diff --git a/results_bvcc/w2v2_base/layer0/run2/model.pt b/results_bvcc/w2v2_base/layer0/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..cbf99855aa8d432e1af8945320a417567206a573
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer0/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:39072446dd19190b27a6518cbaded35e7f226989b4b6b1c0c861f8e2983921c1
+size 2747979
diff --git a/results_bvcc/w2v2_base/layer0/run2/model_best.pt b/results_bvcc/w2v2_base/layer0/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ce59751b1d9681fe62fb2609b2ab8ebfb5d372ea
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer0/run2/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2479c85d5a78aafa1167c7cbbb43de37648403333e991cb561c4fecdb8a68427
+size 2749702
diff --git a/results_bvcc/w2v2_base/layer0/run2/train.log b/results_bvcc/w2v2_base/layer0/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..5e5bfc7df2e65d07af2034cd91812f2bd37517b1
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer0/run2/train.log
@@ -0,0 +1,163 @@
+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=0.5249429885775615
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4273 | LCC = 0.7562 | SRCC = 0.7566 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.3347 | LCC = 0.8364 | SRCC = 0.8395 ]
+INFO:root:Average loss=0.30377670434805065
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3053 | LCC = 0.8010 | SRCC = 0.7986 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.1880 | LCC = 0.8753 | SRCC = 0.8653 ]
+INFO:root:Average loss=0.2591542744865784
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2888 | LCC = 0.8165 | SRCC = 0.8144 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.1695 | LCC = 0.8919 | SRCC = 0.8861 ]
+INFO:root:Average loss=0.23760433877125764
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2803 | LCC = 0.8266 | SRCC = 0.8273 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.1720 | LCC = 0.9016 | SRCC = 0.9013 ]
+INFO:root:Average loss=0.21500673259680086
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2706 | LCC = 0.8306 | SRCC = 0.8277 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.1630 | LCC = 0.9061 | SRCC = 0.8987 ]
+INFO:root:Average loss=0.2158757595297618
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2761 | LCC = 0.8284 | SRCC = 0.8302 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.1438 | LCC = 0.9066 | SRCC = 0.9067 ]
+INFO:root:Average loss=0.21459559991191596
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2816 | LCC = 0.8356 | SRCC = 0.8333 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.1471 | LCC = 0.9174 | SRCC = 0.9117 ]
+INFO:root:Average loss=0.1934651486002482
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2609 | LCC = 0.8387 | SRCC = 0.8361 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.1405 | LCC = 0.9237 | SRCC = 0.9188 ]
+INFO:root:Average loss=0.17381173763901758
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2560 | LCC = 0.8451 | SRCC = 0.8417 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.1467 | LCC = 0.9229 | SRCC = 0.9171 ]
+INFO:root:Average loss=0.17481609118672517
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2483 | LCC = 0.8449 | SRCC = 0.8430 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.1314 | LCC = 0.9251 | SRCC = 0.9197 ]
+INFO:root:Average loss=0.17029272182247576
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2478 | LCC = 0.8429 | SRCC = 0.8405 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.1252 | LCC = 0.9212 | SRCC = 0.9163 ]
+INFO:root:Average loss=0.1518475871819716
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2435 | LCC = 0.8453 | SRCC = 0.8433 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.1191 | LCC = 0.9256 | SRCC = 0.9191 ]
+INFO:root:Average loss=0.1431034279939456
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2419 | LCC = 0.8462 | SRCC = 0.8440 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.1183 | LCC = 0.9252 | SRCC = 0.9196 ]
+INFO:root:Average loss=0.13872973315226725
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2482 | LCC = 0.8422 | SRCC = 0.8420 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.1253 | LCC = 0.9246 | SRCC = 0.9228 ]
+INFO:root:Average loss=0.1254938454964222
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2690 | LCC = 0.8387 | SRCC = 0.8416 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.1587 | LCC = 0.9203 | SRCC = 0.9232 ]
+INFO:root:Average loss=0.12176823959900783
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2515 | LCC = 0.8395 | SRCC = 0.8416 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.1324 | LCC = 0.9226 | SRCC = 0.9240 ]
+INFO:root:Average loss=0.11692235389581093
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2548 | LCC = 0.8403 | SRCC = 0.8428 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1451 | LCC = 0.9205 | SRCC = 0.9239 ]
+INFO:root:Average loss=0.11832601949572563
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2401 | LCC = 0.8479 | SRCC = 0.8469 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.1205 | LCC = 0.9271 | SRCC = 0.9238 ]
+INFO:root:Average loss=0.10400467728957152
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2378 | LCC = 0.8469 | SRCC = 0.8464 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.1086 | LCC = 0.9307 | SRCC = 0.9273 ]
+INFO:root:Average loss=0.10339826460068043
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2356 | LCC = 0.8478 | SRCC = 0.8469 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1147 | LCC = 0.9298 | SRCC = 0.9276 ]
+INFO:root:Average loss=0.10017874765281494
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2394 | LCC = 0.8518 | SRCC = 0.8508 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.1305 | LCC = 0.9318 | SRCC = 0.9281 ]
+INFO:root:Average loss=0.09424310903518628
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2368 | LCC = 0.8460 | SRCC = 0.8457 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.1091 | LCC = 0.9294 | SRCC = 0.9279 ]
+INFO:root:Average loss=0.09064795965185532
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2336 | LCC = 0.8543 | SRCC = 0.8507 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.1214 | LCC = 0.9338 | SRCC = 0.9255 ]
+INFO:root:Average loss=0.09291106758591457
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2494 | LCC = 0.8492 | SRCC = 0.8489 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1401 | LCC = 0.9328 | SRCC = 0.9335 ]
+INFO:root:Average loss=0.0867785691546324
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2381 | LCC = 0.8477 | SRCC = 0.8477 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.1199 | LCC = 0.9325 | SRCC = 0.9303 ]
+INFO:root:Average loss=0.08516144384749424
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2410 | LCC = 0.8479 | SRCC = 0.8472 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1080 | LCC = 0.9384 | SRCC = 0.9383 ]
+INFO:root:Average loss=0.08252089599577281
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2298 | LCC = 0.8537 | SRCC = 0.8518 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.1116 | LCC = 0.9307 | SRCC = 0.9273 ]
+INFO:root:Average loss=0.0788705332730061
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2392 | LCC = 0.8526 | SRCC = 0.8505 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.1313 | LCC = 0.9333 | SRCC = 0.9303 ]
+INFO:root:Average loss=0.07371497244980091
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2288 | LCC = 0.8548 | SRCC = 0.8532 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.1076 | LCC = 0.9363 | SRCC = 0.9329 ]
+INFO:root:Average loss=0.06961088651456894
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2316 | LCC = 0.8551 | SRCC = 0.8536 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.1062 | LCC = 0.9368 | SRCC = 0.9344 ]
+INFO:root:Average loss=0.07108233381922428
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2239 | LCC = 0.8575 | SRCC = 0.8542 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.1046 | LCC = 0.9353 | SRCC = 0.9271 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2422 | LCC = 0.8542 | SRCC = 0.8538 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1504 | LCC = 0.9074 | SRCC = 0.9035 ]
diff --git a/results_bvcc/w2v2_base/layer0/run3/config.gin b/results_bvcc/w2v2_base/layer0/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base/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/layer0/run3/model.pt b/results_bvcc/w2v2_base/layer0/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..772e9e1a52f40718ee3629ad79441b959db34833
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer0/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fc4a982063b4ffb202b6ac254c3799359012b89e76327055d54f1c9b1ec838d5
+size 2747979
diff --git a/results_bvcc/w2v2_base/layer0/run3/model_best.pt b/results_bvcc/w2v2_base/layer0/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b65ccdd2e5c115025cf3d12f2eef40d424852479
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer0/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f7621b5451fa3fb81d41231986683d3e6643a5009211efbbae03ed650229ec95
+size 2749702
diff --git a/results_bvcc/w2v2_base/layer0/run3/train.log b/results_bvcc/w2v2_base/layer0/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..918a5550a379a47e469c45b01e0288cad1e6840b
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer0/run3/train.log
@@ -0,0 +1,163 @@
+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=0.563079174894553
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4337 | LCC = 0.7487 | SRCC = 0.7508 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.2867 | LCC = 0.8306 | SRCC = 0.8267 ]
+INFO:root:Average loss=0.33041678082484466
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3267 | LCC = 0.7845 | SRCC = 0.7847 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.1826 | LCC = 0.8734 | SRCC = 0.8705 ]
+INFO:root:Average loss=0.27019520084827375
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3007 | LCC = 0.8091 | SRCC = 0.8075 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.1818 | LCC = 0.8906 | SRCC = 0.8862 ]
+INFO:root:Average loss=0.2408250344869418
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2780 | LCC = 0.8216 | SRCC = 0.8216 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.1474 | LCC = 0.9006 | SRCC = 0.8963 ]
+INFO:root:Average loss=0.2187499035245333
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2767 | LCC = 0.8258 | SRCC = 0.8234 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.1388 | LCC = 0.9111 | SRCC = 0.9036 ]
+INFO:root:Average loss=0.2035780111566568
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3005 | LCC = 0.8413 | SRCC = 0.8387 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.1667 | LCC = 0.9103 | SRCC = 0.9020 ]
+INFO:root:Average loss=0.19972144229671893
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2593 | LCC = 0.8409 | SRCC = 0.8403 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.1387 | LCC = 0.9159 | SRCC = 0.9150 ]
+INFO:root:Average loss=0.18598864466334
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2857 | LCC = 0.8395 | SRCC = 0.8397 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.1415 | LCC = 0.9165 | SRCC = 0.9147 ]
+INFO:root:Average loss=0.17202930343456757
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2496 | LCC = 0.8409 | SRCC = 0.8413 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.1294 | LCC = 0.9146 | SRCC = 0.9129 ]
+INFO:root:Average loss=0.1724835539666506
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2536 | LCC = 0.8402 | SRCC = 0.8403 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.1263 | LCC = 0.9170 | SRCC = 0.9169 ]
+INFO:root:Average loss=0.15639462551245323
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2747 | LCC = 0.8431 | SRCC = 0.8417 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.1342 | LCC = 0.9183 | SRCC = 0.9163 ]
+INFO:root:Average loss=0.146468396179187
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2483 | LCC = 0.8401 | SRCC = 0.8411 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.1328 | LCC = 0.9172 | SRCC = 0.9202 ]
+INFO:root:Average loss=0.1407206617295742
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2554 | LCC = 0.8406 | SRCC = 0.8417 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.1231 | LCC = 0.9119 | SRCC = 0.9137 ]
+INFO:root:Average loss=0.1333160166365978
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2423 | LCC = 0.8498 | SRCC = 0.8501 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.1120 | LCC = 0.9260 | SRCC = 0.9263 ]
+INFO:root:Average loss=0.1278129292604251
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2507 | LCC = 0.8486 | SRCC = 0.8471 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.1249 | LCC = 0.9207 | SRCC = 0.9179 ]
+INFO:root:Average loss=0.11769445154529351
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2547 | LCC = 0.8402 | SRCC = 0.8384 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.1506 | LCC = 0.9111 | SRCC = 0.9063 ]
+INFO:root:Average loss=0.11952666766368426
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2770 | LCC = 0.8528 | SRCC = 0.8521 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1419 | LCC = 0.9216 | SRCC = 0.9163 ]
+INFO:root:Average loss=0.1103925523467553
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2377 | LCC = 0.8482 | SRCC = 0.8477 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.1205 | LCC = 0.9235 | SRCC = 0.9231 ]
+INFO:root:Average loss=0.1063495807063121
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2468 | LCC = 0.8488 | SRCC = 0.8468 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.1251 | LCC = 0.9173 | SRCC = 0.9115 ]
+INFO:root:Average loss=0.09886931179043575
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2427 | LCC = 0.8461 | SRCC = 0.8453 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1137 | LCC = 0.9232 | SRCC = 0.9202 ]
+INFO:root:Average loss=0.10060006232024768
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2573 | LCC = 0.8453 | SRCC = 0.8445 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.1289 | LCC = 0.9172 | SRCC = 0.9168 ]
+INFO:root:Average loss=0.09440205828883709
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2490 | LCC = 0.8523 | SRCC = 0.8508 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.1207 | LCC = 0.9225 | SRCC = 0.9174 ]
+INFO:root:Average loss=0.08925941424109997
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2360 | LCC = 0.8490 | SRCC = 0.8479 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.1294 | LCC = 0.9212 | SRCC = 0.9222 ]
+INFO:root:Average loss=0.10100043240265968
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2638 | LCC = 0.8526 | SRCC = 0.8519 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1328 | LCC = 0.9226 | SRCC = 0.9184 ]
+INFO:root:Average loss=0.08822186515690425
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2478 | LCC = 0.8504 | SRCC = 0.8506 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.1212 | LCC = 0.9195 | SRCC = 0.9163 ]
+INFO:root:Average loss=0.08835151099050656
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2535 | LCC = 0.8521 | SRCC = 0.8513 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1201 | LCC = 0.9272 | SRCC = 0.9232 ]
+INFO:root:Average loss=0.08405076368496968
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2364 | LCC = 0.8467 | SRCC = 0.8469 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.1268 | LCC = 0.9179 | SRCC = 0.9190 ]
+INFO:root:Average loss=0.07794641779783444
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2393 | LCC = 0.8504 | SRCC = 0.8501 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.1070 | LCC = 0.9272 | SRCC = 0.9239 ]
+INFO:root:Average loss=0.07662971938649814
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2442 | LCC = 0.8480 | SRCC = 0.8488 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.1081 | LCC = 0.9257 | SRCC = 0.9264 ]
+INFO:root:Average loss=0.07344848729479007
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2342 | LCC = 0.8485 | SRCC = 0.8484 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.1131 | LCC = 0.9235 | SRCC = 0.9243 ]
+INFO:root:Average loss=0.07641311434025948
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2306 | LCC = 0.8542 | SRCC = 0.8536 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.1115 | LCC = 0.9230 | SRCC = 0.9198 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2582 | LCC = 0.8525 | SRCC = 0.8507 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1560 | LCC = 0.9164 | SRCC = 0.9162 ]
diff --git a/results_bvcc/w2v2_base/layer0/run4/config.gin b/results_bvcc/w2v2_base/layer0/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base/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/layer0/run4/model.pt b/results_bvcc/w2v2_base/layer0/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..132751ef5c408fcc207617e64cde47cef7eb5084
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer0/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3b892c4bc00d64d85ad907801d74ae2ed51bae41731b27c3287caa565c085a67
+size 2747979
diff --git a/results_bvcc/w2v2_base/layer0/run4/model_best.pt b/results_bvcc/w2v2_base/layer0/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..7b13744a0f81d721931e9699f6ab1e0d5e29d898
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer0/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c5ac614f976d7e5c1af693df380c3438a8015b518b2035d789cb7abb4e5070d2
+size 2749702
diff --git a/results_bvcc/w2v2_base/layer0/run4/train.log b/results_bvcc/w2v2_base/layer0/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..9ed88c4a167561aac3e0ed229d4cffd09cf32fea
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer0/run4/train.log
@@ -0,0 +1,163 @@
+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=0.5348865794829833
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3870 | LCC = 0.7508 | SRCC = 0.7568 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.2511 | LCC = 0.8399 | SRCC = 0.8412 ]
+INFO:root:Average loss=0.30528190120672566
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3300 | LCC = 0.7935 | SRCC = 0.7971 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.1870 | LCC = 0.8798 | SRCC = 0.8809 ]
+INFO:root:Average loss=0.27072139905813414
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3061 | LCC = 0.8173 | SRCC = 0.8150 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.1760 | LCC = 0.8958 | SRCC = 0.8839 ]
+INFO:root:Average loss=0.24719594438106585
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2898 | LCC = 0.8216 | SRCC = 0.8233 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.1825 | LCC = 0.9025 | SRCC = 0.9002 ]
+INFO:root:Average loss=0.2230509876822814
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2595 | LCC = 0.8320 | SRCC = 0.8328 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.1384 | LCC = 0.9110 | SRCC = 0.9070 ]
+INFO:root:Average loss=0.21045147875944772
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2662 | LCC = 0.8380 | SRCC = 0.8368 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.1260 | LCC = 0.9239 | SRCC = 0.9178 ]
+INFO:root:Average loss=0.19907851985249764
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2598 | LCC = 0.8359 | SRCC = 0.8356 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.1449 | LCC = 0.9130 | SRCC = 0.9083 ]
+INFO:root:Average loss=0.18605596562608695
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2725 | LCC = 0.8359 | SRCC = 0.8348 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.1601 | LCC = 0.9201 | SRCC = 0.9151 ]
+INFO:root:Average loss=0.17120693194178435
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2497 | LCC = 0.8443 | SRCC = 0.8440 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.1271 | LCC = 0.9212 | SRCC = 0.9187 ]
+INFO:root:Average loss=0.1676345711144117
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2577 | LCC = 0.8432 | SRCC = 0.8428 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.1316 | LCC = 0.9158 | SRCC = 0.9108 ]
+INFO:root:Average loss=0.1591709982126187
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2489 | LCC = 0.8445 | SRCC = 0.8425 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.1471 | LCC = 0.9161 | SRCC = 0.9117 ]
+INFO:root:Average loss=0.1513063931503357
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2455 | LCC = 0.8420 | SRCC = 0.8415 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.1280 | LCC = 0.9207 | SRCC = 0.9172 ]
+INFO:root:Average loss=0.1426447409276779
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2440 | LCC = 0.8489 | SRCC = 0.8470 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.1391 | LCC = 0.9214 | SRCC = 0.9171 ]
+INFO:root:Average loss=0.13574676148784467
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2714 | LCC = 0.8429 | SRCC = 0.8428 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.1724 | LCC = 0.9209 | SRCC = 0.9193 ]
+INFO:root:Average loss=0.12894271820401534
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2481 | LCC = 0.8496 | SRCC = 0.8490 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.1459 | LCC = 0.9257 | SRCC = 0.9230 ]
+INFO:root:Average loss=0.12140956731178822
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2455 | LCC = 0.8519 | SRCC = 0.8506 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.1155 | LCC = 0.9284 | SRCC = 0.9241 ]
+INFO:root:Average loss=0.1175903591972131
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2432 | LCC = 0.8484 | SRCC = 0.8483 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1351 | LCC = 0.9256 | SRCC = 0.9244 ]
+INFO:root:Average loss=0.12394394878393565
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2360 | LCC = 0.8479 | SRCC = 0.8470 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.1200 | LCC = 0.9205 | SRCC = 0.9185 ]
+INFO:root:Average loss=0.10359991466005643
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2292 | LCC = 0.8530 | SRCC = 0.8525 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.1115 | LCC = 0.9263 | SRCC = 0.9236 ]
+INFO:root:Average loss=0.10143001272510259
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2323 | LCC = 0.8522 | SRCC = 0.8506 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1221 | LCC = 0.9221 | SRCC = 0.9172 ]
+INFO:root:Average loss=0.09811931160780099
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2316 | LCC = 0.8523 | SRCC = 0.8503 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.1170 | LCC = 0.9257 | SRCC = 0.9210 ]
+INFO:root:Average loss=0.10091435054364876
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2368 | LCC = 0.8521 | SRCC = 0.8509 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.1222 | LCC = 0.9238 | SRCC = 0.9222 ]
+INFO:root:Average loss=0.09523546003187314
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2291 | LCC = 0.8537 | SRCC = 0.8521 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.1136 | LCC = 0.9258 | SRCC = 0.9201 ]
+INFO:root:Average loss=0.09089563381022368
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2247 | LCC = 0.8544 | SRCC = 0.8542 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1146 | LCC = 0.9247 | SRCC = 0.9249 ]
+INFO:root:Average loss=0.08332412919172874
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2285 | LCC = 0.8525 | SRCC = 0.8506 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.1080 | LCC = 0.9294 | SRCC = 0.9245 ]
+INFO:root:Average loss=0.08792871752610573
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2277 | LCC = 0.8567 | SRCC = 0.8546 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1191 | LCC = 0.9283 | SRCC = 0.9248 ]
+INFO:root:Average loss=0.08099713615882091
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2318 | LCC = 0.8537 | SRCC = 0.8520 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.1259 | LCC = 0.9279 | SRCC = 0.9247 ]
+INFO:root:Average loss=0.08232074331205624
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2305 | LCC = 0.8555 | SRCC = 0.8539 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.1268 | LCC = 0.9290 | SRCC = 0.9274 ]
+INFO:root:Average loss=0.07562345275894189
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2202 | LCC = 0.8610 | SRCC = 0.8587 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.1060 | LCC = 0.9394 | SRCC = 0.9350 ]
+INFO:root:Average loss=0.07162571507386672
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2280 | LCC = 0.8543 | SRCC = 0.8536 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.1162 | LCC = 0.9325 | SRCC = 0.9302 ]
+INFO:root:Average loss=0.0684171619419104
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2380 | LCC = 0.8528 | SRCC = 0.8505 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.1342 | LCC = 0.9304 | SRCC = 0.9282 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2461 | LCC = 0.8471 | SRCC = 0.8464 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1242 | LCC = 0.9184 | SRCC = 0.9143 ]
diff --git a/results_bvcc/w2v2_base/layer1/run0/config.gin b/results_bvcc/w2v2_base/layer1/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base/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/layer1/run0/model.pt b/results_bvcc/w2v2_base/layer1/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..85b016395593a2f07064685ea55b8896d7c9eb12
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer1/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d74b445d94921e01df770e0fca2317b4575a18bcffa59b43f6efcaa870061321
+size 2747979
diff --git a/results_bvcc/w2v2_base/layer1/run0/model_best.pt b/results_bvcc/w2v2_base/layer1/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e2c58e8477cd65710ce29b3e22f9b7a8f59318b5
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer1/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:82325465fff9a7757bdaa487f00ec8bfa4d39ab17fbebef504c32e9a15e747ae
+size 2749702
diff --git a/results_bvcc/w2v2_base/layer1/run0/train.log b/results_bvcc/w2v2_base/layer1/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..c9b4a020bcdb4a4605bf200a3429ee874bb94658
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer1/run0/train.log
@@ -0,0 +1,163 @@
+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=0.5303507426228279
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3587 | LCC = 0.7716 | SRCC = 0.7740 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.2443 | LCC = 0.8536 | SRCC = 0.8533 ]
+INFO:root:Average loss=0.273792809400803
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2932 | LCC = 0.8067 | SRCC = 0.8129 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.1614 | LCC = 0.8929 | SRCC = 0.9015 ]
+INFO:root:Average loss=0.2344587573256248
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2788 | LCC = 0.8335 | SRCC = 0.8347 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.1712 | LCC = 0.9109 | SRCC = 0.9159 ]
+INFO:root:Average loss=0.21123353793070868
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2564 | LCC = 0.8466 | SRCC = 0.8460 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.1470 | LCC = 0.9214 | SRCC = 0.9252 ]
+INFO:root:Average loss=0.19582427608279082
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2817 | LCC = 0.8441 | SRCC = 0.8424 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.1735 | LCC = 0.9215 | SRCC = 0.9235 ]
+INFO:root:Average loss=0.18156705643886176
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2363 | LCC = 0.8535 | SRCC = 0.8534 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.1150 | LCC = 0.9334 | SRCC = 0.9386 ]
+INFO:root:Average loss=0.17155700033673874
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2387 | LCC = 0.8533 | SRCC = 0.8524 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.1198 | LCC = 0.9340 | SRCC = 0.9375 ]
+INFO:root:Average loss=0.1611969740344928
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2486 | LCC = 0.8581 | SRCC = 0.8560 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.1405 | LCC = 0.9351 | SRCC = 0.9363 ]
+INFO:root:Average loss=0.14487831963178438
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2628 | LCC = 0.8577 | SRCC = 0.8555 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.1570 | LCC = 0.9384 | SRCC = 0.9398 ]
+INFO:root:Average loss=0.14753570140172273
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2528 | LCC = 0.8597 | SRCC = 0.8595 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.1479 | LCC = 0.9385 | SRCC = 0.9427 ]
+INFO:root:Average loss=0.13028067197555152
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2273 | LCC = 0.8649 | SRCC = 0.8641 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.1176 | LCC = 0.9425 | SRCC = 0.9470 ]
+INFO:root:Average loss=0.11848474179322903
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2503 | LCC = 0.8592 | SRCC = 0.8575 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.1492 | LCC = 0.9336 | SRCC = 0.9342 ]
+INFO:root:Average loss=0.11848746966093014
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2657 | LCC = 0.8569 | SRCC = 0.8577 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.1625 | LCC = 0.9322 | SRCC = 0.9380 ]
+INFO:root:Average loss=0.10621509194756165
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2611 | LCC = 0.8605 | SRCC = 0.8571 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.1713 | LCC = 0.9290 | SRCC = 0.9259 ]
+INFO:root:Average loss=0.0977262431421341
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2265 | LCC = 0.8617 | SRCC = 0.8613 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.1169 | LCC = 0.9364 | SRCC = 0.9382 ]
+INFO:root:Average loss=0.09514909762984668
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2794 | LCC = 0.8582 | SRCC = 0.8558 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.1889 | LCC = 0.9303 | SRCC = 0.9292 ]
+INFO:root:Average loss=0.09148985472245094
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2399 | LCC = 0.8646 | SRCC = 0.8634 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1305 | LCC = 0.9424 | SRCC = 0.9436 ]
+INFO:root:Average loss=0.09739843593576016
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2148 | LCC = 0.8666 | SRCC = 0.8647 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.1077 | LCC = 0.9397 | SRCC = 0.9388 ]
+INFO:root:Average loss=0.0810291952907275
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2443 | LCC = 0.8612 | SRCC = 0.8598 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.1418 | LCC = 0.9395 | SRCC = 0.9395 ]
+INFO:root:Average loss=0.0809667952454243
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2668 | LCC = 0.8560 | SRCC = 0.8556 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1587 | LCC = 0.9368 | SRCC = 0.9400 ]
+INFO:root:Average loss=0.07862621292662926
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2336 | LCC = 0.8662 | SRCC = 0.8630 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.1369 | LCC = 0.9354 | SRCC = 0.9315 ]
+INFO:root:Average loss=0.07469513434439133
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2299 | LCC = 0.8662 | SRCC = 0.8643 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.1314 | LCC = 0.9385 | SRCC = 0.9377 ]
+INFO:root:Average loss=0.07152971806816566
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2245 | LCC = 0.8649 | SRCC = 0.8630 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.1187 | LCC = 0.9403 | SRCC = 0.9398 ]
+INFO:root:Average loss=0.06999625805287789
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2443 | LCC = 0.8652 | SRCC = 0.8650 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1456 | LCC = 0.9432 | SRCC = 0.9463 ]
+INFO:root:Average loss=0.07724339954363994
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2206 | LCC = 0.8648 | SRCC = 0.8642 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.1147 | LCC = 0.9401 | SRCC = 0.9422 ]
+INFO:root:Average loss=0.0698593703026955
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2379 | LCC = 0.8625 | SRCC = 0.8616 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1334 | LCC = 0.9405 | SRCC = 0.9405 ]
+INFO:root:Average loss=0.06205379327711386
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2316 | LCC = 0.8685 | SRCC = 0.8676 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.1330 | LCC = 0.9434 | SRCC = 0.9436 ]
+INFO:root:Average loss=0.061733570570747055
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2087 | LCC = 0.8708 | SRCC = 0.8679 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.0991 | LCC = 0.9410 | SRCC = 0.9373 ]
+INFO:root:Average loss=0.061150606554479174
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2310 | LCC = 0.8676 | SRCC = 0.8664 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.1337 | LCC = 0.9417 | SRCC = 0.9434 ]
+INFO:root:Average loss=0.057036525975817286
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2331 | LCC = 0.8676 | SRCC = 0.8664 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.1354 | LCC = 0.9419 | SRCC = 0.9426 ]
+INFO:root:Average loss=0.05510546892690353
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2237 | LCC = 0.8658 | SRCC = 0.8650 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.1233 | LCC = 0.9387 | SRCC = 0.9414 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2377 | LCC = 0.8587 | SRCC = 0.8551 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1383 | LCC = 0.9224 | SRCC = 0.9203 ]
diff --git a/results_bvcc/w2v2_base/layer1/run1/config.gin b/results_bvcc/w2v2_base/layer1/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base/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/layer1/run1/model.pt b/results_bvcc/w2v2_base/layer1/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..2903c63147ba9392cf6ddb0ff5b994b0736a2126
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer1/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9557e734a10a18329b6b88241bd5b295f63f75b0530ae47b0ebf1e55a289c366
+size 2747979
diff --git a/results_bvcc/w2v2_base/layer1/run1/model_best.pt b/results_bvcc/w2v2_base/layer1/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..8fca5b0469045a8c677c2062e9d113d2e3001d95
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer1/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6707611934c02690335c62cde1fef5d4c5205e932bb7e973f9f62aac74c83690
+size 2749702
diff --git a/results_bvcc/w2v2_base/layer1/run1/train.log b/results_bvcc/w2v2_base/layer1/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..9ad143d1792d7be813a1d91d528be99d086ba069
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer1/run1/train.log
@@ -0,0 +1,163 @@
+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=0.49480017905051893
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3707 | LCC = 0.7667 | SRCC = 0.7704 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.2482 | LCC = 0.8397 | SRCC = 0.8452 ]
+INFO:root:Average loss=0.27845622771061385
