INFO:root:
+[Valid][26][UTT][ MSE = 0.3072 | LCC = 0.8357 | SRCC = 0.8334 ]
+INFO:root:Average loss=0.2607948313920926
+INFO:root:
+[Valid][27][UTT][ MSE = 0.3150 | LCC = 0.8365 | SRCC = 0.8352 ]
+INFO:root:Average loss=0.2542509264670886
+INFO:root:
+[Valid][28][UTT][ MSE = 0.3303 | LCC = 0.8310 | SRCC = 0.8303 ]
+INFO:root:Average loss=0.2502924423569288
+INFO:root:
+[Valid][29][UTT][ MSE = 0.3036 | LCC = 0.8333 | SRCC = 0.8339 ]
+INFO:root:Average loss=0.25147089534080946
+INFO:root:
+[Valid][30][UTT][ MSE = 0.3165 | LCC = 0.8371 | SRCC = 0.8332 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2898 | LCC = 0.8521 | SRCC = 0.8529 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer11/run4/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer11/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer11/run4/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer11/run4/model.pt
new file mode 100644
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--- /dev/null
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer11/run4/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer11/run4/model_best.pt
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer11/run4/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer11/run4/train.log
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--- /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=0.525541657056564
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4880 | LCC = 0.7357 | SRCC = 0.7476 ]
+INFO:root:Average loss=0.3449734409268086
+INFO:root:
+[Valid][1][UTT][ MSE = 0.4084 | LCC = 0.7682 | SRCC = 0.7763 ]
+INFO:root:Average loss=0.3394435185652513
+INFO:root:
+[Valid][2][UTT][ MSE = 0.4268 | LCC = 0.7902 | SRCC = 0.7925 ]
+INFO:root:Average loss=0.35907961963078916
+INFO:root:
+[Valid][3][UTT][ MSE = 0.4545 | LCC = 0.7986 | SRCC = 0.7980 ]
+INFO:root:Average loss=0.33332445396062654
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3498 | LCC = 0.7999 | SRCC = 0.8042 ]
+INFO:root:Average loss=0.3115184356768926
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3813 | LCC = 0.7972 | SRCC = 0.8039 ]
+INFO:root:Average loss=0.3135161157219838
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3395 | LCC = 0.8102 | SRCC = 0.8111 ]
+INFO:root:Average loss=0.2892387616328704
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3254 | LCC = 0.8106 | SRCC = 0.8142 ]
+INFO:root:Average loss=0.29366520276436436
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3079 | LCC = 0.8180 | SRCC = 0.8188 ]
+INFO:root:Average loss=0.2910838069824072
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3895 | LCC = 0.8166 | SRCC = 0.8155 ]
+INFO:root:Average loss=0.29358697128601563
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3363 | LCC = 0.8227 | SRCC = 0.8208 ]
+INFO:root:Average loss=0.2817414830892514
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3281 | LCC = 0.8235 | SRCC = 0.8215 ]
+INFO:root:Average loss=0.3076038578381905
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3565 | LCC = 0.8215 | SRCC = 0.8223 ]
+INFO:root:Average loss=0.27681080519388884
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3228 | LCC = 0.8242 | SRCC = 0.8256 ]
+INFO:root:Average loss=0.28449153498961377
+INFO:root:
+[Valid][14][UTT][ MSE = 0.3096 | LCC = 0.8254 | SRCC = 0.8250 ]
+INFO:root:Average loss=0.26908057125715107
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3472 | LCC = 0.8253 | SRCC = 0.8258 ]
+INFO:root:Average loss=0.2630683544736642
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3369 | LCC = 0.8289 | SRCC = 0.8261 ]
+INFO:root:Average loss=0.2653651164892392
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2959 | LCC = 0.8315 | SRCC = 0.8301 ]
+INFO:root:Average loss=0.2667817943371259
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3702 | LCC = 0.8188 | SRCC = 0.8269 ]
+INFO:root:Average loss=0.26940360779945666
+INFO:root:
+[Valid][19][UTT][ MSE = 0.3024 | LCC = 0.8301 | SRCC = 0.8319 ]
+INFO:root:Average loss=0.26153278522766554
+INFO:root:
+[Valid][20][UTT][ MSE = 0.3339 | LCC = 0.8276 | SRCC = 0.8277 ]
+INFO:root:Average loss=0.2664643109608919
+INFO:root:
+[Valid][21][UTT][ MSE = 0.3232 | LCC = 0.8294 | SRCC = 0.8275 ]
+INFO:root:Average loss=0.2590275288392336
+INFO:root:
+[Valid][22][UTT][ MSE = 0.3061 | LCC = 0.8343 | SRCC = 0.8347 ]
+INFO:root:Average loss=0.26984096547731984
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2947 | LCC = 0.8325 | SRCC = 0.8317 ]
+INFO:root:Average loss=0.2688593314244197
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2948 | LCC = 0.8298 | SRCC = 0.8295 ]
+INFO:root:Average loss=0.25052500267823535
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2811 | LCC = 0.8348 | SRCC = 0.8352 ]
+INFO:root:Average loss=0.27036601820817363
+INFO:root:
+[Valid][26][UTT][ MSE = 0.3185 | LCC = 0.8364 | SRCC = 0.8341 ]
+INFO:root:Average loss=0.24827426347212914
+INFO:root:
+[Valid][27][UTT][ MSE = 0.3073 | LCC = 0.8400 | SRCC = 0.8384 ]
+INFO:root:Average loss=0.24391935039789248
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2882 | LCC = 0.8346 | SRCC = 0.8351 ]
+INFO:root:Average loss=0.2530373453329771
+INFO:root:
+[Valid][29][UTT][ MSE = 0.3070 | LCC = 0.8411 | SRCC = 0.8395 ]
+INFO:root:Average loss=0.24995553073210594
+INFO:root:
+[Valid][30][UTT][ MSE = 0.3021 | LCC = 0.8428 | SRCC = 0.8397 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2890 | LCC = 0.8533 | SRCC = 0.8549 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer2/run0/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer2/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer2/run0/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer2/run0/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_2epoch/layer2/run0/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer2/run0/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/layer2/run0/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer2/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..e4b6cbe5a58c59cde03799bef4a87482b47fd56b
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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=0.5000764563297614
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3648 | LCC = 0.7786 | SRCC = 0.7875 ]
+INFO:root:Average loss=0.2823360266211705
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3079 | LCC = 0.8243 | SRCC = 0.8317 ]
+INFO:root:Average loss=0.24423086624114942
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3364 | LCC = 0.8408 | SRCC = 0.8448 ]
+INFO:root:Average loss=0.2192298739384382
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3109 | LCC = 0.8529 | SRCC = 0.8546 ]
+INFO:root:Average loss=0.20121131493495062
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2838 | LCC = 0.8585 | SRCC = 0.8584 ]
+INFO:root:Average loss=0.19107140304568487
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2413 | LCC = 0.8626 | SRCC = 0.8625 ]
+INFO:root:Average loss=0.16991786467723358
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2728 | LCC = 0.8579 | SRCC = 0.8627 ]
+INFO:root:Average loss=0.16161430856356254
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2371 | LCC = 0.8663 | SRCC = 0.8681 ]
+INFO:root:Average loss=0.149877427957761
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2221 | LCC = 0.8699 | SRCC = 0.8699 ]
+INFO:root:Average loss=0.14577287989549148
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2490 | LCC = 0.8651 | SRCC = 0.8664 ]
+INFO:root:Average loss=0.13361897940436998
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2440 | LCC = 0.8682 | SRCC = 0.8688 ]
+INFO:root:Average loss=0.13134961412885252
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2272 | LCC = 0.8688 | SRCC = 0.8702 ]
+INFO:root:Average loss=0.11601068729009384
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2323 | LCC = 0.8678 | SRCC = 0.8682 ]
+INFO:root:Average loss=0.11344259604811668
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2521 | LCC = 0.8681 | SRCC = 0.8700 ]
+INFO:root:Average loss=0.107770607735102
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2435 | LCC = 0.8673 | SRCC = 0.8694 ]
+INFO:root:Average loss=0.10446141755733734
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2134 | LCC = 0.8711 | SRCC = 0.8708 ]
+INFO:root:Average loss=0.09693254033724467
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2303 | LCC = 0.8678 | SRCC = 0.8692 ]
+INFO:root:Average loss=0.09435527700071152
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2411 | LCC = 0.8675 | SRCC = 0.8681 ]
+INFO:root:Average loss=0.08955624632728405
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2390 | LCC = 0.8660 | SRCC = 0.8679 ]
+INFO:root:Average loss=0.09226998414557713
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2262 | LCC = 0.8662 | SRCC = 0.8673 ]
+INFO:root:Average loss=0.08474529935763432
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2183 | LCC = 0.8649 | SRCC = 0.8646 ]
+INFO:root:Average loss=0.07672818320301864
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2193 | LCC = 0.8673 | SRCC = 0.8672 ]
+INFO:root:Average loss=0.07563451429208119
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2342 | LCC = 0.8668 | SRCC = 0.8679 ]
+INFO:root:Average loss=0.07516460426342793
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2723 | LCC = 0.8647 | SRCC = 0.8690 ]
+INFO:root:Average loss=0.07083779573440552
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2422 | LCC = 0.8649 | SRCC = 0.8689 ]
+INFO:root:Average loss=0.06647778364519279
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2191 | LCC = 0.8668 | SRCC = 0.8679 ]
+INFO:root:Average loss=0.06661701589249648
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2263 | LCC = 0.8662 | SRCC = 0.8671 ]
+INFO:root:Average loss=0.06790457365031426
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2266 | LCC = 0.8649 | SRCC = 0.8657 ]
+INFO:root:Average loss=0.06206947918503712
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2374 | LCC = 0.8627 | SRCC = 0.8640 ]
+INFO:root:Average loss=0.0596846904223546
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2565 | LCC = 0.8602 | SRCC = 0.8649 ]
+INFO:root:Average loss=0.058072649037990816
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2428 | LCC = 0.8643 | SRCC = 0.8669 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2308 | LCC = 0.8651 | SRCC = 0.8650 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer2/run1/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer2/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer2/run1/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer2/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e7fa102b056592d7ff3d64bd2f437d1de1853c07
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer2/run1/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer2/run1/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_2epoch/layer2/run1/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer2/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..07b3ec878d0bcda1bf99e3565cc9778dc7aff0f0
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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=0.5461838128857124
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3663 | LCC = 0.7740 | SRCC = 0.7820 ]
+INFO:root:Average loss=0.2754599778698041
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3083 | LCC = 0.8217 | SRCC = 0.8352 ]
+INFO:root:Average loss=0.23096302724801576
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2796 | LCC = 0.8405 | SRCC = 0.8515 ]
+INFO:root:Average loss=0.2313003530487036
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2650 | LCC = 0.8556 | SRCC = 0.8555 ]
+INFO:root:Average loss=0.19318555486507905
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2394 | LCC = 0.8608 | SRCC = 0.8620 ]
+INFO:root:Average loss=0.1773020462729992
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2381 | LCC = 0.8610 | SRCC = 0.8637 ]
+INFO:root:Average loss=0.17147734388709068
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2268 | LCC = 0.8660 | SRCC = 0.8692 ]
+INFO:root:Average loss=0.1550181484184204
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2128 | LCC = 0.8709 | SRCC = 0.8713 ]
+INFO:root:Average loss=0.14548600245362672
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2221 | LCC = 0.8711 | SRCC = 0.8716 ]
+INFO:root:Average loss=0.14051703086648232
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2130 | LCC = 0.8732 | SRCC = 0.8757 ]
+INFO:root:Average loss=0.12733410585385102
+INFO:root:
+[Valid][10][UTT][ MSE = 0.1970 | LCC = 0.8766 | SRCC = 0.8780 ]
+INFO:root:Average loss=0.1217107287584207
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2056 | LCC = 0.8700 | SRCC = 0.8735 ]
+INFO:root:Average loss=0.11743489127510633
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2064 | LCC = 0.8731 | SRCC = 0.8741 ]
+INFO:root:Average loss=0.11264176303759599
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2243 | LCC = 0.8725 | SRCC = 0.8732 ]
+INFO:root:Average loss=0.10091644898056984
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2059 | LCC = 0.8728 | SRCC = 0.8729 ]
+INFO:root:Average loss=0.0989092269864602
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2174 | LCC = 0.8738 | SRCC = 0.8766 ]
+INFO:root:Average loss=0.09710438434894268
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2006 | LCC = 0.8736 | SRCC = 0.8733 ]
+INFO:root:Average loss=0.09057844363344021
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2072 | LCC = 0.8729 | SRCC = 0.8747 ]
+INFO:root:Average loss=0.08673327392301498
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2194 | LCC = 0.8733 | SRCC = 0.8770 ]
+INFO:root:Average loss=0.07925542147877888
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2189 | LCC = 0.8710 | SRCC = 0.8751 ]
+INFO:root:Average loss=0.0783107313208091
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2039 | LCC = 0.8730 | SRCC = 0.8737 ]
+INFO:root:Average loss=0.0767368761679301
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2045 | LCC = 0.8739 | SRCC = 0.8751 ]
+INFO:root:Average loss=0.06909361467338525
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2171 | LCC = 0.8705 | SRCC = 0.8721 ]
+INFO:root:Average loss=0.0720578647003724
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2266 | LCC = 0.8710 | SRCC = 0.8735 ]
+INFO:root:Average loss=0.06892992852207942
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2033 | LCC = 0.8729 | SRCC = 0.8753 ]
+INFO:root:Average loss=0.06272707698054802
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2005 | LCC = 0.8744 | SRCC = 0.8739 ]
+INFO:root:Average loss=0.06017933360850199
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2108 | LCC = 0.8729 | SRCC = 0.8737 ]
+INFO:root:Average loss=0.05858061567713053
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2135 | LCC = 0.8730 | SRCC = 0.8731 ]
+INFO:root:Average loss=0.05743079699384861
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2123 | LCC = 0.8716 | SRCC = 0.8738 ]
+INFO:root:Average loss=0.057498692869184874
+INFO:root:
+[Valid][29][UTT][ MSE = 0.1988 | LCC = 0.8754 | SRCC = 0.8765 ]
+INFO:root:Average loss=0.05427952330463972
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2008 | LCC = 0.8744 | SRCC = 0.8753 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2201 | LCC = 0.8703 | SRCC = 0.8680 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer2/run2/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer2/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer2/run2/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer2/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..6330a3721458eea0fada7ef88753e87a832b595c
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer2/run2/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/layer2/run2/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer2/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..5f74d0676dc6ba095092c5beb23e6ab532f3d36c
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer2/run2/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_2epoch/layer2/run2/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer2/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..6b580ca6721e3db122fe58a5d9de62bf235f009a
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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=0.46438982643378085
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3996 | LCC = 0.7837 | SRCC = 0.7896 ]
+INFO:root:Average loss=0.27002959507398117
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2837 | LCC = 0.8301 | SRCC = 0.8329 ]
+INFO:root:Average loss=0.2312749826755279
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2640 | LCC = 0.8467 | SRCC = 0.8482 ]
+INFO:root:Average loss=0.22244133399083063
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2362 | LCC = 0.8541 | SRCC = 0.8548 ]
+INFO:root:Average loss=0.19260032465442634
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2360 | LCC = 0.8539 | SRCC = 0.8568 ]
+INFO:root:Average loss=0.1939369903352016
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2391 | LCC = 0.8637 | SRCC = 0.8630 ]
+INFO:root:Average loss=0.17475315785178772
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2254 | LCC = 0.8612 | SRCC = 0.8638 ]
+INFO:root:Average loss=0.16389316349075392
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2241 | LCC = 0.8666 | SRCC = 0.8657 ]
+INFO:root:Average loss=0.1517921627905124
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2360 | LCC = 0.8575 | SRCC = 0.8585 ]
+INFO:root:Average loss=0.1413593603632389
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2168 | LCC = 0.8642 | SRCC = 0.8634 ]
+INFO:root:Average loss=0.15624318787684807
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2484 | LCC = 0.8647 | SRCC = 0.8633 ]
+INFO:root:Average loss=0.14154438464305338
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2134 | LCC = 0.8646 | SRCC = 0.8652 ]
+INFO:root:Average loss=0.1282813003143439
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2303 | LCC = 0.8637 | SRCC = 0.8658 ]
+INFO:root:Average loss=0.1266952528594396
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2193 | LCC = 0.8665 | SRCC = 0.8671 ]
+INFO:root:Average loss=0.11548703412214915
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2222 | LCC = 0.8683 | SRCC = 0.8698 ]
+INFO:root:Average loss=0.10976039646909787
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2258 | LCC = 0.8653 | SRCC = 0.8667 ]
+INFO:root:Average loss=0.10130197702883145
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2198 | LCC = 0.8695 | SRCC = 0.8686 ]
+INFO:root:Average loss=0.10478458028191175
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2186 | LCC = 0.8712 | SRCC = 0.8709 ]
+INFO:root:Average loss=0.09858776380618413
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2085 | LCC = 0.8680 | SRCC = 0.8690 ]
+INFO:root:Average loss=0.08818042163665478
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2201 | LCC = 0.8658 | SRCC = 0.8652 ]
+INFO:root:Average loss=0.08781785470170853
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2243 | LCC = 0.8646 | SRCC = 0.8652 ]
+INFO:root:Average loss=0.0840693973004818
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2135 | LCC = 0.8638 | SRCC = 0.8645 ]
+INFO:root:Average loss=0.0801322896224566
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2105 | LCC = 0.8674 | SRCC = 0.8674 ]
+INFO:root:Average loss=0.0829139506110014
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2236 | LCC = 0.8681 | SRCC = 0.8675 ]
+INFO:root:Average loss=0.07702541666535231
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2079 | LCC = 0.8690 | SRCC = 0.8694 ]
+INFO:root:Average loss=0.0719490796327591
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2158 | LCC = 0.8663 | SRCC = 0.8661 ]
+INFO:root:Average loss=0.07016194076874317
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2061 | LCC = 0.8674 | SRCC = 0.8685 ]
+INFO:root:Average loss=0.06869021358971412
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2240 | LCC = 0.8671 | SRCC = 0.8672 ]
+INFO:root:Average loss=0.06673411069772182
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2160 | LCC = 0.8637 | SRCC = 0.8643 ]
+INFO:root:Average loss=0.06311869086363377
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2097 | LCC = 0.8663 | SRCC = 0.8668 ]
+INFO:root:Average loss=0.06332349056043686
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2197 | LCC = 0.8673 | SRCC = 0.8680 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2545 | LCC = 0.8626 | SRCC = 0.8619 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer2/run3/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer2/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer2/run3/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer2/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b40f945e0b250660d33501e745a90df7754cfb52
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer2/run3/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/layer2/run3/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer2/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..495399859fa3f38c3cfd0944941cf4e741fca601
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer2/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_2epoch/layer2/run3/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer2/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..e4c06143722990951398904e18937b78173a0fa2
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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=0.47284730103535527
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3736 | LCC = 0.7822 | SRCC = 0.7845 ]
+INFO:root:Average loss=0.26806290829793
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2819 | LCC = 0.8305 | SRCC = 0.8320 ]
+INFO:root:Average loss=0.2313871144866332
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2610 | LCC = 0.8462 | SRCC = 0.8465 ]
+INFO:root:Average loss=0.20493647417961022
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2564 | LCC = 0.8539 | SRCC = 0.8520 ]
+INFO:root:Average loss=0.1954745067617832
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2471 | LCC = 0.8584 | SRCC = 0.8599 ]
+INFO:root:Average loss=0.17798528438195205
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2315 | LCC = 0.8605 | SRCC = 0.8595 ]
+INFO:root:Average loss=0.1661879365833906
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2286 | LCC = 0.8655 | SRCC = 0.8656 ]
+INFO:root:Average loss=0.16466532189112443
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2110 | LCC = 0.8665 | SRCC = 0.8668 ]
+INFO:root:Average loss=0.1521599231622158
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2254 | LCC = 0.8685 | SRCC = 0.8682 ]
+INFO:root:Average loss=0.1453723692550109
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2350 | LCC = 0.8659 | SRCC = 0.8653 ]
+INFO:root:Average loss=0.13425346014973444
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2162 | LCC = 0.8694 | SRCC = 0.8700 ]
+INFO:root:Average loss=0.12864016937330747
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2140 | LCC = 0.8709 | SRCC = 0.8700 ]
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+INFO:root:
+[Valid][12][UTT][ MSE = 0.2113 | LCC = 0.8722 | SRCC = 0.8724 ]
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+INFO:root:
+[Valid][13][UTT][ MSE = 0.2131 | LCC = 0.8698 | SRCC = 0.8702 ]
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+INFO:root:
+[Valid][14][UTT][ MSE = 0.2167 | LCC = 0.8685 | SRCC = 0.8686 ]
+INFO:root:Average loss=0.10333476225152993
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2104 | LCC = 0.8680 | SRCC = 0.8689 ]
+INFO:root:Average loss=0.10024519011569329
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2226 | LCC = 0.8678 | SRCC = 0.8690 ]
+INFO:root:Average loss=0.09566811596353848
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2175 | LCC = 0.8678 | SRCC = 0.8678 ]
+INFO:root:Average loss=0.09540559838597591
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2187 | LCC = 0.8704 | SRCC = 0.8708 ]
+INFO:root:Average loss=0.09083941769905579
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2123 | LCC = 0.8696 | SRCC = 0.8708 ]
+INFO:root:Average loss=0.08672281216161373
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2363 | LCC = 0.8646 | SRCC = 0.8651 ]
+INFO:root:Average loss=0.0794193273744522
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2206 | LCC = 0.8702 | SRCC = 0.8708 ]
+INFO:root:Average loss=0.07798705078088321
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2124 | LCC = 0.8662 | SRCC = 0.8669 ]
+INFO:root:Average loss=0.08751332611800769
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2459 | LCC = 0.8674 | SRCC = 0.8674 ]
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+[Valid][24][UTT][ MSE = 0.2090 | LCC = 0.8704 | SRCC = 0.8712 ]
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+INFO:root:
+[Valid][25][UTT][ MSE = 0.2179 | LCC = 0.8675 | SRCC = 0.8672 ]
+INFO:root:Average loss=0.06899521466440116
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2044 | LCC = 0.8696 | SRCC = 0.8702 ]
+INFO:root:Average loss=0.06952465722003044
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2187 | LCC = 0.8700 | SRCC = 0.8696 ]
+INFO:root:Average loss=0.06161456975417259
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2180 | LCC = 0.8693 | SRCC = 0.8696 ]
+INFO:root:Average loss=0.06058245011342642
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2224 | LCC = 0.8709 | SRCC = 0.8720 ]
+INFO:root:Average loss=0.06331421105334392
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2156 | LCC = 0.8703 | SRCC = 0.8711 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2236 | LCC = 0.8648 | SRCC = 0.8655 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer2/run4/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer2/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer2/run4/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer2/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ee3a65ea624c33802b37ef8574b930d66370ba33
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer2/run4/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer2/run4/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_2epoch/layer2/run4/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer2/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..ee99f0a11757227a0cc67dc19e8d4f0e8f136575
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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=0.5581205118543062
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3730 | LCC = 0.7749 | SRCC = 0.7772 ]
+INFO:root:Average loss=0.2796939546481157
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2862 | LCC = 0.8317 | SRCC = 0.8338 ]
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+INFO:root:
+[Valid][2][UTT][ MSE = 0.2653 | LCC = 0.8442 | SRCC = 0.8501 ]
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+INFO:root:
+[Valid][3][UTT][ MSE = 0.2592 | LCC = 0.8610 | SRCC = 0.8589 ]
+INFO:root:Average loss=0.19169717816970286
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2389 | LCC = 0.8608 | SRCC = 0.8624 ]
+INFO:root:Average loss=0.18024871421930116
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2324 | LCC = 0.8673 | SRCC = 0.8675 ]
+INFO:root:Average loss=0.1665240055284439
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2163 | LCC = 0.8666 | SRCC = 0.8674 ]
+INFO:root:Average loss=0.15225291127959886
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2345 | LCC = 0.8698 | SRCC = 0.8688 ]
+INFO:root:Average loss=0.14785581225386032
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2102 | LCC = 0.8702 | SRCC = 0.8720 ]
+INFO:root:Average loss=0.13838645309591904
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2289 | LCC = 0.8723 | SRCC = 0.8719 ]
+INFO:root:Average loss=0.13401019133818456
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2387 | LCC = 0.8718 | SRCC = 0.8725 ]
+INFO:root:Average loss=0.1317804105197772
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2130 | LCC = 0.8734 | SRCC = 0.8735 ]
+INFO:root:Average loss=0.1189018322680241
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2530 | LCC = 0.8654 | SRCC = 0.8688 ]
+INFO:root:Average loss=0.11117413515845935
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2117 | LCC = 0.8742 | SRCC = 0.8741 ]
+INFO:root:Average loss=0.10735225987931092
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2280 | LCC = 0.8715 | SRCC = 0.8748 ]
+INFO:root:Average loss=0.1038024212496403
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2098 | LCC = 0.8751 | SRCC = 0.8754 ]
+INFO:root:Average loss=0.09702092877183205
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2010 | LCC = 0.8722 | SRCC = 0.8742 ]
+INFO:root:Average loss=0.09147568543752034
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2276 | LCC = 0.8747 | SRCC = 0.8750 ]
+INFO:root:Average loss=0.08908377095865898
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2058 | LCC = 0.8721 | SRCC = 0.8724 ]
+INFO:root:Average loss=0.07741728272193517
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2030 | LCC = 0.8716 | SRCC = 0.8720 ]
+INFO:root:Average loss=0.09436742378733097
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2182 | LCC = 0.8736 | SRCC = 0.8737 ]
+INFO:root:Average loss=0.07727118056171979
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2035 | LCC = 0.8718 | SRCC = 0.8730 ]
+INFO:root:Average loss=0.08545026259544568
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2059 | LCC = 0.8730 | SRCC = 0.8732 ]
+INFO:root:Average loss=0.06930191461474468
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2120 | LCC = 0.8695 | SRCC = 0.8700 ]
+INFO:root:Average loss=0.06940960272764549
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2030 | LCC = 0.8711 | SRCC = 0.8713 ]
+INFO:root:Average loss=0.06857458955775468
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2082 | LCC = 0.8717 | SRCC = 0.8724 ]
+INFO:root:Average loss=0.06567268049678741
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2174 | LCC = 0.8703 | SRCC = 0.8707 ]
+INFO:root:Average loss=0.06402629432387841
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2067 | LCC = 0.8710 | SRCC = 0.8713 ]
+INFO:root:Average loss=0.06000566258071325
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2203 | LCC = 0.8703 | SRCC = 0.8705 ]
+INFO:root:Average loss=0.05539405322036682
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2102 | LCC = 0.8707 | SRCC = 0.8712 ]
+INFO:root:Average loss=0.05764487911111269
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2184 | LCC = 0.8697 | SRCC = 0.8705 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2438 | LCC = 0.8658 | SRCC = 0.8664 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer3/run0/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer3/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer3/run0/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer3/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..53fdc3be255514c183f4da2d0de541af7d19c5fd
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer3/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fef2920f15a863cda0bec4ce0cade079578f3859eaacbec30ce37aca6c740e26
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer3/run0/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer3/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..c8069d5b374419cf61bad3c1525d1b40ef39bae0
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer3/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cfb96fead92e03bc84934022b25bbfff5bc62ba363178785ed4af0ae6c777159
+size 2749638
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer3/run0/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer3/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..c1e938f6e734ba34fd2c558ed5213213a7cc9ac7
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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=0.4369622453665122
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3334 | LCC = 0.8007 | SRCC = 0.8061 ]
+INFO:root:Average loss=0.27471034973859787
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2863 | LCC = 0.8328 | SRCC = 0.8382 ]
+INFO:root:Average loss=0.2359152145874806
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2571 | LCC = 0.8501 | SRCC = 0.8519 ]
+INFO:root:Average loss=0.20628213920654395
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2484 | LCC = 0.8522 | SRCC = 0.8522 ]
+INFO:root:Average loss=0.191115242930559
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2684 | LCC = 0.8608 | SRCC = 0.8597 ]
+INFO:root:Average loss=0.17618747533131868
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2403 | LCC = 0.8604 | SRCC = 0.8609 ]
+INFO:root:Average loss=0.16730679743565047
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2308 | LCC = 0.8642 | SRCC = 0.8643 ]
+INFO:root:Average loss=0.15672632440542564
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2318 | LCC = 0.8623 | SRCC = 0.8627 ]
+INFO:root:Average loss=0.139430610033182
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2301 | LCC = 0.8635 | SRCC = 0.8630 ]
+INFO:root:Average loss=0.13571236196618813
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2365 | LCC = 0.8625 | SRCC = 0.8627 ]
+INFO:root:Average loss=0.1225207249323527
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2279 | LCC = 0.8612 | SRCC = 0.8620 ]
+INFO:root:Average loss=0.12081679720909168
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2187 | LCC = 0.8645 | SRCC = 0.8641 ]
+INFO:root:Average loss=0.1165305100954496
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2253 | LCC = 0.8601 | SRCC = 0.8604 ]
+INFO:root:Average loss=0.10616571757082756
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2360 | LCC = 0.8575 | SRCC = 0.8572 ]
+INFO:root:Average loss=0.10807591452239415
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2820 | LCC = 0.8519 | SRCC = 0.8565 ]
+INFO:root:Average loss=0.09416164371829766
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2467 | LCC = 0.8533 | SRCC = 0.8543 ]
+INFO:root:Average loss=0.09121621763094878
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2461 | LCC = 0.8551 | SRCC = 0.8563 ]
+INFO:root:Average loss=0.09182305251940703
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2340 | LCC = 0.8549 | SRCC = 0.8556 ]
+INFO:root:Average loss=0.08288585399396908
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2489 | LCC = 0.8526 | SRCC = 0.8516 ]
+INFO:root:Average loss=0.08025913241390999
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2424 | LCC = 0.8538 | SRCC = 0.8525 ]
+INFO:root:Average loss=0.07300330650730011
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2436 | LCC = 0.8550 | SRCC = 0.8541 ]
+INFO:root:Average loss=0.07164708758967045
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2429 | LCC = 0.8549 | SRCC = 0.8550 ]
+INFO:root:Average loss=0.07142389780626847
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2301 | LCC = 0.8563 | SRCC = 0.8557 ]
+INFO:root:Average loss=0.0638334591132708
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2400 | LCC = 0.8541 | SRCC = 0.8528 ]
+INFO:root:Average loss=0.06553206057884754
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2508 | LCC = 0.8516 | SRCC = 0.8509 ]
+INFO:root:Average loss=0.0630324711688818
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2321 | LCC = 0.8526 | SRCC = 0.8537 ]
+INFO:root:Average loss=0.05874637385400442
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2409 | LCC = 0.8529 | SRCC = 0.8550 ]
+INFO:root:Average loss=0.05629556864882127
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2327 | LCC = 0.8528 | SRCC = 0.8544 ]
+INFO:root:Average loss=0.05576740147975775
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2378 | LCC = 0.8547 | SRCC = 0.8545 ]
+INFO:root:Average loss=0.057733975685177706
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2322 | LCC = 0.8540 | SRCC = 0.8539 ]
+INFO:root:Average loss=0.05445671286911537