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2963 | LCC = 0.8141 | SRCC = 0.8191 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.1968 | LCC = 0.8806 | SRCC = 0.8873 ]
+INFO:root:Average loss=0.2325418186493409
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2657 | LCC = 0.8388 | SRCC = 0.8393 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.1636 | LCC = 0.9002 | SRCC = 0.9034 ]
+INFO:root:Average loss=0.21036842312568274
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2611 | LCC = 0.8452 | SRCC = 0.8457 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.1507 | LCC = 0.9157 | SRCC = 0.9200 ]
+INFO:root:Average loss=0.19588429203782326
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2576 | LCC = 0.8492 | SRCC = 0.8464 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.1489 | LCC = 0.9182 | SRCC = 0.9138 ]
+INFO:root:Average loss=0.18050869554281235
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2392 | LCC = 0.8511 | SRCC = 0.8496 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.1167 | LCC = 0.9244 | SRCC = 0.9236 ]
+INFO:root:Average loss=0.1697243203719457
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2389 | LCC = 0.8544 | SRCC = 0.8517 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.1242 | LCC = 0.9268 | SRCC = 0.9240 ]
+INFO:root:Average loss=0.15253915876532212
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2330 | LCC = 0.8590 | SRCC = 0.8571 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.1104 | LCC = 0.9312 | SRCC = 0.9303 ]
+INFO:root:Average loss=0.14838704428611657
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2413 | LCC = 0.8550 | SRCC = 0.8575 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.1363 | LCC = 0.9283 | SRCC = 0.9348 ]
+INFO:root:Average loss=0.1364711202107943
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2387 | LCC = 0.8608 | SRCC = 0.8591 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.1134 | LCC = 0.9396 | SRCC = 0.9387 ]
+INFO:root:Average loss=0.12884573237254068
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2213 | LCC = 0.8658 | SRCC = 0.8639 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.1090 | LCC = 0.9361 | SRCC = 0.9352 ]
+INFO:root:Average loss=0.13734690319651213
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2510 | LCC = 0.8653 | SRCC = 0.8640 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.1196 | LCC = 0.9394 | SRCC = 0.9383 ]
+INFO:root:Average loss=0.11653993694254985
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2371 | LCC = 0.8585 | SRCC = 0.8580 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.1264 | LCC = 0.9351 | SRCC = 0.9386 ]
+INFO:root:Average loss=0.10805719918929614
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2204 | LCC = 0.8631 | SRCC = 0.8619 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.0972 | LCC = 0.9399 | SRCC = 0.9394 ]
+INFO:root:Average loss=0.10435576784687164
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2360 | LCC = 0.8607 | SRCC = 0.8607 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.1297 | LCC = 0.9367 | SRCC = 0.9399 ]
+INFO:root:Average loss=0.09637260752228591
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2703 | LCC = 0.8568 | SRCC = 0.8589 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.1738 | LCC = 0.9327 | SRCC = 0.9391 ]
+INFO:root:Average loss=0.10165326985029075
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2279 | LCC = 0.8598 | SRCC = 0.8575 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1126 | LCC = 0.9366 | SRCC = 0.9355 ]
+INFO:root:Average loss=0.08950381109920832
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2257 | LCC = 0.8576 | SRCC = 0.8556 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.1056 | LCC = 0.9355 | SRCC = 0.9357 ]
+INFO:root:Average loss=0.08791988768065587
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2214 | LCC = 0.8607 | SRCC = 0.8588 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.1032 | LCC = 0.9386 | SRCC = 0.9374 ]
+INFO:root:Average loss=0.0842550451365801
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2271 | LCC = 0.8623 | SRCC = 0.8610 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1003 | LCC = 0.9398 | SRCC = 0.9383 ]
+INFO:root:Average loss=0.07734839694622235
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2193 | LCC = 0.8599 | SRCC = 0.8585 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.0937 | LCC = 0.9395 | SRCC = 0.9408 ]
+INFO:root:Average loss=0.07589360111607955
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2313 | LCC = 0.8581 | SRCC = 0.8577 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.1258 | LCC = 0.9336 | SRCC = 0.9396 ]
+INFO:root:Average loss=0.07119909267968093
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2225 | LCC = 0.8595 | SRCC = 0.8595 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.1092 | LCC = 0.9375 | SRCC = 0.9424 ]
+INFO:root:Average loss=0.06933691834983154
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2205 | LCC = 0.8625 | SRCC = 0.8595 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1082 | LCC = 0.9367 | SRCC = 0.9368 ]
+INFO:root:Average loss=0.06987673411957729
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2165 | LCC = 0.8619 | SRCC = 0.8612 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.1056 | LCC = 0.9356 | SRCC = 0.9410 ]
+INFO:root:Average loss=0.0654885101203735
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2249 | LCC = 0.8634 | SRCC = 0.8615 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1198 | LCC = 0.9369 | SRCC = 0.9392 ]
+INFO:root:Average loss=0.06392660608085302
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2273 | LCC = 0.8618 | SRCC = 0.8602 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.1213 | LCC = 0.9369 | SRCC = 0.9393 ]
+INFO:root:Average loss=0.060871114858832114
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2281 | LCC = 0.8603 | SRCC = 0.8594 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.1161 | LCC = 0.9407 | SRCC = 0.9429 ]
+INFO:root:Average loss=0.06481427379334584
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2182 | LCC = 0.8616 | SRCC = 0.8591 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.0974 | LCC = 0.9408 | SRCC = 0.9411 ]
+INFO:root:Average loss=0.05660455673933029
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2210 | LCC = 0.8649 | SRCC = 0.8615 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.1056 | LCC = 0.9422 | SRCC = 0.9392 ]
+INFO:root:Average loss=0.05522246692234125
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2146 | LCC = 0.8651 | SRCC = 0.8636 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.0934 | LCC = 0.9415 | SRCC = 0.9418 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2336 | LCC = 0.8647 | SRCC = 0.8619 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1565 | LCC = 0.9132 | SRCC = 0.9094 ]
diff --git a/results_bvcc/w2v2_base/layer1/run2/config.gin b/results_bvcc/w2v2_base/layer1/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base/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/layer1/run2/model.pt b/results_bvcc/w2v2_base/layer1/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..8836a681981c00ebbd1dd5b49978f5adf061ae7b
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer1/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:05ebbc29c7d329bc1ee97f50f3096a73b785e22268be34c95185bffd8b68c7dd
+size 2747979
diff --git a/results_bvcc/w2v2_base/layer1/run2/model_best.pt b/results_bvcc/w2v2_base/layer1/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..9cdd422cdad75c21af04041aeff19fd2e102dccd
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer1/run2/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f573a61f31325e8566236456c2318a88fb7ab56c2c619bd6185de7c66325c33a
+size 2749702
diff --git a/results_bvcc/w2v2_base/layer1/run2/train.log b/results_bvcc/w2v2_base/layer1/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..b48b14e6ce370958e4b8d0564b8c6b6df0e77055
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer1/run2/train.log
@@ -0,0 +1,163 @@
+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=0.5799432725478442
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3725 | LCC = 0.7729 | SRCC = 0.7788 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.2333 | LCC = 0.8492 | SRCC = 0.8574 ]
+INFO:root:Average loss=0.2807462093157646
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2828 | LCC = 0.8240 | SRCC = 0.8240 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.1628 | LCC = 0.9012 | SRCC = 0.9030 ]
+INFO:root:Average loss=0.23757183398955908
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2619 | LCC = 0.8395 | SRCC = 0.8398 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.1473 | LCC = 0.9143 | SRCC = 0.9177 ]
+INFO:root:Average loss=0.21484326590330172
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2650 | LCC = 0.8500 | SRCC = 0.8505 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.1563 | LCC = 0.9237 | SRCC = 0.9270 ]
+INFO:root:Average loss=0.20002879679967195
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2447 | LCC = 0.8565 | SRCC = 0.8558 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.1377 | LCC = 0.9289 | SRCC = 0.9316 ]
+INFO:root:Average loss=0.18346711955009362
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2279 | LCC = 0.8599 | SRCC = 0.8584 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.1060 | LCC = 0.9367 | SRCC = 0.9382 ]
+INFO:root:Average loss=0.1678030132674254
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2292 | LCC = 0.8561 | SRCC = 0.8585 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.1143 | LCC = 0.9311 | SRCC = 0.9361 ]
+INFO:root:Average loss=0.15920545428227156
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2251 | LCC = 0.8621 | SRCC = 0.8593 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.1069 | LCC = 0.9379 | SRCC = 0.9357 ]
+INFO:root:Average loss=0.14479620401293802
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2212 | LCC = 0.8621 | SRCC = 0.8615 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.1146 | LCC = 0.9312 | SRCC = 0.9337 ]
+INFO:root:Average loss=0.13811541081239015
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2240 | LCC = 0.8674 | SRCC = 0.8632 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.1123 | LCC = 0.9409 | SRCC = 0.9389 ]
+INFO:root:Average loss=0.13562335083499932
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2191 | LCC = 0.8687 | SRCC = 0.8656 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.1104 | LCC = 0.9393 | SRCC = 0.9387 ]
+INFO:root:Average loss=0.1258917586543621
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2320 | LCC = 0.8611 | SRCC = 0.8588 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.1264 | LCC = 0.9345 | SRCC = 0.9313 ]
+INFO:root:Average loss=0.12100212400158246
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2333 | LCC = 0.8706 | SRCC = 0.8672 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.1101 | LCC = 0.9452 | SRCC = 0.9416 ]
+INFO:root:Average loss=0.11105435886062108
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2303 | LCC = 0.8628 | SRCC = 0.8612 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.1234 | LCC = 0.9392 | SRCC = 0.9412 ]
+INFO:root:Average loss=0.10584970210225154
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2299 | LCC = 0.8686 | SRCC = 0.8641 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.1114 | LCC = 0.9407 | SRCC = 0.9340 ]
+INFO:root:Average loss=0.1046583229341568
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2171 | LCC = 0.8656 | SRCC = 0.8622 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.1020 | LCC = 0.9402 | SRCC = 0.9382 ]
+INFO:root:Average loss=0.09526471244410062
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2188 | LCC = 0.8669 | SRCC = 0.8638 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1085 | LCC = 0.9419 | SRCC = 0.9415 ]
+INFO:root:Average loss=0.09406070654781964
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2255 | LCC = 0.8654 | SRCC = 0.8640 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.1177 | LCC = 0.9418 | SRCC = 0.9440 ]
+INFO:root:Average loss=0.08924258161240663
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2167 | LCC = 0.8688 | SRCC = 0.8649 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.0992 | LCC = 0.9429 | SRCC = 0.9380 ]
+INFO:root:Average loss=0.08068299785447426
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2161 | LCC = 0.8686 | SRCC = 0.8646 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1112 | LCC = 0.9383 | SRCC = 0.9338 ]
+INFO:root:Average loss=0.08465328506934337
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2141 | LCC = 0.8689 | SRCC = 0.8651 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.1057 | LCC = 0.9440 | SRCC = 0.9409 ]
+INFO:root:Average loss=0.07797851294088058
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2213 | LCC = 0.8704 | SRCC = 0.8664 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.1045 | LCC = 0.9446 | SRCC = 0.9388 ]
+INFO:root:Average loss=0.07383806950961933
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2054 | LCC = 0.8721 | SRCC = 0.8696 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.0898 | LCC = 0.9471 | SRCC = 0.9455 ]
+INFO:root:Average loss=0.06801195805653548
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2108 | LCC = 0.8702 | SRCC = 0.8671 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1030 | LCC = 0.9449 | SRCC = 0.9438 ]
+INFO:root:Average loss=0.06952695314509746
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2072 | LCC = 0.8740 | SRCC = 0.8719 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.0980 | LCC = 0.9481 | SRCC = 0.9477 ]
+INFO:root:Average loss=0.06444193609058857
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2194 | LCC = 0.8664 | SRCC = 0.8645 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1171 | LCC = 0.9404 | SRCC = 0.9416 ]
+INFO:root:Average loss=0.06203614681577071
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2200 | LCC = 0.8691 | SRCC = 0.8654 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.0975 | LCC = 0.9463 | SRCC = 0.9413 ]
+INFO:root:Average loss=0.05990246645151041
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2192 | LCC = 0.8689 | SRCC = 0.8656 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.1137 | LCC = 0.9417 | SRCC = 0.9394 ]
+INFO:root:Average loss=0.060253849921700284
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2255 | LCC = 0.8686 | SRCC = 0.8647 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.1256 | LCC = 0.9428 | SRCC = 0.9410 ]
+INFO:root:Average loss=0.057994768262291566
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2181 | LCC = 0.8666 | SRCC = 0.8649 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.1148 | LCC = 0.9399 | SRCC = 0.9399 ]
+INFO:root:Average loss=0.05246185893431688
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2124 | LCC = 0.8670 | SRCC = 0.8639 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.1001 | LCC = 0.9424 | SRCC = 0.9408 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2362 | LCC = 0.8620 | SRCC = 0.8610 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1418 | LCC = 0.9148 | SRCC = 0.9130 ]
diff --git a/results_bvcc/w2v2_base/layer1/run3/config.gin b/results_bvcc/w2v2_base/layer1/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base/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/layer1/run3/model.pt b/results_bvcc/w2v2_base/layer1/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..0603093f575676674e036c7adf7fda1edf352ab9
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer1/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:346cbada120b6a68fa4def54564ec2d0494a6dd82cdfd147b8e54b0d8823730a
+size 2747979
diff --git a/results_bvcc/w2v2_base/layer1/run3/model_best.pt b/results_bvcc/w2v2_base/layer1/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..1382aa081329ffa689ea18d73c53609077941a3e
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer1/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:88c82d0e77fb4254ac1593d055299fa629b2f0f064e853c1b6feb98fb96b3754
+size 2749702
diff --git a/results_bvcc/w2v2_base/layer1/run3/train.log b/results_bvcc/w2v2_base/layer1/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..4918b105fd1cfd63c61c46f3154a28c8c5613e5d
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer1/run3/train.log
@@ -0,0 +1,163 @@
+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=0.46871751355819213
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3610 | LCC = 0.7796 | SRCC = 0.7904 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.2642 | LCC = 0.8517 | SRCC = 0.8624 ]
+INFO:root:Average loss=0.27671181295926756
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2842 | LCC = 0.8195 | SRCC = 0.8230 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.1693 | LCC = 0.8907 | SRCC = 0.8959 ]
+INFO:root:Average loss=0.23440087357392678
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2656 | LCC = 0.8478 | SRCC = 0.8472 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.1619 | LCC = 0.9165 | SRCC = 0.9190 ]
+INFO:root:Average loss=0.2157593487929075
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2531 | LCC = 0.8485 | SRCC = 0.8497 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.1396 | LCC = 0.9237 | SRCC = 0.9290 ]
+INFO:root:Average loss=0.19040684105876166
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2466 | LCC = 0.8519 | SRCC = 0.8542 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.1470 | LCC = 0.9214 | SRCC = 0.9277 ]
+INFO:root:Average loss=0.18986343038387787
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2325 | LCC = 0.8606 | SRCC = 0.8614 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.1093 | LCC = 0.9342 | SRCC = 0.9375 ]
+INFO:root:Average loss=0.16716703103903013
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2298 | LCC = 0.8626 | SRCC = 0.8629 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.1131 | LCC = 0.9310 | SRCC = 0.9332 ]
+INFO:root:Average loss=0.15025553078605577
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2353 | LCC = 0.8638 | SRCC = 0.8606 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.1247 | LCC = 0.9331 | SRCC = 0.9293 ]
+INFO:root:Average loss=0.14692852034782752
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2680 | LCC = 0.8597 | SRCC = 0.8601 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.1739 | LCC = 0.9308 | SRCC = 0.9349 ]
+INFO:root:Average loss=0.13832987290926468
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2308 | LCC = 0.8610 | SRCC = 0.8612 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.1122 | LCC = 0.9356 | SRCC = 0.9380 ]
+INFO:root:Average loss=0.12529149489142957
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2126 | LCC = 0.8691 | SRCC = 0.8693 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.1073 | LCC = 0.9379 | SRCC = 0.9403 ]
+INFO:root:Average loss=0.12105241398780774
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2209 | LCC = 0.8679 | SRCC = 0.8677 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.1138 | LCC = 0.9410 | SRCC = 0.9420 ]
+INFO:root:Average loss=0.11520517350007327
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2131 | LCC = 0.8694 | SRCC = 0.8693 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.1143 | LCC = 0.9357 | SRCC = 0.9355 ]
+INFO:root:Average loss=0.10659859214837734
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2217 | LCC = 0.8688 | SRCC = 0.8675 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.1192 | LCC = 0.9406 | SRCC = 0.9401 ]
+INFO:root:Average loss=0.10968755309780438
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2105 | LCC = 0.8711 | SRCC = 0.8689 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.1039 | LCC = 0.9395 | SRCC = 0.9362 ]
+INFO:root:Average loss=0.10449104106579071
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2135 | LCC = 0.8707 | SRCC = 0.8703 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.1221 | LCC = 0.9335 | SRCC = 0.9342 ]
+INFO:root:Average loss=0.0918716401912463
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2455 | LCC = 0.8659 | SRCC = 0.8691 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1538 | LCC = 0.9333 | SRCC = 0.9413 ]
+INFO:root:Average loss=0.0942793258298666
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2137 | LCC = 0.8720 | SRCC = 0.8689 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.1149 | LCC = 0.9356 | SRCC = 0.9312 ]
+INFO:root:Average loss=0.08522394886956765
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2344 | LCC = 0.8721 | SRCC = 0.8702 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.1425 | LCC = 0.9390 | SRCC = 0.9406 ]
+INFO:root:Average loss=0.08684245191323452
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2264 | LCC = 0.8685 | SRCC = 0.8688 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1366 | LCC = 0.9331 | SRCC = 0.9367 ]
+INFO:root:Average loss=0.07973687728055012
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2107 | LCC = 0.8706 | SRCC = 0.8691 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.1134 | LCC = 0.9364 | SRCC = 0.9359 ]
+INFO:root:Average loss=0.07529464426139991
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2128 | LCC = 0.8692 | SRCC = 0.8677 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.1149 | LCC = 0.9344 | SRCC = 0.9338 ]
+INFO:root:Average loss=0.07538936134332265
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2157 | LCC = 0.8723 | SRCC = 0.8697 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.1235 | LCC = 0.9354 | SRCC = 0.9309 ]
+INFO:root:Average loss=0.07405028368035953
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2426 | LCC = 0.8700 | SRCC = 0.8697 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1588 | LCC = 0.9342 | SRCC = 0.9355 ]
+INFO:root:Average loss=0.06866880921790233
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2103 | LCC = 0.8714 | SRCC = 0.8695 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.1108 | LCC = 0.9367 | SRCC = 0.9354 ]
+INFO:root:Average loss=0.0702828078602369
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2039 | LCC = 0.8734 | SRCC = 0.8705 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1016 | LCC = 0.9377 | SRCC = 0.9323 ]
+INFO:root:Average loss=0.06925542175005643
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2048 | LCC = 0.8728 | SRCC = 0.8711 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.0996 | LCC = 0.9356 | SRCC = 0.9303 ]
+INFO:root:Average loss=0.06134156978283173
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2206 | LCC = 0.8677 | SRCC = 0.8649 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.1209 | LCC = 0.9371 | SRCC = 0.9334 ]
+INFO:root:Average loss=0.058670274125268825
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2128 | LCC = 0.8692 | SRCC = 0.8667 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.1019 | LCC = 0.9381 | SRCC = 0.9330 ]
+INFO:root:Average loss=0.05878604814792291
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2116 | LCC = 0.8700 | SRCC = 0.8661 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.1094 | LCC = 0.9363 | SRCC = 0.9316 ]
+INFO:root:Average loss=0.055968338528122656
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2131 | LCC = 0.8720 | SRCC = 0.8678 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.1195 | LCC = 0.9362 | SRCC = 0.9300 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2366 | LCC = 0.8587 | SRCC = 0.8593 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1257 | LCC = 0.9256 | SRCC = 0.9279 ]
diff --git a/results_bvcc/w2v2_base/layer1/run4/config.gin b/results_bvcc/w2v2_base/layer1/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base/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/layer1/run4/model.pt b/results_bvcc/w2v2_base/layer1/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..f6766b17b467a76df8960929b86085a4c9163f0a
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer1/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:47e12b81faf37172040cce1a322306ec6c1fc2972e1f5316d571952d17534f46
+size 2747979
diff --git a/results_bvcc/w2v2_base/layer1/run4/model_best.pt b/results_bvcc/w2v2_base/layer1/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..7a59e0bf19197aeb5cd70075cb4163ab505c5a42
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer1/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:10b7f6630f6e8cd9082f912d75b22a7d2699b33fd9d4ffa7be02629920573271
+size 2749702
diff --git a/results_bvcc/w2v2_base/layer1/run4/train.log b/results_bvcc/w2v2_base/layer1/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..0fbbca3f83df16d06d89106ef8084adc46441b34
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer1/run4/train.log
@@ -0,0 +1,163 @@
+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=0.5067888184999808
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3787 | LCC = 0.7676 | SRCC = 0.7716 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.2580 | LCC = 0.8547 | SRCC = 0.8602 ]
+INFO:root:Average loss=0.28694182959122533
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3054 | LCC = 0.8105 | SRCC = 0.8177 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.1863 | LCC = 0.8930 | SRCC = 0.9010 ]
+INFO:root:Average loss=0.23920302990919504
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2741 | LCC = 0.8386 | SRCC = 0.8393 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.1467 | LCC = 0.9210 | SRCC = 0.9235 ]
+INFO:root:Average loss=0.21217203235779053
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2616 | LCC = 0.8402 | SRCC = 0.8408 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.1357 | LCC = 0.9121 | SRCC = 0.9131 ]
+INFO:root:Average loss=0.19956507419164365
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2505 | LCC = 0.8506 | SRCC = 0.8512 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.1288 | LCC = 0.9267 | SRCC = 0.9300 ]
+INFO:root:Average loss=0.18455939013988543
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2528 | LCC = 0.8536 | SRCC = 0.8531 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.1231 | LCC = 0.9293 | SRCC = 0.9300 ]
+INFO:root:Average loss=0.16596660868097574
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2391 | LCC = 0.8592 | SRCC = 0.8570 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.1131 | LCC = 0.9329 | SRCC = 0.9302 ]
+INFO:root:Average loss=0.15587880462408066
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2430 | LCC = 0.8558 | SRCC = 0.8537 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.1304 | LCC = 0.9287 | SRCC = 0.9277 ]
+INFO:root:Average loss=0.14549451025250631
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2537 | LCC = 0.8568 | SRCC = 0.8572 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.1547 | LCC = 0.9273 | SRCC = 0.9312 ]
+INFO:root:Average loss=0.14089427315271819
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2450 | LCC = 0.8516 | SRCC = 0.8518 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.1301 | LCC = 0.9300 | SRCC = 0.9345 ]
+INFO:root:Average loss=0.1309406508046847
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2291 | LCC = 0.8593 | SRCC = 0.8578 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.1124 | LCC = 0.9358 | SRCC = 0.9358 ]
+INFO:root:Average loss=0.12291629870350544
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2327 | LCC = 0.8623 | SRCC = 0.8601 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.1056 | LCC = 0.9389 | SRCC = 0.9350 ]
+INFO:root:Average loss=0.1144241709739734
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2246 | LCC = 0.8619 | SRCC = 0.8598 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.1116 | LCC = 0.9373 | SRCC = 0.9369 ]
+INFO:root:Average loss=0.10850251150818971
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2227 | LCC = 0.8616 | SRCC = 0.8594 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.1055 | LCC = 0.9379 | SRCC = 0.9376 ]
+INFO:root:Average loss=0.10566861149019156
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2212 | LCC = 0.8608 | SRCC = 0.8593 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.1054 | LCC = 0.9364 | SRCC = 0.9392 ]
+INFO:root:Average loss=0.10105009959676327
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2293 | LCC = 0.8554 | SRCC = 0.8543 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.1115 | LCC = 0.9358 | SRCC = 0.9401 ]
+INFO:root:Average loss=0.09794910175678058
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2247 | LCC = 0.8605 | SRCC = 0.8583 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1109 | LCC = 0.9350 | SRCC = 0.9357 ]
+INFO:root:Average loss=0.0921257061836047
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2215 | LCC = 0.8593 | SRCC = 0.8574 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.0989 | LCC = 0.9380 | SRCC = 0.9397 ]
+INFO:root:Average loss=0.08327317982912064
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2166 | LCC = 0.8626 | SRCC = 0.8613 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.0964 | LCC = 0.9357 | SRCC = 0.9363 ]
+INFO:root:Average loss=0.09554384051798245
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2440 | LCC = 0.8582 | SRCC = 0.8562 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1127 | LCC = 0.9306 | SRCC = 0.9285 ]
+INFO:root:Average loss=0.0855937705685695
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2158 | LCC = 0.8632 | SRCC = 0.8613 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.0965 | LCC = 0.9388 | SRCC = 0.9368 ]
+INFO:root:Average loss=0.07785610897609821
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2248 | LCC = 0.8624 | SRCC = 0.8590 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.1069 | LCC = 0.9421 | SRCC = 0.9383 ]
+INFO:root:Average loss=0.07071381960159694
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2162 | LCC = 0.8618 | SRCC = 0.8584 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.0971 | LCC = 0.9382 | SRCC = 0.9361 ]
+INFO:root:Average loss=0.0724777755064842
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2325 | LCC = 0.8600 | SRCC = 0.8571 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1164 | LCC = 0.9416 | SRCC = 0.9406 ]
+INFO:root:Average loss=0.06505997803730842
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2212 | LCC = 0.8638 | SRCC = 0.8613 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.0981 | LCC = 0.9424 | SRCC = 0.9394 ]
+INFO:root:Average loss=0.0653465433189502
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2362 | LCC = 0.8579 | SRCC = 0.8555 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1219 | LCC = 0.9391 | SRCC = 0.9373 ]
+INFO:root:Average loss=0.06491684961395386
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2331 | LCC = 0.8584 | SRCC = 0.8556 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.1030 | LCC = 0.9373 | SRCC = 0.9331 ]
+INFO:root:Average loss=0.0655498340821419
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2169 | LCC = 0.8609 | SRCC = 0.8594 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.0975 | LCC = 0.9371 | SRCC = 0.9358 ]
+INFO:root:Average loss=0.05822523506597067
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2225 | LCC = 0.8625 | SRCC = 0.8595 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.1022 | LCC = 0.9419 | SRCC = 0.9394 ]
+INFO:root:Average loss=0.06262223728192158
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2209 | LCC = 0.8590 | SRCC = 0.8579 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.0941 | LCC = 0.9341 | SRCC = 0.9334 ]
+INFO:root:Average loss=0.061830226809550554
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2208 | LCC = 0.8628 | SRCC = 0.8607 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.0992 | LCC = 0.9370 | SRCC = 0.9355 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2542 | LCC = 0.8541 | SRCC = 0.8542 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1683 | LCC = 0.9123 | SRCC = 0.9148 ]
diff --git a/results_bvcc/w2v2_base/layer10/run0/config.gin b/results_bvcc/w2v2_base/layer10/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base/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/layer10/run0/model.pt b/results_bvcc/w2v2_base/layer10/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b3bffc51638583bffa931719c4e01d56c16974e3
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer10/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:34c1a63ec83a1430692c77ecf5066f37ea69f3e10b10914faf5dfa5611595741
+size 2747979
diff --git a/results_bvcc/w2v2_base/layer10/run0/model_best.pt b/results_bvcc/w2v2_base/layer10/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..9d2eb101b84c56bb8a6625cfa9ff8b475f009337
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer10/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1a2c5e2c1fc190799f3088ee8b609abb21a34b65276a7504346f38a469024ab1
+size 2749702
diff --git a/results_bvcc/w2v2_base/layer10/run0/train.log b/results_bvcc/w2v2_base/layer10/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..d91dda727d61957cca3284f6242f22b710c9c86b
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer10/run0/train.log
@@ -0,0 +1,163 @@
+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=0.6340566608004081
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4106 | LCC = 0.7514 | SRCC = 0.7600 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.3009 | LCC = 0.8284 | SRCC = 0.8318 ]
+INFO:root:Average loss=0.3847933440254285
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3723 | LCC = 0.7784 | SRCC = 0.7856 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.2704 | LCC = 0.8500 | SRCC = 0.8501 ]
+INFO:root:Average loss=0.30829281417223126
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3684 | LCC = 0.7963 | SRCC = 0.7985 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.2706 | LCC = 0.8699 | SRCC = 0.8680 ]
+INFO:root:Average loss=0.31271022462692016
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3253 | LCC = 0.8152 | SRCC = 0.8146 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.1964 | LCC = 0.8825 | SRCC = 0.8798 ]
+INFO:root:Average loss=0.302239019710284
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3614 | LCC = 0.8170 | SRCC = 0.8186 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.2740 | LCC = 0.8858 | SRCC = 0.8825 ]
+INFO:root:Average loss=0.3026625733727064
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3027 | LCC = 0.8235 | SRCC = 0.8254 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.2049 | LCC = 0.8904 | SRCC = 0.8884 ]
+INFO:root:Average loss=0.27604097318954957
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3244 | LCC = 0.8330 | SRCC = 0.8298 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.2295 | LCC = 0.8938 | SRCC = 0.8855 ]
+INFO:root:Average loss=0.26417100658783543