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2312 | LCC = 0.8519 | SRCC = 0.8519 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2304 | LCC = 0.8672 | SRCC = 0.8669 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer3/run1/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer3/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer3/run1/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer3/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..cae1b5b003943409458ae4926b96fb33bff2ba9e
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer3/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e8751efd0727a76dc550257e15d0b4378a22f5656b8becd23ce6e2b480019e98
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer3/run1/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer3/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..6007b8f6dbeaff5c6c8cb89e4f40478b219b612c
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer3/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:57ddf3217c7de495414308d31b5c132cedb51faade339ab147c738d90b853c25
+size 2749702
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer3/run1/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer3/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..eab24a42a8fa70eb79b5a4007a000f2044412486
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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=0.4368284755410292
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3375 | LCC = 0.7871 | SRCC = 0.7916 ]
+INFO:root:Average loss=0.27231114109357196
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2831 | LCC = 0.8305 | SRCC = 0.8303 ]
+INFO:root:Average loss=0.2297976274903004
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2564 | LCC = 0.8448 | SRCC = 0.8454 ]
+INFO:root:Average loss=0.21866280222550416
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2979 | LCC = 0.8471 | SRCC = 0.8467 ]
+INFO:root:Average loss=0.19806707344758204
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2627 | LCC = 0.8557 | SRCC = 0.8536 ]
+INFO:root:Average loss=0.1775720675404255
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2350 | LCC = 0.8564 | SRCC = 0.8546 ]
+INFO:root:Average loss=0.17051398247862473
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2289 | LCC = 0.8605 | SRCC = 0.8582 ]
+INFO:root:Average loss=0.15795261040329933
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2298 | LCC = 0.8603 | SRCC = 0.8592 ]
+INFO:root:Average loss=0.15100946611700913
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2334 | LCC = 0.8671 | SRCC = 0.8664 ]
+INFO:root:Average loss=0.1413065493106842
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2483 | LCC = 0.8671 | SRCC = 0.8654 ]
+INFO:root:Average loss=0.14124740813023004
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2346 | LCC = 0.8677 | SRCC = 0.8664 ]
+INFO:root:Average loss=0.12762057169889793
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2245 | LCC = 0.8694 | SRCC = 0.8679 ]
+INFO:root:Average loss=0.1184158355761797
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2512 | LCC = 0.8615 | SRCC = 0.8620 ]
+INFO:root:Average loss=0.11772539476171517
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2285 | LCC = 0.8723 | SRCC = 0.8702 ]
+INFO:root:Average loss=0.109562009286422
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2177 | LCC = 0.8728 | SRCC = 0.8703 ]
+INFO:root:Average loss=0.10370451799378945
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2191 | LCC = 0.8724 | SRCC = 0.8705 ]
+INFO:root:Average loss=0.10319511238963176
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2070 | LCC = 0.8712 | SRCC = 0.8700 ]
+INFO:root:Average loss=0.10383600741624832
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2152 | LCC = 0.8705 | SRCC = 0.8690 ]
+INFO:root:Average loss=0.08775959412256877
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2152 | LCC = 0.8666 | SRCC = 0.8644 ]
+INFO:root:Average loss=0.08358922309409349
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2092 | LCC = 0.8686 | SRCC = 0.8667 ]
+INFO:root:Average loss=0.08708141619960467
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2266 | LCC = 0.8689 | SRCC = 0.8665 ]
+INFO:root:Average loss=0.08564636927957718
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2194 | LCC = 0.8700 | SRCC = 0.8683 ]
+INFO:root:Average loss=0.07394965551793575
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2206 | LCC = 0.8680 | SRCC = 0.8657 ]
+INFO:root:Average loss=0.07560862362002715
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2269 | LCC = 0.8683 | SRCC = 0.8678 ]
+INFO:root:Average loss=0.07395054333103009
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2241 | LCC = 0.8635 | SRCC = 0.8621 ]
+INFO:root:Average loss=0.06853935776803738
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2375 | LCC = 0.8648 | SRCC = 0.8634 ]
+INFO:root:Average loss=0.0685771231372387
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2138 | LCC = 0.8668 | SRCC = 0.8650 ]
+INFO:root:Average loss=0.06426593532355931
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2275 | LCC = 0.8673 | SRCC = 0.8644 ]
+INFO:root:Average loss=0.06537623259310539
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2319 | LCC = 0.8687 | SRCC = 0.8671 ]
+INFO:root:Average loss=0.06202148063442646
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2186 | LCC = 0.8695 | SRCC = 0.8682 ]
+INFO:root:Average loss=0.05550880988056843
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2157 | LCC = 0.8681 | SRCC = 0.8666 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2329 | LCC = 0.8648 | SRCC = 0.8626 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer3/run2/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer3/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer3/run2/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer3/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ffb3a79a75d5dab8d17004a27b9d3d3cbdc2a9a0
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer3/run2/model.pt
@@ -0,0 +1,3 @@
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer3/run2/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer3/run2/model_best.pt
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer3/run2/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer3/run2/train.log
new file mode 100644
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--- /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=0.4699182953590002
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3358 | LCC = 0.7901 | SRCC = 0.7933 ]
+INFO:root:Average loss=0.27281938569668013
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3220 | LCC = 0.8330 | SRCC = 0.8308 ]
+INFO:root:Average loss=0.24160163601239523
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2502 | LCC = 0.8448 | SRCC = 0.8449 ]
+INFO:root:Average loss=0.21184378480299926
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2563 | LCC = 0.8564 | SRCC = 0.8527 ]
+INFO:root:Average loss=0.19600718067242548
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2420 | LCC = 0.8602 | SRCC = 0.8557 ]
+INFO:root:Average loss=0.18272448426637894
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2530 | LCC = 0.8637 | SRCC = 0.8602 ]
+INFO:root:Average loss=0.17766466880073914
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2384 | LCC = 0.8616 | SRCC = 0.8596 ]
+INFO:root:Average loss=0.1686459787381001
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2319 | LCC = 0.8631 | SRCC = 0.8628 ]
+INFO:root:Average loss=0.16111104553326583
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2383 | LCC = 0.8662 | SRCC = 0.8624 ]
+INFO:root:Average loss=0.14404473329583803
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2380 | LCC = 0.8682 | SRCC = 0.8645 ]
+INFO:root:Average loss=0.13908130618242118
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2110 | LCC = 0.8658 | SRCC = 0.8654 ]
+INFO:root:Average loss=0.13781584665561333
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2231 | LCC = 0.8673 | SRCC = 0.8666 ]
+INFO:root:Average loss=0.12176885169285995
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2111 | LCC = 0.8644 | SRCC = 0.8653 ]
+INFO:root:Average loss=0.11772490865909137
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2239 | LCC = 0.8667 | SRCC = 0.8658 ]
+INFO:root:Average loss=0.1113308989084684
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2141 | LCC = 0.8661 | SRCC = 0.8656 ]
+INFO:root:Average loss=0.10858414532282414
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2167 | LCC = 0.8665 | SRCC = 0.8656 ]
+INFO:root:Average loss=0.09593900264455722
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2326 | LCC = 0.8632 | SRCC = 0.8638 ]
+INFO:root:Average loss=0.09590832955944233
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2187 | LCC = 0.8663 | SRCC = 0.8647 ]
+INFO:root:Average loss=0.08752159635799053
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2316 | LCC = 0.8650 | SRCC = 0.8627 ]
+INFO:root:Average loss=0.08207188116816375
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2273 | LCC = 0.8630 | SRCC = 0.8617 ]
+INFO:root:Average loss=0.08098820042915833
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2188 | LCC = 0.8628 | SRCC = 0.8608 ]
+INFO:root:Average loss=0.08010438891748588
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2307 | LCC = 0.8597 | SRCC = 0.8591 ]
+INFO:root:Average loss=0.07688259280835971
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2528 | LCC = 0.8631 | SRCC = 0.8627 ]
+INFO:root:Average loss=0.08143500444025566
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2261 | LCC = 0.8638 | SRCC = 0.8625 ]
+INFO:root:Average loss=0.07275307890123282
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2279 | LCC = 0.8624 | SRCC = 0.8630 ]
+INFO:root:Average loss=0.06730461999391898
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2209 | LCC = 0.8650 | SRCC = 0.8634 ]
+INFO:root:Average loss=0.06551725016190456
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2170 | LCC = 0.8677 | SRCC = 0.8665 ]
+INFO:root:Average loss=0.06146375925686115
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2232 | LCC = 0.8645 | SRCC = 0.8647 ]
+INFO:root:Average loss=0.06431382010953549
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2241 | LCC = 0.8640 | SRCC = 0.8635 ]
+INFO:root:Average loss=0.06217463290653168
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2185 | LCC = 0.8634 | SRCC = 0.8623 ]
+INFO:root:Average loss=0.05735693714366509
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2263 | LCC = 0.8606 | SRCC = 0.8610 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2418 | LCC = 0.8661 | SRCC = 0.8641 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer3/run3/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer3/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer3/run3/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer3/run3/model.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer3/run3/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer3/run3/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_2epoch/layer3/run3/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer3/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..7ab4839915766e307ea09183b9c21f14d19ddbcb
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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=0.45453007098955983
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3533 | LCC = 0.7855 | SRCC = 0.7894 ]
+INFO:root:Average loss=0.27099104607716584
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2945 | LCC = 0.8262 | SRCC = 0.8288 ]
+INFO:root:Average loss=0.23504847498276296
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2984 | LCC = 0.8480 | SRCC = 0.8454 ]
+INFO:root:Average loss=0.20927417622162744
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3068 | LCC = 0.8511 | SRCC = 0.8525 ]
+INFO:root:Average loss=0.19354967610576215
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2639 | LCC = 0.8587 | SRCC = 0.8557 ]
+INFO:root:Average loss=0.19687200605105132
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2652 | LCC = 0.8611 | SRCC = 0.8592 ]
+INFO:root:Average loss=0.17014864010688585
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2627 | LCC = 0.8567 | SRCC = 0.8562 ]
+INFO:root:Average loss=0.15973689502630478
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2491 | LCC = 0.8642 | SRCC = 0.8618 ]
+INFO:root:Average loss=0.15142941169249705
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2728 | LCC = 0.8624 | SRCC = 0.8625 ]
+INFO:root:Average loss=0.14184108233222595
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2466 | LCC = 0.8606 | SRCC = 0.8606 ]
+INFO:root:Average loss=0.1361532748127595
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2454 | LCC = 0.8638 | SRCC = 0.8630 ]
+INFO:root:Average loss=0.1301229573213137
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2498 | LCC = 0.8638 | SRCC = 0.8633 ]
+INFO:root:Average loss=0.11869268472760151
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2408 | LCC = 0.8621 | SRCC = 0.8629 ]
+INFO:root:Average loss=0.11443284598107521
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2391 | LCC = 0.8640 | SRCC = 0.8633 ]
+INFO:root:Average loss=0.10925532562228349
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2458 | LCC = 0.8625 | SRCC = 0.8645 ]
+INFO:root:Average loss=0.10606413215207748
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2508 | LCC = 0.8626 | SRCC = 0.8642 ]
+INFO:root:Average loss=0.10081056390817349
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2134 | LCC = 0.8681 | SRCC = 0.8681 ]
+INFO:root:Average loss=0.09642805961462167
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2242 | LCC = 0.8635 | SRCC = 0.8629 ]
+INFO:root:Average loss=0.09476075082635269
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2385 | LCC = 0.8655 | SRCC = 0.8641 ]
+INFO:root:Average loss=0.0864728737431459
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2231 | LCC = 0.8644 | SRCC = 0.8637 ]
+INFO:root:Average loss=0.0809471790607159
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2380 | LCC = 0.8652 | SRCC = 0.8646 ]
+INFO:root:Average loss=0.08375583249980058
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2280 | LCC = 0.8651 | SRCC = 0.8643 ]
+INFO:root:Average loss=0.0740263792566764
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2234 | LCC = 0.8665 | SRCC = 0.8658 ]
+INFO:root:Average loss=0.0749253455358438
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2534 | LCC = 0.8597 | SRCC = 0.8601 ]
+INFO:root:Average loss=0.07066782716757213
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2348 | LCC = 0.8629 | SRCC = 0.8620 ]
+INFO:root:Average loss=0.0752856357452961
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2467 | LCC = 0.8624 | SRCC = 0.8632 ]
+INFO:root:Average loss=0.06450403978427251
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2317 | LCC = 0.8638 | SRCC = 0.8634 ]
+INFO:root:Average loss=0.06290784740868287
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2429 | LCC = 0.8609 | SRCC = 0.8605 ]
+INFO:root:Average loss=0.05928032797498581
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2270 | LCC = 0.8615 | SRCC = 0.8607 ]
+INFO:root:Average loss=0.06200358462639344
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2393 | LCC = 0.8596 | SRCC = 0.8582 ]
+INFO:root:Average loss=0.05708268743294936
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2418 | LCC = 0.8579 | SRCC = 0.8566 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2245 | LCC = 0.8609 | SRCC = 0.8595 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer3/run4/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer3/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer3/run4/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer3/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..cc8a04be07623db4536805c865631d28b741c72d
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer3/run4/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer3/run4/model_best.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer3/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/layer3/run4/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer3/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..33cca75fa6ed6939cd21ea66c6b9f407d2fa5fff
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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=0.5051562060148288
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3732 | LCC = 0.7798 | SRCC = 0.7838 ]
+INFO:root:Average loss=0.2830920847944724
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3194 | LCC = 0.8300 | SRCC = 0.8333 ]
+INFO:root:Average loss=0.22957637180120516
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3164 | LCC = 0.8426 | SRCC = 0.8442 ]
+INFO:root:Average loss=0.204479943578824
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2482 | LCC = 0.8585 | SRCC = 0.8564 ]
+INFO:root:Average loss=0.19756499907145134
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2509 | LCC = 0.8642 | SRCC = 0.8607 ]
+INFO:root:Average loss=0.17754017724058566
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2382 | LCC = 0.8621 | SRCC = 0.8610 ]
+INFO:root:Average loss=0.16517296882394034
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2883 | LCC = 0.8623 | SRCC = 0.8623 ]
+INFO:root:Average loss=0.15968227233642188
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2399 | LCC = 0.8651 | SRCC = 0.8624 ]
+INFO:root:Average loss=0.1464725065116699
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2883 | LCC = 0.8595 | SRCC = 0.8613 ]
+INFO:root:Average loss=0.14185956789132875
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2282 | LCC = 0.8660 | SRCC = 0.8635 ]
+INFO:root:Average loss=0.12843265202947152
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2553 | LCC = 0.8629 | SRCC = 0.8604 ]
+INFO:root:Average loss=0.1256702299683522
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2308 | LCC = 0.8636 | SRCC = 0.8628 ]
+INFO:root:Average loss=0.12033643563970542
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2358 | LCC = 0.8626 | SRCC = 0.8583 ]
+INFO:root:Average loss=0.10649515764835553
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2868 | LCC = 0.8573 | SRCC = 0.8574 ]
+INFO:root:Average loss=0.10393906886187884