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3696 | LCC = 0.8294 | SRCC = 0.8307 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.2218 | LCC = 0.8951 | SRCC = 0.8915 ]
+INFO:root:Average loss=0.2875201409825912
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3298 | LCC = 0.8324 | SRCC = 0.8360 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.2464 | LCC = 0.8945 | SRCC = 0.8941 ]
+INFO:root:Average loss=0.24525141200193992
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2832 | LCC = 0.8442 | SRCC = 0.8422 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.1743 | LCC = 0.9060 | SRCC = 0.9009 ]
+INFO:root:Average loss=0.2364092094775958
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3405 | LCC = 0.8430 | SRCC = 0.8429 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.2558 | LCC = 0.9111 | SRCC = 0.9070 ]
+INFO:root:Average loss=0.25019912135142547
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2921 | LCC = 0.8451 | SRCC = 0.8446 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.1648 | LCC = 0.9099 | SRCC = 0.9045 ]
+INFO:root:Average loss=0.27862557539573085
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2895 | LCC = 0.8432 | SRCC = 0.8413 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.1873 | LCC = 0.9077 | SRCC = 0.9023 ]
+INFO:root:Average loss=0.23084685531182167
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2827 | LCC = 0.8465 | SRCC = 0.8464 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.1910 | LCC = 0.9125 | SRCC = 0.9102 ]
+INFO:root:Average loss=0.22213796965586832
+INFO:root:
+[Valid][14][UTT][ MSE = 0.3125 | LCC = 0.8457 | SRCC = 0.8463 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.2268 | LCC = 0.9111 | SRCC = 0.9076 ]
+INFO:root:Average loss=0.21562972512000647
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2733 | LCC = 0.8510 | SRCC = 0.8493 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.1689 | LCC = 0.9194 | SRCC = 0.9141 ]
+INFO:root:Average loss=0.20544885232662544
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2582 | LCC = 0.8532 | SRCC = 0.8531 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1508 | LCC = 0.9153 | SRCC = 0.9110 ]
+INFO:root:Average loss=0.19289059908344194
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2610 | LCC = 0.8567 | SRCC = 0.8573 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.1694 | LCC = 0.9142 | SRCC = 0.9118 ]
+INFO:root:Average loss=0.1999117200000164
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3502 | LCC = 0.8483 | SRCC = 0.8489 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.2647 | LCC = 0.9167 | SRCC = 0.9136 ]
+INFO:root:Average loss=0.21447260677814484
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2960 | LCC = 0.8518 | SRCC = 0.8516 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1730 | LCC = 0.9164 | SRCC = 0.9078 ]
+INFO:root:Average loss=0.20319852691430312
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2693 | LCC = 0.8538 | SRCC = 0.8543 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.1738 | LCC = 0.9145 | SRCC = 0.9124 ]
+INFO:root:Average loss=0.21281205280086932
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2741 | LCC = 0.8537 | SRCC = 0.8529 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.1787 | LCC = 0.9133 | SRCC = 0.9075 ]
+INFO:root:Average loss=0.222677637082644
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2668 | LCC = 0.8554 | SRCC = 0.8565 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.1624 | LCC = 0.9186 | SRCC = 0.9168 ]
+INFO:root:Average loss=0.18749733603535554
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2773 | LCC = 0.8512 | SRCC = 0.8497 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1769 | LCC = 0.9171 | SRCC = 0.9100 ]
+INFO:root:Average loss=0.21209082150688538
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2507 | LCC = 0.8562 | SRCC = 0.8569 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.1468 | LCC = 0.9200 | SRCC = 0.9166 ]
+INFO:root:Average loss=0.17649115985020614
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2750 | LCC = 0.8531 | SRCC = 0.8521 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1826 | LCC = 0.9181 | SRCC = 0.9133 ]
+INFO:root:Average loss=0.1752329561381768
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2695 | LCC = 0.8559 | SRCC = 0.8585 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.1472 | LCC = 0.9228 | SRCC = 0.9195 ]
+INFO:root:Average loss=0.18399202670806494
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2607 | LCC = 0.8577 | SRCC = 0.8576 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.1629 | LCC = 0.9278 | SRCC = 0.9257 ]
+INFO:root:Average loss=0.1969409548701384
+INFO:root:
+[Valid][28][UTT][ MSE = 0.3153 | LCC = 0.8558 | SRCC = 0.8557 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.2016 | LCC = 0.9231 | SRCC = 0.9166 ]
+INFO:root:Average loss=0.16963752693472764
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2594 | LCC = 0.8517 | SRCC = 0.8516 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.1607 | LCC = 0.9219 | SRCC = 0.9184 ]
+INFO:root:Average loss=0.15732398762916908
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2864 | LCC = 0.8545 | SRCC = 0.8538 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.1970 | LCC = 0.9199 | SRCC = 0.9155 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2476 | LCC = 0.8550 | SRCC = 0.8542 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1155 | LCC = 0.9270 | SRCC = 0.9283 ]
diff --git a/results_bvcc/w2v2_base/layer10/run1/config.gin b/results_bvcc/w2v2_base/layer10/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base/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/layer10/run1/model.pt b/results_bvcc/w2v2_base/layer10/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..60c202c243963c55f7424273d5f1f07e5cad604b
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer10/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:598dc0012f60cdfc06d5253279853e5fc3e9ab77df774cfa9e1e3ed384fce21b
+size 2747979
diff --git a/results_bvcc/w2v2_base/layer10/run1/model_best.pt b/results_bvcc/w2v2_base/layer10/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ce5c21f7a049264198244845e28704b9ff55c565
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer10/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:306949bbbe0fb3d5003ae9772e2142cba578554ebc0cb3f80988304a6e3fdbc6
+size 2749702
diff --git a/results_bvcc/w2v2_base/layer10/run1/train.log b/results_bvcc/w2v2_base/layer10/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..d358aedf02b6a65aea3ee8ff6597a32a4ac39b56
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer10/run1/train.log
@@ -0,0 +1,163 @@
+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=0.7796100844175388
+INFO:root:
+[Valid][0][UTT][ MSE = 0.6900 | LCC = 0.6318 | SRCC = 0.6236 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.5890 | LCC = 0.7349 | SRCC = 0.7272 ]
+INFO:root:Average loss=0.43842379137491566
+INFO:root:
+[Valid][1][UTT][ MSE = 0.4299 | LCC = 0.7606 | SRCC = 0.7773 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.3243 | LCC = 0.8389 | SRCC = 0.8462 ]
+INFO:root:Average loss=0.33721469266292375
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3480 | LCC = 0.7960 | SRCC = 0.7999 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.2464 | LCC = 0.8636 | SRCC = 0.8620 ]
+INFO:root:Average loss=0.3431662714634186
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3195 | LCC = 0.8054 | SRCC = 0.8097 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.2148 | LCC = 0.8697 | SRCC = 0.8674 ]
+INFO:root:Average loss=0.30712308906591856
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3144 | LCC = 0.8185 | SRCC = 0.8199 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.1908 | LCC = 0.8827 | SRCC = 0.8823 ]
+INFO:root:Average loss=0.28962959884068906
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3502 | LCC = 0.8183 | SRCC = 0.8205 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.2134 | LCC = 0.8749 | SRCC = 0.8772 ]
+INFO:root:Average loss=0.28130568888707036
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3032 | LCC = 0.8288 | SRCC = 0.8286 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.1951 | LCC = 0.8926 | SRCC = 0.8887 ]
+INFO:root:Average loss=0.2795686335899891
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3075 | LCC = 0.8311 | SRCC = 0.8295 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.2042 | LCC = 0.8928 | SRCC = 0.8890 ]
+INFO:root:Average loss=0.25468874741823244
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3200 | LCC = 0.8369 | SRCC = 0.8390 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.1840 | LCC = 0.9005 | SRCC = 0.9005 ]
+INFO:root:Average loss=0.2632343329680272
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3394 | LCC = 0.8340 | SRCC = 0.8335 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.2438 | LCC = 0.8982 | SRCC = 0.8920 ]
+INFO:root:Average loss=0.2561314589320085
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2806 | LCC = 0.8409 | SRCC = 0.8399 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.1698 | LCC = 0.9036 | SRCC = 0.8982 ]
+INFO:root:Average loss=0.2590295391587111
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3220 | LCC = 0.8449 | SRCC = 0.8445 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.1911 | LCC = 0.9085 | SRCC = 0.9055 ]
+INFO:root:Average loss=0.24746226251889497
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2911 | LCC = 0.8403 | SRCC = 0.8417 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.1961 | LCC = 0.9034 | SRCC = 0.9010 ]
+INFO:root:Average loss=0.2464088023855136
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2756 | LCC = 0.8400 | SRCC = 0.8411 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.1819 | LCC = 0.9006 | SRCC = 0.8981 ]
+INFO:root:Average loss=0.2302155883457416
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2737 | LCC = 0.8459 | SRCC = 0.8459 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.1546 | LCC = 0.9050 | SRCC = 0.9027 ]
+INFO:root:Average loss=0.2331328264031655
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2586 | LCC = 0.8418 | SRCC = 0.8408 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.1446 | LCC = 0.9063 | SRCC = 0.9006 ]
+INFO:root:Average loss=0.21601504622361598
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2791 | LCC = 0.8456 | SRCC = 0.8441 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1559 | LCC = 0.9105 | SRCC = 0.9069 ]
+INFO:root:Average loss=0.21259737740724516
+INFO:root:
+[Valid][17][UTT][ MSE = 0.3048 | LCC = 0.8435 | SRCC = 0.8427 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.2081 | LCC = 0.9063 | SRCC = 0.9020 ]
+INFO:root:Average loss=0.2054756549306405
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2682 | LCC = 0.8466 | SRCC = 0.8461 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.1679 | LCC = 0.9086 | SRCC = 0.9032 ]
+INFO:root:Average loss=0.19966396890007532
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2665 | LCC = 0.8492 | SRCC = 0.8481 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1388 | LCC = 0.9182 | SRCC = 0.9130 ]
+INFO:root:Average loss=0.20426208172471094
+INFO:root:
+[Valid][20][UTT][ MSE = 0.3294 | LCC = 0.8432 | SRCC = 0.8414 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.2330 | LCC = 0.9149 | SRCC = 0.9120 ]
+INFO:root:Average loss=0.1957240331058319
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2638 | LCC = 0.8438 | SRCC = 0.8424 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.1370 | LCC = 0.9156 | SRCC = 0.9094 ]
+INFO:root:Average loss=0.18055324447460663
+INFO:root:
+[Valid][22][UTT][ MSE = 0.3058 | LCC = 0.8398 | SRCC = 0.8420 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.2248 | LCC = 0.9039 | SRCC = 0.9026 ]
+INFO:root:Average loss=0.20639980890047857
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2672 | LCC = 0.8460 | SRCC = 0.8458 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1678 | LCC = 0.9135 | SRCC = 0.9100 ]
+INFO:root:Average loss=0.19168832009801498
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2609 | LCC = 0.8521 | SRCC = 0.8501 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.1466 | LCC = 0.9210 | SRCC = 0.9134 ]
+INFO:root:Average loss=0.18861015102802178
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2697 | LCC = 0.8510 | SRCC = 0.8511 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1404 | LCC = 0.9210 | SRCC = 0.9152 ]
+INFO:root:Average loss=0.17494672307601342
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2967 | LCC = 0.8508 | SRCC = 0.8511 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.1617 | LCC = 0.9181 | SRCC = 0.9122 ]
+INFO:root:Average loss=0.19273283638251135
+INFO:root:
+[Valid][27][UTT][ MSE = 0.3081 | LCC = 0.8413 | SRCC = 0.8424 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.2173 | LCC = 0.9092 | SRCC = 0.9051 ]
+INFO:root:Average loss=0.16662715948545015
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2756 | LCC = 0.8517 | SRCC = 0.8503 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.1756 | LCC = 0.9223 | SRCC = 0.9152 ]
+INFO:root:Average loss=0.15800289943432197
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2639 | LCC = 0.8480 | SRCC = 0.8473 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.1819 | LCC = 0.9090 | SRCC = 0.9048 ]
+INFO:root:Average loss=0.15854160783764643
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2453 | LCC = 0.8465 | SRCC = 0.8471 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.1411 | LCC = 0.9131 | SRCC = 0.9123 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2646 | LCC = 0.8492 | SRCC = 0.8482 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1480 | LCC = 0.9267 | SRCC = 0.9284 ]
diff --git a/results_bvcc/w2v2_base/layer10/run2/config.gin b/results_bvcc/w2v2_base/layer10/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base/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/layer10/run2/model.pt b/results_bvcc/w2v2_base/layer10/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..2ce0ceee68573313b456f27938a3fdd2b27e1036
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer10/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e33ada00c9dfc1300d134ec03d9ddded0705ab909eb5090ab0661e2e5e3aa644
+size 2747979
diff --git a/results_bvcc/w2v2_base/layer10/run2/model_best.pt b/results_bvcc/w2v2_base/layer10/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b114bb7d3f0a6beb38a47dcc6f4567751072e4f6
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer10/run2/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1e9d94a3abab797f3aee2f89678a15c9349c120ecbbd8a45c6e6891c822cff0f
+size 2749702
diff --git a/results_bvcc/w2v2_base/layer10/run2/train.log b/results_bvcc/w2v2_base/layer10/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..6347588966685c8221a7a11bc8bb38dfbf9699c2
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer10/run2/train.log
@@ -0,0 +1,163 @@
+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=0.7398962053732995
+INFO:root:
+[Valid][0][UTT][ MSE = 0.5114 | LCC = 0.6916 | SRCC = 0.6911 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.4090 | LCC = 0.7632 | SRCC = 0.7634 ]
+INFO:root:Average loss=0.37356871232772487
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3672 | LCC = 0.7884 | SRCC = 0.7919 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.2653 | LCC = 0.8618 | SRCC = 0.8618 ]
+INFO:root:Average loss=0.3334188083043465
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3171 | LCC = 0.8014 | SRCC = 0.8030 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.2022 | LCC = 0.8692 | SRCC = 0.8707 ]
+INFO:root:Average loss=0.3181392959295175
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3506 | LCC = 0.8125 | SRCC = 0.8092 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.2285 | LCC = 0.8834 | SRCC = 0.8795 ]
+INFO:root:Average loss=0.2956486004285323
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3246 | LCC = 0.8153 | SRCC = 0.8148 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.2220 | LCC = 0.8831 | SRCC = 0.8801 ]
+INFO:root:Average loss=0.2900301647874025
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3632 | LCC = 0.8221 | SRCC = 0.8200 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.2366 | LCC = 0.8955 | SRCC = 0.8903 ]
+INFO:root:Average loss=0.27746068762663084
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3168 | LCC = 0.8305 | SRCC = 0.8286 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.2027 | LCC = 0.8982 | SRCC = 0.8937 ]
+INFO:root:Average loss=0.2560170080799323
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2914 | LCC = 0.8352 | SRCC = 0.8338 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.1847 | LCC = 0.9009 | SRCC = 0.8981 ]
+INFO:root:Average loss=0.2501956919829051
+INFO:root:
+[Valid][8][UTT][ MSE = 0.4080 | LCC = 0.8264 | SRCC = 0.8285 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.3328 | LCC = 0.8892 | SRCC = 0.8856 ]
+INFO:root:Average loss=0.24749419876398185
+INFO:root:
+[Valid][9][UTT][ MSE = 0.4722 | LCC = 0.8236 | SRCC = 0.8263 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.4021 | LCC = 0.8900 | SRCC = 0.8886 ]
+INFO:root:Average loss=0.24561113271957788
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3281 | LCC = 0.8385 | SRCC = 0.8402 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.2398 | LCC = 0.9049 | SRCC = 0.9064 ]
+INFO:root:Average loss=0.2400172662276488
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3102 | LCC = 0.8428 | SRCC = 0.8429 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.2185 | LCC = 0.9077 | SRCC = 0.9060 ]
+INFO:root:Average loss=0.23402776301671296
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3086 | LCC = 0.8419 | SRCC = 0.8401 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.2166 | LCC = 0.9024 | SRCC = 0.8960 ]
+INFO:root:Average loss=0.21971334545658186
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3033 | LCC = 0.8444 | SRCC = 0.8451 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.2220 | LCC = 0.9051 | SRCC = 0.9021 ]
+INFO:root:Average loss=0.23659904224750322
+INFO:root:
+[Valid][14][UTT][ MSE = 0.3431 | LCC = 0.8426 | SRCC = 0.8446 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.2683 | LCC = 0.9018 | SRCC = 0.9008 ]
+INFO:root:Average loss=0.23464051614969206
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2890 | LCC = 0.8491 | SRCC = 0.8482 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.1912 | LCC = 0.9092 | SRCC = 0.9054 ]
+INFO:root:Average loss=0.21507561799043265
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2793 | LCC = 0.8515 | SRCC = 0.8499 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1891 | LCC = 0.9127 | SRCC = 0.9065 ]
+INFO:root:Average loss=0.21147131709716258
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2529 | LCC = 0.8499 | SRCC = 0.8496 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.1409 | LCC = 0.9103 | SRCC = 0.9051 ]
+INFO:root:Average loss=0.21192121945130518
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2614 | LCC = 0.8458 | SRCC = 0.8458 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.1423 | LCC = 0.9126 | SRCC = 0.9092 ]
+INFO:root:Average loss=0.19656659729587725
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2669 | LCC = 0.8525 | SRCC = 0.8516 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1671 | LCC = 0.9199 | SRCC = 0.9171 ]
+INFO:root:Average loss=0.2072015079932335
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2580 | LCC = 0.8494 | SRCC = 0.8492 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.1512 | LCC = 0.9145 | SRCC = 0.9120 ]
+INFO:root:Average loss=0.18787010644490904
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2558 | LCC = 0.8537 | SRCC = 0.8530 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.1398 | LCC = 0.9229 | SRCC = 0.9196 ]
+INFO:root:Average loss=0.18262528609006834
+INFO:root:
+[Valid][22][UTT][ MSE = 0.3109 | LCC = 0.8497 | SRCC = 0.8504 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.2268 | LCC = 0.9188 | SRCC = 0.9193 ]
+INFO:root:Average loss=0.18379567716366205
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2671 | LCC = 0.8502 | SRCC = 0.8511 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1596 | LCC = 0.9184 | SRCC = 0.9178 ]
+INFO:root:Average loss=0.16958561491889831
+INFO:root:
+[Valid][24][UTT][ MSE = 0.3290 | LCC = 0.8524 | SRCC = 0.8527 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.2510 | LCC = 0.9205 | SRCC = 0.9204 ]
+INFO:root:Average loss=0.17480431143672037
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2704 | LCC = 0.8578 | SRCC = 0.8573 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1756 | LCC = 0.9267 | SRCC = 0.9243 ]
+INFO:root:Average loss=0.16138773172711715
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2760 | LCC = 0.8530 | SRCC = 0.8534 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.1867 | LCC = 0.9202 | SRCC = 0.9194 ]
+INFO:root:Average loss=0.17517884572347006
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2612 | LCC = 0.8536 | SRCC = 0.8533 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.1487 | LCC = 0.9164 | SRCC = 0.9122 ]
+INFO:root:Average loss=0.1903034653992225
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2716 | LCC = 0.8538 | SRCC = 0.8544 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.1490 | LCC = 0.9221 | SRCC = 0.9188 ]
+INFO:root:Average loss=0.16389165293329802
+INFO:root:
+[Valid][29][UTT][ MSE = 0.3065 | LCC = 0.8502 | SRCC = 0.8510 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.2208 | LCC = 0.9189 | SRCC = 0.9184 ]
+INFO:root:Average loss=0.15112435368773264
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2571 | LCC = 0.8564 | SRCC = 0.8551 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.1691 | LCC = 0.9202 | SRCC = 0.9159 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2634 | LCC = 0.8483 | SRCC = 0.8472 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1228 | LCC = 0.9229 | SRCC = 0.9240 ]
diff --git a/results_bvcc/w2v2_base/layer10/run3/config.gin b/results_bvcc/w2v2_base/layer10/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base/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/layer10/run3/model.pt b/results_bvcc/w2v2_base/layer10/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..88d2ce5a3b5368e6815c8399a2616337c0867f40
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer10/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9e1f35fa31a5b15a56dd2b81dfe4855db0a5288f1d261075e354090f21f607f6
+size 2747979
diff --git a/results_bvcc/w2v2_base/layer10/run3/model_best.pt b/results_bvcc/w2v2_base/layer10/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..2d21b3224b08f6926b3b9b3ab459385e4585020c
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer10/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:de2c91977e3a45e25c04d693e1efdad18f4a4ebf787fc846577d2a8ffc126cba
+size 2749638
diff --git a/results_bvcc/w2v2_base/layer10/run3/train.log b/results_bvcc/w2v2_base/layer10/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..c7b6d89fa4b7bc0a9cfedfe61e51778b47b2ed9c
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer10/run3/train.log
@@ -0,0 +1,163 @@
+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=0.6151072016129127
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4204 | LCC = 0.7370 | SRCC = 0.7415 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.2999 | LCC = 0.8171 | SRCC = 0.8177 ]
+INFO:root:Average loss=0.38759309473710185
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3523 | LCC = 0.7804 | SRCC = 0.7795 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.2224 | LCC = 0.8444 | SRCC = 0.8431 ]
+INFO:root:Average loss=0.3734013302586017
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3707 | LCC = 0.7873 | SRCC = 0.7909 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.2624 | LCC = 0.8608 | SRCC = 0.8615 ]
+INFO:root:Average loss=0.3029930610687305
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3446 | LCC = 0.8111 | SRCC = 0.8094 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.2205 | LCC = 0.8816 | SRCC = 0.8775 ]
+INFO:root:Average loss=0.3115337605659778
+INFO:root:
+[Valid][4][UTT][ MSE = 0.4950 | LCC = 0.7943 | SRCC = 0.8059 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.4047 | LCC = 0.8674 | SRCC = 0.8729 ]
+INFO:root:Average loss=0.2675825441494966
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2955 | LCC = 0.8212 | SRCC = 0.8203 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.1821 | LCC = 0.8854 | SRCC = 0.8803 ]
+INFO:root:Average loss=0.2922194231397066
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3622 | LCC = 0.8166 | SRCC = 0.8248 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.2780 | LCC = 0.8809 | SRCC = 0.8855 ]
+INFO:root:Average loss=0.2934482196966807
+INFO:root:
+[Valid][7][UTT][ MSE = 0.4435 | LCC = 0.8111 | SRCC = 0.8185 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.3622 | LCC = 0.8790 | SRCC = 0.8799 ]
+INFO:root:Average loss=0.2818548060380496
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3128 | LCC = 0.8260 | SRCC = 0.8290 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.2179 | LCC = 0.8915 | SRCC = 0.8921 ]
+INFO:root:Average loss=0.24064893084458816
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2917 | LCC = 0.8292 | SRCC = 0.8278 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.1780 | LCC = 0.8979 | SRCC = 0.8924 ]
+INFO:root:Average loss=0.242812563593571
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2794 | LCC = 0.8348 | SRCC = 0.8349 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.1536 | LCC = 0.9036 | SRCC = 0.8996 ]
+INFO:root:Average loss=0.23124572883049646
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3585 | LCC = 0.8292 | SRCC = 0.8331 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.2724 | LCC = 0.8929 | SRCC = 0.8921 ]
+INFO:root:Average loss=0.23634144434562096
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3049 | LCC = 0.8325 | SRCC = 0.8369 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.2208 | LCC = 0.8946 | SRCC = 0.8953 ]
+INFO:root:Average loss=0.25324304974996126
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3333 | LCC = 0.8284 | SRCC = 0.8334 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.2473 | LCC = 0.8942 | SRCC = 0.8948 ]
+INFO:root:Average loss=0.22296481732374582
+INFO:root:
+[Valid][14][UTT][ MSE = 0.3288 | LCC = 0.8310 | SRCC = 0.8329 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.2406 | LCC = 0.8992 | SRCC = 0.8979 ]
+INFO:root:Average loss=0.2211699033012757
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3366 | LCC = 0.8352 | SRCC = 0.8372 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.2561 | LCC = 0.8978 | SRCC = 0.8955 ]
+INFO:root:Average loss=0.22075015917802468
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2678 | LCC = 0.8435 | SRCC = 0.8434 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1686 | LCC = 0.9088 | SRCC = 0.9047 ]
+INFO:root:Average loss=0.20845631261666617
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2795 | LCC = 0.8428 | SRCC = 0.8424 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.1774 | LCC = 0.9096 | SRCC = 0.9050 ]
+INFO:root:Average loss=0.21116518544463012
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2620 | LCC = 0.8462 | SRCC = 0.8460 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.1636 | LCC = 0.9117 | SRCC = 0.9080 ]
+INFO:root:Average loss=0.19843919689838702
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2834 | LCC = 0.8428 | SRCC = 0.8439 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1841 | LCC = 0.9136 | SRCC = 0.9119 ]
+INFO:root:Average loss=0.19134420423935622
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2904 | LCC = 0.8457 | SRCC = 0.8455 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.1989 | LCC = 0.9120 | SRCC = 0.9076 ]
+INFO:root:Average loss=0.20944310189821783
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2646 | LCC = 0.8465 | SRCC = 0.8490 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.1666 | LCC = 0.9136 | SRCC = 0.9139 ]
+INFO:root:Average loss=0.19671830009573546
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2879 | LCC = 0.8445 | SRCC = 0.8469 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.2027 | LCC = 0.9099 | SRCC = 0.9105 ]
+INFO:root:Average loss=0.1823623925447464
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2827 | LCC = 0.8465 | SRCC = 0.8485 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1454 | LCC = 0.9202 | SRCC = 0.9189 ]
+INFO:root:Average loss=0.19276750651307595
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2823 | LCC = 0.8405 | SRCC = 0.8389 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.1512 | LCC = 0.9130 | SRCC = 0.9092 ]
+INFO:root:Average loss=0.17636762196436906
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2556 | LCC = 0.8436 | SRCC = 0.8448 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1602 | LCC = 0.9090 | SRCC = 0.9076 ]
+INFO:root:Average loss=0.20817641866130707
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2682 | LCC = 0.8417 | SRCC = 0.8437 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.1759 | LCC = 0.9074 | SRCC = 0.9057 ]
+INFO:root:Average loss=0.16617436869404253
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2511 | LCC = 0.8464 | SRCC = 0.8461 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.1193 | LCC = 0.9229 | SRCC = 0.9178 ]
+INFO:root:Average loss=0.16740939957209122
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2690 | LCC = 0.8440 | SRCC = 0.8437 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.1364 | LCC = 0.9144 | SRCC = 0.9107 ]
+INFO:root:Average loss=0.16532027176939523
+INFO:root:
+[Valid][29][UTT][ MSE = 0.3082 | LCC = 0.8402 | SRCC = 0.8406 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.2247 | LCC = 0.9109 | SRCC = 0.9082 ]
+INFO:root:Average loss=0.15212263835546297
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2527 | LCC = 0.8465 | SRCC = 0.8445 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.1419 | LCC = 0.9131 | SRCC = 0.9048 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2515 | LCC = 0.8470 | SRCC = 0.8473 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1390 | LCC = 0.9138 | SRCC = 0.9160 ]
diff --git a/results_bvcc/w2v2_base/layer10/run4/config.gin b/results_bvcc/w2v2_base/layer10/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base/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/layer10/run4/model.pt b/results_bvcc/w2v2_base/layer10/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..fe1e507c4f14ef5777a26af56904bf4b61065afa
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer10/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8233559288f0e7cce5c389b0d98eff5da9230888a799b95da497236000e1a818
+size 2747979
diff --git a/results_bvcc/w2v2_base/layer10/run4/model_best.pt b/results_bvcc/w2v2_base/layer10/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..fe59bcb5feb5a29dc82cf1de0e73332959440335
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer10/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4568757eef5a6b5eea5b8fcbb5aac40f903c07142d42636a57d741fcc45125b1
+size 2749702
diff --git a/results_bvcc/w2v2_base/layer10/run4/train.log b/results_bvcc/w2v2_base/layer10/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..14d139d9c5f2765730a9d5c9a62de44c5d99c39c
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer10/run4/train.log
@@ -0,0 +1,163 @@
+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=0.6545072178810071
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4145 | LCC = 0.7394 | SRCC = 0.7458 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.2926 | LCC = 0.8168 | SRCC = 0.8205 ]
+INFO:root:Average loss=0.355220785125708
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3932 | LCC = 0.7778 | SRCC = 0.7817 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.2915 | LCC = 0.8502 | SRCC = 0.8524 ]
+INFO:root:Average loss=0.3223578440837371
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3430 | LCC = 0.8016 | SRCC = 0.8013 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.2191 | LCC = 0.8739 | SRCC = 0.8727 ]
+INFO:root:Average loss=0.2996859038487459
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3301 | LCC = 0.8054 | SRCC = 0.8083 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.2334 | LCC = 0.8701 | SRCC = 0.8720 ]
+INFO:root:Average loss=0.2845711891467755
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3250 | LCC = 0.8211 | SRCC = 0.8189 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.2040 | LCC = 0.8849 | SRCC = 0.8811 ]
+INFO:root:Average loss=0.27655357638230693
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3029 | LCC = 0.8262 | SRCC = 0.8253 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.1902 | LCC = 0.8937 | SRCC = 0.8892 ]
+INFO:root:Average loss=0.25849863504752135
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2964 | LCC = 0.8321 | SRCC = 0.8329 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.2004 | LCC = 0.8976 | SRCC = 0.8939 ]
+INFO:root:Average loss=0.2515467290694897
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3240 | LCC = 0.8310 | SRCC = 0.8324 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.1842 | LCC = 0.9034 | SRCC = 0.8998 ]
+INFO:root:Average loss=0.27844069592463666
+INFO:root:
+[Valid][8][UTT][ MSE = 0.4449 | LCC = 0.8209 | SRCC = 0.8246 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.3579 | LCC = 0.8906 | SRCC = 0.8906 ]
+INFO:root:Average loss=0.26968440126914245
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2838 | LCC = 0.8295 | SRCC = 0.8282 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.1730 | LCC = 0.8944 | SRCC = 0.8902 ]
+INFO:root:Average loss=0.2712944417427748
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2849 | LCC = 0.8366 | SRCC = 0.8354 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.1620 | LCC = 0.9042 | SRCC = 0.8981 ]
+INFO:root:Average loss=0.2607968611977039
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3064 | LCC = 0.8345 | SRCC = 0.8328 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.2161 | LCC = 0.8940 | SRCC = 0.8878 ]
+INFO:root:Average loss=0.23532921314621583
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3120 | LCC = 0.8419 | SRCC = 0.8409 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.1901 | LCC = 0.9129 | SRCC = 0.9088 ]
+INFO:root:Average loss=0.2828981878283696
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3866 | LCC = 0.8293 | SRCC = 0.8299 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.2966 | LCC = 0.8977 | SRCC = 0.8952 ]
+INFO:root:Average loss=0.2335819055636724
+INFO:root:
+[Valid][14][UTT][ MSE = 0.3715 | LCC = 0.8360 | SRCC = 0.8363 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.2870 | LCC = 0.9040 | SRCC = 0.9009 ]