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2555 | LCC = 0.8576 | SRCC = 0.8527 ]
+INFO:root:Average loss=0.1035031377313993
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2272 | LCC = 0.8612 | SRCC = 0.8587 ]
+INFO:root:Average loss=0.09740160291011517
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2356 | LCC = 0.8613 | SRCC = 0.8597 ]
+INFO:root:Average loss=0.08664194594782132
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2370 | LCC = 0.8596 | SRCC = 0.8577 ]
+INFO:root:Average loss=0.08425604423078206
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2753 | LCC = 0.8563 | SRCC = 0.8547 ]
+INFO:root:Average loss=0.07711843959987164
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2354 | LCC = 0.8546 | SRCC = 0.8519 ]
+INFO:root:Average loss=0.0757891456477153
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2294 | LCC = 0.8579 | SRCC = 0.8555 ]
+INFO:root:Average loss=0.07943710656120227
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2910 | LCC = 0.8571 | SRCC = 0.8583 ]
+INFO:root:Average loss=0.07485442933363792
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2381 | LCC = 0.8582 | SRCC = 0.8554 ]
+INFO:root:Average loss=0.06403331191111834
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2633 | LCC = 0.8569 | SRCC = 0.8549 ]
+INFO:root:Average loss=0.06451524082475747
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2366 | LCC = 0.8547 | SRCC = 0.8525 ]
+INFO:root:Average loss=0.06093478088195507
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2548 | LCC = 0.8587 | SRCC = 0.8571 ]
+INFO:root:Average loss=0.061103819988859005
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2266 | LCC = 0.8589 | SRCC = 0.8555 ]
+INFO:root:Average loss=0.05671499898800483
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2423 | LCC = 0.8587 | SRCC = 0.8559 ]
+INFO:root:Average loss=0.06453554848065743
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2421 | LCC = 0.8582 | SRCC = 0.8561 ]
+INFO:root:Average loss=0.05327238839788315
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2290 | LCC = 0.8567 | SRCC = 0.8538 ]
+INFO:root:Average loss=0.0536124224607379
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2341 | LCC = 0.8563 | SRCC = 0.8539 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2300 | LCC = 0.8648 | SRCC = 0.8634 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer4/run0/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer4/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer4/run0/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer4/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..d5aa69744e5cc8b634d9a040bbd5c3f5b0d56336
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer4/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d8e89ecce99242bf1f9ef3ba3437e1fc182677d86fc45e3a7f7bf5f0435948d9
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer4/run0/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer4/run0/model_best.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer4/run0/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer4/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..7f803265538a794337de3a506c09ae36f7426f96
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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=0.5160435170699389
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3826 | LCC = 0.7767 | SRCC = 0.7849 ]
+INFO:root:Average loss=0.28612960015351957
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3131 | LCC = 0.8216 | SRCC = 0.8237 ]
+INFO:root:Average loss=0.24255074675266558
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2749 | LCC = 0.8429 | SRCC = 0.8424 ]
+INFO:root:Average loss=0.22476260631512374
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2701 | LCC = 0.8492 | SRCC = 0.8476 ]
+INFO:root:Average loss=0.19903847517875525
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2554 | LCC = 0.8546 | SRCC = 0.8520 ]
+INFO:root:Average loss=0.1801071418210482
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2445 | LCC = 0.8585 | SRCC = 0.8567 ]
+INFO:root:Average loss=0.1636711988502588
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2279 | LCC = 0.8603 | SRCC = 0.8592 ]
+INFO:root:Average loss=0.15001662619985068
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2385 | LCC = 0.8598 | SRCC = 0.8584 ]
+INFO:root:Average loss=0.146526164160325
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2347 | LCC = 0.8585 | SRCC = 0.8566 ]
+INFO:root:Average loss=0.1393446356822283
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2296 | LCC = 0.8638 | SRCC = 0.8620 ]
+INFO:root:Average loss=0.1204597555482999
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2400 | LCC = 0.8634 | SRCC = 0.8612 ]
+INFO:root:Average loss=0.11870008668838403
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2403 | LCC = 0.8620 | SRCC = 0.8612 ]
+INFO:root:Average loss=0.10519467447048579
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2453 | LCC = 0.8601 | SRCC = 0.8587 ]
+INFO:root:Average loss=0.0998209554893084
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2257 | LCC = 0.8590 | SRCC = 0.8581 ]
+INFO:root:Average loss=0.10549753159284592
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2387 | LCC = 0.8599 | SRCC = 0.8581 ]
+INFO:root:Average loss=0.0906234452357659
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2396 | LCC = 0.8594 | SRCC = 0.8596 ]
+INFO:root:Average loss=0.0892051114485814
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2518 | LCC = 0.8576 | SRCC = 0.8596 ]
+INFO:root:Average loss=0.083164015546059
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2351 | LCC = 0.8565 | SRCC = 0.8550 ]
+INFO:root:Average loss=0.07412758326301208
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2324 | LCC = 0.8582 | SRCC = 0.8569 ]
+INFO:root:Average loss=0.07383933252631089
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2354 | LCC = 0.8564 | SRCC = 0.8556 ]
+INFO:root:Average loss=0.07039003040737067
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2481 | LCC = 0.8540 | SRCC = 0.8527 ]
+INFO:root:Average loss=0.07368909338345894
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2362 | LCC = 0.8543 | SRCC = 0.8532 ]
+INFO:root:Average loss=0.06226143145408386
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2290 | LCC = 0.8544 | SRCC = 0.8525 ]
+INFO:root:Average loss=0.06356480106329307
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2313 | LCC = 0.8564 | SRCC = 0.8552 ]
+INFO:root:Average loss=0.06490122717924607
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2422 | LCC = 0.8532 | SRCC = 0.8521 ]
+INFO:root:Average loss=0.06747833519982986
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2660 | LCC = 0.8566 | SRCC = 0.8561 ]
+INFO:root:Average loss=0.06082033103284163
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2476 | LCC = 0.8527 | SRCC = 0.8517 ]
+INFO:root:Average loss=0.05569572749141699
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2322 | LCC = 0.8553 | SRCC = 0.8549 ]
+INFO:root:Average loss=0.051037802337071836
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2407 | LCC = 0.8535 | SRCC = 0.8525 ]
+INFO:root:Average loss=0.04824765781179453
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2351 | LCC = 0.8546 | SRCC = 0.8537 ]
+INFO:root:Average loss=0.05039025745235193
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2331 | LCC = 0.8531 | SRCC = 0.8520 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2371 | LCC = 0.8577 | SRCC = 0.8562 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer4/run1/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer4/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer4/run1/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer4/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4238ea1222ab1534100427463ce443b42517f898
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer4/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/layer4/run1/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer4/run1/model_best.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer4/run1/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer4/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..1f5dcc91a6af3148590034dff9c027d1ec972aac
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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=0.40522111799472416
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3327 | LCC = 0.7981 | SRCC = 0.8073 ]
+INFO:root:Average loss=0.2666341801866507
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2896 | LCC = 0.8381 | SRCC = 0.8371 ]
+INFO:root:Average loss=0.24154053360987932
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2595 | LCC = 0.8462 | SRCC = 0.8467 ]
+INFO:root:Average loss=0.2129878472441282
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2681 | LCC = 0.8585 | SRCC = 0.8560 ]
+INFO:root:Average loss=0.19278734817336768
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2310 | LCC = 0.8584 | SRCC = 0.8556 ]
+INFO:root:Average loss=0.17714548645875391
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2411 | LCC = 0.8626 | SRCC = 0.8598 ]
+INFO:root:Average loss=0.16317127511287347
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2440 | LCC = 0.8621 | SRCC = 0.8592 ]
+INFO:root:Average loss=0.1560556467335958
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2544 | LCC = 0.8618 | SRCC = 0.8592 ]
+INFO:root:Average loss=0.14506114904697126
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2358 | LCC = 0.8597 | SRCC = 0.8568 ]
+INFO:root:Average loss=0.13714458965338194
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2303 | LCC = 0.8584 | SRCC = 0.8564 ]
+INFO:root:Average loss=0.12730148893136245
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2357 | LCC = 0.8600 | SRCC = 0.8571 ]
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+INFO:root:
+[Valid][11][UTT][ MSE = 0.2565 | LCC = 0.8586 | SRCC = 0.8566 ]
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+INFO:root:
+[Valid][12][UTT][ MSE = 0.2357 | LCC = 0.8573 | SRCC = 0.8549 ]
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+INFO:root:
+[Valid][13][UTT][ MSE = 0.2617 | LCC = 0.8535 | SRCC = 0.8512 ]
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+INFO:root:
+[Valid][14][UTT][ MSE = 0.2885 | LCC = 0.8551 | SRCC = 0.8524 ]
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+[Valid][15][UTT][ MSE = 0.2335 | LCC = 0.8578 | SRCC = 0.8563 ]
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+INFO:root:
+[Valid][16][UTT][ MSE = 0.2534 | LCC = 0.8549 | SRCC = 0.8534 ]
+INFO:root:Average loss=0.08641461559977287
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2453 | LCC = 0.8524 | SRCC = 0.8496 ]
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+INFO:root:
+[Valid][18][UTT][ MSE = 0.2332 | LCC = 0.8564 | SRCC = 0.8535 ]
+INFO:root:Average loss=0.07596333740422359
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2419 | LCC = 0.8533 | SRCC = 0.8508 ]
+INFO:root:Average loss=0.07479526207615168
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2373 | LCC = 0.8556 | SRCC = 0.8532 ]
+INFO:root:Average loss=0.07300289419408028
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2438 | LCC = 0.8530 | SRCC = 0.8538 ]
+INFO:root:Average loss=0.06696247581679088
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2342 | LCC = 0.8539 | SRCC = 0.8520 ]
+INFO:root:Average loss=0.06423681339201255
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2281 | LCC = 0.8549 | SRCC = 0.8528 ]
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+INFO:root:
+[Valid][24][UTT][ MSE = 0.3128 | LCC = 0.8529 | SRCC = 0.8513 ]
+INFO:root:Average loss=0.06318019005732659
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2445 | LCC = 0.8538 | SRCC = 0.8517 ]
+INFO:root:Average loss=0.058891869365022734
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2390 | LCC = 0.8546 | SRCC = 0.8517 ]
+INFO:root:Average loss=0.05686580826743291
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2503 | LCC = 0.8530 | SRCC = 0.8504 ]
+INFO:root:Average loss=0.05155568357366018
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2509 | LCC = 0.8565 | SRCC = 0.8545 ]
+INFO:root:Average loss=0.04835272539789096
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2487 | LCC = 0.8583 | SRCC = 0.8568 ]
+INFO:root:Average loss=0.048295342339537084
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2454 | LCC = 0.8538 | SRCC = 0.8521 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2414 | LCC = 0.8637 | SRCC = 0.8622 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer4/run2/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer4/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer4/run2/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer4/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..c62df2f9b72cc851e38e57743c951afba2c104dd
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer4/run2/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer4/run2/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer4/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..e05285d9c98880246d9fb619d9e3872eac849594
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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=0.4283256205992821
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3286 | LCC = 0.8003 | SRCC = 0.8043 ]
+INFO:root:Average loss=0.27718240099075514
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3088 | LCC = 0.8326 | SRCC = 0.8336 ]
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+INFO:root:
+[Valid][2][UTT][ MSE = 0.2687 | LCC = 0.8458 | SRCC = 0.8449 ]
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+INFO:root:
+[Valid][3][UTT][ MSE = 0.2741 | LCC = 0.8515 | SRCC = 0.8496 ]
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+INFO:root:
+[Valid][4][UTT][ MSE = 0.2517 | LCC = 0.8547 | SRCC = 0.8513 ]
+INFO:root:Average loss=0.18126940287840673
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2586 | LCC = 0.8579 | SRCC = 0.8552 ]
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+INFO:root:
+[Valid][6][UTT][ MSE = 0.2420 | LCC = 0.8553 | SRCC = 0.8528 ]
+INFO:root:Average loss=0.16232515269747147
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2561 | LCC = 0.8550 | SRCC = 0.8537 ]
+INFO:root:Average loss=0.1472028766113978
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2448 | LCC = 0.8523 | SRCC = 0.8513 ]
+INFO:root:Average loss=0.14359695645861137
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2309 | LCC = 0.8513 | SRCC = 0.8504 ]
+INFO:root:Average loss=0.12788510074218115
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2279 | LCC = 0.8572 | SRCC = 0.8568 ]
+INFO:root:Average loss=0.12118192561543904
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2448 | LCC = 0.8540 | SRCC = 0.8528 ]
+INFO:root:Average loss=0.1158065459667108
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2454 | LCC = 0.8562 | SRCC = 0.8556 ]
+INFO:root:Average loss=0.11398572503374173
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2481 | LCC = 0.8566 | SRCC = 0.8571 ]
+INFO:root:Average loss=0.1078757326094768
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2330 | LCC = 0.8567 | SRCC = 0.8572 ]
+INFO:root:Average loss=0.09596085443328588
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2460 | LCC = 0.8525 | SRCC = 0.8531 ]
+INFO:root:Average loss=0.09371508208987041
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2371 | LCC = 0.8546 | SRCC = 0.8540 ]
+INFO:root:Average loss=0.08995465776668145
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2379 | LCC = 0.8554 | SRCC = 0.8554 ]
+INFO:root:Average loss=0.0844578708593662
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2436 | LCC = 0.8544 | SRCC = 0.8550 ]
+INFO:root:Average loss=0.08917352079580991
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2478 | LCC = 0.8546 | SRCC = 0.8549 ]
+INFO:root:Average loss=0.0784968914798437
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2298 | LCC = 0.8602 | SRCC = 0.8600 ]
+INFO:root:Average loss=0.08216893090269504
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2308 | LCC = 0.8578 | SRCC = 0.8575 ]
+INFO:root:Average loss=0.07794591005987082
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2262 | LCC = 0.8565 | SRCC = 0.8572 ]
+INFO:root:Average loss=0.07071173678223903
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2305 | LCC = 0.8572 | SRCC = 0.8559 ]
+INFO:root:Average loss=0.06698396071218528
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2294 | LCC = 0.8584 | SRCC = 0.8571 ]
+INFO:root:Average loss=0.06556568743708806
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2303 | LCC = 0.8547 | SRCC = 0.8548 ]
+INFO:root:Average loss=0.058589089231995434
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2339 | LCC = 0.8531 | SRCC = 0.8528 ]
+INFO:root:Average loss=0.05870617739856243
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2309 | LCC = 0.8531 | SRCC = 0.8525 ]
+INFO:root:Average loss=0.058510623346918665
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2344 | LCC = 0.8553 | SRCC = 0.8557 ]
+INFO:root:Average loss=0.05696555628226353
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2251 | LCC = 0.8589 | SRCC = 0.8589 ]
+INFO:root:Average loss=0.05162449825841647
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2220 | LCC = 0.8584 | SRCC = 0.8584 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2554 | LCC = 0.8484 | SRCC = 0.8510 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer4/run3/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer4/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer4/run3/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer4/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..1d504b78aafce4081245dbada129ea69f9fee16f
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer4/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:59491b6f9a459bfc0a4fd915c4b3b054159677576a98750655ec4ae9805898e7
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer4/run3/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer4/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..52150ab9d8956ccf744f23372333a468ca4355c7
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer4/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9f84f63f1077c4178e9b07005c1aef345f4192b09f24d14b005583cd3e72aaeb
+size 2749638
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer4/run3/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer4/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..184c7e280a102bf98a675fe26db5c62619631f93
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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=0.5030188373266122
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3655 | LCC = 0.7912 | SRCC = 0.7965 ]
+INFO:root:Average loss=0.2749689804055752
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3116 | LCC = 0.8291 | SRCC = 0.8316 ]
+INFO:root:Average loss=0.23616233066870615
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2643 | LCC = 0.8459 | SRCC = 0.8453 ]
+INFO:root:Average loss=0.20936641574670106
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2602 | LCC = 0.8539 | SRCC = 0.8533 ]
+INFO:root:Average loss=0.20025434841712317
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2499 | LCC = 0.8544 | SRCC = 0.8530 ]
+INFO:root:Average loss=0.17526297280803704
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2491 | LCC = 0.8609 | SRCC = 0.8593 ]
+INFO:root:Average loss=0.17810155069216704
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2622 | LCC = 0.8620 | SRCC = 0.8597 ]
+INFO:root:Average loss=0.15617271369466415
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3026 | LCC = 0.8561 | SRCC = 0.8546 ]
+INFO:root:Average loss=0.1451945128158117
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2556 | LCC = 0.8586 | SRCC = 0.8556 ]
+INFO:root:Average loss=0.13450576642002815
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2578 | LCC = 0.8595 | SRCC = 0.8575 ]
+INFO:root:Average loss=0.12348203179545891
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2363 | LCC = 0.8594 | SRCC = 0.8576 ]
+INFO:root:Average loss=0.11901837826157227
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2490 | LCC = 0.8538 | SRCC = 0.8509 ]
+INFO:root:Average loss=0.10918221918818279
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2304 | LCC = 0.8551 | SRCC = 0.8528 ]
+INFO:root:Average loss=0.10765938995740353
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2498 | LCC = 0.8536 | SRCC = 0.8505 ]
+INFO:root:Average loss=0.09353058178646442
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2385 | LCC = 0.8533 | SRCC = 0.8505 ]
+INFO:root:Average loss=0.08986201017903976
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2508 | LCC = 0.8505 | SRCC = 0.8486 ]
+INFO:root:Average loss=0.08915960473509935
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2542 | LCC = 0.8522 | SRCC = 0.8507 ]
+INFO:root:Average loss=0.08220582345548348
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2631 | LCC = 0.8508 | SRCC = 0.8498 ]
+INFO:root:Average loss=0.08071241604212002
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2408 | LCC = 0.8525 | SRCC = 0.8525 ]
+INFO:root:Average loss=0.07672292275879627
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2863 | LCC = 0.8510 | SRCC = 0.8494 ]
+INFO:root:Average loss=0.07228167636845356
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2493 | LCC = 0.8492 | SRCC = 0.8469 ]
+INFO:root:Average loss=0.06709479936995567
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2503 | LCC = 0.8492 | SRCC = 0.8473 ]
+INFO:root:Average loss=0.06835064736123268
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2594 | LCC = 0.8449 | SRCC = 0.8425 ]
+INFO:root:Average loss=0.06202857057826641
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2474 | LCC = 0.8498 | SRCC = 0.8475 ]
+INFO:root:Average loss=0.0561172706194413
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2663 | LCC = 0.8461 | SRCC = 0.8446 ]
+INFO:root:Average loss=0.05956033153984791
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2520 | LCC = 0.8461 | SRCC = 0.8438 ]
+INFO:root:Average loss=0.05790374466241934
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2714 | LCC = 0.8470 | SRCC = 0.8447 ]
+INFO:root:Average loss=0.053152900762282886
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2473 | LCC = 0.8489 | SRCC = 0.8470 ]
+INFO:root:Average loss=0.0534567687039574
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2427 | LCC = 0.8507 | SRCC = 0.8495 ]
+INFO:root:Average loss=0.04937419734704189
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2460 | LCC = 0.8473 | SRCC = 0.8442 ]
+INFO:root:Average loss=0.04418400753862583
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2425 | LCC = 0.8472 | SRCC = 0.8459 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2773 | LCC = 0.8625 | SRCC = 0.8642 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer4/run4/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer4/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer4/run4/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer4/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..d8afce909d5ae1f02634e9b8d64772ed4c130a1f
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer4/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:45f49bfdb66ecfbed1050707085a21e40e710b9ea1863d4fdb01a6a9fe1d6ee6
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer4/run4/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer4/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..837c90b1aaf851a32f723093b10ecff027a343c0
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer4/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1fe6c8801f48a58886fdfa8c1f9940ed0b5f8d5dcfec5f689dd3b8c2efe51520
+size 2749702
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer4/run4/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer4/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..4baea81dda80bb5ce5b1ce758551f3254e4628e9
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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=0.429584794319593
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3378 | LCC = 0.7983 | SRCC = 0.8034 ]
+INFO:root:Average loss=0.26848581910897523
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2836 | LCC = 0.8281 | SRCC = 0.8299 ]
+INFO:root:Average loss=0.2310317936233985
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2717 | LCC = 0.8419 | SRCC = 0.8452 ]
+INFO:root:Average loss=0.21552124046362364
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2554 | LCC = 0.8555 | SRCC = 0.8524 ]
+INFO:root:Average loss=0.19440633039443922
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2533 | LCC = 0.8587 | SRCC = 0.8549 ]
+INFO:root:Average loss=0.17884694861295897
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2592 | LCC = 0.8588 | SRCC = 0.8562 ]
+INFO:root:Average loss=0.17269985817181757
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2441 | LCC = 0.8613 | SRCC = 0.8587 ]
+INFO:root:Average loss=0.15815562420548537
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2339 | LCC = 0.8608 | SRCC = 0.8574 ]
+INFO:root:Average loss=0.14547778570499176
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2543 | LCC = 0.8596 | SRCC = 0.8568 ]
+INFO:root:Average loss=0.14197858002705452
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2383 | LCC = 0.8598 | SRCC = 0.8569 ]
+INFO:root:Average loss=0.13413992008337608
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2454 | LCC = 0.8584 | SRCC = 0.8547 ]
+INFO:root:Average loss=0.12175535983764209
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2346 | LCC = 0.8599 | SRCC = 0.8578 ]
+INFO:root:Average loss=0.11871482603825055
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2318 | LCC = 0.8582 | SRCC = 0.8550 ]
+INFO:root:Average loss=0.10656193672464444
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2349 | LCC = 0.8576 | SRCC = 0.8557 ]
+INFO:root:Average loss=0.10674217075873645
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2342 | LCC = 0.8564 | SRCC = 0.8554 ]
+INFO:root:Average loss=0.0985258215895066
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2343 | LCC = 0.8577 | SRCC = 0.8557 ]
+INFO:root:Average loss=0.0938562462822749
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2438 | LCC = 0.8556 | SRCC = 0.8532 ]
+INFO:root:Average loss=0.09096147807744834
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2484 | LCC = 0.8547 | SRCC = 0.8531 ]
+INFO:root:Average loss=0.08111626119949879
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2369 | LCC = 0.8602 | SRCC = 0.8591 ]
+INFO:root:Average loss=0.07895178419466202
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2350 | LCC = 0.8527 | SRCC = 0.8514 ]
+INFO:root:Average loss=0.0765550178117477
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2381 | LCC = 0.8535 | SRCC = 0.8512 ]
+INFO:root:Average loss=0.07630398196096604
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2255 | LCC = 0.8565 | SRCC = 0.8550 ]
+INFO:root:Average loss=0.07228781106189275
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2317 | LCC = 0.8558 | SRCC = 0.8539 ]
+INFO:root:Average loss=0.06773067461565518
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2249 | LCC = 0.8573 | SRCC = 0.8566 ]
+INFO:root:Average loss=0.06816296661511445
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2536 | LCC = 0.8504 | SRCC = 0.8496 ]
+INFO:root:Average loss=0.06348891871479842
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2416 | LCC = 0.8524 | SRCC = 0.8506 ]
+INFO:root:Average loss=0.06074279618377869
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2458 | LCC = 0.8493 | SRCC = 0.8469 ]
+INFO:root:Average loss=0.059667258308484
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2412 | LCC = 0.8522 | SRCC = 0.8505 ]
+INFO:root:Average loss=0.05361137090203089
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2392 | LCC = 0.8517 | SRCC = 0.8512 ]
+INFO:root:Average loss=0.054059264894861445
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2325 | LCC = 0.8530 | SRCC = 0.8524 ]
+INFO:root:Average loss=0.051938001185846634
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2431 | LCC = 0.8555 | SRCC = 0.8560 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2384 | LCC = 0.8581 | SRCC = 0.8584 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer5/run0/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer5/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer5/run0/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer5/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4fe1197e83c4c71a7d6f09666fb99cf28daa4e78
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer5/run0/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer5/run0/model_best.pt
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer5/run0/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer5/run0/train.log
new file mode 100644
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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=0.39330298338945097
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3198 | LCC = 0.8051 | SRCC = 0.8157 ]
+INFO:root:Average loss=0.2678097841831354
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2874 | LCC = 0.8344 | SRCC = 0.8356 ]
+INFO:root:Average loss=0.23446579353931624
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2679 | LCC = 0.8486 | SRCC = 0.8482 ]
+INFO:root:Average loss=0.2176949781103012
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2387 | LCC = 0.8538 | SRCC = 0.8540 ]
+INFO:root:Average loss=0.1946939720939367
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2491 | LCC = 0.8569 | SRCC = 0.8538 ]
+INFO:root:Average loss=0.17515595391010627
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2351 | LCC = 0.8580 | SRCC = 0.8590 ]
+INFO:root:Average loss=0.16967928094359544
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2370 | LCC = 0.8601 | SRCC = 0.8591 ]
+INFO:root:Average loss=0.15825775351661903
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2406 | LCC = 0.8618 | SRCC = 0.8593 ]
+INFO:root:Average loss=0.14549646564783195
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2672 | LCC = 0.8589 | SRCC = 0.8598 ]
+INFO:root:Average loss=0.14434112111727396
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2411 | LCC = 0.8586 | SRCC = 0.8571 ]
+INFO:root:Average loss=0.12721073073454392
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2374 | LCC = 0.8540 | SRCC = 0.8560 ]
+INFO:root:Average loss=0.12117285596636626
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2374 | LCC = 0.8551 | SRCC = 0.8553 ]
+INFO:root:Average loss=0.11231188499965729
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2364 | LCC = 0.8547 | SRCC = 0.8530 ]
+INFO:root:Average loss=0.10452956629869266
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2394 | LCC = 0.8545 | SRCC = 0.8546 ]
+INFO:root:Average loss=0.10228091554763989
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2356 | LCC = 0.8522 | SRCC = 0.8523 ]
+INFO:root:Average loss=0.09358369062344234
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2564 | LCC = 0.8490 | SRCC = 0.8501 ]
+INFO:root:Average loss=0.08864451099473697
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2482 | LCC = 0.8511 | SRCC = 0.8488 ]
+INFO:root:Average loss=0.08787781921907878
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2344 | LCC = 0.8546 | SRCC = 0.8524 ]
+INFO:root:Average loss=0.08281973797159317
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2558 | LCC = 0.8520 | SRCC = 0.8486 ]
+INFO:root:Average loss=0.08297564237354657
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2458 | LCC = 0.8473 | SRCC = 0.8466 ]
+INFO:root:Average loss=0.07463151001586364
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2392 | LCC = 0.8507 | SRCC = 0.8488 ]
+INFO:root:Average loss=0.06612327327139866
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2608 | LCC = 0.8501 | SRCC = 0.8473 ]
+INFO:root:Average loss=0.06913743822429425
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2456 | LCC = 0.8505 | SRCC = 0.8500 ]
+INFO:root:Average loss=0.06297096528877051
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2460 | LCC = 0.8470 | SRCC = 0.8487 ]
+INFO:root:Average loss=0.061051391781522676
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2473 | LCC = 0.8507 | SRCC = 0.8484 ]
+INFO:root:Average loss=0.06168460707442883
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2386 | LCC = 0.8517 | SRCC = 0.8500 ]
+INFO:root:Average loss=0.06442927311246212
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2496 | LCC = 0.8451 | SRCC = 0.8461 ]
+INFO:root:Average loss=0.05570282476643721
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2572 | LCC = 0.8467 | SRCC = 0.8471 ]
+INFO:root:Average loss=0.058600991821059815
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2373 | LCC = 0.8494 | SRCC = 0.8482 ]
+INFO:root:Average loss=0.051674177058232136
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2522 | LCC = 0.8475 | SRCC = 0.8454 ]
+INFO:root:Average loss=0.048326149821663514
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2499 | LCC = 0.8473 | SRCC = 0.8464 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2707 | LCC = 0.8514 | SRCC = 0.8532 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer5/run1/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer5/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer5/run1/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer5/run1/model.pt
new file mode 100644
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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_2epoch/layer5/run1/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer5/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/layer5/run1/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer5/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..1d08d2b80351f5224f90f1742d07252ea7a43987
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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=0.4580554690880653
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3433 | LCC = 0.8022 | SRCC = 0.8047 ]
+INFO:root:Average loss=0.2794575484899374
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2949 | LCC = 0.8350 | SRCC = 0.8331 ]
+INFO:root:Average loss=0.24152062279291642
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2689 | LCC = 0.8483 | SRCC = 0.8451 ]
+INFO:root:Average loss=0.21648744675211418
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2475 | LCC = 0.8520 | SRCC = 0.8508 ]
+INFO:root:Average loss=0.19987324357796937
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2813 | LCC = 0.8549 | SRCC = 0.8541 ]
+INFO:root:Average loss=0.19631231280091482
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2549 | LCC = 0.8580 | SRCC = 0.8557 ]
+INFO:root:Average loss=0.17631435585327637
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2442 | LCC = 0.8555 | SRCC = 0.8544 ]
+INFO:root:Average loss=0.1730527686767089
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2581 | LCC = 0.8545 | SRCC = 0.8526 ]
+INFO:root:Average loss=0.15688490657470164
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2372 | LCC = 0.8566 | SRCC = 0.8547 ]
+INFO:root:Average loss=0.14837324647949293
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2398 | LCC = 0.8542 | SRCC = 0.8531 ]
+INFO:root:Average loss=0.13487891843303657
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2496 | LCC = 0.8572 | SRCC = 0.8559 ]
+INFO:root:Average loss=0.12699555959074926
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2609 | LCC = 0.8519 | SRCC = 0.8512 ]
+INFO:root:Average loss=0.12939924297806543
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2257 | LCC = 0.8557 | SRCC = 0.8560 ]
+INFO:root:Average loss=0.11573118563645925
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2575 | LCC = 0.8529 | SRCC = 0.8517 ]
+INFO:root:Average loss=0.10669497171273598
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2754 | LCC = 0.8480 | SRCC = 0.8490 ]
+INFO:root:Average loss=0.10487031201139474
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2620 | LCC = 0.8541 | SRCC = 0.8528 ]