+INFO:root:Average loss=0.23957400100353438
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3176 | LCC = 0.8405 | SRCC = 0.8403 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.2366 | LCC = 0.9023 | SRCC = 0.8987 ]
+INFO:root:Average loss=0.24155533466583642
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3208 | LCC = 0.8441 | SRCC = 0.8428 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1898 | LCC = 0.9131 | SRCC = 0.9075 ]
+INFO:root:Average loss=0.24156073385324234
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2841 | LCC = 0.8425 | SRCC = 0.8423 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.1892 | LCC = 0.9048 | SRCC = 0.9042 ]
+INFO:root:Average loss=0.20834966548360312
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3095 | LCC = 0.8416 | SRCC = 0.8422 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.2186 | LCC = 0.9105 | SRCC = 0.9073 ]
+INFO:root:Average loss=0.21217099806437126
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2720 | LCC = 0.8501 | SRCC = 0.8484 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1652 | LCC = 0.9162 | SRCC = 0.9114 ]
+INFO:root:Average loss=0.19776207074905053
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2636 | LCC = 0.8447 | SRCC = 0.8453 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.1664 | LCC = 0.9097 | SRCC = 0.9068 ]
+INFO:root:Average loss=0.19794282622826406
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2411 | LCC = 0.8514 | SRCC = 0.8515 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.1362 | LCC = 0.9154 | SRCC = 0.9123 ]
+INFO:root:Average loss=0.1933632479646267
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2746 | LCC = 0.8498 | SRCC = 0.8500 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.1695 | LCC = 0.9207 | SRCC = 0.9184 ]
+INFO:root:Average loss=0.1782150381268599
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2668 | LCC = 0.8488 | SRCC = 0.8503 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1449 | LCC = 0.9202 | SRCC = 0.9170 ]
+INFO:root:Average loss=0.18513291052136666
+INFO:root:
+[Valid][24][UTT][ MSE = 0.3103 | LCC = 0.8454 | SRCC = 0.8476 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.1695 | LCC = 0.9138 | SRCC = 0.9128 ]
+INFO:root:Average loss=0.18012897880413595
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2771 | LCC = 0.8489 | SRCC = 0.8477 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1834 | LCC = 0.9111 | SRCC = 0.9067 ]
+INFO:root:Average loss=0.20076192113069388
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2845 | LCC = 0.8477 | SRCC = 0.8475 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.1971 | LCC = 0.9096 | SRCC = 0.9059 ]
+INFO:root:Average loss=0.17811192266452006
+INFO:root:
+[Valid][27][UTT][ MSE = 0.3167 | LCC = 0.8465 | SRCC = 0.8468 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.2296 | LCC = 0.9130 | SRCC = 0.9091 ]
+INFO:root:Average loss=0.17272290339072546
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2849 | LCC = 0.8521 | SRCC = 0.8519 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.1649 | LCC = 0.9216 | SRCC = 0.9194 ]
+INFO:root:Average loss=0.16984143423346373
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2588 | LCC = 0.8487 | SRCC = 0.8484 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.1560 | LCC = 0.9123 | SRCC = 0.9062 ]
+INFO:root:Average loss=0.15709087529625648
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2657 | LCC = 0.8477 | SRCC = 0.8492 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.1605 | LCC = 0.9181 | SRCC = 0.9184 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2939 | LCC = 0.8437 | SRCC = 0.8424 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1769 | LCC = 0.9285 | SRCC = 0.9301 ]
diff --git a/results_bvcc/w2v2_base/layer11/run0/config.gin b/results_bvcc/w2v2_base/layer11/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base/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/layer11/run0/model.pt b/results_bvcc/w2v2_base/layer11/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..80fe0d8c6f1187a71df973ffbd74d60d44e53872
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer11/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:dfc11f80c30a82b85cb4b4bdfcb97edbbfa133c881922ae9ba98706b8b0297e6
+size 2747979
diff --git a/results_bvcc/w2v2_base/layer11/run0/model_best.pt b/results_bvcc/w2v2_base/layer11/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..1b923bad2cd4f715141c60b3095a22b92eef3ff8
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer11/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ad52517bf6eb877a028312970a4ce86574839f1c3ecc9de81d76699ab96f37bc
+size 2749702
diff --git a/results_bvcc/w2v2_base/layer11/run0/train.log b/results_bvcc/w2v2_base/layer11/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..dc0bd0dc27152495a19b0d2306bd4139db021e1a
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer11/run0/train.log
@@ -0,0 +1,163 @@
+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=0.6455222926078699
+INFO:root:
+[Valid][0][UTT][ MSE = 0.5647 | LCC = 0.6759 | SRCC = 0.7119 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.4597 | LCC = 0.7481 | SRCC = 0.7608 ]
+INFO:root:Average loss=0.40357579787572223
+INFO:root:
+[Valid][1][UTT][ MSE = 0.4272 | LCC = 0.7687 | SRCC = 0.7667 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.2970 | LCC = 0.8387 | SRCC = 0.8310 ]
+INFO:root:Average loss=0.39697744773748594
+INFO:root:
+[Valid][2][UTT][ MSE = 0.4527 | LCC = 0.7757 | SRCC = 0.7818 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.3565 | LCC = 0.8446 | SRCC = 0.8423 ]
+INFO:root:Average loss=0.3299111532859313
+INFO:root:
+[Valid][3][UTT][ MSE = 0.5422 | LCC = 0.7850 | SRCC = 0.7971 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.4597 | LCC = 0.8536 | SRCC = 0.8605 ]
+INFO:root:Average loss=0.31106368318582195
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3591 | LCC = 0.8123 | SRCC = 0.8108 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.2491 | LCC = 0.8777 | SRCC = 0.8750 ]
+INFO:root:Average loss=0.32614133583429533
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3149 | LCC = 0.8091 | SRCC = 0.8065 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.2032 | LCC = 0.8766 | SRCC = 0.8740 ]
+INFO:root:Average loss=0.2989775559458977
+INFO:root:
+[Valid][6][UTT][ MSE = 0.4583 | LCC = 0.8003 | SRCC = 0.8025 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.3748 | LCC = 0.8690 | SRCC = 0.8686 ]
+INFO:root:Average loss=0.2956921005478272
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3242 | LCC = 0.8107 | SRCC = 0.8095 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.2181 | LCC = 0.8710 | SRCC = 0.8697 ]
+INFO:root:Average loss=0.2990660447722826
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3365 | LCC = 0.8165 | SRCC = 0.8128 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.2320 | LCC = 0.8804 | SRCC = 0.8774 ]
+INFO:root:Average loss=0.29290045702304596
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3527 | LCC = 0.8114 | SRCC = 0.8117 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.2550 | LCC = 0.8804 | SRCC = 0.8779 ]
+INFO:root:Average loss=0.28881488606715816
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3209 | LCC = 0.8259 | SRCC = 0.8227 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.2150 | LCC = 0.8904 | SRCC = 0.8853 ]
+INFO:root:Average loss=0.26799667072601807
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3062 | LCC = 0.8212 | SRCC = 0.8230 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.2023 | LCC = 0.8892 | SRCC = 0.8882 ]
+INFO:root:Average loss=0.26787725988871014
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2852 | LCC = 0.8253 | SRCC = 0.8229 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.1774 | LCC = 0.8877 | SRCC = 0.8857 ]
+INFO:root:Average loss=0.2579400602441568
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3570 | LCC = 0.8197 | SRCC = 0.8169 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.2613 | LCC = 0.8890 | SRCC = 0.8840 ]
+INFO:root:Average loss=0.2424776370708759
+INFO:root:
+[Valid][14][UTT][ MSE = 0.3429 | LCC = 0.8199 | SRCC = 0.8163 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.2379 | LCC = 0.8902 | SRCC = 0.8829 ]
+INFO:root:Average loss=0.23430171819069448
+INFO:root:
+[Valid][15][UTT][ MSE = 0.4064 | LCC = 0.8138 | SRCC = 0.8131 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.3059 | LCC = 0.8898 | SRCC = 0.8835 ]
+INFO:root:Average loss=0.23789403893244573
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3125 | LCC = 0.8208 | SRCC = 0.8172 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.2108 | LCC = 0.8861 | SRCC = 0.8795 ]
+INFO:root:Average loss=0.23053006713206953
+INFO:root:
+[Valid][17][UTT][ MSE = 0.3741 | LCC = 0.8181 | SRCC = 0.8211 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.2951 | LCC = 0.8825 | SRCC = 0.8796 ]
+INFO:root:Average loss=0.25142463602316684
+INFO:root:
+[Valid][18][UTT][ MSE = 0.4135 | LCC = 0.8214 | SRCC = 0.8191 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.3286 | LCC = 0.8891 | SRCC = 0.8810 ]
+INFO:root:Average loss=0.22007848140903008
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2813 | LCC = 0.8310 | SRCC = 0.8301 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1659 | LCC = 0.9020 | SRCC = 0.8989 ]
+INFO:root:Average loss=0.21565520534148583
+INFO:root:
+[Valid][20][UTT][ MSE = 0.3021 | LCC = 0.8334 | SRCC = 0.8321 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.1809 | LCC = 0.9008 | SRCC = 0.8960 ]
+INFO:root:Average loss=0.21774061788351107
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2965 | LCC = 0.8323 | SRCC = 0.8291 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.1958 | LCC = 0.8977 | SRCC = 0.8927 ]
+INFO:root:Average loss=0.21372454011669526
+INFO:root:
+[Valid][22][UTT][ MSE = 0.3308 | LCC = 0.8298 | SRCC = 0.8241 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.2081 | LCC = 0.8992 | SRCC = 0.8880 ]
+INFO:root:Average loss=0.2222265633635032
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2914 | LCC = 0.8400 | SRCC = 0.8372 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1932 | LCC = 0.9076 | SRCC = 0.9017 ]
+INFO:root:Average loss=0.22320872621658522
+INFO:root:
+[Valid][24][UTT][ MSE = 0.3454 | LCC = 0.8277 | SRCC = 0.8262 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.2540 | LCC = 0.8985 | SRCC = 0.8919 ]
+INFO:root:Average loss=0.21909576444289622
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2585 | LCC = 0.8413 | SRCC = 0.8399 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1501 | LCC = 0.9039 | SRCC = 0.8987 ]
+INFO:root:Average loss=0.23766303731080812
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2841 | LCC = 0.8333 | SRCC = 0.8326 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.1888 | LCC = 0.8965 | SRCC = 0.8938 ]
+INFO:root:Average loss=0.19886974168893617
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2978 | LCC = 0.8314 | SRCC = 0.8269 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.1885 | LCC = 0.8945 | SRCC = 0.8863 ]
+INFO:root:Average loss=0.19182698858472017
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2951 | LCC = 0.8328 | SRCC = 0.8277 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.1793 | LCC = 0.9046 | SRCC = 0.8945 ]
+INFO:root:Average loss=0.18665764146508315
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2899 | LCC = 0.8379 | SRCC = 0.8334 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.1939 | LCC = 0.9061 | SRCC = 0.8967 ]
+INFO:root:Average loss=0.18604436191992882
+INFO:root:
+[Valid][30][UTT][ MSE = 0.3017 | LCC = 0.8313 | SRCC = 0.8254 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.2016 | LCC = 0.9000 | SRCC = 0.8884 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2745 | LCC = 0.8364 | SRCC = 0.8363 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1628 | LCC = 0.9073 | SRCC = 0.9092 ]
diff --git a/results_bvcc/w2v2_base/layer11/run1/config.gin b/results_bvcc/w2v2_base/layer11/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base/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/layer11/run1/model.pt b/results_bvcc/w2v2_base/layer11/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..f68b7424b7f8127b6406162a064c1d77f781e4e8
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer11/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ec8f46c457db3e704e5cbca6e59fa55c37174a910473172478ccf686ee201df1
+size 2747979
diff --git a/results_bvcc/w2v2_base/layer11/run1/model_best.pt b/results_bvcc/w2v2_base/layer11/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..bf6e9960e7bb9fa0c25691f4c7260455181748af
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer11/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:36a9eeebbabf95f7ccaa1933d3c6a43c755c99621905ac481d64b73787dd7179
+size 2749702
diff --git a/results_bvcc/w2v2_base/layer11/run1/train.log b/results_bvcc/w2v2_base/layer11/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..3a21c16bf69966b5c631839caecc377b0ff66010
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer11/run1/train.log
@@ -0,0 +1,163 @@
+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=0.6777121298588239
+INFO:root:
+[Valid][0][UTT][ MSE = 0.5208 | LCC = 0.7150 | SRCC = 0.7291 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.4165 | LCC = 0.7770 | SRCC = 0.7842 ]
+INFO:root:Average loss=0.41207178242695636
+INFO:root:
+[Valid][1][UTT][ MSE = 0.5329 | LCC = 0.7174 | SRCC = 0.7447 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.4299 | LCC = 0.7978 | SRCC = 0.8202 ]
+INFO:root:Average loss=0.3891752799734091
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3544 | LCC = 0.7856 | SRCC = 0.7873 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.2358 | LCC = 0.8463 | SRCC = 0.8498 ]
+INFO:root:Average loss=0.36639245389363706
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3719 | LCC = 0.7815 | SRCC = 0.7807 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.2601 | LCC = 0.8495 | SRCC = 0.8464 ]
+INFO:root:Average loss=0.32774755855401355
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3613 | LCC = 0.7930 | SRCC = 0.7925 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.2549 | LCC = 0.8583 | SRCC = 0.8555 ]
+INFO:root:Average loss=0.30906936583610684
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3296 | LCC = 0.8100 | SRCC = 0.8077 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.2179 | LCC = 0.8734 | SRCC = 0.8695 ]
+INFO:root:Average loss=0.3046371056101261
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3526 | LCC = 0.8069 | SRCC = 0.8058 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.2528 | LCC = 0.8687 | SRCC = 0.8679 ]
+INFO:root:Average loss=0.2846126778003497
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3285 | LCC = 0.8181 | SRCC = 0.8151 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.2170 | LCC = 0.8794 | SRCC = 0.8759 ]
+INFO:root:Average loss=0.2865399620853938
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3877 | LCC = 0.8014 | SRCC = 0.8063 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.2862 | LCC = 0.8720 | SRCC = 0.8754 ]
+INFO:root:Average loss=0.264769526437307
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3275 | LCC = 0.8228 | SRCC = 0.8195 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.2051 | LCC = 0.8820 | SRCC = 0.8772 ]
+INFO:root:Average loss=0.2721201202426201
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3243 | LCC = 0.8214 | SRCC = 0.8176 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.2141 | LCC = 0.8804 | SRCC = 0.8742 ]
+INFO:root:Average loss=0.27247229237587023
+INFO:root:
+[Valid][11][UTT][ MSE = 0.4476 | LCC = 0.7903 | SRCC = 0.7961 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.3478 | LCC = 0.8667 | SRCC = 0.8664 ]
+INFO:root:Average loss=0.25402150914455074
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3202 | LCC = 0.8181 | SRCC = 0.8123 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.1962 | LCC = 0.8902 | SRCC = 0.8825 ]
+INFO:root:Average loss=0.25222226690787536
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3210 | LCC = 0.8316 | SRCC = 0.8308 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.1919 | LCC = 0.8901 | SRCC = 0.8872 ]
+INFO:root:Average loss=0.2519393419990173
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2873 | LCC = 0.8269 | SRCC = 0.8227 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.1733 | LCC = 0.8884 | SRCC = 0.8820 ]
+INFO:root:Average loss=0.23889287064472833
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2837 | LCC = 0.8258 | SRCC = 0.8232 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.1780 | LCC = 0.8913 | SRCC = 0.8858 ]
+INFO:root:Average loss=0.23880851880098
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3039 | LCC = 0.8251 | SRCC = 0.8191 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1981 | LCC = 0.8865 | SRCC = 0.8756 ]
+INFO:root:Average loss=0.23545555942333662
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2894 | LCC = 0.8264 | SRCC = 0.8211 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.1755 | LCC = 0.8922 | SRCC = 0.8817 ]
+INFO:root:Average loss=0.23744415530027488
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3457 | LCC = 0.8198 | SRCC = 0.8164 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.2371 | LCC = 0.8952 | SRCC = 0.8878 ]
+INFO:root:Average loss=0.23250375477931437
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2920 | LCC = 0.8290 | SRCC = 0.8241 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1779 | LCC = 0.8944 | SRCC = 0.8829 ]
+INFO:root:Average loss=0.22382532327603072
+INFO:root:
+[Valid][20][UTT][ MSE = 0.3448 | LCC = 0.8138 | SRCC = 0.8088 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.2440 | LCC = 0.8793 | SRCC = 0.8676 ]
+INFO:root:Average loss=0.23441962324655974
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2683 | LCC = 0.8385 | SRCC = 0.8365 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.1597 | LCC = 0.9025 | SRCC = 0.8959 ]
+INFO:root:Average loss=0.21088194598754248
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2623 | LCC = 0.8352 | SRCC = 0.8333 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.1488 | LCC = 0.8955 | SRCC = 0.8902 ]
+INFO:root:Average loss=0.2082187430216716
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2659 | LCC = 0.8346 | SRCC = 0.8308 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1578 | LCC = 0.8952 | SRCC = 0.8854 ]
+INFO:root:Average loss=0.2000242100121119
+INFO:root:
+[Valid][24][UTT][ MSE = 0.3160 | LCC = 0.8235 | SRCC = 0.8200 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.2155 | LCC = 0.8939 | SRCC = 0.8859 ]
+INFO:root:Average loss=0.20128546349513224
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2892 | LCC = 0.8389 | SRCC = 0.8367 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1661 | LCC = 0.9058 | SRCC = 0.8982 ]
+INFO:root:Average loss=0.18621900734993127
+INFO:root:
+[Valid][26][UTT][ MSE = 0.3234 | LCC = 0.8287 | SRCC = 0.8266 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.2166 | LCC = 0.8978 | SRCC = 0.8908 ]
+INFO:root:Average loss=0.21298517439609918
+INFO:root:
+[Valid][27][UTT][ MSE = 0.3378 | LCC = 0.8320 | SRCC = 0.8346 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.1914 | LCC = 0.8987 | SRCC = 0.8907 ]
+INFO:root:Average loss=0.18291082156774324
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2814 | LCC = 0.8298 | SRCC = 0.8276 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.1782 | LCC = 0.8973 | SRCC = 0.8925 ]
+INFO:root:Average loss=0.1762896945270208
+INFO:root:
+[Valid][29][UTT][ MSE = 0.3062 | LCC = 0.8319 | SRCC = 0.8299 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.2148 | LCC = 0.8946 | SRCC = 0.8869 ]
+INFO:root:Average loss=0.17860180750871316
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2800 | LCC = 0.8348 | SRCC = 0.8323 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.1669 | LCC = 0.9055 | SRCC = 0.8957 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.3215 | LCC = 0.8348 | SRCC = 0.8323 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.2133 | LCC = 0.9161 | SRCC = 0.9142 ]
diff --git a/results_bvcc/w2v2_base/layer11/run2/config.gin b/results_bvcc/w2v2_base/layer11/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base/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/layer11/run2/model.pt b/results_bvcc/w2v2_base/layer11/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ff7c93b86dd733ed51512e138f06e315227adb5b
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer11/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b804aef5164a80567d4ce0c2d99af6258a756a98b876fe8942690eb11ae10324
+size 2747979
diff --git a/results_bvcc/w2v2_base/layer11/run2/model_best.pt b/results_bvcc/w2v2_base/layer11/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..71839808f43fdce8d67f2081dfc332b72e53c305
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer11/run2/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:01a0c6cbcfa1bb44c3cfba4d3b3977fcdaefbeb74836e93f7712184aa6166979
+size 2749702
diff --git a/results_bvcc/w2v2_base/layer11/run2/train.log b/results_bvcc/w2v2_base/layer11/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..0efb11ee5e92ac2a25336adc1a783b3cfadd5ab6
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer11/run2/train.log
@@ -0,0 +1,163 @@
+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=0.6003104799833053
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4680 | LCC = 0.7318 | SRCC = 0.7361 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.3594 | LCC = 0.8059 | SRCC = 0.8062 ]
+INFO:root:Average loss=0.3892658226765119
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3872 | LCC = 0.7728 | SRCC = 0.7727 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.2698 | LCC = 0.8371 | SRCC = 0.8376 ]
+INFO:root:Average loss=0.34596275385373676
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3512 | LCC = 0.7984 | SRCC = 0.7979 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.2387 | LCC = 0.8583 | SRCC = 0.8555 ]
+INFO:root:Average loss=0.3237921830553275
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3430 | LCC = 0.8074 | SRCC = 0.8044 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.2409 | LCC = 0.8655 | SRCC = 0.8606 ]
+INFO:root:Average loss=0.3099866583943367
+INFO:root:
+[Valid][4][UTT][ MSE = 0.4142 | LCC = 0.8046 | SRCC = 0.8063 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.3186 | LCC = 0.8699 | SRCC = 0.8688 ]
+INFO:root:Average loss=0.3186366760577911
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3651 | LCC = 0.8053 | SRCC = 0.8063 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.2601 | LCC = 0.8717 | SRCC = 0.8709 ]
+INFO:root:Average loss=0.29510455024548066
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3430 | LCC = 0.8205 | SRCC = 0.8175 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.2247 | LCC = 0.8836 | SRCC = 0.8797 ]
+INFO:root:Average loss=0.29405762885625547
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3464 | LCC = 0.8253 | SRCC = 0.8217 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.2272 | LCC = 0.8900 | SRCC = 0.8868 ]
+INFO:root:Average loss=0.2764970312515895
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3751 | LCC = 0.8126 | SRCC = 0.8115 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.2666 | LCC = 0.8831 | SRCC = 0.8801 ]
+INFO:root:Average loss=0.2914778310327958
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3969 | LCC = 0.8187 | SRCC = 0.8201 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.2542 | LCC = 0.8824 | SRCC = 0.8814 ]
+INFO:root:Average loss=0.2988517676026393
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3473 | LCC = 0.8121 | SRCC = 0.8118 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.2348 | LCC = 0.8817 | SRCC = 0.8807 ]
+INFO:root:Average loss=0.27727187004608983
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3326 | LCC = 0.8251 | SRCC = 0.8228 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.2117 | LCC = 0.8857 | SRCC = 0.8818 ]
+INFO:root:Average loss=0.27046331190145934
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3154 | LCC = 0.8211 | SRCC = 0.8192 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.1901 | LCC = 0.8878 | SRCC = 0.8853 ]
+INFO:root:Average loss=0.2739945594698955
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3231 | LCC = 0.8264 | SRCC = 0.8220 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.2072 | LCC = 0.8896 | SRCC = 0.8832 ]
+INFO:root:Average loss=0.258020879366459
+INFO:root:
+[Valid][14][UTT][ MSE = 0.3184 | LCC = 0.8261 | SRCC = 0.8223 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.2033 | LCC = 0.8825 | SRCC = 0.8778 ]
+INFO:root:Average loss=0.27254069997714114
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3430 | LCC = 0.8225 | SRCC = 0.8193 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.2314 | LCC = 0.8881 | SRCC = 0.8798 ]
+INFO:root:Average loss=0.2408681788887733
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2906 | LCC = 0.8254 | SRCC = 0.8238 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1831 | LCC = 0.8917 | SRCC = 0.8872 ]
+INFO:root:Average loss=0.23906497179697722
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2966 | LCC = 0.8233 | SRCC = 0.8202 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.1882 | LCC = 0.8881 | SRCC = 0.8809 ]
+INFO:root:Average loss=0.24480519080773377
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3642 | LCC = 0.8174 | SRCC = 0.8194 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.2574 | LCC = 0.8907 | SRCC = 0.8882 ]
+INFO:root:Average loss=0.2429893903243236
+INFO:root:
+[Valid][19][UTT][ MSE = 0.4137 | LCC = 0.8100 | SRCC = 0.8148 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.3132 | LCC = 0.8835 | SRCC = 0.8819 ]
+INFO:root:Average loss=0.260135826201011
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2907 | LCC = 0.8286 | SRCC = 0.8261 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.1859 | LCC = 0.8925 | SRCC = 0.8868 ]
+INFO:root:Average loss=0.22067575175792742
+INFO:root:
+[Valid][21][UTT][ MSE = 0.3179 | LCC = 0.8335 | SRCC = 0.8294 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.2053 | LCC = 0.8991 | SRCC = 0.8932 ]
+INFO:root:Average loss=0.21902744949628145
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2907 | LCC = 0.8362 | SRCC = 0.8327 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.1786 | LCC = 0.8920 | SRCC = 0.8878 ]
+INFO:root:Average loss=0.24296566996818933
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2824 | LCC = 0.8310 | SRCC = 0.8293 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1784 | LCC = 0.8956 | SRCC = 0.8910 ]
+INFO:root:Average loss=0.21568279407727411
+INFO:root:
+[Valid][24][UTT][ MSE = 0.3220 | LCC = 0.8248 | SRCC = 0.8266 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.2199 | LCC = 0.8956 | SRCC = 0.8933 ]
+INFO:root:Average loss=0.2115793648438576
+INFO:root:
+[Valid][25][UTT][ MSE = 0.3106 | LCC = 0.8246 | SRCC = 0.8189 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1950 | LCC = 0.8962 | SRCC = 0.8871 ]
+INFO:root:Average loss=0.21290304225224715
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2655 | LCC = 0.8369 | SRCC = 0.8357 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.1538 | LCC = 0.8970 | SRCC = 0.8951 ]
+INFO:root:Average loss=0.2119023553453959
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2836 | LCC = 0.8367 | SRCC = 0.8330 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.1773 | LCC = 0.9019 | SRCC = 0.8930 ]
+INFO:root:Average loss=0.21173850943644842
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2990 | LCC = 0.8336 | SRCC = 0.8301 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.1755 | LCC = 0.8988 | SRCC = 0.8922 ]
+INFO:root:Average loss=0.20261248659629089
+INFO:root:
+[Valid][29][UTT][ MSE = 0.3009 | LCC = 0.8321 | SRCC = 0.8297 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.2014 | LCC = 0.8978 | SRCC = 0.8916 ]
+INFO:root:Average loss=0.19815457650484183
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2975 | LCC = 0.8295 | SRCC = 0.8257 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.1976 | LCC = 0.8912 | SRCC = 0.8832 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2877 | LCC = 0.8364 | SRCC = 0.8431 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1739 | LCC = 0.9090 | SRCC = 0.9128 ]
diff --git a/results_bvcc/w2v2_base/layer11/run3/config.gin b/results_bvcc/w2v2_base/layer11/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base/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/layer11/run3/model.pt b/results_bvcc/w2v2_base/layer11/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..c8fc4966860d651c3c61f5f673f18893a7400c5e
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer11/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:74580fe053e800a41750ca6168d3fdf8d9f5ed55c60ef36a91e699735b8a049a
+size 2747979
diff --git a/results_bvcc/w2v2_base/layer11/run3/model_best.pt b/results_bvcc/w2v2_base/layer11/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..d1d3eb3ad8df7f09f8ec6758990b351b63645601
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer11/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ba0bc686031b105ca842e5c9877be3b0b5634fdb678d692f79b53acf69adc125
+size 2749638
diff --git a/results_bvcc/w2v2_base/layer11/run3/train.log b/results_bvcc/w2v2_base/layer11/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..6745de04c67c79646e98da7ee3ee9a074e021259
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer11/run3/train.log
@@ -0,0 +1,163 @@
+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=0.6673062390241867
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4497 | LCC = 0.7222 | SRCC = 0.7272 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.3693 | LCC = 0.7712 | SRCC = 0.7743 ]
+INFO:root:Average loss=0.3851980106570782
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3850 | LCC = 0.7646 | SRCC = 0.7653 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.2616 | LCC = 0.8378 | SRCC = 0.8371 ]
+INFO:root:Average loss=0.38525681369579756
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3943 | LCC = 0.7871 | SRCC = 0.7841 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.2975 | LCC = 0.8474 | SRCC = 0.8419 ]
+INFO:root:Average loss=0.34646142885471004
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3691 | LCC = 0.7985 | SRCC = 0.7956 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.2537 | LCC = 0.8611 | SRCC = 0.8570 ]
+INFO:root:Average loss=0.3217357878501599
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3353 | LCC = 0.8013 | SRCC = 0.7986 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.2372 | LCC = 0.8601 | SRCC = 0.8581 ]
+INFO:root:Average loss=0.2999670543731787
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3242 | LCC = 0.8132 | SRCC = 0.8095 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.2184 | LCC = 0.8769 | SRCC = 0.8735 ]
+INFO:root:Average loss=0.2896061759346571
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3496 | LCC = 0.8111 | SRCC = 0.8075 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.2321 | LCC = 0.8769 | SRCC = 0.8715 ]
+INFO:root:Average loss=0.31383106609185535
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3840 | LCC = 0.8064 | SRCC = 0.8069 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.2934 | LCC = 0.8692 | SRCC = 0.8672 ]
+INFO:root:Average loss=0.2928306609392166
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3586 | LCC = 0.8154 | SRCC = 0.8100 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.2683 | LCC = 0.8751 | SRCC = 0.8692 ]
+INFO:root:Average loss=0.280482394190935
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3762 | LCC = 0.8194 | SRCC = 0.8243 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.2476 | LCC = 0.8879 | SRCC = 0.8890 ]
+INFO:root:Average loss=0.2833488344764098
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3155 | LCC = 0.8236 | SRCC = 0.8208 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.2140 | LCC = 0.8853 | SRCC = 0.8816 ]
+INFO:root:Average loss=0.2735230911236543
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3046 | LCC = 0.8259 | SRCC = 0.8233 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.1966 | LCC = 0.8873 | SRCC = 0.8850 ]
+INFO:root:Average loss=0.248969737917949
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3347 | LCC = 0.8164 | SRCC = 0.8163 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.2394 | LCC = 0.8831 | SRCC = 0.8817 ]
+INFO:root:Average loss=0.24772374484783563
+INFO:root:
+[Valid][13][UTT][ MSE = 0.5375 | LCC = 0.7997 | SRCC = 0.8076 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.4513 | LCC = 0.8728 | SRCC = 0.8733 ]
+INFO:root:Average loss=0.26829605797926587
+INFO:root:
+[Valid][14][UTT][ MSE = 0.4204 | LCC = 0.8071 | SRCC = 0.8138 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.3252 | LCC = 0.8799 | SRCC = 0.8816 ]
+INFO:root:Average loss=0.25674715905617446
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2978 | LCC = 0.8261 | SRCC = 0.8240 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.1927 | LCC = 0.8950 | SRCC = 0.8907 ]
+INFO:root:Average loss=0.2518398566887929
+INFO:root:
+[Valid][16][UTT][ MSE = 0.4337 | LCC = 0.8097 | SRCC = 0.8115 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.3396 | LCC = 0.8837 | SRCC = 0.8790 ]
+INFO:root:Average loss=0.23362450683728242
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2853 | LCC = 0.8266 | SRCC = 0.8267 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.1901 | LCC = 0.8885 | SRCC = 0.8890 ]
+INFO:root:Average loss=0.2333294852421834
+INFO:root:
+[Valid][18][UTT][ MSE = 0.4068 | LCC = 0.8173 | SRCC = 0.8179 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.3106 | LCC = 0.8922 | SRCC = 0.8893 ]
+INFO:root:Average loss=0.2209210529541358
+INFO:root:
+[Valid][19][UTT][ MSE = 0.3067 | LCC = 0.8329 | SRCC = 0.8281 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1872 | LCC = 0.9048 | SRCC = 0.8986 ]
+INFO:root:Average loss=0.22563823618185827
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2855 | LCC = 0.8339 | SRCC = 0.8323 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.1823 | LCC = 0.9006 | SRCC = 0.8972 ]
+INFO:root:Average loss=0.22429958558999574
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2899 | LCC = 0.8240 | SRCC = 0.8223 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.1807 | LCC = 0.8839 | SRCC = 0.8825 ]
+INFO:root:Average loss=0.22609921659414584
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2869 | LCC = 0.8288 | SRCC = 0.8238 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.1908 | LCC = 0.8856 | SRCC = 0.8785 ]
+INFO:root:Average loss=0.2121251737460112
+INFO:root:
+[Valid][23][UTT][ MSE = 0.3567 | LCC = 0.8274 | SRCC = 0.8259 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.2589 | LCC = 0.9052 | SRCC = 0.8997 ]
+INFO:root:Average loss=0.21041092372093445
+INFO:root:
+[Valid][24][UTT][ MSE = 0.3075 | LCC = 0.8325 | SRCC = 0.8307 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.2119 | LCC = 0.9009 | SRCC = 0.8942 ]
+INFO:root:Average loss=0.1975307013743963
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2909 | LCC = 0.8325 | SRCC = 0.8287 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1831 | LCC = 0.8994 | SRCC = 0.8932 ]
+INFO:root:Average loss=0.19424283943879297
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2812 | LCC = 0.8316 | SRCC = 0.8262 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.1708 | LCC = 0.9006 | SRCC = 0.8919 ]
+INFO:root:Average loss=0.18941571630346468
+INFO:root:
+[Valid][27][UTT][ MSE = 0.3145 | LCC = 0.8265 | SRCC = 0.8240 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.2128 | LCC = 0.8991 | SRCC = 0.8906 ]
+INFO:root:Average loss=0.20809702632518914
+INFO:root:
+[Valid][28][UTT][ MSE = 0.3558 | LCC = 0.8252 | SRCC = 0.8223 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.2603 | LCC = 0.8992 | SRCC = 0.8922 ]
+INFO:root:Average loss=0.19708576053380966
+INFO:root:
+[Valid][29][UTT][ MSE = 0.3216 | LCC = 0.8276 | SRCC = 0.8261 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.2197 | LCC = 0.9015 | SRCC = 0.8983 ]
+INFO:root:Average loss=0.18196845866548708
+INFO:root:
+[Valid][30][UTT][ MSE = 0.3658 | LCC = 0.8177 | SRCC = 0.8162 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.2639 | LCC = 0.8996 | SRCC = 0.8954 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2613 | LCC = 0.8433 | SRCC = 0.8427 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1338 | LCC = 0.9130 | SRCC = 0.9148 ]
diff --git a/results_bvcc/w2v2_base/layer11/run4/config.gin b/results_bvcc/w2v2_base/layer11/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base/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/layer11/run4/model.pt b/results_bvcc/w2v2_base/layer11/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..cf6ae537ff8f71730247eaba02ab3666df3f4957
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer11/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3efefbf0f2069fd705e339c4574f9e23220fb188db2ac62bb28313df7a1126ae
+size 2747979
diff --git a/results_bvcc/w2v2_base/layer11/run4/model_best.pt b/results_bvcc/w2v2_base/layer11/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..63322e617e8b0564e90d72cefef50d6aa58ae419
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer11/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f503bfe9b9756328340e763c66027dbb696f22c33abfc870d553669ee3e156cd
+size 2749638
diff --git a/results_bvcc/w2v2_base/layer11/run4/train.log b/results_bvcc/w2v2_base/layer11/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..5f1a884cfbdcd31f10f9a28434d764454bf62eae
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer11/run4/train.log
@@ -0,0 +1,163 @@
+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=0.6826842091022394
+INFO:root:
+[Valid][0][UTT][ MSE = 0.5820 | LCC = 0.6435 | SRCC = 0.6466 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.4546 | LCC = 0.7377 | SRCC = 0.7277 ]
+INFO:root:Average loss=0.4120133725496439
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3882 | LCC = 0.7657 | SRCC = 0.7657 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.2755 | LCC = 0.8284 | SRCC = 0.8259 ]
+INFO:root:Average loss=0.34557417512704164
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3622 | LCC = 0.7899 | SRCC = 0.7869 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.2423 | LCC = 0.8561 | SRCC = 0.8555 ]
+INFO:root:Average loss=0.33199873184546447
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3485 | LCC = 0.7948 | SRCC = 0.7903 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.2306 | LCC = 0.8638 | SRCC = 0.8596 ]
+INFO:root:Average loss=0.30769283515520585
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3431 | LCC = 0.8125 | SRCC = 0.8098 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.2186 | LCC = 0.8758 | SRCC = 0.8720 ]
+INFO:root:Average loss=0.30204098518842304
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3392 | LCC = 0.8140 | SRCC = 0.8100 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.2240 | LCC = 0.8794 | SRCC = 0.8752 ]
+INFO:root:Average loss=0.3005861930358104
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3586 | LCC = 0.8036 | SRCC = 0.8033 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.2551 | LCC = 0.8733 | SRCC = 0.8734 ]
+INFO:root:Average loss=0.2986571742938115
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3210 | LCC = 0.8085 | SRCC = 0.8096 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.2200 | LCC = 0.8717 | SRCC = 0.8710 ]
+INFO:root:Average loss=0.3032072772964453
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3505 | LCC = 0.8009 | SRCC = 0.7979 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.2400 | LCC = 0.8710 | SRCC = 0.8694 ]
+INFO:root:Average loss=0.2738923659691444
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3376 | LCC = 0.8130 | SRCC = 0.8097 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.2334 | LCC = 0.8789 | SRCC = 0.8760 ]
+INFO:root:Average loss=0.28141820965669095
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3324 | LCC = 0.8221 | SRCC = 0.8208 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.2053 | LCC = 0.8859 | SRCC = 0.8817 ]
+INFO:root:Average loss=0.26851738549959964
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3217 | LCC = 0.8217 | SRCC = 0.8186 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.1921 | LCC = 0.8942 | SRCC = 0.8888 ]
+INFO:root:Average loss=0.257943457708909
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3132 | LCC = 0.8275 | SRCC = 0.8258 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.1852 | LCC = 0.8936 | SRCC = 0.8881 ]
+INFO:root:Average loss=0.2578059950700173
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3135 | LCC = 0.8307 | SRCC = 0.8287 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.1932 | LCC = 0.8986 | SRCC = 0.8929 ]
+INFO:root:Average loss=0.24126039216151604
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2871 | LCC = 0.8256 | SRCC = 0.8219 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.1708 | LCC = 0.8946 | SRCC = 0.8891 ]
+INFO:root:Average loss=0.24108283737531075
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2890 | LCC = 0.8282 | SRCC = 0.8281 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.1777 | LCC = 0.8995 | SRCC = 0.9011 ]
+INFO:root:Average loss=0.2567561503786307
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3144 | LCC = 0.8204 | SRCC = 0.8153 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.2043 | LCC = 0.8862 | SRCC = 0.8806 ]
+INFO:root:Average loss=0.23038973621068856
+INFO:root:
+[Valid][17][UTT][ MSE = 0.3740 | LCC = 0.8193 | SRCC = 0.8153 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.2712 | LCC = 0.8917 | SRCC = 0.8831 ]
+INFO:root:Average loss=0.23056428965467674
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3573 | LCC = 0.8124 | SRCC = 0.8144 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.2534 | LCC = 0.8869 | SRCC = 0.8875 ]
+INFO:root:Average loss=0.2271525175907673
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2838 | LCC = 0.8303 | SRCC = 0.8253 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1656 | LCC = 0.9015 | SRCC = 0.8941 ]
+INFO:root:Average loss=0.23410523167023292
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2998 | LCC = 0.8248 | SRCC = 0.8224 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.1924 | LCC = 0.8968 | SRCC = 0.8914 ]
+INFO:root:Average loss=0.23758421265161955
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2806 | LCC = 0.8379 | SRCC = 0.8338 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.1620 | LCC = 0.9031 | SRCC = 0.8957 ]
+INFO:root:Average loss=0.21090209598724657
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2987 | LCC = 0.8284 | SRCC = 0.8222 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.1841 | LCC = 0.9012 | SRCC = 0.8921 ]
+INFO:root:Average loss=0.20552279761968514
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2847 | LCC = 0.8311 | SRCC = 0.8274 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1777 | LCC = 0.9015 | SRCC = 0.8963 ]
+INFO:root:Average loss=0.214265919648684
+INFO:root:
+[Valid][24][UTT][ MSE = 0.3319 | LCC = 0.8228 | SRCC = 0.8239 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.2312 | LCC = 0.8936 | SRCC = 0.8925 ]
+INFO:root:Average loss=0.21972282058917558
+INFO:root:
+[Valid][25][UTT][ MSE = 0.3411 | LCC = 0.8249 | SRCC = 0.8246 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.2411 | LCC = 0.8977 | SRCC = 0.8941 ]
+INFO:root:Average loss=0.21510682923671526
+INFO:root:
+[Valid][26][UTT][ MSE = 0.4188 | LCC = 0.8211 | SRCC = 0.8189 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.3261 | LCC = 0.8982 | SRCC = 0.8921 ]
+INFO:root:Average loss=0.20609653741121292
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2706 | LCC = 0.8390 | SRCC = 0.8345 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.1505 | LCC = 0.9124 | SRCC = 0.9062 ]
+INFO:root:Average loss=0.19128478614565653
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2918 | LCC = 0.8367 | SRCC = 0.8327 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.1806 | LCC = 0.9133 | SRCC = 0.9041 ]
+INFO:root:Average loss=0.18737139782080284
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2696 | LCC = 0.8385 | SRCC = 0.8357 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.1604 | LCC = 0.9130 | SRCC = 0.9089 ]
+INFO:root:Average loss=0.1908378616357461
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2758 | LCC = 0.8305 | SRCC = 0.8282 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.1664 | LCC = 0.9008 | SRCC = 0.8977 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2707 | LCC = 0.8424 | SRCC = 0.8398 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1542 | LCC = 0.9174 | SRCC = 0.9194 ]
diff --git a/results_bvcc/w2v2_base/layer2/run0/config.gin b/results_bvcc/w2v2_base/layer2/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base/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/layer2/run0/model.pt b/results_bvcc/w2v2_base/layer2/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..03373211c9be036331f3648864078403f4573059
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer2/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a87172d8205d3ba509819605657245c181076dc059002beffcde77ddb18d7b58
+size 2747979
diff --git a/results_bvcc/w2v2_base/layer2/run0/model_best.pt b/results_bvcc/w2v2_base/layer2/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e3dc2edbbefaa0fdf3703df9551a89e4a978c548
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer2/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4dd6b62774dd1d04828d7282661daae5612e857abaa7065c83f159dfae251d40
+size 2749702
diff --git a/results_bvcc/w2v2_base/layer2/run0/train.log b/results_bvcc/w2v2_base/layer2/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..48ff22c6e857468b1f9687594f46a1a20da59f53
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer2/run0/train.log
@@ -0,0 +1,163 @@
+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=0.482954451862054
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3220 | LCC = 0.8048 | SRCC = 0.8073 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.2228 | LCC = 0.8679 | SRCC = 0.8721 ]
+INFO:root:Average loss=0.27200799607313597
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3449 | LCC = 0.8315 | SRCC = 0.8384 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.2669 | LCC = 0.8933 | SRCC = 0.9026 ]
+INFO:root:Average loss=0.22906939265055534
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2732 | LCC = 0.8474 | SRCC = 0.8498 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.1962 | LCC = 0.8998 | SRCC = 0.9026 ]
+INFO:root:Average loss=0.20422833766310644
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2503 | LCC = 0.8597 | SRCC = 0.8610 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.1651 | LCC = 0.9203 | SRCC = 0.9233 ]
+INFO:root:Average loss=0.18800765944597048
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2322 | LCC = 0.8654 | SRCC = 0.8635 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.1337 | LCC = 0.9287 | SRCC = 0.9267 ]
+INFO:root:Average loss=0.16873418931395578
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2379 | LCC = 0.8683 | SRCC = 0.8672 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.1463 | LCC = 0.9318 | SRCC = 0.9312 ]
+INFO:root:Average loss=0.1603218610279071
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2351 | LCC = 0.8699 | SRCC = 0.8689 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.1421 | LCC = 0.9356 | SRCC = 0.9361 ]
+INFO:root:Average loss=0.14570359560923699
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2265 | LCC = 0.8685 | SRCC = 0.8683 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.1369 | LCC = 0.9300 | SRCC = 0.9317 ]
+INFO:root:Average loss=0.14478182687591284
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2130 | LCC = 0.8719 | SRCC = 0.8707 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.1234 | LCC = 0.9290 | SRCC = 0.9292 ]
+INFO:root:Average loss=0.13394135389572534
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2425 | LCC = 0.8673 | SRCC = 0.8678 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.1554 | LCC = 0.9316 | SRCC = 0.9324 ]
+INFO:root:Average loss=0.13410376289334053
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2146 | LCC = 0.8740 | SRCC = 0.8727 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.1236 | LCC = 0.9341 | SRCC = 0.9316 ]
+INFO:root:Average loss=0.11399285858258223
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2250 | LCC = 0.8718 | SRCC = 0.8714 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.1358 | LCC = 0.9333 | SRCC = 0.9344 ]
+INFO:root:Average loss=0.11316550475282547
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2149 | LCC = 0.8736 | SRCC = 0.8721 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.1218 | LCC = 0.9338 | SRCC = 0.9320 ]
+INFO:root:Average loss=0.10255196776527625
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2094 | LCC = 0.8764 | SRCC = 0.8753 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.1070 | LCC = 0.9410 | SRCC = 0.9390 ]
+INFO:root:Average loss=0.09897774954636891
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2842 | LCC = 0.8652 | SRCC = 0.8679 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.2061 | LCC = 0.9293 | SRCC = 0.9330 ]
+INFO:root:Average loss=0.09658107161521912
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2040 | LCC = 0.8759 | SRCC = 0.8751 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.0996 | LCC = 0.9365 | SRCC = 0.9342 ]
+INFO:root:Average loss=0.08910296293787467
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2313 | LCC = 0.8712 | SRCC = 0.8697 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1462 | LCC = 0.9331 | SRCC = 0.9288 ]
+INFO:root:Average loss=0.08440985568822959
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2168 | LCC = 0.8740 | SRCC = 0.8728 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.1312 | LCC = 0.9339 | SRCC = 0.9335 ]
+INFO:root:Average loss=0.07786295754023087
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2173 | LCC = 0.8732 | SRCC = 0.8717 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.1311 | LCC = 0.9326 | SRCC = 0.9309 ]
+INFO:root:Average loss=0.07497032913259971
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2093 | LCC = 0.8726 | SRCC = 0.8717 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1112 | LCC = 0.9415 | SRCC = 0.9399 ]
+INFO:root:Average loss=0.07791718300909568
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2306 | LCC = 0.8713 | SRCC = 0.8704 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.1433 | LCC = 0.9379 | SRCC = 0.9357 ]
+INFO:root:Average loss=0.06942635335219212
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2157 | LCC = 0.8691 | SRCC = 0.8673 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.1162 | LCC = 0.9368 | SRCC = 0.9340 ]
+INFO:root:Average loss=0.07016778393433644
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2352 | LCC = 0.8669 | SRCC = 0.8646 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.1467 | LCC = 0.9349 | SRCC = 0.9304 ]
+INFO:root:Average loss=0.06461190370221932
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2409 | LCC = 0.8687 | SRCC = 0.8673 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1565 | LCC = 0.9362 | SRCC = 0.9344 ]
+INFO:root:Average loss=0.06316893170468318
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2233 | LCC = 0.8704 | SRCC = 0.8683 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.1370 | LCC = 0.9321 | SRCC = 0.9273 ]
+INFO:root:Average loss=0.05942078526967611
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2347 | LCC = 0.8688 | SRCC = 0.8668 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1519 | LCC = 0.9322 | SRCC = 0.9277 ]
+INFO:root:Average loss=0.05671664800208349
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2135 | LCC = 0.8691 | SRCC = 0.8678 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.1149 | LCC = 0.9376 | SRCC = 0.9353 ]
+INFO:root:Average loss=0.05771111439053829
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2166 | LCC = 0.8700 | SRCC = 0.8673 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.1201 | LCC = 0.9336 | SRCC = 0.9269 ]
+INFO:root:Average loss=0.05265827018481035
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2263 | LCC = 0.8681 | SRCC = 0.8665 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.1297 | LCC = 0.9362 | SRCC = 0.9349 ]
+INFO:root:Average loss=0.05084032777887888
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2232 | LCC = 0.8697 | SRCC = 0.8679 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.1226 | LCC = 0.9404 | SRCC = 0.9356 ]
+INFO:root:Average loss=0.05115930165331333
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2095 | LCC = 0.8715 | SRCC = 0.8692 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.1064 | LCC = 0.9365 | SRCC = 0.9306 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2230 | LCC = 0.8723 | SRCC = 0.8720 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1486 | LCC = 0.9162 | SRCC = 0.9163 ]
diff --git a/results_bvcc/w2v2_base/layer2/run1/config.gin b/results_bvcc/w2v2_base/layer2/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base/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/layer2/run1/model.pt b/results_bvcc/w2v2_base/layer2/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..50ba78d401efd1f56ce08dec08f1cd4edeab0369
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer2/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f8f7254246ff87700be63a345c9c0ee81fad3e1f797f39cd3a31202a5bcad6b3
+size 2747979
diff --git a/results_bvcc/w2v2_base/layer2/run1/model_best.pt b/results_bvcc/w2v2_base/layer2/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..d82edb7a819f3c7bf25bff68d608dc27cc68700d
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer2/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8fb5e484b58299ce462b6d7c231c9e06af935822c720260c61f882a3c67b9971
+size 2749702
diff --git a/results_bvcc/w2v2_base/layer2/run1/train.log b/results_bvcc/w2v2_base/layer2/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..e1abb9bbde3b1b7d4f516084fd78325c105b3e8a
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer2/run1/train.log
@@ -0,0 +1,163 @@
+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=0.6088308644218322
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3502 | LCC = 0.7788 | SRCC = 0.7889 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.2564 | LCC = 0.8382 | SRCC = 0.8525 ]
+INFO:root:Average loss=0.27738805210743195
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2760 | LCC = 0.8394 | SRCC = 0.8404 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.1710 | LCC = 0.8979 | SRCC = 0.9011 ]
+INFO:root:Average loss=0.2269272389702308
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2783 | LCC = 0.8550 | SRCC = 0.8569 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.1886 | LCC = 0.9164 | SRCC = 0.9219 ]
+INFO:root:Average loss=0.19760936116560912
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2357 | LCC = 0.8666 | SRCC = 0.8656 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.1393 | LCC = 0.9268 | SRCC = 0.9267 ]
+INFO:root:Average loss=0.17750048541869873
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2451 | LCC = 0.8636 | SRCC = 0.8634 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.1520 | LCC = 0.9265 | SRCC = 0.9283 ]
+INFO:root:Average loss=0.16420816907133812
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2240 | LCC = 0.8719 | SRCC = 0.8745 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.1363 | LCC = 0.9329 | SRCC = 0.9374 ]
+INFO:root:Average loss=0.15668228402351722
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2177 | LCC = 0.8731 | SRCC = 0.8732 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.1242 | LCC = 0.9348 | SRCC = 0.9384 ]
+INFO:root:Average loss=0.142537188071471
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2166 | LCC = 0.8753 | SRCC = 0.8743 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.1217 | LCC = 0.9381 | SRCC = 0.9395 ]
+INFO:root:Average loss=0.13764455007054868
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2125 | LCC = 0.8732 | SRCC = 0.8736 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.1173 | LCC = 0.9364 | SRCC = 0.9391 ]
+INFO:root:Average loss=0.12069327412889554
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2123 | LCC = 0.8767 | SRCC = 0.8772 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.1225 | LCC = 0.9395 | SRCC = 0.9435 ]
+INFO:root:Average loss=0.11904759408953862
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2135 | LCC = 0.8777 | SRCC = 0.8768 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.1299 | LCC = 0.9371 | SRCC = 0.9379 ]
+INFO:root:Average loss=0.11248624358230676
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2000 | LCC = 0.8788 | SRCC = 0.8783 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.1053 | LCC = 0.9412 | SRCC = 0.9412 ]
+INFO:root:Average loss=0.10821921344942008
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2054 | LCC = 0.8781 | SRCC = 0.8771 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.1153 | LCC = 0.9407 | SRCC = 0.9414 ]
+INFO:root:Average loss=0.09464836254333839
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2163 | LCC = 0.8763 | SRCC = 0.8758 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.1290 | LCC = 0.9395 | SRCC = 0.9436 ]
+INFO:root:Average loss=0.09158457261629593
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2170 | LCC = 0.8732 | SRCC = 0.8743 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.1269 | LCC = 0.9370 | SRCC = 0.9424 ]
+INFO:root:Average loss=0.0874979652177829
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2571 | LCC = 0.8703 | SRCC = 0.8718 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.1811 | LCC = 0.9331 | SRCC = 0.9391 ]
+INFO:root:Average loss=0.0838656835258007
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2166 | LCC = 0.8754 | SRCC = 0.8751 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1303 | LCC = 0.9389 | SRCC = 0.9382 ]
+INFO:root:Average loss=0.0768170833396606
+INFO:root:
+[Valid][17][UTT][ MSE = 0.1963 | LCC = 0.8762 | SRCC = 0.8761 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.0940 | LCC = 0.9439 | SRCC = 0.9447 ]
+INFO:root:Average loss=0.07279678166676791
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2068 | LCC = 0.8726 | SRCC = 0.8719 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.1103 | LCC = 0.9369 | SRCC = 0.9387 ]
+INFO:root:Average loss=0.0753249945357824
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2332 | LCC = 0.8714 | SRCC = 0.8719 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1504 | LCC = 0.9370 | SRCC = 0.9418 ]
+INFO:root:Average loss=0.06767097402077454
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2148 | LCC = 0.8742 | SRCC = 0.8726 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.1214 | LCC = 0.9406 | SRCC = 0.9399 ]
+INFO:root:Average loss=0.07097760659570877
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2100 | LCC = 0.8731 | SRCC = 0.8718 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.1109 | LCC = 0.9404 | SRCC = 0.9383 ]
+INFO:root:Average loss=0.06349302465334916
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2215 | LCC = 0.8714 | SRCC = 0.8703 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.1303 | LCC = 0.9388 | SRCC = 0.9385 ]
+INFO:root:Average loss=0.06413250368757126
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2209 | LCC = 0.8713 | SRCC = 0.8713 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1258 | LCC = 0.9414 | SRCC = 0.9441 ]
+INFO:root:Average loss=0.057331459620633185
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2516 | LCC = 0.8716 | SRCC = 0.8714 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.1699 | LCC = 0.9378 | SRCC = 0.9406 ]
+INFO:root:Average loss=0.05777340133984884
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2118 | LCC = 0.8715 | SRCC = 0.8702 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1156 | LCC = 0.9388 | SRCC = 0.9369 ]
+INFO:root:Average loss=0.05594903440811695
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2089 | LCC = 0.8742 | SRCC = 0.8734 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.1111 | LCC = 0.9422 | SRCC = 0.9440 ]
+INFO:root:Average loss=0.05032864819543484
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2078 | LCC = 0.8730 | SRCC = 0.8713 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.1056 | LCC = 0.9435 | SRCC = 0.9429 ]
+INFO:root:Average loss=0.04933541982124249
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2160 | LCC = 0.8709 | SRCC = 0.8697 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.1189 | LCC = 0.9407 | SRCC = 0.9408 ]
+INFO:root:Average loss=0.04820012315534628
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2271 | LCC = 0.8729 | SRCC = 0.8724 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.1376 | LCC = 0.9419 | SRCC = 0.9428 ]
+INFO:root:Average loss=0.04829420927816477
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2172 | LCC = 0.8736 | SRCC = 0.8723 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.1241 | LCC = 0.9432 | SRCC = 0.9434 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2189 | LCC = 0.8686 | SRCC = 0.8681 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1261 | LCC = 0.9256 | SRCC = 0.9257 ]
diff --git a/results_bvcc/w2v2_base/layer2/run2/config.gin b/results_bvcc/w2v2_base/layer2/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base/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/layer2/run2/model.pt b/results_bvcc/w2v2_base/layer2/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b02367a12df911e677bd32ec933c7783bf41ab8b
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer2/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2a83befebc6c6240d2820a173bfbcbad63e4f5eadf60f353819bcaddf1a2cbc9
+size 2747979
diff --git a/results_bvcc/w2v2_base/layer2/run2/model_best.pt b/results_bvcc/w2v2_base/layer2/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..20d2e54bd09332ac2c8f1029850f320638f41305
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer2/run2/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c61f22c4d11d65f5ecf455513dfab454e1195e56a0fc2201f880ea3c9d8aaf93
+size 2749702
diff --git a/results_bvcc/w2v2_base/layer2/run2/train.log b/results_bvcc/w2v2_base/layer2/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..2139474e02143332b8baf8662983089ac74b15ee
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer2/run2/train.log
@@ -0,0 +1,163 @@
+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=0.5705115963251163
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3555 | LCC = 0.7787 | SRCC = 0.7899 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.2513 | LCC = 0.8477 | SRCC = 0.8612 ]
+INFO:root:Average loss=0.2832266852641717
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3086 | LCC = 0.8289 | SRCC = 0.8360 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.2188 | LCC = 0.8928 | SRCC = 0.9000 ]
+INFO:root:Average loss=0.2279693358219587
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2631 | LCC = 0.8508 | SRCC = 0.8516 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.1646 | LCC = 0.9124 | SRCC = 0.9110 ]
+INFO:root:Average loss=0.20434632477087852
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2406 | LCC = 0.8592 | SRCC = 0.8611 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.1447 | LCC = 0.9234 | SRCC = 0.9239 ]
+INFO:root:Average loss=0.1874878452374385
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2336 | LCC = 0.8638 | SRCC = 0.8640 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.1298 | LCC = 0.9226 | SRCC = 0.9210 ]
+INFO:root:Average loss=0.17548125561995384
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2240 | LCC = 0.8642 | SRCC = 0.8651 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.1298 | LCC = 0.9237 | SRCC = 0.9229 ]
+INFO:root:Average loss=0.16438788786912575
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2569 | LCC = 0.8640 | SRCC = 0.8682 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.1746 | LCC = 0.9253 | SRCC = 0.9287 ]
+INFO:root:Average loss=0.1527534862741446
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2308 | LCC = 0.8638 | SRCC = 0.8664 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.1375 | LCC = 0.9284 | SRCC = 0.9315 ]
+INFO:root:Average loss=0.13682211677615458
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2261 | LCC = 0.8654 | SRCC = 0.8651 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.1325 | LCC = 0.9274 | SRCC = 0.9268 ]
+INFO:root:Average loss=0.1315191204731281
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2022 | LCC = 0.8708 | SRCC = 0.8720 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.0921 | LCC = 0.9373 | SRCC = 0.9381 ]
+INFO:root:Average loss=0.1235604960566912
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2412 | LCC = 0.8683 | SRCC = 0.8691 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.1521 | LCC = 0.9352 | SRCC = 0.9353 ]
+INFO:root:Average loss=0.12201854185416149
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2180 | LCC = 0.8717 | SRCC = 0.8712 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.1202 | LCC = 0.9372 | SRCC = 0.9342 ]
+INFO:root:Average loss=0.1139524788237535
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2120 | LCC = 0.8702 | SRCC = 0.8711 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.1211 | LCC = 0.9305 | SRCC = 0.9301 ]
+INFO:root:Average loss=0.10202818449873191
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2379 | LCC = 0.8699 | SRCC = 0.8704 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.1544 | LCC = 0.9341 | SRCC = 0.9336 ]
+INFO:root:Average loss=0.09498395121250397
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2465 | LCC = 0.8680 | SRCC = 0.8694 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.1572 | LCC = 0.9340 | SRCC = 0.9344 ]
+INFO:root:Average loss=0.09195501581789592
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2034 | LCC = 0.8716 | SRCC = 0.8715 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.0975 | LCC = 0.9355 | SRCC = 0.9348 ]
+INFO:root:Average loss=0.09475782599586707
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2314 | LCC = 0.8688 | SRCC = 0.8706 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1387 | LCC = 0.9367 | SRCC = 0.9406 ]
+INFO:root:Average loss=0.08204915374517441
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2397 | LCC = 0.8668 | SRCC = 0.8682 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.1515 | LCC = 0.9314 | SRCC = 0.9335 ]
+INFO:root:Average loss=0.08633479012701756
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2600 | LCC = 0.8659 | SRCC = 0.8693 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.1776 | LCC = 0.9305 | SRCC = 0.9321 ]
+INFO:root:Average loss=0.07447785931902054
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2205 | LCC = 0.8718 | SRCC = 0.8732 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1327 | LCC = 0.9341 | SRCC = 0.9324 ]
+INFO:root:Average loss=0.07263165206099167
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2134 | LCC = 0.8725 | SRCC = 0.8723 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.1169 | LCC = 0.9385 | SRCC = 0.9368 ]
+INFO:root:Average loss=0.07442939759064944
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2279 | LCC = 0.8710 | SRCC = 0.8726 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.1314 | LCC = 0.9411 | SRCC = 0.9405 ]
+INFO:root:Average loss=0.0702505098321499
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2374 | LCC = 0.8680 | SRCC = 0.8702 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.1462 | LCC = 0.9361 | SRCC = 0.9351 ]
+INFO:root:Average loss=0.06415436440744461
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2244 | LCC = 0.8708 | SRCC = 0.8718 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1321 | LCC = 0.9386 | SRCC = 0.9376 ]
+INFO:root:Average loss=0.060042525617740095
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2325 | LCC = 0.8713 | SRCC = 0.8720 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.1396 | LCC = 0.9399 | SRCC = 0.9395 ]
+INFO:root:Average loss=0.05847985058640822
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2324 | LCC = 0.8691 | SRCC = 0.8691 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1474 | LCC = 0.9334 | SRCC = 0.9308 ]
+INFO:root:Average loss=0.06009320652064604
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2519 | LCC = 0.8682 | SRCC = 0.8689 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.1704 | LCC = 0.9316 | SRCC = 0.9301 ]
+INFO:root:Average loss=0.057863487265048884
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2431 | LCC = 0.8683 | SRCC = 0.8704 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.1568 | LCC = 0.9340 | SRCC = 0.9338 ]
+INFO:root:Average loss=0.052555808367637485
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2270 | LCC = 0.8705 | SRCC = 0.8709 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.1371 | LCC = 0.9349 | SRCC = 0.9337 ]
+INFO:root:Average loss=0.0516127003595615
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2462 | LCC = 0.8657 | SRCC = 0.8672 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.1608 | LCC = 0.9319 | SRCC = 0.9328 ]
+INFO:root:Average loss=0.05194547691215307