+INFO:root:Average loss=0.09306394843718944
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2476 | LCC = 0.8505 | SRCC = 0.8479 ]
+INFO:root:Average loss=0.08754075609911711
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2511 | LCC = 0.8526 | SRCC = 0.8525 ]
+INFO:root:Average loss=0.0840169394818636
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2389 | LCC = 0.8522 | SRCC = 0.8515 ]
+INFO:root:Average loss=0.079952400464278
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2401 | LCC = 0.8529 | SRCC = 0.8518 ]
+INFO:root:Average loss=0.07716758095492156
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2419 | LCC = 0.8528 | SRCC = 0.8517 ]
+INFO:root:Average loss=0.07487196561235648
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2561 | LCC = 0.8497 | SRCC = 0.8488 ]
+INFO:root:Average loss=0.07154534499232586
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2585 | LCC = 0.8529 | SRCC = 0.8528 ]
+INFO:root:Average loss=0.0662154461710881
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2458 | LCC = 0.8498 | SRCC = 0.8488 ]
+INFO:root:Average loss=0.0627977319348317
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2394 | LCC = 0.8529 | SRCC = 0.8521 ]
+INFO:root:Average loss=0.06121699564540998
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2546 | LCC = 0.8495 | SRCC = 0.8490 ]
+INFO:root:Average loss=0.05774614274597321
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2406 | LCC = 0.8501 | SRCC = 0.8490 ]
+INFO:root:Average loss=0.05351993990823244
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2445 | LCC = 0.8496 | SRCC = 0.8491 ]
+INFO:root:Average loss=0.05589116462625754
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2434 | LCC = 0.8509 | SRCC = 0.8504 ]
+INFO:root:Average loss=0.04928988075027099
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2463 | LCC = 0.8480 | SRCC = 0.8488 ]
+INFO:root:Average loss=0.04877478552934451
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2496 | LCC = 0.8468 | SRCC = 0.8464 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2498 | LCC = 0.8587 | SRCC = 0.8576 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer5/run2/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer5/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer5/run2/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer5/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..d99e8a1501af3272e51068cf167a4f76606fa19b
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer5/run2/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer5/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4ec67757903273390441be158ae260beda475fba
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer5/run2/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer5/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..577c770a248fca940aacd90ab941cd6b9534f6bf
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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=0.45101365599876797
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3674 | LCC = 0.7915 | SRCC = 0.8029 ]
+INFO:root:Average loss=0.27671183282748246
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2942 | LCC = 0.8270 | SRCC = 0.8325 ]
+INFO:root:Average loss=0.24260733868831244
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2754 | LCC = 0.8449 | SRCC = 0.8459 ]
+INFO:root:Average loss=0.2185150927458054
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2529 | LCC = 0.8481 | SRCC = 0.8492 ]
+INFO:root:Average loss=0.203670339515576
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2540 | LCC = 0.8543 | SRCC = 0.8539 ]
+INFO:root:Average loss=0.19231695872850907
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2321 | LCC = 0.8591 | SRCC = 0.8581 ]
+INFO:root:Average loss=0.17443493495766932
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2328 | LCC = 0.8589 | SRCC = 0.8571 ]
+INFO:root:Average loss=0.16510846867011145
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2385 | LCC = 0.8616 | SRCC = 0.8588 ]
+INFO:root:Average loss=0.15378692774818495
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2213 | LCC = 0.8603 | SRCC = 0.8596 ]
+INFO:root:Average loss=0.13964444055007055
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2319 | LCC = 0.8586 | SRCC = 0.8578 ]
+INFO:root:Average loss=0.13209335018809026
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2222 | LCC = 0.8584 | SRCC = 0.8569 ]
+INFO:root:Average loss=0.12388521738541432
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2387 | LCC = 0.8559 | SRCC = 0.8536 ]
+INFO:root:Average loss=0.1174853455561858
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2319 | LCC = 0.8613 | SRCC = 0.8604 ]
+INFO:root:Average loss=0.10952421315969565
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2280 | LCC = 0.8591 | SRCC = 0.8576 ]
+INFO:root:Average loss=0.10729346314492898
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2272 | LCC = 0.8565 | SRCC = 0.8569 ]
+INFO:root:Average loss=0.10290946543980868
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2350 | LCC = 0.8527 | SRCC = 0.8519 ]
+INFO:root:Average loss=0.1009528110615718
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2495 | LCC = 0.8532 | SRCC = 0.8516 ]
+INFO:root:Average loss=0.09898330529148762
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2370 | LCC = 0.8574 | SRCC = 0.8560 ]
+INFO:root:Average loss=0.08234792049878682
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2412 | LCC = 0.8522 | SRCC = 0.8526 ]
+INFO:root:Average loss=0.08056891752550235
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2346 | LCC = 0.8537 | SRCC = 0.8527 ]
+INFO:root:Average loss=0.07293524134617585
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2431 | LCC = 0.8525 | SRCC = 0.8505 ]
+INFO:root:Average loss=0.07383934986323883
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2345 | LCC = 0.8513 | SRCC = 0.8493 ]
+INFO:root:Average loss=0.06972628550078624
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2346 | LCC = 0.8533 | SRCC = 0.8534 ]
+INFO:root:Average loss=0.0684538040883266
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2375 | LCC = 0.8521 | SRCC = 0.8504 ]
+INFO:root:Average loss=0.062295844205296956
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2306 | LCC = 0.8508 | SRCC = 0.8495 ]
+INFO:root:Average loss=0.05993208207954199
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2357 | LCC = 0.8499 | SRCC = 0.8489 ]
+INFO:root:Average loss=0.060918476241521344
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2429 | LCC = 0.8494 | SRCC = 0.8471 ]
+INFO:root:Average loss=0.05870150402188301
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2433 | LCC = 0.8478 | SRCC = 0.8469 ]
+INFO:root:Average loss=0.057584391453136236
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2349 | LCC = 0.8516 | SRCC = 0.8503 ]
+INFO:root:Average loss=0.05320647616799061
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2407 | LCC = 0.8507 | SRCC = 0.8493 ]
+INFO:root:Average loss=0.053127878035108246
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2348 | LCC = 0.8506 | SRCC = 0.8490 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2496 | LCC = 0.8555 | SRCC = 0.8568 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer5/run3/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer5/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer5/run3/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer5/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..911cd426bcdbe9cefe82dbe5ac87312917830439
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer5/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c5e5b6d73b3bb862d79284f967dfeef955f59d91124847fc7f31a1a5f386a11d
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer5/run3/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer5/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..5f2928097f39cc12ba39fca3e04066187dfe5aa5
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer5/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_2epoch/layer5/run3/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer5/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..f99eda36c2c1c2fa95cb8b7e42022896eb270c51
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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=0.4304399429223476
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3342 | LCC = 0.8069 | SRCC = 0.8088 ]
+INFO:root:Average loss=0.2719650822572219
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2994 | LCC = 0.8358 | SRCC = 0.8353 ]
+INFO:root:Average loss=0.24718677424467528
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3012 | LCC = 0.8425 | SRCC = 0.8449 ]
+INFO:root:Average loss=0.21919380586880904
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2561 | LCC = 0.8507 | SRCC = 0.8502 ]
+INFO:root:Average loss=0.2085988101286766
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2570 | LCC = 0.8507 | SRCC = 0.8508 ]
+INFO:root:Average loss=0.19763298972676963
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2730 | LCC = 0.8536 | SRCC = 0.8528 ]
+INFO:root:Average loss=0.17771378780404726
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2854 | LCC = 0.8553 | SRCC = 0.8539 ]
+INFO:root:Average loss=0.16417780470771667
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2478 | LCC = 0.8550 | SRCC = 0.8538 ]
+INFO:root:Average loss=0.15401804494934204
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2628 | LCC = 0.8538 | SRCC = 0.8524 ]
+INFO:root:Average loss=0.14907672514136022
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2646 | LCC = 0.8522 | SRCC = 0.8524 ]
+INFO:root:Average loss=0.14496498325696358
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2742 | LCC = 0.8529 | SRCC = 0.8540 ]
+INFO:root:Average loss=0.13120975651038
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2355 | LCC = 0.8580 | SRCC = 0.8560 ]
+INFO:root:Average loss=0.120747194171716
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2534 | LCC = 0.8542 | SRCC = 0.8543 ]
+INFO:root:Average loss=0.11378994264090672
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2488 | LCC = 0.8537 | SRCC = 0.8523 ]
+INFO:root:Average loss=0.1065133097462165
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2767 | LCC = 0.8504 | SRCC = 0.8513 ]
+INFO:root:Average loss=0.10829623005329034
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2435 | LCC = 0.8528 | SRCC = 0.8523 ]
+INFO:root:Average loss=0.09737009421373025
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2469 | LCC = 0.8525 | SRCC = 0.8512 ]
+INFO:root:Average loss=0.09333087117052995
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2499 | LCC = 0.8517 | SRCC = 0.8516 ]
+INFO:root:Average loss=0.08740969866705246
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2601 | LCC = 0.8518 | SRCC = 0.8525 ]
+INFO:root:Average loss=0.0781118128544245
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2511 | LCC = 0.8490 | SRCC = 0.8491 ]
+INFO:root:Average loss=0.07485237884788941
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2377 | LCC = 0.8513 | SRCC = 0.8518 ]
+INFO:root:Average loss=0.07946037935713927
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2501 | LCC = 0.8521 | SRCC = 0.8513 ]
+INFO:root:Average loss=0.07163553384061043
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2832 | LCC = 0.8446 | SRCC = 0.8452 ]
+INFO:root:Average loss=0.07256738803325555
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2276 | LCC = 0.8548 | SRCC = 0.8533 ]
+INFO:root:Average loss=0.06370258699051845
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2358 | LCC = 0.8529 | SRCC = 0.8511 ]
+INFO:root:Average loss=0.06231543818154396
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2398 | LCC = 0.8530 | SRCC = 0.8505 ]
+INFO:root:Average loss=0.05945392005527631
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2417 | LCC = 0.8543 | SRCC = 0.8531 ]
+INFO:root:Average loss=0.05954495282509388
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2399 | LCC = 0.8531 | SRCC = 0.8522 ]
+INFO:root:Average loss=0.059221067991203226
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2421 | LCC = 0.8533 | SRCC = 0.8525 ]
+INFO:root:Average loss=0.05930538685658039
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2348 | LCC = 0.8551 | SRCC = 0.8546 ]
+INFO:root:Average loss=0.0557282395565357
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2587 | LCC = 0.8508 | SRCC = 0.8501 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2452 | LCC = 0.8520 | SRCC = 0.8535 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer5/run4/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer5/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer5/run4/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer5/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..3f3f645c26a3ccc276208ca941791df570f176ab
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer5/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/layer5/run4/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer5/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..eef517d8877345a827102658861a67cbf3a2da54
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer5/run4/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer5/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..0ee25eb8c8f45bb69ee333e0e258e6f34b035cb6
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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=0.440632789180829
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3423 | LCC = 0.8040 | SRCC = 0.8062 ]
+INFO:root:Average loss=0.2769255596093642
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3030 | LCC = 0.8363 | SRCC = 0.8338 ]
+INFO:root:Average loss=0.24370400321025115
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2915 | LCC = 0.8424 | SRCC = 0.8388 ]
+INFO:root:Average loss=0.2232109023592411
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2733 | LCC = 0.8479 | SRCC = 0.8479 ]
+INFO:root:Average loss=0.19734020894154525
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2767 | LCC = 0.8549 | SRCC = 0.8511 ]
+INFO:root:Average loss=0.18529265727370214
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2396 | LCC = 0.8576 | SRCC = 0.8563 ]
+INFO:root:Average loss=0.17368695846734902
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2716 | LCC = 0.8558 | SRCC = 0.8548 ]
+INFO:root:Average loss=0.15731440580044037
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2623 | LCC = 0.8597 | SRCC = 0.8582 ]
+INFO:root:Average loss=0.1492131476600965
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2393 | LCC = 0.8561 | SRCC = 0.8549 ]
+INFO:root:Average loss=0.13912334092534506
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2539 | LCC = 0.8550 | SRCC = 0.8550 ]
+INFO:root:Average loss=0.13336492568636552
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2546 | LCC = 0.8533 | SRCC = 0.8509 ]
+INFO:root:Average loss=0.12172118813181534
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2317 | LCC = 0.8575 | SRCC = 0.8570 ]
+INFO:root:Average loss=0.11279679748874444
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2416 | LCC = 0.8539 | SRCC = 0.8536 ]
+INFO:root:Average loss=0.12020231649661675
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2562 | LCC = 0.8555 | SRCC = 0.8543 ]
+INFO:root:Average loss=0.09965758283550923
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2288 | LCC = 0.8574 | SRCC = 0.8561 ]
+INFO:root:Average loss=0.09444686994911769
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2442 | LCC = 0.8527 | SRCC = 0.8509 ]
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+INFO:root:
+[Valid][16][UTT][ MSE = 0.2302 | LCC = 0.8569 | SRCC = 0.8552 ]
+INFO:root:Average loss=0.08521000429605827
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2319 | LCC = 0.8555 | SRCC = 0.8548 ]
+INFO:root:Average loss=0.08155398147228436
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2229 | LCC = 0.8557 | SRCC = 0.8559 ]
+INFO:root:Average loss=0.08076945214699476
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2386 | LCC = 0.8564 | SRCC = 0.8542 ]
+INFO:root:Average loss=0.08020685603603339
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2315 | LCC = 0.8555 | SRCC = 0.8534 ]
+INFO:root:Average loss=0.06808629063650584
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2315 | LCC = 0.8560 | SRCC = 0.8535 ]
+INFO:root:Average loss=0.06601778159920986
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2256 | LCC = 0.8590 | SRCC = 0.8572 ]
+INFO:root:Average loss=0.0624178626980537
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2372 | LCC = 0.8557 | SRCC = 0.8548 ]
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+INFO:root:
+[Valid][24][UTT][ MSE = 0.2309 | LCC = 0.8568 | SRCC = 0.8542 ]
+INFO:root:Average loss=0.060670554637908936
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2263 | LCC = 0.8559 | SRCC = 0.8549 ]
+INFO:root:Average loss=0.05327345564579352
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2325 | LCC = 0.8561 | SRCC = 0.8533 ]
+INFO:root:Average loss=0.053217802005700574
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2280 | LCC = 0.8569 | SRCC = 0.8551 ]
+INFO:root:Average loss=0.05145088468606655
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2388 | LCC = 0.8529 | SRCC = 0.8499 ]
+INFO:root:Average loss=0.04603676397639971
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2373 | LCC = 0.8560 | SRCC = 0.8532 ]
+INFO:root:Average loss=0.04926757409404486
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2354 | LCC = 0.8560 | SRCC = 0.8542 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2868 | LCC = 0.8529 | SRCC = 0.8541 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer6/run0/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer6/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer6/run0/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer6/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..a92c652497805046f9fdb1fe3ea798b78994d207