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2335 | LCC = 0.8696 | SRCC = 0.8701 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.1434 | LCC = 0.9373 | SRCC = 0.9362 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2146 | LCC = 0.8673 | SRCC = 0.8661 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1150 | LCC = 0.9175 | SRCC = 0.9156 ]
diff --git a/results_bvcc/w2v2_base/layer2/run3/config.gin b/results_bvcc/w2v2_base/layer2/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base/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/layer2/run3/model.pt b/results_bvcc/w2v2_base/layer2/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..175b4a891cd136a9061f489e168c70a046cd7ca6
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer2/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:44d00882ce9bdb27572e9e7e029b746274167f0fee356d1fca384ce6bd2ff4e8
+size 2747979
diff --git a/results_bvcc/w2v2_base/layer2/run3/model_best.pt b/results_bvcc/w2v2_base/layer2/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..cdb39b4e92edb4f62dbf6aedb2fcd39e45eede24
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer2/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c53d6202dbac59f3eb1366167bc18d7dbc8917af22dfcc319114143583d4e009
+size 2749702
diff --git a/results_bvcc/w2v2_base/layer2/run3/train.log b/results_bvcc/w2v2_base/layer2/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..d65c4f25c5b3c8949acbb17f8d3c249fd7fa9315
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer2/run3/train.log
@@ -0,0 +1,163 @@
+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=0.47186055855873305
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3180 | LCC = 0.7977 | SRCC = 0.8064 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.2032 | LCC = 0.8637 | SRCC = 0.8745 ]
+INFO:root:Average loss=0.2624582029305972
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2600 | LCC = 0.8367 | SRCC = 0.8406 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.1522 | LCC = 0.9006 | SRCC = 0.9075 ]
+INFO:root:Average loss=0.22028402334604508
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2417 | LCC = 0.8501 | SRCC = 0.8539 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.1450 | LCC = 0.9101 | SRCC = 0.9179 ]
+INFO:root:Average loss=0.20250543436178794
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2395 | LCC = 0.8538 | SRCC = 0.8580 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.1448 | LCC = 0.9157 | SRCC = 0.9245 ]
+INFO:root:Average loss=0.19198323528353983
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2402 | LCC = 0.8610 | SRCC = 0.8629 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.1486 | LCC = 0.9241 | SRCC = 0.9273 ]
+INFO:root:Average loss=0.17301098352823502
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2192 | LCC = 0.8605 | SRCC = 0.8630 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.1110 | LCC = 0.9246 | SRCC = 0.9310 ]
+INFO:root:Average loss=0.1627328746402875
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2415 | LCC = 0.8638 | SRCC = 0.8650 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.1565 | LCC = 0.9237 | SRCC = 0.9268 ]
+INFO:root:Average loss=0.14924141181967196
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2151 | LCC = 0.8671 | SRCC = 0.8671 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.1167 | LCC = 0.9301 | SRCC = 0.9314 ]
+INFO:root:Average loss=0.1419510532839176
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2448 | LCC = 0.8668 | SRCC = 0.8699 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.1651 | LCC = 0.9260 | SRCC = 0.9295 ]
+INFO:root:Average loss=0.13182480852955428
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2100 | LCC = 0.8712 | SRCC = 0.8705 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.1153 | LCC = 0.9305 | SRCC = 0.9300 ]
+INFO:root:Average loss=0.11972101118702155
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2134 | LCC = 0.8671 | SRCC = 0.8671 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.1172 | LCC = 0.9302 | SRCC = 0.9305 ]
+INFO:root:Average loss=0.10903176283225036
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2125 | LCC = 0.8675 | SRCC = 0.8681 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.1010 | LCC = 0.9333 | SRCC = 0.9340 ]
+INFO:root:Average loss=0.1088200886375629
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2181 | LCC = 0.8687 | SRCC = 0.8691 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.1264 | LCC = 0.9324 | SRCC = 0.9327 ]
+INFO:root:Average loss=0.10160787862080795
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2122 | LCC = 0.8684 | SRCC = 0.8678 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.1059 | LCC = 0.9353 | SRCC = 0.9360 ]
+INFO:root:Average loss=0.09808076445299846
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2123 | LCC = 0.8684 | SRCC = 0.8684 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.1020 | LCC = 0.9383 | SRCC = 0.9410 ]
+INFO:root:Average loss=0.09452442691112176
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2089 | LCC = 0.8705 | SRCC = 0.8714 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.1124 | LCC = 0.9355 | SRCC = 0.9373 ]
+INFO:root:Average loss=0.08577243210031436
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2181 | LCC = 0.8696 | SRCC = 0.8696 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1266 | LCC = 0.9344 | SRCC = 0.9336 ]
+INFO:root:Average loss=0.08414324425542966
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2276 | LCC = 0.8678 | SRCC = 0.8695 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.1354 | LCC = 0.9345 | SRCC = 0.9397 ]
+INFO:root:Average loss=0.0833642983283752
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2019 | LCC = 0.8723 | SRCC = 0.8727 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.1021 | LCC = 0.9362 | SRCC = 0.9374 ]
+INFO:root:Average loss=0.07738380731107333
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2095 | LCC = 0.8680 | SRCC = 0.8696 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1053 | LCC = 0.9352 | SRCC = 0.9393 ]
+INFO:root:Average loss=0.0696348740408818
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2151 | LCC = 0.8691 | SRCC = 0.8680 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.1035 | LCC = 0.9360 | SRCC = 0.9349 ]
+INFO:root:Average loss=0.06817801893712619
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2034 | LCC = 0.8697 | SRCC = 0.8698 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.0986 | LCC = 0.9355 | SRCC = 0.9388 ]
+INFO:root:Average loss=0.06503444012158956
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2067 | LCC = 0.8717 | SRCC = 0.8712 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.1006 | LCC = 0.9365 | SRCC = 0.9365 ]
+INFO:root:Average loss=0.06267922534010349
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2133 | LCC = 0.8693 | SRCC = 0.8687 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1000 | LCC = 0.9355 | SRCC = 0.9339 ]
+INFO:root:Average loss=0.06198704605683302
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2206 | LCC = 0.8658 | SRCC = 0.8675 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.1266 | LCC = 0.9322 | SRCC = 0.9366 ]
+INFO:root:Average loss=0.05823039750640209
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2054 | LCC = 0.8711 | SRCC = 0.8695 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1019 | LCC = 0.9391 | SRCC = 0.9364 ]
+INFO:root:Average loss=0.05994454604119827
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2051 | LCC = 0.8711 | SRCC = 0.8704 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.1023 | LCC = 0.9388 | SRCC = 0.9402 ]
+INFO:root:Average loss=0.05661682106363468
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2098 | LCC = 0.8706 | SRCC = 0.8708 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.1087 | LCC = 0.9374 | SRCC = 0.9392 ]
+INFO:root:Average loss=0.057367766801363386
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2236 | LCC = 0.8713 | SRCC = 0.8702 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.1024 | LCC = 0.9401 | SRCC = 0.9382 ]
+INFO:root:Average loss=0.05500842788471626
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2143 | LCC = 0.8686 | SRCC = 0.8681 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.1079 | LCC = 0.9409 | SRCC = 0.9411 ]
+INFO:root:Average loss=0.058606830783761464
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2091 | LCC = 0.8709 | SRCC = 0.8711 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.1049 | LCC = 0.9415 | SRCC = 0.9435 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2206 | LCC = 0.8645 | SRCC = 0.8635 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1282 | LCC = 0.9192 | SRCC = 0.9178 ]
diff --git a/results_bvcc/w2v2_base/layer2/run4/config.gin b/results_bvcc/w2v2_base/layer2/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base/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/layer2/run4/model.pt b/results_bvcc/w2v2_base/layer2/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..6d38d7cba4756495c815ae49a676f5c177944579
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer2/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0738fb49d851f769bffa7bfaa45e3f7c74fdc8c2fad61d0a4d2d78baca564579
+size 2747979
diff --git a/results_bvcc/w2v2_base/layer2/run4/model_best.pt b/results_bvcc/w2v2_base/layer2/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..dc6c707f1454edd1d624e92882096cd96f0d8f7f
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer2/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b688bb54318876871aab5ba587ccfe10e10741c85d1269d689ea9efd84e94a9d
+size 2749702
diff --git a/results_bvcc/w2v2_base/layer2/run4/train.log b/results_bvcc/w2v2_base/layer2/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..50d7564c2548ce51e9fc241dc69d941273e40281
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer2/run4/train.log
@@ -0,0 +1,163 @@
+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=0.546703078234807
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3588 | LCC = 0.7844 | SRCC = 0.7916 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.2672 | LCC = 0.8472 | SRCC = 0.8528 ]
+INFO:root:Average loss=0.27466181971323794
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2624 | LCC = 0.8375 | SRCC = 0.8399 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.1535 | LCC = 0.8992 | SRCC = 0.9027 ]
+INFO:root:Average loss=0.2284278623186625
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2567 | LCC = 0.8502 | SRCC = 0.8542 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.1584 | LCC = 0.9142 | SRCC = 0.9215 ]
+INFO:root:Average loss=0.20395248440595773
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2272 | LCC = 0.8599 | SRCC = 0.8633 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.1299 | LCC = 0.9235 | SRCC = 0.9304 ]
+INFO:root:Average loss=0.18677303787225333
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2344 | LCC = 0.8626 | SRCC = 0.8628 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.1206 | LCC = 0.9261 | SRCC = 0.9246 ]
+INFO:root:Average loss=0.1753699792883335
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2259 | LCC = 0.8636 | SRCC = 0.8647 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.1159 | LCC = 0.9275 | SRCC = 0.9288 ]
+INFO:root:Average loss=0.16694142325566366
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2452 | LCC = 0.8695 | SRCC = 0.8696 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.1228 | LCC = 0.9352 | SRCC = 0.9356 ]
+INFO:root:Average loss=0.15656071939529517
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2183 | LCC = 0.8695 | SRCC = 0.8707 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.1166 | LCC = 0.9307 | SRCC = 0.9325 ]
+INFO:root:Average loss=0.1479238289862107
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2018 | LCC = 0.8737 | SRCC = 0.8749 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.1021 | LCC = 0.9335 | SRCC = 0.9331 ]
+INFO:root:Average loss=0.1357195248397497
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2023 | LCC = 0.8718 | SRCC = 0.8728 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.1068 | LCC = 0.9290 | SRCC = 0.9300 ]
+INFO:root:Average loss=0.12724740583545122
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2130 | LCC = 0.8738 | SRCC = 0.8751 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.1247 | LCC = 0.9293 | SRCC = 0.9297 ]
+INFO:root:Average loss=0.1182455844604052
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2131 | LCC = 0.8734 | SRCC = 0.8751 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.1272 | LCC = 0.9316 | SRCC = 0.9338 ]
+INFO:root:Average loss=0.11133041013127719
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2046 | LCC = 0.8744 | SRCC = 0.8752 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.1176 | LCC = 0.9309 | SRCC = 0.9313 ]
+INFO:root:Average loss=0.1087566380126354
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2021 | LCC = 0.8737 | SRCC = 0.8736 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.1041 | LCC = 0.9321 | SRCC = 0.9325 ]
+INFO:root:Average loss=0.09840855422692421
+INFO:root:
+[Valid][14][UTT][ MSE = 0.1995 | LCC = 0.8747 | SRCC = 0.8749 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.1036 | LCC = 0.9355 | SRCC = 0.9339 ]
+INFO:root:Average loss=0.09325690815846126
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2025 | LCC = 0.8732 | SRCC = 0.8722 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.0990 | LCC = 0.9353 | SRCC = 0.9337 ]
+INFO:root:Average loss=0.0917385072948841
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2108 | LCC = 0.8708 | SRCC = 0.8730 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1210 | LCC = 0.9337 | SRCC = 0.9377 ]
+INFO:root:Average loss=0.08631781135232021
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2089 | LCC = 0.8745 | SRCC = 0.8755 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.1246 | LCC = 0.9344 | SRCC = 0.9348 ]
+INFO:root:Average loss=0.07788006894481488
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2055 | LCC = 0.8723 | SRCC = 0.8735 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.1197 | LCC = 0.9306 | SRCC = 0.9318 ]
+INFO:root:Average loss=0.07628878841224389
+INFO:root:
+[Valid][19][UTT][ MSE = 0.1982 | LCC = 0.8747 | SRCC = 0.8751 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1043 | LCC = 0.9326 | SRCC = 0.9313 ]
+INFO:root:Average loss=0.0727895686450677
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2037 | LCC = 0.8721 | SRCC = 0.8732 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.1109 | LCC = 0.9310 | SRCC = 0.9329 ]
+INFO:root:Average loss=0.07348711019716202
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2059 | LCC = 0.8751 | SRCC = 0.8758 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.0983 | LCC = 0.9367 | SRCC = 0.9387 ]
+INFO:root:Average loss=0.07345395544782662
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2100 | LCC = 0.8740 | SRCC = 0.8743 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.1350 | LCC = 0.9273 | SRCC = 0.9275 ]
+INFO:root:Average loss=0.07317100283809197
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2008 | LCC = 0.8747 | SRCC = 0.8756 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1090 | LCC = 0.9336 | SRCC = 0.9368 ]
+INFO:root:Average loss=0.06463421093156704
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2050 | LCC = 0.8722 | SRCC = 0.8728 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.1031 | LCC = 0.9338 | SRCC = 0.9356 ]
+INFO:root:Average loss=0.06862837128723279
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2059 | LCC = 0.8722 | SRCC = 0.8726 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1041 | LCC = 0.9307 | SRCC = 0.9321 ]
+INFO:root:Average loss=0.057527173429918595
+INFO:root:
+[Valid][26][UTT][ MSE = 0.1972 | LCC = 0.8741 | SRCC = 0.8746 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.0985 | LCC = 0.9359 | SRCC = 0.9390 ]
+INFO:root:Average loss=0.05614383848240742
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2055 | LCC = 0.8738 | SRCC = 0.8746 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.1148 | LCC = 0.9351 | SRCC = 0.9359 ]
+INFO:root:Average loss=0.05448296217200083
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2062 | LCC = 0.8759 | SRCC = 0.8782 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.1188 | LCC = 0.9361 | SRCC = 0.9403 ]
+INFO:root:Average loss=0.05338920180041056
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2300 | LCC = 0.8759 | SRCC = 0.8757 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.1112 | LCC = 0.9356 | SRCC = 0.9340 ]
+INFO:root:Average loss=0.053298711633453004
+INFO:root:
+[Valid][30][UTT][ MSE = 0.1984 | LCC = 0.8753 | SRCC = 0.8757 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.0938 | LCC = 0.9384 | SRCC = 0.9399 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2209 | LCC = 0.8641 | SRCC = 0.8606 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1045 | LCC = 0.9294 | SRCC = 0.9249 ]
diff --git a/results_bvcc/w2v2_base/layer3/run0/config.gin b/results_bvcc/w2v2_base/layer3/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base/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/layer3/run0/model.pt b/results_bvcc/w2v2_base/layer3/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..5a898bc4e2a85a06b39c868cb1f6d1ef9f209ec4
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer3/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fdf33753a6e81026b64b783810bac0171dc3aaf056eda0b468165f4c2d86021c
+size 2747979
diff --git a/results_bvcc/w2v2_base/layer3/run0/model_best.pt b/results_bvcc/w2v2_base/layer3/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..88059701e38161a4cd301d4d416ee20688da94b2
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer3/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1bee814c8ea8e7b55732a510b1f8ce0774d0c4ba469fa862ffeaef38178c72d4
+size 2749702
diff --git a/results_bvcc/w2v2_base/layer3/run0/train.log b/results_bvcc/w2v2_base/layer3/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..01f3b840e899c0ccfb72b091d794e9d190c5034f
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer3/run0/train.log
@@ -0,0 +1,163 @@
+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=0.5388963071581645
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3512 | LCC = 0.7939 | SRCC = 0.7945 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.2600 | LCC = 0.8442 | SRCC = 0.8438 ]
+INFO:root:Average loss=0.27322102185243213
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2811 | LCC = 0.8311 | SRCC = 0.8322 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.1753 | LCC = 0.8854 | SRCC = 0.8881 ]
+INFO:root:Average loss=0.2318616206638324
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2779 | LCC = 0.8477 | SRCC = 0.8471 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.1908 | LCC = 0.9080 | SRCC = 0.9095 ]
+INFO:root:Average loss=0.20415112949334657
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2638 | LCC = 0.8523 | SRCC = 0.8499 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.1818 | LCC = 0.9087 | SRCC = 0.9041 ]
+INFO:root:Average loss=0.18547061362709755
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2861 | LCC = 0.8565 | SRCC = 0.8546 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.2072 | LCC = 0.9171 | SRCC = 0.9145 ]
+INFO:root:Average loss=0.17083025150574171
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2423 | LCC = 0.8596 | SRCC = 0.8577 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.1564 | LCC = 0.9205 | SRCC = 0.9173 ]
+INFO:root:Average loss=0.16075854204021967
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2366 | LCC = 0.8606 | SRCC = 0.8573 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.1433 | LCC = 0.9225 | SRCC = 0.9165 ]
+INFO:root:Average loss=0.1513323341615689
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2528 | LCC = 0.8620 | SRCC = 0.8582 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.1722 | LCC = 0.9219 | SRCC = 0.9148 ]
+INFO:root:Average loss=0.14375656250959787
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2534 | LCC = 0.8642 | SRCC = 0.8617 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.1582 | LCC = 0.9275 | SRCC = 0.9214 ]
+INFO:root:Average loss=0.13486209139227867
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2702 | LCC = 0.8623 | SRCC = 0.8596 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.1906 | LCC = 0.9249 | SRCC = 0.9197 ]
+INFO:root:Average loss=0.12303440234599969
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2664 | LCC = 0.8629 | SRCC = 0.8597 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.1781 | LCC = 0.9325 | SRCC = 0.9274 ]
+INFO:root:Average loss=0.11504628881812096
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2496 | LCC = 0.8590 | SRCC = 0.8558 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.1585 | LCC = 0.9256 | SRCC = 0.9208 ]
+INFO:root:Average loss=0.11191778477185811
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2513 | LCC = 0.8614 | SRCC = 0.8580 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.1519 | LCC = 0.9338 | SRCC = 0.9299 ]
+INFO:root:Average loss=0.11290468418827423
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2294 | LCC = 0.8622 | SRCC = 0.8584 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.1273 | LCC = 0.9318 | SRCC = 0.9254 ]
+INFO:root:Average loss=0.09664473429513283
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2275 | LCC = 0.8593 | SRCC = 0.8565 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.1063 | LCC = 0.9294 | SRCC = 0.9243 ]
+INFO:root:Average loss=0.09712230867873399
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2296 | LCC = 0.8617 | SRCC = 0.8581 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.1272 | LCC = 0.9334 | SRCC = 0.9283 ]
+INFO:root:Average loss=0.09159498513700107
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2242 | LCC = 0.8610 | SRCC = 0.8574 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1112 | LCC = 0.9345 | SRCC = 0.9280 ]
+INFO:root:Average loss=0.08877285192601192
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2437 | LCC = 0.8588 | SRCC = 0.8555 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.1415 | LCC = 0.9320 | SRCC = 0.9288 ]
+INFO:root:Average loss=0.08063112065578118
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2455 | LCC = 0.8561 | SRCC = 0.8526 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.1498 | LCC = 0.9254 | SRCC = 0.9209 ]
+INFO:root:Average loss=0.07690747359242195
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2671 | LCC = 0.8548 | SRCC = 0.8527 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1799 | LCC = 0.9232 | SRCC = 0.9177 ]
+INFO:root:Average loss=0.07784985402264656
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2575 | LCC = 0.8543 | SRCC = 0.8528 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.1639 | LCC = 0.9265 | SRCC = 0.9245 ]
+INFO:root:Average loss=0.0726441254791541
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2362 | LCC = 0.8570 | SRCC = 0.8532 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.1341 | LCC = 0.9280 | SRCC = 0.9217 ]
+INFO:root:Average loss=0.06858268786126222
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2390 | LCC = 0.8561 | SRCC = 0.8534 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.1356 | LCC = 0.9288 | SRCC = 0.9254 ]
+INFO:root:Average loss=0.06611003927313365
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2279 | LCC = 0.8582 | SRCC = 0.8548 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1188 | LCC = 0.9321 | SRCC = 0.9256 ]
+INFO:root:Average loss=0.06680632244126919
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2328 | LCC = 0.8572 | SRCC = 0.8546 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.1228 | LCC = 0.9319 | SRCC = 0.9282 ]
+INFO:root:Average loss=0.06613343476484983
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2402 | LCC = 0.8571 | SRCC = 0.8548 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1372 | LCC = 0.9334 | SRCC = 0.9297 ]
+INFO:root:Average loss=0.06038058568269779
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2448 | LCC = 0.8563 | SRCC = 0.8534 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.1497 | LCC = 0.9279 | SRCC = 0.9240 ]
+INFO:root:Average loss=0.06123598622014889
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2293 | LCC = 0.8583 | SRCC = 0.8563 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.1218 | LCC = 0.9303 | SRCC = 0.9247 ]
+INFO:root:Average loss=0.05458702681920467
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2293 | LCC = 0.8579 | SRCC = 0.8550 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.1114 | LCC = 0.9385 | SRCC = 0.9341 ]
+INFO:root:Average loss=0.05240754589724999
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2390 | LCC = 0.8566 | SRCC = 0.8549 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.1378 | LCC = 0.9309 | SRCC = 0.9286 ]
+INFO:root:Average loss=0.05166725773746387
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2476 | LCC = 0.8566 | SRCC = 0.8539 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.1460 | LCC = 0.9331 | SRCC = 0.9267 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2576 | LCC = 0.8631 | SRCC = 0.8653 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1635 | LCC = 0.9126 | SRCC = 0.9165 ]
diff --git a/results_bvcc/w2v2_base/layer3/run1/config.gin b/results_bvcc/w2v2_base/layer3/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base/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/layer3/run1/model.pt b/results_bvcc/w2v2_base/layer3/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4187dd632cac14cfb9ba85f171e54d008f5b7a80
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer3/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a39f217dd1dedc053997a1bdc2d01d17a99666a2387eb9ea6f4eaddf07ef8384
+size 2747979
diff --git a/results_bvcc/w2v2_base/layer3/run1/model_best.pt b/results_bvcc/w2v2_base/layer3/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..1360ead87cfe8374804af7149c46422f28bab3d2
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer3/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:dd74199e0dba7775ba74536db0aecba9f4dcb34bd45b38ec0af680d8db2e6739
+size 2749702
diff --git a/results_bvcc/w2v2_base/layer3/run1/train.log b/results_bvcc/w2v2_base/layer3/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..3c64a5dd5213d19ae62a1b56038bd9f593f28411
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer3/run1/train.log
@@ -0,0 +1,163 @@
+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=0.6045276709856131
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3528 | LCC = 0.7753 | SRCC = 0.7834 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.2512 | LCC = 0.8350 | SRCC = 0.8419 ]
+INFO:root:Average loss=0.276482614951256
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2983 | LCC = 0.8376 | SRCC = 0.8397 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.1809 | LCC = 0.8952 | SRCC = 0.8956 ]
+INFO:root:Average loss=0.23211595110404185
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2653 | LCC = 0.8551 | SRCC = 0.8543 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.1613 | LCC = 0.9139 | SRCC = 0.9107 ]
+INFO:root:Average loss=0.2051768224590864
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2569 | LCC = 0.8638 | SRCC = 0.8628 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.1611 | LCC = 0.9238 | SRCC = 0.9218 ]
+INFO:root:Average loss=0.18358159428223586
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2485 | LCC = 0.8652 | SRCC = 0.8636 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.1632 | LCC = 0.9231 | SRCC = 0.9207 ]
+INFO:root:Average loss=0.17219183870997185
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2531 | LCC = 0.8688 | SRCC = 0.8673 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.1419 | LCC = 0.9308 | SRCC = 0.9245 ]
+INFO:root:Average loss=0.16229827138475883
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2436 | LCC = 0.8715 | SRCC = 0.8705 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.1630 | LCC = 0.9330 | SRCC = 0.9304 ]
+INFO:root:Average loss=0.14533317518921998
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2222 | LCC = 0.8700 | SRCC = 0.8685 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.1263 | LCC = 0.9304 | SRCC = 0.9264 ]
+INFO:root:Average loss=0.1511033176420591
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2502 | LCC = 0.8694 | SRCC = 0.8680 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.1442 | LCC = 0.9287 | SRCC = 0.9218 ]
+INFO:root:Average loss=0.13616069969840539
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2253 | LCC = 0.8718 | SRCC = 0.8700 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.1267 | LCC = 0.9365 | SRCC = 0.9305 ]
+INFO:root:Average loss=0.12982463636077368
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2278 | LCC = 0.8714 | SRCC = 0.8701 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.1230 | LCC = 0.9399 | SRCC = 0.9347 ]
+INFO:root:Average loss=0.12225270586518142
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2335 | LCC = 0.8698 | SRCC = 0.8692 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.1279 | LCC = 0.9349 | SRCC = 0.9288 ]
+INFO:root:Average loss=0.1111568048214301
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2213 | LCC = 0.8720 | SRCC = 0.8700 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.1300 | LCC = 0.9358 | SRCC = 0.9302 ]
+INFO:root:Average loss=0.09923397931150901
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2504 | LCC = 0.8699 | SRCC = 0.8688 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.1655 | LCC = 0.9372 | SRCC = 0.9333 ]
+INFO:root:Average loss=0.098825214860531
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2265 | LCC = 0.8690 | SRCC = 0.8683 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.1179 | LCC = 0.9354 | SRCC = 0.9310 ]
+INFO:root:Average loss=0.09269962283090138
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2205 | LCC = 0.8721 | SRCC = 0.8710 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.1237 | LCC = 0.9359 | SRCC = 0.9305 ]
+INFO:root:Average loss=0.08557081676255433
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2120 | LCC = 0.8721 | SRCC = 0.8708 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1124 | LCC = 0.9358 | SRCC = 0.9310 ]
+INFO:root:Average loss=0.08366892195473878
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2337 | LCC = 0.8683 | SRCC = 0.8665 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.1298 | LCC = 0.9318 | SRCC = 0.9260 ]
+INFO:root:Average loss=0.07955511253422652
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2187 | LCC = 0.8687 | SRCC = 0.8674 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.1149 | LCC = 0.9334 | SRCC = 0.9271 ]
+INFO:root:Average loss=0.07645396310358475
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2162 | LCC = 0.8672 | SRCC = 0.8660 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1113 | LCC = 0.9364 | SRCC = 0.9307 ]
+INFO:root:Average loss=0.07043788954615593
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2195 | LCC = 0.8682 | SRCC = 0.8681 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.1075 | LCC = 0.9383 | SRCC = 0.9344 ]
+INFO:root:Average loss=0.06872585272559753
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2158 | LCC = 0.8680 | SRCC = 0.8669 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.1111 | LCC = 0.9388 | SRCC = 0.9353 ]
+INFO:root:Average loss=0.0641730479322947
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2187 | LCC = 0.8652 | SRCC = 0.8644 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.1028 | LCC = 0.9389 | SRCC = 0.9364 ]
+INFO:root:Average loss=0.06244218024687889
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2303 | LCC = 0.8649 | SRCC = 0.8637 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1155 | LCC = 0.9361 | SRCC = 0.9292 ]
+INFO:root:Average loss=0.06570703416871719
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2219 | LCC = 0.8659 | SRCC = 0.8637 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.1218 | LCC = 0.9327 | SRCC = 0.9259 ]
+INFO:root:Average loss=0.05749523018797239
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2209 | LCC = 0.8642 | SRCC = 0.8629 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1084 | LCC = 0.9337 | SRCC = 0.9275 ]
+INFO:root:Average loss=0.054782983870842517
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2314 | LCC = 0.8639 | SRCC = 0.8620 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.1302 | LCC = 0.9340 | SRCC = 0.9260 ]
+INFO:root:Average loss=0.05425381350020567
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2338 | LCC = 0.8635 | SRCC = 0.8615 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.1350 | LCC = 0.9358 | SRCC = 0.9312 ]
+INFO:root:Average loss=0.05194462983845136
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2383 | LCC = 0.8637 | SRCC = 0.8603 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.1332 | LCC = 0.9367 | SRCC = 0.9305 ]
+INFO:root:Average loss=0.049382959277584
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2317 | LCC = 0.8654 | SRCC = 0.8633 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.1310 | LCC = 0.9387 | SRCC = 0.9334 ]
+INFO:root:Average loss=0.046610791116761856
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2229 | LCC = 0.8633 | SRCC = 0.8613 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.1128 | LCC = 0.9322 | SRCC = 0.9270 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2338 | LCC = 0.8633 | SRCC = 0.8631 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1369 | LCC = 0.9161 | SRCC = 0.9144 ]
diff --git a/results_bvcc/w2v2_base/layer3/run2/config.gin b/results_bvcc/w2v2_base/layer3/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base/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/layer3/run2/model.pt b/results_bvcc/w2v2_base/layer3/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b9fe81b8945c5dfee931a45189d6ba1e9db39ad2
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer3/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e1b75942f542b02fb8dc639bcd569b1a99484bfbfb6fd38cc340956fd97d089d
+size 2747979
diff --git a/results_bvcc/w2v2_base/layer3/run2/model_best.pt b/results_bvcc/w2v2_base/layer3/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..2523e68d738004730a96b98e1a4ab7e5fe492425
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer3/run2/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1c78e22a00126378d4d417793e6b04df4f64ab0a124727486ccddc694db03314
+size 2749702
diff --git a/results_bvcc/w2v2_base/layer3/run2/train.log b/results_bvcc/w2v2_base/layer3/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..5f4119cb201cba1185bbaf8e4e5d6a0f9177b6da
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer3/run2/train.log
@@ -0,0 +1,163 @@
+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=0.618041337109529
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3437 | LCC = 0.7714 | SRCC = 0.7771 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.2400 | LCC = 0.8256 | SRCC = 0.8296 ]
+INFO:root:Average loss=0.2772234756595049
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2928 | LCC = 0.8326 | SRCC = 0.8343 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.2050 | LCC = 0.8881 | SRCC = 0.8924 ]
+INFO:root:Average loss=0.22710150289229858
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2608 | LCC = 0.8505 | SRCC = 0.8490 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.1733 | LCC = 0.9061 | SRCC = 0.9044 ]
+INFO:root:Average loss=0.2087478186839666
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2380 | LCC = 0.8567 | SRCC = 0.8561 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.1516 | LCC = 0.9108 | SRCC = 0.9095 ]
+INFO:root:Average loss=0.1865193887780874
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2831 | LCC = 0.8544 | SRCC = 0.8559 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.2103 | LCC = 0.9157 | SRCC = 0.9219 ]
+INFO:root:Average loss=0.17166964795726997
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2424 | LCC = 0.8626 | SRCC = 0.8591 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.1621 | LCC = 0.9188 | SRCC = 0.9157 ]
+INFO:root:Average loss=0.1617496408140048
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2678 | LCC = 0.8641 | SRCC = 0.8640 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.1971 | LCC = 0.9220 | SRCC = 0.9257 ]
+INFO:root:Average loss=0.1450485422825202
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2475 | LCC = 0.8645 | SRCC = 0.8629 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.1803 | LCC = 0.9193 | SRCC = 0.9202 ]
+INFO:root:Average loss=0.1357928833518273
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2334 | LCC = 0.8654 | SRCC = 0.8633 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.1588 | LCC = 0.9215 | SRCC = 0.9209 ]
+INFO:root:Average loss=0.12330357300547454
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2168 | LCC = 0.8692 | SRCC = 0.8656 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.1258 | LCC = 0.9305 | SRCC = 0.9286 ]
+INFO:root:Average loss=0.11874586467941602
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2850 | LCC = 0.8641 | SRCC = 0.8622 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.2185 | LCC = 0.9264 | SRCC = 0.9285 ]
+INFO:root:Average loss=0.1149993587571841
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2829 | LCC = 0.8640 | SRCC = 0.8623 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.2235 | LCC = 0.9246 | SRCC = 0.9269 ]
+INFO:root:Average loss=0.10477700199072178
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2421 | LCC = 0.8628 | SRCC = 0.8616 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.1622 | LCC = 0.9286 | SRCC = 0.9296 ]
+INFO:root:Average loss=0.10028586307397255
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2405 | LCC = 0.8625 | SRCC = 0.8603 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.1517 | LCC = 0.9335 | SRCC = 0.9345 ]
+INFO:root:Average loss=0.08870371980353808
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2286 | LCC = 0.8608 | SRCC = 0.8580 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.1326 | LCC = 0.9324 | SRCC = 0.9295 ]
+INFO:root:Average loss=0.09085492293039958
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2530 | LCC = 0.8599 | SRCC = 0.8576 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.1677 | LCC = 0.9289 | SRCC = 0.9268 ]
+INFO:root:Average loss=0.0872667694512086
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2214 | LCC = 0.8600 | SRCC = 0.8571 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1130 | LCC = 0.9293 | SRCC = 0.9240 ]
+INFO:root:Average loss=0.0894361056196384
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2320 | LCC = 0.8593 | SRCC = 0.8550 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.1214 | LCC = 0.9305 | SRCC = 0.9272 ]
+INFO:root:Average loss=0.07583379124601682
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2417 | LCC = 0.8584 | SRCC = 0.8570 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.1514 | LCC = 0.9303 | SRCC = 0.9319 ]
+INFO:root:Average loss=0.07111639109177467
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2731 | LCC = 0.8588 | SRCC = 0.8573 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.2008 | LCC = 0.9275 | SRCC = 0.9285 ]
+INFO:root:Average loss=0.07006627545715907
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2273 | LCC = 0.8601 | SRCC = 0.8573 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.1297 | LCC = 0.9308 | SRCC = 0.9294 ]
+INFO:root:Average loss=0.06404362069681668
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2183 | LCC = 0.8609 | SRCC = 0.8578 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.1197 | LCC = 0.9261 | SRCC = 0.9246 ]
+INFO:root:Average loss=0.06599630224399078
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2211 | LCC = 0.8622 | SRCC = 0.8593 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.1181 | LCC = 0.9331 | SRCC = 0.9294 ]
+INFO:root:Average loss=0.06542258260723872
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2451 | LCC = 0.8611 | SRCC = 0.8586 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1695 | LCC = 0.9252 | SRCC = 0.9249 ]
+INFO:root:Average loss=0.0584898883333573
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2561 | LCC = 0.8568 | SRCC = 0.8553 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.1757 | LCC = 0.9245 | SRCC = 0.9251 ]
+INFO:root:Average loss=0.056313919404951424
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2289 | LCC = 0.8596 | SRCC = 0.8569 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1350 | LCC = 0.9270 | SRCC = 0.9238 ]
+INFO:root:Average loss=0.057840629743459895
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2219 | LCC = 0.8587 | SRCC = 0.8558 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.1207 | LCC = 0.9274 | SRCC = 0.9231 ]
+INFO:root:Average loss=0.0556940395767108
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2501 | LCC = 0.8580 | SRCC = 0.8562 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.1715 | LCC = 0.9229 | SRCC = 0.9221 ]
+INFO:root:Average loss=0.0545005032267326
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2296 | LCC = 0.8601 | SRCC = 0.8567 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.1405 | LCC = 0.9251 | SRCC = 0.9213 ]
+INFO:root:Average loss=0.048206741945483744
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2366 | LCC = 0.8605 | SRCC = 0.8582 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.1535 | LCC = 0.9264 | SRCC = 0.9227 ]
+INFO:root:Average loss=0.04664461219157928
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2589 | LCC = 0.8573 | SRCC = 0.8562 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.1841 | LCC = 0.9222 | SRCC = 0.9247 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2174 | LCC = 0.8691 | SRCC = 0.8677 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1332 | LCC = 0.9097 | SRCC = 0.9066 ]
diff --git a/results_bvcc/w2v2_base/layer3/run3/config.gin b/results_bvcc/w2v2_base/layer3/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base/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/layer3/run3/model.pt b/results_bvcc/w2v2_base/layer3/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..bfe4b357189e4ed990c4647992c85bb81a781209
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer3/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2c91dde9323ca8e5a3f6899fb2bbecddef878e9904798a7cda6cf67d924c2c68
+size 2747979
diff --git a/results_bvcc/w2v2_base/layer3/run3/model_best.pt b/results_bvcc/w2v2_base/layer3/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ab5979f55d93f4dff2f8e3272ddfb2443f3ad005
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer3/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1f548a2ee9de747087936de24cd72f6a43bd78c3de57097e60d2799c9229af5b
+size 2749702
diff --git a/results_bvcc/w2v2_base/layer3/run3/train.log b/results_bvcc/w2v2_base/layer3/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..f44470a4bd6b559c61c72f2e376a3cc5b5869a25
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer3/run3/train.log
@@ -0,0 +1,163 @@
+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=0.5180282392180883
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3457 | LCC = 0.8063 | SRCC = 0.8103 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.2580 | LCC = 0.8510 | SRCC = 0.8568 ]
+INFO:root:Average loss=0.2746687919283525
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3072 | LCC = 0.8393 | SRCC = 0.8444 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.2292 | LCC = 0.8944 | SRCC = 0.9021 ]
+INFO:root:Average loss=0.22535095306543204
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2846 | LCC = 0.8533 | SRCC = 0.8537 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.2128 | LCC = 0.9096 | SRCC = 0.9118 ]
+INFO:root:Average loss=0.19969538713877016
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2755 | LCC = 0.8591 | SRCC = 0.8611 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.1914 | LCC = 0.9251 | SRCC = 0.9300 ]
+INFO:root:Average loss=0.18626682383891863
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2442 | LCC = 0.8708 | SRCC = 0.8691 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.1613 | LCC = 0.9328 | SRCC = 0.9311 ]
+INFO:root:Average loss=0.1728838854111158
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2233 | LCC = 0.8677 | SRCC = 0.8661 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.1286 | LCC = 0.9306 | SRCC = 0.9284 ]
+INFO:root:Average loss=0.15506736141366836
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2231 | LCC = 0.8670 | SRCC = 0.8652 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.1305 | LCC = 0.9319 | SRCC = 0.9271 ]
+INFO:root:Average loss=0.14330583008436057
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2280 | LCC = 0.8716 | SRCC = 0.8691 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.1338 | LCC = 0.9408 | SRCC = 0.9357 ]
+INFO:root:Average loss=0.13510834196439156
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2143 | LCC = 0.8703 | SRCC = 0.8687 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.1066 | LCC = 0.9417 | SRCC = 0.9355 ]
+INFO:root:Average loss=0.12729691274655172
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2293 | LCC = 0.8690 | SRCC = 0.8674 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.1369 | LCC = 0.9373 | SRCC = 0.9339 ]
+INFO:root:Average loss=0.12344187708237232
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2122 | LCC = 0.8686 | SRCC = 0.8669 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.1049 | LCC = 0.9415 | SRCC = 0.9373 ]
+INFO:root:Average loss=0.11213754470913838
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2174 | LCC = 0.8684 | SRCC = 0.8674 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.1257 | LCC = 0.9343 | SRCC = 0.9304 ]
+INFO:root:Average loss=0.10677822230335994
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2204 | LCC = 0.8686 | SRCC = 0.8684 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.1258 | LCC = 0.9390 | SRCC = 0.9357 ]
+INFO:root:Average loss=0.0998713538910334
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2194 | LCC = 0.8674 | SRCC = 0.8651 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.1176 | LCC = 0.9374 | SRCC = 0.9329 ]
+INFO:root:Average loss=0.09522502835935508
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2305 | LCC = 0.8661 | SRCC = 0.8670 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.1339 | LCC = 0.9403 | SRCC = 0.9411 ]
+INFO:root:Average loss=0.09259714778417195
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2171 | LCC = 0.8684 | SRCC = 0.8666 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.1072 | LCC = 0.9413 | SRCC = 0.9373 ]
+INFO:root:Average loss=0.08832140801808773
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2125 | LCC = 0.8658 | SRCC = 0.8657 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.0971 | LCC = 0.9418 | SRCC = 0.9380 ]
+INFO:root:Average loss=0.08183478320447299
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2093 | LCC = 0.8662 | SRCC = 0.8665 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.0991 | LCC = 0.9384 | SRCC = 0.9360 ]
+INFO:root:Average loss=0.08206631973958932
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2076 | LCC = 0.8677 | SRCC = 0.8680 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.0931 | LCC = 0.9434 | SRCC = 0.9413 ]
+INFO:root:Average loss=0.07576178214870967
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2179 | LCC = 0.8671 | SRCC = 0.8665 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1018 | LCC = 0.9477 | SRCC = 0.9458 ]
+INFO:root:Average loss=0.07124239153777942
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2340 | LCC = 0.8652 | SRCC = 0.8649 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.1318 | LCC = 0.9423 | SRCC = 0.9406 ]
+INFO:root:Average loss=0.06956854190390843
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2196 | LCC = 0.8642 | SRCC = 0.8630 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.1130 | LCC = 0.9397 | SRCC = 0.9369 ]
+INFO:root:Average loss=0.06603325253877884
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2188 | LCC = 0.8647 | SRCC = 0.8642 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.1052 | LCC = 0.9436 | SRCC = 0.9413 ]
+INFO:root:Average loss=0.05982308340473817
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2171 | LCC = 0.8613 | SRCC = 0.8611 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.0919 | LCC = 0.9409 | SRCC = 0.9387 ]
+INFO:root:Average loss=0.06440985943071353
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2329 | LCC = 0.8622 | SRCC = 0.8614 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.1214 | LCC = 0.9458 | SRCC = 0.9457 ]
+INFO:root:Average loss=0.058364116706145115
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2226 | LCC = 0.8635 | SRCC = 0.8618 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1101 | LCC = 0.9448 | SRCC = 0.9423 ]
+INFO:root:Average loss=0.05689558596947254
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2267 | LCC = 0.8585 | SRCC = 0.8584 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.1100 | LCC = 0.9412 | SRCC = 0.9386 ]
+INFO:root:Average loss=0.05729831917545734
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2450 | LCC = 0.8591 | SRCC = 0.8597 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.1480 | LCC = 0.9374 | SRCC = 0.9377 ]
+INFO:root:Average loss=0.05534830479285656
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2206 | LCC = 0.8614 | SRCC = 0.8612 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.1068 | LCC = 0.9403 | SRCC = 0.9371 ]
+INFO:root:Average loss=0.050912948564077035
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2216 | LCC = 0.8599 | SRCC = 0.8604 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.0974 | LCC = 0.9462 | SRCC = 0.9460 ]
+INFO:root:Average loss=0.04927240398067694
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2297 | LCC = 0.8634 | SRCC = 0.8635 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.1263 | LCC = 0.9415 | SRCC = 0.9400 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2242 | LCC = 0.8702 | SRCC = 0.8680 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1269 | LCC = 0.9155 | SRCC = 0.9142 ]
diff --git a/results_bvcc/w2v2_base/layer3/run4/config.gin b/results_bvcc/w2v2_base/layer3/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base/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/layer3/run4/model.pt b/results_bvcc/w2v2_base/layer3/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..f3bfb9c0df1eb8ee9e5608a5c46d2b2f05b2bd5b
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer3/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4a50ac265e9bef6d83e6ba452030c574c8080de1e7cdb51e618c154b981a7e0b
+size 2747979
diff --git a/results_bvcc/w2v2_base/layer3/run4/model_best.pt b/results_bvcc/w2v2_base/layer3/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..94bd13e1055d35a1b2895beed824530f9326a409
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer3/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1d3ce52b63da32180eb3a59106930d5183dd6d9a445a22bda7d62cea846def31
+size 2749702
diff --git a/results_bvcc/w2v2_base/layer3/run4/train.log b/results_bvcc/w2v2_base/layer3/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..bb2248a48ea72b050d2781ddf30b689693361a1d
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer3/run4/train.log
@@ -0,0 +1,163 @@
+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=0.6844065410968585
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3566 | LCC = 0.7676 | SRCC = 0.7714 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.2404 | LCC = 0.8304 | SRCC = 0.8402 ]
+INFO:root:Average loss=0.286894916341855
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2938 | LCC = 0.8334 | SRCC = 0.8340 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.2155 | LCC = 0.8865 | SRCC = 0.8920 ]
+INFO:root:Average loss=0.23104553478650558
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2693 | LCC = 0.8531 | SRCC = 0.8510 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.1777 | LCC = 0.9123 | SRCC = 0.9111 ]
+INFO:root:Average loss=0.2135846028343225
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2386 | LCC = 0.8586 | SRCC = 0.8570 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.1430 | LCC = 0.9177 | SRCC = 0.9138 ]
+INFO:root:Average loss=0.18364031125719732
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2330 | LCC = 0.8647 | SRCC = 0.8629 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.1338 | LCC = 0.9295 | SRCC = 0.9234 ]
+INFO:root:Average loss=0.17280855029821396
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2456 | LCC = 0.8674 | SRCC = 0.8658 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.1606 | LCC = 0.9320 | SRCC = 0.9289 ]
+INFO:root:Average loss=0.16010016842912406
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2302 | LCC = 0.8685 | SRCC = 0.8670 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.1238 | LCC = 0.9397 | SRCC = 0.9335 ]
+INFO:root:Average loss=0.1615201665613896
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2545 | LCC = 0.8669 | SRCC = 0.8644 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.1608 | LCC = 0.9364 | SRCC = 0.9303 ]
+INFO:root:Average loss=0.13865628360937804
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2326 | LCC = 0.8726 | SRCC = 0.8711 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.1471 | LCC = 0.9385 | SRCC = 0.9339 ]
+INFO:root:Average loss=0.12536052795938957
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2182 | LCC = 0.8707 | SRCC = 0.8689 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.1266 | LCC = 0.9341 | SRCC = 0.9272 ]
+INFO:root:Average loss=0.12356129002112609
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2251 | LCC = 0.8698 | SRCC = 0.8679 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.1254 | LCC = 0.9384 | SRCC = 0.9329 ]
+INFO:root:Average loss=0.11592093587685855
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2464 | LCC = 0.8687 | SRCC = 0.8650 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.1586 | LCC = 0.9358 | SRCC = 0.9288 ]
+INFO:root:Average loss=0.1086466150979201
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2341 | LCC = 0.8669 | SRCC = 0.8661 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.1194 | LCC = 0.9375 | SRCC = 0.9307 ]
+INFO:root:Average loss=0.10961012513591693
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2418 | LCC = 0.8702 | SRCC = 0.8677 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.1554 | LCC = 0.9374 | SRCC = 0.9317 ]
+INFO:root:Average loss=0.09485020942221849
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2220 | LCC = 0.8672 | SRCC = 0.8659 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.1103 | LCC = 0.9357 | SRCC = 0.9277 ]
+INFO:root:Average loss=0.09101185985864738
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2195 | LCC = 0.8676 | SRCC = 0.8655 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.1238 | LCC = 0.9326 | SRCC = 0.9256 ]
+INFO:root:Average loss=0.08243084746675614
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2277 | LCC = 0.8680 | SRCC = 0.8660 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1294 | LCC = 0.9386 | SRCC = 0.9335 ]
+INFO:root:Average loss=0.0799717598905166
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2227 | LCC = 0.8665 | SRCC = 0.8647 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.1274 | LCC = 0.9341 | SRCC = 0.9270 ]
+INFO:root:Average loss=0.07730969509635216
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2269 | LCC = 0.8686 | SRCC = 0.8660 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.1301 | LCC = 0.9378 | SRCC = 0.9313 ]
+INFO:root:Average loss=0.07513376339696921
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2499 | LCC = 0.8664 | SRCC = 0.8654 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1611 | LCC = 0.9362 | SRCC = 0.9303 ]
+INFO:root:Average loss=0.06604956873716453
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2237 | LCC = 0.8674 | SRCC = 0.8656 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.1230 | LCC = 0.9414 | SRCC = 0.9346 ]
+INFO:root:Average loss=0.06491754146722648
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2123 | LCC = 0.8667 | SRCC = 0.8657 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.0967 | LCC = 0.9440 | SRCC = 0.9380 ]
+INFO:root:Average loss=0.06417986741050696
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2329 | LCC = 0.8662 | SRCC = 0.8643 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.1355 | LCC = 0.9393 | SRCC = 0.9333 ]
+INFO:root:Average loss=0.06302707222027656
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2315 | LCC = 0.8681 | SRCC = 0.8656 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1305 | LCC = 0.9423 | SRCC = 0.9337 ]
+INFO:root:Average loss=0.059602705761790276
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2239 | LCC = 0.8651 | SRCC = 0.8633 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.1056 | LCC = 0.9387 | SRCC = 0.9289 ]
+INFO:root:Average loss=0.06030423046113589
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2355 | LCC = 0.8674 | SRCC = 0.8644 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1456 | LCC = 0.9367 | SRCC = 0.9284 ]
+INFO:root:Average loss=0.053316498843905255
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2394 | LCC = 0.8653 | SRCC = 0.8627 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.1421 | LCC = 0.9385 | SRCC = 0.9306 ]
+INFO:root:Average loss=0.0535005309069768
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2440 | LCC = 0.8670 | SRCC = 0.8635 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.1501 | LCC = 0.9380 | SRCC = 0.9267 ]
+INFO:root:Average loss=0.05456977363866873
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2624 | LCC = 0.8672 | SRCC = 0.8644 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.1744 | LCC = 0.9382 | SRCC = 0.9279 ]
+INFO:root:Average loss=0.054004807789356284
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2196 | LCC = 0.8670 | SRCC = 0.8637 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.1167 | LCC = 0.9375 | SRCC = 0.9270 ]
+INFO:root:Average loss=0.04918697146842113
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2193 | LCC = 0.8692 | SRCC = 0.8654 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.1164 | LCC = 0.9419 | SRCC = 0.9302 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2255 | LCC = 0.8668 | SRCC = 0.8655 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1173 | LCC = 0.9179 | SRCC = 0.9143 ]
diff --git a/results_bvcc/w2v2_base/layer4/run0/config.gin b/results_bvcc/w2v2_base/layer4/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base/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/layer4/run0/model.pt b/results_bvcc/w2v2_base/layer4/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..6563c13247d72fd6235bfb062a416c5ebc252824
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer4/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9e16d8d1fcbaa1ec4fcd806f1a66badc96c523b255f76faf65d0092f8f6e70d6
+size 2747979
diff --git a/results_bvcc/w2v2_base/layer4/run0/model_best.pt b/results_bvcc/w2v2_base/layer4/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..cca7b2ed32226abda13de5a0b1f67a5395e2295e
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer4/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:384c4afe4f14828b60db6447df70766acbfb715953fd6058662bae57c0de2820
+size 2749638
diff --git a/results_bvcc/w2v2_base/layer4/run0/train.log b/results_bvcc/w2v2_base/layer4/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..7c167d3a771119e4d0d6bd828dc655709a6dfab5
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer4/run0/train.log
@@ -0,0 +1,163 @@
+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=0.6518440366937563
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3691 | LCC = 0.7673 | SRCC = 0.7700 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.2678 | LCC = 0.8392 | SRCC = 0.8478 ]
+INFO:root:Average loss=0.2980204480580794
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3228 | LCC = 0.8205 | SRCC = 0.8216 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.2290 | LCC = 0.8915 | SRCC = 0.8931 ]
+INFO:root:Average loss=0.23852598533416405
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2998 | LCC = 0.8344 | SRCC = 0.8336 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.2089 | LCC = 0.9050 | SRCC = 0.9043 ]
+INFO:root:Average loss=0.2203069405677991
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2549 | LCC = 0.8477 | SRCC = 0.8454 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.1512 | LCC = 0.9134 | SRCC = 0.9111 ]
+INFO:root:Average loss=0.19342320144940645
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2427 | LCC = 0.8533 | SRCC = 0.8517 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.1298 | LCC = 0.9254 | SRCC = 0.9226 ]
+INFO:root:Average loss=0.17977268735949808
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2396 | LCC = 0.8559 | SRCC = 0.8529 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.1316 | LCC = 0.9277 | SRCC = 0.9231 ]
+INFO:root:Average loss=0.16202573420909736
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3117 | LCC = 0.8517 | SRCC = 0.8504 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.2418 | LCC = 0.9191 | SRCC = 0.9192 ]
+INFO:root:Average loss=0.15009707021407592
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2360 | LCC = 0.8547 | SRCC = 0.8512 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.1203 | LCC = 0.9317 | SRCC = 0.9285 ]
+INFO:root:Average loss=0.13682709433711493
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2529 | LCC = 0.8533 | SRCC = 0.8522 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.1584 | LCC = 0.9260 | SRCC = 0.9242 ]
+INFO:root:Average loss=0.12654114161164332
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2748 | LCC = 0.8533 | SRCC = 0.8505 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.1801 | LCC = 0.9304 | SRCC = 0.9283 ]
+INFO:root:Average loss=0.11697492557458389
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2399 | LCC = 0.8539 | SRCC = 0.8520 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.1388 | LCC = 0.9274 | SRCC = 0.9230 ]
+INFO:root:Average loss=0.11015717818950996
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2474 | LCC = 0.8497 | SRCC = 0.8471 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.1392 | LCC = 0.9276 | SRCC = 0.9244 ]
+INFO:root:Average loss=0.09738092019389837
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2394 | LCC = 0.8506 | SRCC = 0.8469 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.1335 | LCC = 0.9239 | SRCC = 0.9151 ]
+INFO:root:Average loss=0.09146557222956266
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2361 | LCC = 0.8504 | SRCC = 0.8478 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.1282 | LCC = 0.9217 | SRCC = 0.9179 ]
+INFO:root:Average loss=0.09438327733331765
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2411 | LCC = 0.8509 | SRCC = 0.8481 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.1312 | LCC = 0.9301 | SRCC = 0.9248 ]
+INFO:root:Average loss=0.08172654083523995
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2294 | LCC = 0.8518 | SRCC = 0.8511 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.1099 | LCC = 0.9300 | SRCC = 0.9286 ]
+INFO:root:Average loss=0.08050136019786198
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2551 | LCC = 0.8488 | SRCC = 0.8456 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1625 | LCC = 0.9214 | SRCC = 0.9152 ]
+INFO:root:Average loss=0.07946349900120343
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2467 | LCC = 0.8484 | SRCC = 0.8470 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.1447 | LCC = 0.9244 | SRCC = 0.9204 ]
+INFO:root:Average loss=0.0735778076430926
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2599 | LCC = 0.8496 | SRCC = 0.8481 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.1685 | LCC = 0.9259 | SRCC = 0.9250 ]
+INFO:root:Average loss=0.06909938591221969
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2482 | LCC = 0.8458 | SRCC = 0.8449 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1166 | LCC = 0.9336 | SRCC = 0.9301 ]
+INFO:root:Average loss=0.06664102113781831
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2371 | LCC = 0.8468 | SRCC = 0.8448 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.1176 | LCC = 0.9266 | SRCC = 0.9249 ]
+INFO:root:Average loss=0.06509335539661922
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2520 | LCC = 0.8480 | SRCC = 0.8455 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.1569 | LCC = 0.9216 | SRCC = 0.9186 ]
+INFO:root:Average loss=0.06702007200473394
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2406 | LCC = 0.8476 | SRCC = 0.8461 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.1340 | LCC = 0.9220 | SRCC = 0.9189 ]
+INFO:root:Average loss=0.05538847426382395
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2402 | LCC = 0.8504 | SRCC = 0.8493 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1334 | LCC = 0.9279 | SRCC = 0.9257 ]
+INFO:root:Average loss=0.058735111441749796
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2368 | LCC = 0.8484 | SRCC = 0.8471 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.1213 | LCC = 0.9282 | SRCC = 0.9241 ]
+INFO:root:Average loss=0.053573257934588656
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2500 | LCC = 0.8482 | SRCC = 0.8464 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1489 | LCC = 0.9262 | SRCC = 0.9241 ]
+INFO:root:Average loss=0.05971602560617985
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2564 | LCC = 0.8484 | SRCC = 0.8468 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.1655 | LCC = 0.9218 | SRCC = 0.9181 ]
+INFO:root:Average loss=0.05014622359512708
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2422 | LCC = 0.8479 | SRCC = 0.8475 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.1325 | LCC = 0.9279 | SRCC = 0.9260 ]
+INFO:root:Average loss=0.047758462671668105
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2437 | LCC = 0.8472 | SRCC = 0.8460 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.1315 | LCC = 0.9281 | SRCC = 0.9232 ]
+INFO:root:Average loss=0.0468454816354773
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2499 | LCC = 0.8479 | SRCC = 0.8468 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.1519 | LCC = 0.9249 | SRCC = 0.9221 ]
+INFO:root:Average loss=0.04511046369010822
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2394 | LCC = 0.8464 | SRCC = 0.8454 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.1292 | LCC = 0.9216 | SRCC = 0.9168 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2346 | LCC = 0.8601 | SRCC = 0.8619 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1405 | LCC = 0.9114 | SRCC = 0.9137 ]
diff --git a/results_bvcc/w2v2_base/layer4/run1/config.gin b/results_bvcc/w2v2_base/layer4/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base/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/layer4/run1/model.pt b/results_bvcc/w2v2_base/layer4/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..badc15bd1ebbfc76eb167f4ed57d8f31318728b1
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer4/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8b64bed13b53a8acecc5e5f6cd1a7ee76a937ab880f4942285342e2482be9f6f
+size 2747979
diff --git a/results_bvcc/w2v2_base/layer4/run1/model_best.pt b/results_bvcc/w2v2_base/layer4/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..283ee3761e37a691529536b5815dc93b0c4face3
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer4/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:af54ce931c21d643e402e64498cea74ec1119fe465b5468ed08f14572ca16dee
+size 2749638
diff --git a/results_bvcc/w2v2_base/layer4/run1/train.log b/results_bvcc/w2v2_base/layer4/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..612c0d34602b36df41a7d76a45f50fe69b519d92
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer4/run1/train.log
@@ -0,0 +1,163 @@
+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=0.6995040017824906
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3744 | LCC = 0.7721 | SRCC = 0.7779 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.2619 | LCC = 0.8271 | SRCC = 0.8370 ]
+INFO:root:Average loss=0.292100517031474
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2846 | LCC = 0.8336 | SRCC = 0.8354 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.1936 | LCC = 0.8953 | SRCC = 0.8977 ]
+INFO:root:Average loss=0.23422882151909363
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2706 | LCC = 0.8480 | SRCC = 0.8468 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.1625 | LCC = 0.9109 | SRCC = 0.9089 ]
+INFO:root:Average loss=0.20164333417629585
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2545 | LCC = 0.8531 | SRCC = 0.8517 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.1497 | LCC = 0.9191 | SRCC = 0.9216 ]
+INFO:root:Average loss=0.18401004240298882
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2540 | LCC = 0.8524 | SRCC = 0.8497 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.1433 | LCC = 0.9229 | SRCC = 0.9206 ]
+INFO:root:Average loss=0.16525128856301308