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer6/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_2epoch/layer6/run0/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer6/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_2epoch/layer6/run0/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer6/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..16312dc0b96c8d0db83d3484e3b2057f9a2e5b80
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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=0.47040780939352816
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3468 | LCC = 0.7896 | SRCC = 0.7915 ]
+INFO:root:Average loss=0.2847976778180171
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3038 | LCC = 0.8241 | SRCC = 0.8237 ]
+INFO:root:Average loss=0.2524728616460776
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3145 | LCC = 0.8350 | SRCC = 0.8325 ]
+INFO:root:Average loss=0.22784886098442933
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2943 | LCC = 0.8431 | SRCC = 0.8421 ]
+INFO:root:Average loss=0.21348233883961654
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2528 | LCC = 0.8483 | SRCC = 0.8464 ]
+INFO:root:Average loss=0.19737713650251046
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2605 | LCC = 0.8495 | SRCC = 0.8484 ]
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+INFO:root:
+[Valid][6][UTT][ MSE = 0.2908 | LCC = 0.8496 | SRCC = 0.8493 ]
+INFO:root:Average loss=0.1725703270580524
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2758 | LCC = 0.8503 | SRCC = 0.8488 ]
+INFO:root:Average loss=0.1616462038304561
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2740 | LCC = 0.8517 | SRCC = 0.8493 ]
+INFO:root:Average loss=0.15077212596168885
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2562 | LCC = 0.8522 | SRCC = 0.8513 ]
+INFO:root:Average loss=0.13316431058905062
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2672 | LCC = 0.8465 | SRCC = 0.8462 ]
+INFO:root:Average loss=0.14173676618016684
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2896 | LCC = 0.8461 | SRCC = 0.8462 ]
+INFO:root:Average loss=0.12550433753774717
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2513 | LCC = 0.8476 | SRCC = 0.8474 ]
+INFO:root:Average loss=0.11544311151672633
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2553 | LCC = 0.8465 | SRCC = 0.8466 ]
+INFO:root:Average loss=0.10236274651609935
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2467 | LCC = 0.8453 | SRCC = 0.8442 ]
+INFO:root:Average loss=0.10719781731947875
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2615 | LCC = 0.8444 | SRCC = 0.8440 ]
+INFO:root:Average loss=0.10776156464066261
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2540 | LCC = 0.8451 | SRCC = 0.8440 ]
+INFO:root:Average loss=0.0957528503659444
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2496 | LCC = 0.8476 | SRCC = 0.8472 ]
+INFO:root:Average loss=0.09491507049936515
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2625 | LCC = 0.8453 | SRCC = 0.8455 ]
+INFO:root:Average loss=0.08656031103470387
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2573 | LCC = 0.8469 | SRCC = 0.8467 ]
+INFO:root:Average loss=0.07760185089248878
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2789 | LCC = 0.8443 | SRCC = 0.8439 ]
+INFO:root:Average loss=0.07448826973827985
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2542 | LCC = 0.8401 | SRCC = 0.8404 ]
+INFO:root:Average loss=0.07037244560435796
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2645 | LCC = 0.8451 | SRCC = 0.8446 ]
+INFO:root:Average loss=0.06731914499631295
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2720 | LCC = 0.8441 | SRCC = 0.8432 ]
+INFO:root:Average loss=0.06750235181206311
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2553 | LCC = 0.8444 | SRCC = 0.8443 ]
+INFO:root:Average loss=0.06247976551262232
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2927 | LCC = 0.8384 | SRCC = 0.8391 ]
+INFO:root:Average loss=0.06584692392975856
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2691 | LCC = 0.8437 | SRCC = 0.8437 ]
+INFO:root:Average loss=0.06266157863995968
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2720 | LCC = 0.8460 | SRCC = 0.8463 ]
+INFO:root:Average loss=0.05764797415870886
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2713 | LCC = 0.8454 | SRCC = 0.8449 ]
+INFO:root:Average loss=0.05588005172709624
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2823 | LCC = 0.8440 | SRCC = 0.8440 ]
+INFO:root:Average loss=0.05419999981919924
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2399 | LCC = 0.8461 | SRCC = 0.8459 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2553 | LCC = 0.8486 | SRCC = 0.8482 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer6/run1/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer6/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer6/run1/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer6/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..6cf53497349ffd153644a04cdb81056aa67cfce1
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer6/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3498eb1c7c7bf380e688a2bd429b0a1514b48c8f0bef510a012b5d2cf8c9bdb4
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer6/run1/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer6/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..8f9c4192d3b52f129e98168dd716a973cdbbe224
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer6/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2a4792b0e1dc7e0d3c7e6a025bb2449de7ab3f0bb3621b780e099b0b3ac2051b
+size 2749702
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer6/run1/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer6/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..d214163071c50604dea47284e3d55f39a9e73e7e
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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=0.46640389928450954
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3622 | LCC = 0.7891 | SRCC = 0.8015 ]
+INFO:root:Average loss=0.28379953385163575
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3096 | LCC = 0.8280 | SRCC = 0.8283 ]
+INFO:root:Average loss=0.2506103840393898
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2913 | LCC = 0.8394 | SRCC = 0.8400 ]
+INFO:root:Average loss=0.23249359705891365
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2797 | LCC = 0.8443 | SRCC = 0.8418 ]
+INFO:root:Average loss=0.21199272802242866
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2710 | LCC = 0.8480 | SRCC = 0.8446 ]
+INFO:root:Average loss=0.19975523344981364
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2673 | LCC = 0.8475 | SRCC = 0.8472 ]
+INFO:root:Average loss=0.1898851839777751
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2709 | LCC = 0.8511 | SRCC = 0.8483 ]
+INFO:root:Average loss=0.1755053773522377
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2503 | LCC = 0.8541 | SRCC = 0.8510 ]
+INFO:root:Average loss=0.16061040310141367
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2807 | LCC = 0.8522 | SRCC = 0.8511 ]
+INFO:root:Average loss=0.14945117174050745
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2459 | LCC = 0.8515 | SRCC = 0.8491 ]
+INFO:root:Average loss=0.14569364354396477
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2486 | LCC = 0.8508 | SRCC = 0.8482 ]
+INFO:root:Average loss=0.1416880479798867
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2413 | LCC = 0.8508 | SRCC = 0.8488 ]
+INFO:root:Average loss=0.12811346247028083
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2651 | LCC = 0.8460 | SRCC = 0.8435 ]
+INFO:root:Average loss=0.11279336678294036
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2489 | LCC = 0.8470 | SRCC = 0.8443 ]
+INFO:root:Average loss=0.11669147807436112
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2543 | LCC = 0.8453 | SRCC = 0.8421 ]
+INFO:root:Average loss=0.10580313831376724
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2505 | LCC = 0.8496 | SRCC = 0.8471 ]
+INFO:root:Average loss=0.11645764227096851
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3083 | LCC = 0.8412 | SRCC = 0.8401 ]
+INFO:root:Average loss=0.09696846942488964
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2799 | LCC = 0.8417 | SRCC = 0.8392 ]
+INFO:root:Average loss=0.09029279835522175
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2425 | LCC = 0.8464 | SRCC = 0.8445 ]
+INFO:root:Average loss=0.08265529042826249
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2410 | LCC = 0.8441 | SRCC = 0.8425 ]
+INFO:root:Average loss=0.08152824783554444
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2534 | LCC = 0.8419 | SRCC = 0.8399 ]
+INFO:root:Average loss=0.08220520219168602
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2503 | LCC = 0.8423 | SRCC = 0.8413 ]
+INFO:root:Average loss=0.08141673136598025
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2641 | LCC = 0.8407 | SRCC = 0.8398 ]
+INFO:root:Average loss=0.07726746214888035
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2577 | LCC = 0.8423 | SRCC = 0.8406 ]
+INFO:root:Average loss=0.06693116857264286
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2645 | LCC = 0.8394 | SRCC = 0.8384 ]
+INFO:root:Average loss=0.07199445309547278
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2514 | LCC = 0.8423 | SRCC = 0.8410 ]
+INFO:root:Average loss=0.07116440860315776
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2584 | LCC = 0.8404 | SRCC = 0.8382 ]
+INFO:root:Average loss=0.062282325652165293
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2736 | LCC = 0.8391 | SRCC = 0.8386 ]
+INFO:root:Average loss=0.06544030405198917
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2503 | LCC = 0.8447 | SRCC = 0.8432 ]
+INFO:root:Average loss=0.058969370590952724
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2572 | LCC = 0.8427 | SRCC = 0.8409 ]
+INFO:root:Average loss=0.056886494207458616
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2591 | LCC = 0.8395 | SRCC = 0.8374 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2621 | LCC = 0.8482 | SRCC = 0.8478 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer6/run2/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer6/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer6/run2/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer6/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..488df2d2f823db9b68265fb55981e28767a06346
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer6/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ff9566b09fc7cc32e0695b9a2c556a353eba0d878603830a82e6a9349e070318
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer6/run2/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer6/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4e73614372f4744942e06313c59b87c76d95ae4d
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer6/run2/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:01eb940b57fefb1a399a1914f6cae931e23d5ddaecbf5f4de6409d5343a4caa2
+size 2749702
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer6/run2/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer6/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..e4437b4bbd95d1387f25b96554c94fd69ccf29ff
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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=0.5075658947611467
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3460 | LCC = 0.7946 | SRCC = 0.7971 ]
+INFO:root:Average loss=0.29026743674125427
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3157 | LCC = 0.8235 | SRCC = 0.8257 ]
+INFO:root:Average loss=0.26149706408763546
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3037 | LCC = 0.8393 | SRCC = 0.8374 ]
+INFO:root:Average loss=0.2327426495269323
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3205 | LCC = 0.8496 | SRCC = 0.8473 ]
+INFO:root:Average loss=0.21384479926946837
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3199 | LCC = 0.8498 | SRCC = 0.8465 ]
+INFO:root:Average loss=0.20510303028500998
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2536 | LCC = 0.8533 | SRCC = 0.8515 ]
+INFO:root:Average loss=0.1931032039798223
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2766 | LCC = 0.8560 | SRCC = 0.8527 ]
+INFO:root:Average loss=0.1812341873271343
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2795 | LCC = 0.8580 | SRCC = 0.8554 ]
+INFO:root:Average loss=0.1680853291390798
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2475 | LCC = 0.8575 | SRCC = 0.8561 ]
+INFO:root:Average loss=0.15964612326560876
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3446 | LCC = 0.8529 | SRCC = 0.8518 ]
+INFO:root:Average loss=0.17504164137137243
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2636 | LCC = 0.8554 | SRCC = 0.8549 ]
+INFO:root:Average loss=0.1450587782340172
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2684 | LCC = 0.8551 | SRCC = 0.8541 ]
+INFO:root:Average loss=0.12834073058687723
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2483 | LCC = 0.8542 | SRCC = 0.8537 ]
+INFO:root:Average loss=0.12355610938408436
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2446 | LCC = 0.8541 | SRCC = 0.8534 ]
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+INFO:root:
+[Valid][14][UTT][ MSE = 0.2577 | LCC = 0.8534 | SRCC = 0.8519 ]
+INFO:root:Average loss=0.1053730219316024
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2440 | LCC = 0.8537 | SRCC = 0.8535 ]
+INFO:root:Average loss=0.10492380135334455
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2751 | LCC = 0.8515 | SRCC = 0.8518 ]
+INFO:root:Average loss=0.09638812273549728
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2748 | LCC = 0.8496 | SRCC = 0.8492 ]
+INFO:root:Average loss=0.09047482062417728
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2840 | LCC = 0.8496 | SRCC = 0.8497 ]
+INFO:root:Average loss=0.08396384506844558
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2948 | LCC = 0.8490 | SRCC = 0.8510 ]
+INFO:root:Average loss=0.08005128920269318
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2681 | LCC = 0.8495 | SRCC = 0.8496 ]
+INFO:root:Average loss=0.07758580420452815
+INFO:root:
+[Valid][21][UTT][ MSE = 0.3260 | LCC = 0.8439 | SRCC = 0.8465 ]
+INFO:root:Average loss=0.07589406610872501
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2512 | LCC = 0.8486 | SRCC = 0.8489 ]
+INFO:root:Average loss=0.07789191102179197
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2589 | LCC = 0.8496 | SRCC = 0.8501 ]
+INFO:root:Average loss=0.07236680025473619
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2576 | LCC = 0.8491 | SRCC = 0.8490 ]
+INFO:root:Average loss=0.06969243498184742
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2495 | LCC = 0.8495 | SRCC = 0.8502 ]
+INFO:root:Average loss=0.060403333499263495
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2680 | LCC = 0.8480 | SRCC = 0.8482 ]
+INFO:root:Average loss=0.05890220102782433
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2872 | LCC = 0.8441 | SRCC = 0.8442 ]
+INFO:root:Average loss=0.06078556757897903
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2488 | LCC = 0.8476 | SRCC = 0.8471 ]
+INFO:root:Average loss=0.05815214417779293
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2858 | LCC = 0.8456 | SRCC = 0.8455 ]
+INFO:root:Average loss=0.05704020708799362
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2525 | LCC = 0.8443 | SRCC = 0.8443 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2809 | LCC = 0.8438 | SRCC = 0.8419 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer6/run3/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer6/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer6/run3/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer6/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..797a7820dd0dcdc8ac5b966e8256f3e40de9c186
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer6/run3/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer6/run3/model_best.pt
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer6/run3/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer6/run3/train.log
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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=0.43978516661967987
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3516 | LCC = 0.7972 | SRCC = 0.7990 ]
+INFO:root:Average loss=0.28500203253367007
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3239 | LCC = 0.8284 | SRCC = 0.8259 ]
+INFO:root:Average loss=0.25458285747430265
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2995 | LCC = 0.8410 | SRCC = 0.8383 ]
+INFO:root:Average loss=0.22501173214270517
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2746 | LCC = 0.8480 | SRCC = 0.8455 ]
+INFO:root:Average loss=0.21156645699953422
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2995 | LCC = 0.8461 | SRCC = 0.8420 ]
+INFO:root:Average loss=0.20807096094657213
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2909 | LCC = 0.8505 | SRCC = 0.8478 ]
+INFO:root:Average loss=0.19301560339637291
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2692 | LCC = 0.8511 | SRCC = 0.8481 ]
+INFO:root:Average loss=0.18584806653551567
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2793 | LCC = 0.8519 | SRCC = 0.8505 ]
+INFO:root:Average loss=0.1655916224878568
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2478 | LCC = 0.8522 | SRCC = 0.8505 ]
+INFO:root:Average loss=0.16109384204714727
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2495 | LCC = 0.8533 | SRCC = 0.8516 ]
+INFO:root:Average loss=0.15531294897962838
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2605 | LCC = 0.8516 | SRCC = 0.8500 ]
+INFO:root:Average loss=0.13765670311374542
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2616 | LCC = 0.8487 | SRCC = 0.8472 ]
+INFO:root:Average loss=0.12743768917444426
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2544 | LCC = 0.8531 | SRCC = 0.8514 ]
+INFO:root:Average loss=0.11787287957775287
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2562 | LCC = 0.8500 | SRCC = 0.8497 ]
+INFO:root:Average loss=0.11734688291564965
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2526 | LCC = 0.8482 | SRCC = 0.8474 ]
+INFO:root:Average loss=0.11064825827876727
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2513 | LCC = 0.8475 | SRCC = 0.8468 ]
+INFO:root:Average loss=0.09880908282521443
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2790 | LCC = 0.8391 | SRCC = 0.8395 ]
+INFO:root:Average loss=0.09873047213141735
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2527 | LCC = 0.8459 | SRCC = 0.8454 ]
+INFO:root:Average loss=0.09585528844633164
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2458 | LCC = 0.8474 | SRCC = 0.8474 ]
+INFO:root:Average loss=0.09206413582731517
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2528 | LCC = 0.8471 | SRCC = 0.8466 ]
+INFO:root:Average loss=0.08207124414352271
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2481 | LCC = 0.8484 | SRCC = 0.8477 ]
+INFO:root:Average loss=0.07701822532675205
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2608 | LCC = 0.8461 | SRCC = 0.8461 ]
+INFO:root:Average loss=0.07568967781769924
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2615 | LCC = 0.8489 | SRCC = 0.8487 ]
+INFO:root:Average loss=0.07623693471153577
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2567 | LCC = 0.8501 | SRCC = 0.8501 ]
+INFO:root:Average loss=0.07265575683842866
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2444 | LCC = 0.8496 | SRCC = 0.8493 ]
+INFO:root:Average loss=0.07118678231460926
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2479 | LCC = 0.8479 | SRCC = 0.8474 ]
+INFO:root:Average loss=0.06768396544532898
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2398 | LCC = 0.8519 | SRCC = 0.8516 ]
+INFO:root:Average loss=0.06559269493206954
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2513 | LCC = 0.8479 | SRCC = 0.8472 ]
+INFO:root:Average loss=0.059528422326995775
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2594 | LCC = 0.8483 | SRCC = 0.8477 ]
+INFO:root:Average loss=0.06218712361386189
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2527 | LCC = 0.8458 | SRCC = 0.8447 ]
+INFO:root:Average loss=0.054288098779626384
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2455 | LCC = 0.8465 | SRCC = 0.8460 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2665 | LCC = 0.8479 | SRCC = 0.8482 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer6/run4/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer6/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer6/run4/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer6/run4/model.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer6/run4/model.pt
@@ -0,0 +1,3 @@
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer6/run4/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer6/run4/model_best.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer6/run4/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer6/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..8d5e2d35b1159d46fc547ccc9de4c27820034247
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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=0.420570028707003
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3520 | LCC = 0.7927 | SRCC = 0.7947 ]
+INFO:root:Average loss=0.2827154512588794
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2978 | LCC = 0.8234 | SRCC = 0.8231 ]
+INFO:root:Average loss=0.25289534548154247
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2854 | LCC = 0.8390 | SRCC = 0.8372 ]
+INFO:root:Average loss=0.22739037288687167
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2965 | LCC = 0.8433 | SRCC = 0.8405 ]
+INFO:root:Average loss=0.2204444822974694
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2509 | LCC = 0.8441 | SRCC = 0.8437 ]
+INFO:root:Average loss=0.20369883120442048
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2764 | LCC = 0.8506 | SRCC = 0.8499 ]
+INFO:root:Average loss=0.19148393663076255
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2672 | LCC = 0.8482 | SRCC = 0.8486 ]
+INFO:root:Average loss=0.1780370073631788
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2902 | LCC = 0.8497 | SRCC = 0.8500 ]
+INFO:root:Average loss=0.1674891094175669
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2386 | LCC = 0.8501 | SRCC = 0.8504 ]
+INFO:root:Average loss=0.1523930867895102
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2392 | LCC = 0.8534 | SRCC = 0.8528 ]
+INFO:root:Average loss=0.1557608945056414
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2393 | LCC = 0.8502 | SRCC = 0.8500 ]
+INFO:root:Average loss=0.15239368885373458
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2733 | LCC = 0.8470 | SRCC = 0.8476 ]
+INFO:root:Average loss=0.12914409259190926
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2661 | LCC = 0.8434 | SRCC = 0.8439 ]
+INFO:root:Average loss=0.1191936058875842
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2452 | LCC = 0.8428 | SRCC = 0.8433 ]
+INFO:root:Average loss=0.1152621593612891
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2952 | LCC = 0.8424 | SRCC = 0.8417 ]
+INFO:root:Average loss=0.12354740615074451
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2569 | LCC = 0.8435 | SRCC = 0.8447 ]
+INFO:root:Average loss=0.10981429435121708
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2542 | LCC = 0.8430 | SRCC = 0.8419 ]
+INFO:root:Average loss=0.10210582833641614
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2722 | LCC = 0.8427 | SRCC = 0.8432 ]
+INFO:root:Average loss=0.09427633623664196
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2613 | LCC = 0.8383 | SRCC = 0.8387 ]
+INFO:root:Average loss=0.08598086395515846
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2708 | LCC = 0.8360 | SRCC = 0.8369 ]
+INFO:root:Average loss=0.0860133903244367
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2787 | LCC = 0.8364 | SRCC = 0.8368 ]
+INFO:root:Average loss=0.08268515923275398
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2650 | LCC = 0.8336 | SRCC = 0.8337 ]
+INFO:root:Average loss=0.07361353422777775
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2606 | LCC = 0.8358 | SRCC = 0.8350 ]
+INFO:root:Average loss=0.07229995579482654
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2577 | LCC = 0.8366 | SRCC = 0.8362 ]
+INFO:root:Average loss=0.07023149074461216
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2757 | LCC = 0.8386 | SRCC = 0.8388 ]
+INFO:root:Average loss=0.06715868188975713
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2598 | LCC = 0.8357 | SRCC = 0.8349 ]
+INFO:root:Average loss=0.06572776459730588
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2553 | LCC = 0.8367 | SRCC = 0.8365 ]
+INFO:root:Average loss=0.06025792629672931
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2691 | LCC = 0.8357 | SRCC = 0.8341 ]
+INFO:root:Average loss=0.0665111626761082
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2612 | LCC = 0.8359 | SRCC = 0.8343 ]
+INFO:root:Average loss=0.057380601620444886
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2734 | LCC = 0.8321 | SRCC = 0.8317 ]
+INFO:root:Average loss=0.055680168935885795
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2831 | LCC = 0.8307 | SRCC = 0.8307 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2677 | LCC = 0.8461 | SRCC = 0.8473 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer7/run0/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer7/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer7/run0/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer7/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..0c276426695bc8d65d73b2049ddb1075a6f4b0ee
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer7/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/layer7/run0/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer7/run0/model_best.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer7/run0/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer7/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..6e88d2acdb9f24f1389937eae1825275e025b895
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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=0.3987163972014036
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3373 | LCC = 0.8154 | SRCC = 0.8205 ]
+INFO:root:Average loss=0.2654454776873955
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3323 | LCC = 0.8458 | SRCC = 0.8433 ]
+INFO:root:Average loss=0.23150800455075043
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2826 | LCC = 0.8514 | SRCC = 0.8496 ]
+INFO:root:Average loss=0.21382885942092308
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2436 | LCC = 0.8566 | SRCC = 0.8549 ]
+INFO:root:Average loss=0.21079810441304475
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3011 | LCC = 0.8568 | SRCC = 0.8549 ]
+INFO:root:Average loss=0.1882258802652359
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2524 | LCC = 0.8554 | SRCC = 0.8534 ]
+INFO:root:Average loss=0.17371350593673876
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2572 | LCC = 0.8561 | SRCC = 0.8561 ]
+INFO:root:Average loss=0.16841356475383806
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2686 | LCC = 0.8570 | SRCC = 0.8547 ]
+INFO:root:Average loss=0.16264294575040156
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2474 | LCC = 0.8573 | SRCC = 0.8558 ]
+INFO:root:Average loss=0.15718976971812737
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2357 | LCC = 0.8542 | SRCC = 0.8536 ]
+INFO:root:Average loss=0.13570824208167884
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2564 | LCC = 0.8511 | SRCC = 0.8486 ]
+INFO:root:Average loss=0.1273104161119614
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2871 | LCC = 0.8527 | SRCC = 0.8532 ]
+INFO:root:Average loss=0.12216594461829235
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2726 | LCC = 0.8546 | SRCC = 0.8521 ]
+INFO:root:Average loss=0.11005371799453711
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2538 | LCC = 0.8489 | SRCC = 0.8475 ]
+INFO:root:Average loss=0.10464241231481235
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2668 | LCC = 0.8490 | SRCC = 0.8472 ]
+INFO:root:Average loss=0.10206075929678403
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2618 | LCC = 0.8467 | SRCC = 0.8454 ]
+INFO:root:Average loss=0.09557346378763516
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2918 | LCC = 0.8473 | SRCC = 0.8445 ]
+INFO:root:Average loss=0.0899546208480994
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2761 | LCC = 0.8513 | SRCC = 0.8515 ]
+INFO:root:Average loss=0.08617332611137475
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3299 | LCC = 0.8443 | SRCC = 0.8429 ]
+INFO:root:Average loss=0.085644580805913
+INFO:root:
+[Valid][19][UTT][ MSE = 0.3038 | LCC = 0.8426 | SRCC = 0.8405 ]
+INFO:root:Average loss=0.07965702276963454
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2437 | LCC = 0.8489 | SRCC = 0.8485 ]
+INFO:root:Average loss=0.07718084934048164
+INFO:root:
+[Valid][21][UTT][ MSE = 0.3199 | LCC = 0.8437 | SRCC = 0.8426 ]
+INFO:root:Average loss=0.07021113146000947
+INFO:root:
+[Valid][22][UTT][ MSE = 0.3095 | LCC = 0.8448 | SRCC = 0.8441 ]
+INFO:root:Average loss=0.06651001237332821
+INFO:root:
+[Valid][23][UTT][ MSE = 0.3293 | LCC = 0.8440 | SRCC = 0.8426 ]
+INFO:root:Average loss=0.06625367261660405
+INFO:root:
+[Valid][24][UTT][ MSE = 0.3194 | LCC = 0.8437 | SRCC = 0.8445 ]
+INFO:root:Average loss=0.061046320371902905
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2808 | LCC = 0.8400 | SRCC = 0.8383 ]
+INFO:root:Average loss=0.061678845387620806
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2875 | LCC = 0.8421 | SRCC = 0.8419 ]
+INFO:root:Average loss=0.06355267906418213
+INFO:root:
+[Valid][27][UTT][ MSE = 0.3249 | LCC = 0.8396 | SRCC = 0.8409 ]
+INFO:root:Average loss=0.05961080272801411
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2736 | LCC = 0.8387 | SRCC = 0.8378 ]
+INFO:root:Average loss=0.05574739452164907
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2516 | LCC = 0.8406 | SRCC = 0.8400 ]
+INFO:root:Average loss=0.0558573588108023
+INFO:root:
+[Valid][30][UTT][ MSE = 0.3263 | LCC = 0.8380 | SRCC = 0.8372 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2536 | LCC = 0.8463 | SRCC = 0.8463 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer7/run1/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer7/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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_2epoch/layer7/run1/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer7/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..eb9fdd3d4017ef743745bfca8c7731d14b712380
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer7/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:06490309c77fc3884a080a5b6bb450be46f21dcdaf3c8651a29a4412f433e896
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer7/run1/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer7/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e3167e9d2eb628a50f1870ce83213cf63719ac75
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer7/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b1a32e0800a9f1e3ae2673e08d8bedbb2d5cfd5b21469050933f011fe7f1f7b3
+size 2749702
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer7/run1/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer7/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..31223b3508607ba4124d2dae34b31067fa5f3fa9
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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=0.493474352818269
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3615 | LCC = 0.7981 | SRCC = 0.8028 ]
+INFO:root:Average loss=0.29078767754328555
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3440 | LCC = 0.8279 | SRCC = 0.8302 ]
+INFO:root:Average loss=0.2504318960202046
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2820 | LCC = 0.8468 | SRCC = 0.8462 ]
+INFO:root:Average loss=0.22582051348991883
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2680 | LCC = 0.8529 | SRCC = 0.8533 ]
+INFO:root:Average loss=0.21647841082169458
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2632 | LCC = 0.8522 | SRCC = 0.8523 ]
+INFO:root:Average loss=0.19866898140081993
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2813 | LCC = 0.8516 | SRCC = 0.8523 ]
+INFO:root:Average loss=0.18444903691609701
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2566 | LCC = 0.8582 | SRCC = 0.8586 ]
+INFO:root:Average loss=0.1721430623378509
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2340 | LCC = 0.8594 | SRCC = 0.8601 ]
+INFO:root:Average loss=0.161695392563557
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2361 | LCC = 0.8606 | SRCC = 0.8618 ]
+INFO:root:Average loss=0.15809816045638841
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2356 | LCC = 0.8620 | SRCC = 0.8624 ]
+INFO:root:Average loss=0.14217107475568086
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2498 | LCC = 0.8587 | SRCC = 0.8597 ]
+INFO:root:Average loss=0.13161737997180376
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2645 | LCC = 0.8556 | SRCC = 0.8560 ]
+INFO:root:Average loss=0.12440385296940804
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2560 | LCC = 0.8558 | SRCC = 0.8559 ]
+INFO:root:Average loss=0.11502777956999265
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2730 | LCC = 0.8538 | SRCC = 0.8539 ]
+INFO:root:Average loss=0.1110049388729609
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2436 | LCC = 0.8552 | SRCC = 0.8554 ]
+INFO:root:Average loss=0.10909928400547077
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2778 | LCC = 0.8479 | SRCC = 0.8495 ]
+INFO:root:Average loss=0.10368559547723868
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2739 | LCC = 0.8506 | SRCC = 0.8501 ]
+INFO:root:Average loss=0.09336117378030068
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2510 | LCC = 0.8508 | SRCC = 0.8503 ]
+INFO:root:Average loss=0.0890915127327809
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2668 | LCC = 0.8498 | SRCC = 0.8497 ]
+INFO:root:Average loss=0.09285752499141754
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2378 | LCC = 0.8518 | SRCC = 0.8526 ]
+INFO:root:Average loss=0.0848172518114249
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2475 | LCC = 0.8489 | SRCC = 0.8480 ]
+INFO:root:Average loss=0.07711340845204316
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2592 | LCC = 0.8425 | SRCC = 0.8427 ]
+INFO:root:Average loss=0.07980140117116463
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2981 | LCC = 0.8448 | SRCC = 0.8446 ]
+INFO:root:Average loss=0.07255736399346437
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2747 | LCC = 0.8475 | SRCC = 0.8476 ]
+INFO:root:Average loss=0.07384981071719757
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2751 | LCC = 0.8442 | SRCC = 0.8442 ]
+INFO:root:Average loss=0.06481487867541802
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2457 | LCC = 0.8479 | SRCC = 0.8479 ]
+INFO:root:Average loss=0.05955324384073416
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2557 | LCC = 0.8485 | SRCC = 0.8484 ]
+INFO:root:Average loss=0.060126348422505915
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2837 | LCC = 0.8468 | SRCC = 0.8471 ]
+INFO:root:Average loss=0.05933674458318796
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2613 | LCC = 0.8444 | SRCC = 0.8446 ]
+INFO:root:Average loss=0.06325057459374268
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2814 | LCC = 0.8454 | SRCC = 0.8466 ]
+INFO:root:Average loss=0.05542511875048662
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2766 | LCC = 0.8454 | SRCC = 0.8456 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2512 | LCC = 0.8493 | SRCC = 0.8497 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer7/run2/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/layer7/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_2epoch/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