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2439 | LCC = 0.8540 | SRCC = 0.8522 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.1334 | LCC = 0.9196 | SRCC = 0.9151 ]
+INFO:root:Average loss=0.1554804721321815
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2294 | LCC = 0.8584 | SRCC = 0.8572 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.1303 | LCC = 0.9219 | SRCC = 0.9212 ]
+INFO:root:Average loss=0.14740966241329145
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2452 | LCC = 0.8558 | SRCC = 0.8537 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.1225 | LCC = 0.9270 | SRCC = 0.9225 ]
+INFO:root:Average loss=0.1314019387922226
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2454 | LCC = 0.8547 | SRCC = 0.8539 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.1244 | LCC = 0.9239 | SRCC = 0.9246 ]
+INFO:root:Average loss=0.13122159213973925
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2378 | LCC = 0.8575 | SRCC = 0.8558 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.1297 | LCC = 0.9269 | SRCC = 0.9252 ]
+INFO:root:Average loss=0.11824162017840606
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2381 | LCC = 0.8516 | SRCC = 0.8513 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.1447 | LCC = 0.9167 | SRCC = 0.9156 ]
+INFO:root:Average loss=0.10952124381676698
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2369 | LCC = 0.8548 | SRCC = 0.8528 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.1199 | LCC = 0.9260 | SRCC = 0.9207 ]
+INFO:root:Average loss=0.10048425531922242
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2401 | LCC = 0.8538 | SRCC = 0.8524 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.1287 | LCC = 0.9218 | SRCC = 0.9187 ]
+INFO:root:Average loss=0.09728018652934295
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2352 | LCC = 0.8536 | SRCC = 0.8520 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.1306 | LCC = 0.9232 | SRCC = 0.9180 ]
+INFO:root:Average loss=0.08805536120556869
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2387 | LCC = 0.8520 | SRCC = 0.8522 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.1147 | LCC = 0.9214 | SRCC = 0.9184 ]
+INFO:root:Average loss=0.08045589847442432
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2470 | LCC = 0.8494 | SRCC = 0.8480 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.1281 | LCC = 0.9218 | SRCC = 0.9162 ]
+INFO:root:Average loss=0.07845703942271379
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2419 | LCC = 0.8512 | SRCC = 0.8504 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1153 | LCC = 0.9257 | SRCC = 0.9207 ]
+INFO:root:Average loss=0.07501401604177096
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2468 | LCC = 0.8499 | SRCC = 0.8489 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.1451 | LCC = 0.9258 | SRCC = 0.9229 ]
+INFO:root:Average loss=0.07132870985720402
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2370 | LCC = 0.8547 | SRCC = 0.8543 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.1124 | LCC = 0.9311 | SRCC = 0.9297 ]
+INFO:root:Average loss=0.06897051646732368
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2635 | LCC = 0.8472 | SRCC = 0.8484 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1764 | LCC = 0.9192 | SRCC = 0.9188 ]
+INFO:root:Average loss=0.06110574868627083
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2393 | LCC = 0.8488 | SRCC = 0.8474 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.1373 | LCC = 0.9193 | SRCC = 0.9175 ]
+INFO:root:Average loss=0.0640004864678933
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2394 | LCC = 0.8531 | SRCC = 0.8533 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.1161 | LCC = 0.9221 | SRCC = 0.9212 ]
+INFO:root:Average loss=0.06125358525568094
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2377 | LCC = 0.8533 | SRCC = 0.8528 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.1249 | LCC = 0.9215 | SRCC = 0.9168 ]
+INFO:root:Average loss=0.05879857443655149
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2330 | LCC = 0.8510 | SRCC = 0.8504 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1189 | LCC = 0.9223 | SRCC = 0.9204 ]
+INFO:root:Average loss=0.06154265242795914
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2387 | LCC = 0.8523 | SRCC = 0.8518 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.1255 | LCC = 0.9255 | SRCC = 0.9220 ]
+INFO:root:Average loss=0.05104140994640497
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2389 | LCC = 0.8509 | SRCC = 0.8498 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1270 | LCC = 0.9213 | SRCC = 0.9182 ]
+INFO:root:Average loss=0.04806591773357911
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2402 | LCC = 0.8508 | SRCC = 0.8501 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.1171 | LCC = 0.9258 | SRCC = 0.9242 ]
+INFO:root:Average loss=0.049024469075867765
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2377 | LCC = 0.8527 | SRCC = 0.8519 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.1131 | LCC = 0.9276 | SRCC = 0.9263 ]
+INFO:root:Average loss=0.05045450175515352
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2526 | LCC = 0.8527 | SRCC = 0.8534 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.1151 | LCC = 0.9257 | SRCC = 0.9221 ]
+INFO:root:Average loss=0.052950735084521465
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2377 | LCC = 0.8504 | SRCC = 0.8493 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.1297 | LCC = 0.9197 | SRCC = 0.9133 ]
+INFO:root:Average loss=0.04517366875631687
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2447 | LCC = 0.8494 | SRCC = 0.8492 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.1225 | LCC = 0.9263 | SRCC = 0.9245 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2286 | LCC = 0.8611 | SRCC = 0.8614 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1296 | LCC = 0.9158 | SRCC = 0.9195 ]
diff --git a/results_bvcc/w2v2_base/layer4/run2/config.gin b/results_bvcc/w2v2_base/layer4/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base/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/layer4/run2/model.pt b/results_bvcc/w2v2_base/layer4/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..137a4a5a441e0c64472ba4180ec7bc10cc7d19ea
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer4/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:793bd76d2a24860b2ff46340efd0395827fae209fe2efceeccc43688377a97cd
+size 2747979
diff --git a/results_bvcc/w2v2_base/layer4/run2/model_best.pt b/results_bvcc/w2v2_base/layer4/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..187b38f3e30b00fc678858b33014f0005fb7ab26
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer4/run2/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f031b23f79cfd25939fdd60db1a82be7f94c6562580c8981b5e4dbbacf0b1238
+size 2749638
diff --git a/results_bvcc/w2v2_base/layer4/run2/train.log b/results_bvcc/w2v2_base/layer4/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..c89a79d3323bbc5a9dee65097917399d78d47af7
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer4/run2/train.log
@@ -0,0 +1,163 @@
+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=0.5343131203299913
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3462 | LCC = 0.8062 | SRCC = 0.8092 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.2436 | LCC = 0.8694 | SRCC = 0.8717 ]
+INFO:root:Average loss=0.27175192019114125
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2863 | LCC = 0.8349 | SRCC = 0.8361 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.1729 | LCC = 0.9034 | SRCC = 0.9050 ]
+INFO:root:Average loss=0.2316355369029901
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2653 | LCC = 0.8448 | SRCC = 0.8445 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.1581 | LCC = 0.9109 | SRCC = 0.9082 ]
+INFO:root:Average loss=0.2039906156177704
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2471 | LCC = 0.8509 | SRCC = 0.8507 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.1419 | LCC = 0.9147 | SRCC = 0.9137 ]
+INFO:root:Average loss=0.18347042149458176
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2402 | LCC = 0.8526 | SRCC = 0.8512 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.1165 | LCC = 0.9279 | SRCC = 0.9265 ]
+INFO:root:Average loss=0.17145636314765
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2396 | LCC = 0.8510 | SRCC = 0.8493 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.1257 | LCC = 0.9232 | SRCC = 0.9208 ]
+INFO:root:Average loss=0.15737829061272818
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2479 | LCC = 0.8517 | SRCC = 0.8488 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.1373 | LCC = 0.9241 | SRCC = 0.9218 ]
+INFO:root:Average loss=0.15031299014122057
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2758 | LCC = 0.8518 | SRCC = 0.8486 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.1275 | LCC = 0.9372 | SRCC = 0.9325 ]
+INFO:root:Average loss=0.13447498081204218
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2399 | LCC = 0.8532 | SRCC = 0.8506 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.1168 | LCC = 0.9328 | SRCC = 0.9304 ]
+INFO:root:Average loss=0.11924519437627915
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2407 | LCC = 0.8550 | SRCC = 0.8527 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.1138 | LCC = 0.9334 | SRCC = 0.9315 ]
+INFO:root:Average loss=0.11490686906453891
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2476 | LCC = 0.8494 | SRCC = 0.8494 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.1390 | LCC = 0.9307 | SRCC = 0.9319 ]
+INFO:root:Average loss=0.11408099121390244
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2453 | LCC = 0.8527 | SRCC = 0.8504 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.1177 | LCC = 0.9331 | SRCC = 0.9319 ]
+INFO:root:Average loss=0.10160443177207923
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2535 | LCC = 0.8479 | SRCC = 0.8448 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.1439 | LCC = 0.9288 | SRCC = 0.9250 ]
+INFO:root:Average loss=0.09523698162191953
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2378 | LCC = 0.8518 | SRCC = 0.8493 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.1087 | LCC = 0.9303 | SRCC = 0.9291 ]
+INFO:root:Average loss=0.09384617987924661
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2370 | LCC = 0.8507 | SRCC = 0.8485 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.1139 | LCC = 0.9320 | SRCC = 0.9297 ]
+INFO:root:Average loss=0.09187376570816223
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2517 | LCC = 0.8479 | SRCC = 0.8447 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.1392 | LCC = 0.9300 | SRCC = 0.9248 ]
+INFO:root:Average loss=0.08201310315575355
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2378 | LCC = 0.8463 | SRCC = 0.8445 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1096 | LCC = 0.9282 | SRCC = 0.9250 ]
+INFO:root:Average loss=0.07383349213080528
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2428 | LCC = 0.8463 | SRCC = 0.8429 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.1146 | LCC = 0.9320 | SRCC = 0.9267 ]
+INFO:root:Average loss=0.07333376893821435
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2563 | LCC = 0.8400 | SRCC = 0.8358 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.1352 | LCC = 0.9258 | SRCC = 0.9179 ]
+INFO:root:Average loss=0.06984003021931037
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2454 | LCC = 0.8440 | SRCC = 0.8412 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1247 | LCC = 0.9266 | SRCC = 0.9223 ]
+INFO:root:Average loss=0.06705957226073131
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2617 | LCC = 0.8406 | SRCC = 0.8373 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.1524 | LCC = 0.9239 | SRCC = 0.9200 ]
+INFO:root:Average loss=0.061417680472517625
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2540 | LCC = 0.8447 | SRCC = 0.8421 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.1334 | LCC = 0.9348 | SRCC = 0.9325 ]
+INFO:root:Average loss=0.0598450720978853
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2533 | LCC = 0.8436 | SRCC = 0.8432 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.1373 | LCC = 0.9318 | SRCC = 0.9322 ]
+INFO:root:Average loss=0.058676363876423776
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2433 | LCC = 0.8443 | SRCC = 0.8406 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1091 | LCC = 0.9288 | SRCC = 0.9225 ]
+INFO:root:Average loss=0.06033519416665419
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2405 | LCC = 0.8474 | SRCC = 0.8454 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.1140 | LCC = 0.9291 | SRCC = 0.9235 ]
+INFO:root:Average loss=0.050451572554615826
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2442 | LCC = 0.8453 | SRCC = 0.8436 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1317 | LCC = 0.9262 | SRCC = 0.9206 ]
+INFO:root:Average loss=0.05087349609209177
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2446 | LCC = 0.8433 | SRCC = 0.8408 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.1150 | LCC = 0.9295 | SRCC = 0.9245 ]
+INFO:root:Average loss=0.04974463123541612
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2527 | LCC = 0.8420 | SRCC = 0.8402 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.1397 | LCC = 0.9258 | SRCC = 0.9200 ]
+INFO:root:Average loss=0.04788704111407965
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2505 | LCC = 0.8432 | SRCC = 0.8398 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.1198 | LCC = 0.9272 | SRCC = 0.9203 ]
+INFO:root:Average loss=0.04461211735048355
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2511 | LCC = 0.8434 | SRCC = 0.8389 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.1209 | LCC = 0.9270 | SRCC = 0.9176 ]
+INFO:root:Average loss=0.04255519038400589
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2407 | LCC = 0.8453 | SRCC = 0.8425 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.1166 | LCC = 0.9281 | SRCC = 0.9210 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2429 | LCC = 0.8605 | SRCC = 0.8570 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1607 | LCC = 0.9140 | SRCC = 0.9134 ]
diff --git a/results_bvcc/w2v2_base/layer4/run3/config.gin b/results_bvcc/w2v2_base/layer4/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base/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/layer4/run3/model.pt b/results_bvcc/w2v2_base/layer4/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..1efdce14c294e5dfb45d50f2d9fa2932e99d77b9
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer4/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8fe868479c254c44e5783dab4ff47d7e645a3b222cc1e8cf3dd269491a5b208a
+size 2747979
diff --git a/results_bvcc/w2v2_base/layer4/run3/model_best.pt b/results_bvcc/w2v2_base/layer4/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..80c3c34d9a3d7fcd6ddaed051e0b2fdc930946b9
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer4/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:faf17fc7763f699a84177e24815be4a6eaa06ecbae11609e8c609b1238d03286
+size 2749638
diff --git a/results_bvcc/w2v2_base/layer4/run3/train.log b/results_bvcc/w2v2_base/layer4/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..60fb7be88b9fcebe62f53eb343bce1a0b9a86736
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer4/run3/train.log
@@ -0,0 +1,163 @@
+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=0.5085462654630343
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3282 | LCC = 0.7951 | SRCC = 0.7976 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.2068 | LCC = 0.8645 | SRCC = 0.8663 ]
+INFO:root:Average loss=0.2736496201310402
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2974 | LCC = 0.8266 | SRCC = 0.8256 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.1848 | LCC = 0.8973 | SRCC = 0.8972 ]
+INFO:root:Average loss=0.23099989520433623
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2775 | LCC = 0.8375 | SRCC = 0.8342 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.1581 | LCC = 0.9121 | SRCC = 0.9060 ]
+INFO:root:Average loss=0.21685103766429117
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2648 | LCC = 0.8463 | SRCC = 0.8444 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.1362 | LCC = 0.9247 | SRCC = 0.9214 ]
+INFO:root:Average loss=0.18828245386099204
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2554 | LCC = 0.8475 | SRCC = 0.8461 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.1486 | LCC = 0.9180 | SRCC = 0.9146 ]
+INFO:root:Average loss=0.1756950860413221
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2549 | LCC = 0.8457 | SRCC = 0.8444 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.1456 | LCC = 0.9175 | SRCC = 0.9147 ]
+INFO:root:Average loss=0.16025372403554428
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2729 | LCC = 0.8476 | SRCC = 0.8472 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.1313 | LCC = 0.9236 | SRCC = 0.9219 ]
+INFO:root:Average loss=0.15151278464457926
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2621 | LCC = 0.8462 | SRCC = 0.8458 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.1612 | LCC = 0.9191 | SRCC = 0.9219 ]
+INFO:root:Average loss=0.14629306873449913
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2474 | LCC = 0.8495 | SRCC = 0.8484 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.1201 | LCC = 0.9252 | SRCC = 0.9235 ]
+INFO:root:Average loss=0.13070591968985704
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2506 | LCC = 0.8510 | SRCC = 0.8508 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.1181 | LCC = 0.9257 | SRCC = 0.9223 ]
+INFO:root:Average loss=0.12174523822390117
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2421 | LCC = 0.8478 | SRCC = 0.8474 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.1216 | LCC = 0.9240 | SRCC = 0.9229 ]
+INFO:root:Average loss=0.11293161641328762
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2400 | LCC = 0.8531 | SRCC = 0.8525 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.1149 | LCC = 0.9283 | SRCC = 0.9268 ]
+INFO:root:Average loss=0.11384149487966146
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2410 | LCC = 0.8514 | SRCC = 0.8525 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.1396 | LCC = 0.9216 | SRCC = 0.9244 ]
+INFO:root:Average loss=0.10897560723316975
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2391 | LCC = 0.8499 | SRCC = 0.8493 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.1168 | LCC = 0.9301 | SRCC = 0.9291 ]
+INFO:root:Average loss=0.09427648849594288
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2592 | LCC = 0.8488 | SRCC = 0.8487 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.1220 | LCC = 0.9215 | SRCC = 0.9182 ]
+INFO:root:Average loss=0.08931664425211075
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2695 | LCC = 0.8424 | SRCC = 0.8411 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.1210 | LCC = 0.9287 | SRCC = 0.9299 ]
+INFO:root:Average loss=0.08630830622636355
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2433 | LCC = 0.8457 | SRCC = 0.8455 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1283 | LCC = 0.9237 | SRCC = 0.9232 ]
+INFO:root:Average loss=0.08225185681994145
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2457 | LCC = 0.8462 | SRCC = 0.8470 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.1203 | LCC = 0.9233 | SRCC = 0.9244 ]
+INFO:root:Average loss=0.07563946792521538
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2550 | LCC = 0.8435 | SRCC = 0.8448 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.1439 | LCC = 0.9235 | SRCC = 0.9258 ]
+INFO:root:Average loss=0.07579196258806266
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2552 | LCC = 0.8409 | SRCC = 0.8409 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1348 | LCC = 0.9220 | SRCC = 0.9201 ]
+INFO:root:Average loss=0.07054669085221413
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2596 | LCC = 0.8438 | SRCC = 0.8448 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.1157 | LCC = 0.9252 | SRCC = 0.9230 ]
+INFO:root:Average loss=0.06740382051047607
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2585 | LCC = 0.8462 | SRCC = 0.8470 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.1122 | LCC = 0.9265 | SRCC = 0.9268 ]
+INFO:root:Average loss=0.06237097313770881
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2516 | LCC = 0.8390 | SRCC = 0.8390 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.1359 | LCC = 0.9196 | SRCC = 0.9166 ]
+INFO:root:Average loss=0.06210563231546145
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2502 | LCC = 0.8419 | SRCC = 0.8426 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1186 | LCC = 0.9272 | SRCC = 0.9307 ]
+INFO:root:Average loss=0.061679850451839276
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2583 | LCC = 0.8429 | SRCC = 0.8435 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.1146 | LCC = 0.9250 | SRCC = 0.9234 ]
+INFO:root:Average loss=0.05688843985971732
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2570 | LCC = 0.8439 | SRCC = 0.8441 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1131 | LCC = 0.9267 | SRCC = 0.9255 ]
+INFO:root:Average loss=0.060697861588918246
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2408 | LCC = 0.8470 | SRCC = 0.8481 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.1145 | LCC = 0.9214 | SRCC = 0.9233 ]
+INFO:root:Average loss=0.050061373422161125
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2491 | LCC = 0.8479 | SRCC = 0.8492 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.1099 | LCC = 0.9272 | SRCC = 0.9300 ]
+INFO:root:Average loss=0.04986120075082932
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2520 | LCC = 0.8453 | SRCC = 0.8462 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.1091 | LCC = 0.9278 | SRCC = 0.9270 ]
+INFO:root:Average loss=0.05015027785721498
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2409 | LCC = 0.8459 | SRCC = 0.8458 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.1227 | LCC = 0.9257 | SRCC = 0.9261 ]
+INFO:root:Average loss=0.04641652630212215
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2401 | LCC = 0.8453 | SRCC = 0.8453 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.1248 | LCC = 0.9181 | SRCC = 0.9159 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2458 | LCC = 0.8566 | SRCC = 0.8560 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1512 | LCC = 0.9160 | SRCC = 0.9161 ]
diff --git a/results_bvcc/w2v2_base/layer4/run4/config.gin b/results_bvcc/w2v2_base/layer4/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base/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/layer4/run4/model.pt b/results_bvcc/w2v2_base/layer4/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..522b40709bce55263c8a507e21c32681374c1c8a
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer4/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9bcf2511ab2f27703daead23c08dadae388ce812ff44dd68b1ffef61be3e14b4
+size 2747979
diff --git a/results_bvcc/w2v2_base/layer4/run4/model_best.pt b/results_bvcc/w2v2_base/layer4/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ec0c4ed7a4a9f96a67c092f40b9b3d387c8bf874
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer4/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:114422f0c0dc347753b632f73912412dec137d6c0de9e88229a8a4ab54d0b741
+size 2749638
diff --git a/results_bvcc/w2v2_base/layer4/run4/train.log b/results_bvcc/w2v2_base/layer4/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..d9b0860d213726b975680f9d47675550fd965a35
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer4/run4/train.log
@@ -0,0 +1,163 @@
+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=0.5468503362857379
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3448 | LCC = 0.7943 | SRCC = 0.8006 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.2443 | LCC = 0.8535 | SRCC = 0.8566 ]
+INFO:root:Average loss=0.27077613637233394
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2820 | LCC = 0.8264 | SRCC = 0.8264 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.1600 | LCC = 0.8961 | SRCC = 0.8944 ]
+INFO:root:Average loss=0.22810082997267062
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2672 | LCC = 0.8386 | SRCC = 0.8367 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.1558 | LCC = 0.9067 | SRCC = 0.9022 ]
+INFO:root:Average loss=0.20190775021910667
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2598 | LCC = 0.8466 | SRCC = 0.8470 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.1672 | LCC = 0.9131 | SRCC = 0.9101 ]
+INFO:root:Average loss=0.18852522033147323
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2565 | LCC = 0.8505 | SRCC = 0.8500 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.1397 | LCC = 0.9297 | SRCC = 0.9281 ]
+INFO:root:Average loss=0.17150766545763382
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2497 | LCC = 0.8486 | SRCC = 0.8474 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.1356 | LCC = 0.9263 | SRCC = 0.9212 ]
+INFO:root:Average loss=0.15543746690337473
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3014 | LCC = 0.8476 | SRCC = 0.8467 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.2182 | LCC = 0.9209 | SRCC = 0.9172 ]
+INFO:root:Average loss=0.14557785464402956
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2356 | LCC = 0.8514 | SRCC = 0.8501 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.1150 | LCC = 0.9310 | SRCC = 0.9292 ]
+INFO:root:Average loss=0.139043383873426
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2399 | LCC = 0.8554 | SRCC = 0.8542 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.1350 | LCC = 0.9298 | SRCC = 0.9280 ]
+INFO:root:Average loss=0.12835628338731253
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2367 | LCC = 0.8529 | SRCC = 0.8513 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.1302 | LCC = 0.9268 | SRCC = 0.9229 ]
+INFO:root:Average loss=0.11538153485609935
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2492 | LCC = 0.8485 | SRCC = 0.8461 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.1211 | LCC = 0.9309 | SRCC = 0.9269 ]
+INFO:root:Average loss=0.11206608275190377
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2642 | LCC = 0.8449 | SRCC = 0.8436 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.1211 | LCC = 0.9255 | SRCC = 0.9221 ]
+INFO:root:Average loss=0.10401512520053448
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2515 | LCC = 0.8466 | SRCC = 0.8443 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.1171 | LCC = 0.9276 | SRCC = 0.9234 ]
+INFO:root:Average loss=0.09643900934129189
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2451 | LCC = 0.8463 | SRCC = 0.8448 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.1193 | LCC = 0.9295 | SRCC = 0.9251 ]
+INFO:root:Average loss=0.0941178413728873
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2492 | LCC = 0.8506 | SRCC = 0.8495 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.1571 | LCC = 0.9236 | SRCC = 0.9235 ]
+INFO:root:Average loss=0.09112726806257015
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2383 | LCC = 0.8477 | SRCC = 0.8462 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.1113 | LCC = 0.9281 | SRCC = 0.9240 ]
+INFO:root:Average loss=0.08408225915179803
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2437 | LCC = 0.8481 | SRCC = 0.8458 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1224 | LCC = 0.9282 | SRCC = 0.9266 ]
+INFO:root:Average loss=0.0798466527977815
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2685 | LCC = 0.8447 | SRCC = 0.8434 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.1808 | LCC = 0.9174 | SRCC = 0.9165 ]
+INFO:root:Average loss=0.07477873582870533
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2417 | LCC = 0.8455 | SRCC = 0.8439 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.1195 | LCC = 0.9247 | SRCC = 0.9220 ]
+INFO:root:Average loss=0.07728042964560863
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2514 | LCC = 0.8435 | SRCC = 0.8421 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1397 | LCC = 0.9269 | SRCC = 0.9279 ]
+INFO:root:Average loss=0.07046954491390632
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2380 | LCC = 0.8487 | SRCC = 0.8473 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.1200 | LCC = 0.9283 | SRCC = 0.9263 ]
+INFO:root:Average loss=0.06266084585625392
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2428 | LCC = 0.8446 | SRCC = 0.8432 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.1167 | LCC = 0.9258 | SRCC = 0.9222 ]
+INFO:root:Average loss=0.06497646395403606
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2423 | LCC = 0.8477 | SRCC = 0.8465 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.1315 | LCC = 0.9248 | SRCC = 0.9224 ]
+INFO:root:Average loss=0.05855887244718197
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2397 | LCC = 0.8444 | SRCC = 0.8431 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1163 | LCC = 0.9239 | SRCC = 0.9213 ]
+INFO:root:Average loss=0.058047509585053496
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2619 | LCC = 0.8435 | SRCC = 0.8427 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.1131 | LCC = 0.9279 | SRCC = 0.9261 ]
+INFO:root:Average loss=0.05773174597953375
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2454 | LCC = 0.8445 | SRCC = 0.8426 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1199 | LCC = 0.9227 | SRCC = 0.9193 ]
+INFO:root:Average loss=0.05239785586794218
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2471 | LCC = 0.8418 | SRCC = 0.8396 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.1224 | LCC = 0.9268 | SRCC = 0.9246 ]
+INFO:root:Average loss=0.058313708465832934
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2479 | LCC = 0.8432 | SRCC = 0.8412 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.1444 | LCC = 0.9182 | SRCC = 0.9171 ]
+INFO:root:Average loss=0.0516114946311483
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2501 | LCC = 0.8400 | SRCC = 0.8384 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.1224 | LCC = 0.9213 | SRCC = 0.9171 ]
+INFO:root:Average loss=0.048133330419659615
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2488 | LCC = 0.8419 | SRCC = 0.8403 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.1127 | LCC = 0.9239 | SRCC = 0.9176 ]
+INFO:root:Average loss=0.04460425904163948
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2531 | LCC = 0.8384 | SRCC = 0.8362 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.1125 | LCC = 0.9271 | SRCC = 0.9241 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2336 | LCC = 0.8569 | SRCC = 0.8560 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1321 | LCC = 0.9084 | SRCC = 0.9090 ]
diff --git a/results_bvcc/w2v2_base/layer5/run0/config.gin b/results_bvcc/w2v2_base/layer5/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base/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/layer5/run0/model.pt b/results_bvcc/w2v2_base/layer5/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..7066b34e1eed608e3bf514a9c178f63cd535b95f
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer5/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:522eef7b2a6679a6164abe42b860eac1b70c7107af1af590793f74b8e5a94fa8
+size 2747979
diff --git a/results_bvcc/w2v2_base/layer5/run0/model_best.pt b/results_bvcc/w2v2_base/layer5/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..34461ce1160b97fb96c3baac2b1552e899196e20
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer5/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:118981f23c705dc8de4a7e4cd6790d5fd33f823b0ebf305b4d9b760de3466867
+size 2749638
diff --git a/results_bvcc/w2v2_base/layer5/run0/train.log b/results_bvcc/w2v2_base/layer5/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..c13a8002949e45a6c12cc839e393580b3db5f25b
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer5/run0/train.log
@@ -0,0 +1,163 @@
+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=0.5386151056259106
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3590 | LCC = 0.7954 | SRCC = 0.8000 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.2577 | LCC = 0.8553 | SRCC = 0.8563 ]
+INFO:root:Average loss=0.277979993667358
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2879 | LCC = 0.8313 | SRCC = 0.8321 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.1763 | LCC = 0.8954 | SRCC = 0.8947 ]
+INFO:root:Average loss=0.24505285383799139
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3084 | LCC = 0.8342 | SRCC = 0.8389 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.2267 | LCC = 0.8945 | SRCC = 0.8966 ]
+INFO:root:Average loss=0.21206361131790358
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2693 | LCC = 0.8395 | SRCC = 0.8398 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.1485 | LCC = 0.9078 | SRCC = 0.9077 ]
+INFO:root:Average loss=0.1959761346761997
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2659 | LCC = 0.8468 | SRCC = 0.8495 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.1599 | LCC = 0.9174 | SRCC = 0.9203 ]
+INFO:root:Average loss=0.17937187334665886
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2580 | LCC = 0.8474 | SRCC = 0.8468 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.1492 | LCC = 0.9136 | SRCC = 0.9100 ]
+INFO:root:Average loss=0.15804126342901817
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2943 | LCC = 0.8447 | SRCC = 0.8461 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.2036 | LCC = 0.9160 | SRCC = 0.9173 ]
+INFO:root:Average loss=0.15064545453358918
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2534 | LCC = 0.8502 | SRCC = 0.8489 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.1436 | LCC = 0.9251 | SRCC = 0.9240 ]
+INFO:root:Average loss=0.13708414557652596
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2500 | LCC = 0.8492 | SRCC = 0.8474 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.1346 | LCC = 0.9187 | SRCC = 0.9129 ]
+INFO:root:Average loss=0.12941377180126998
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2543 | LCC = 0.8445 | SRCC = 0.8449 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.1561 | LCC = 0.9115 | SRCC = 0.9101 ]
+INFO:root:Average loss=0.12873738325941256
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2482 | LCC = 0.8451 | SRCC = 0.8440 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.1304 | LCC = 0.9129 | SRCC = 0.9082 ]
+INFO:root:Average loss=0.10760594780246417
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2493 | LCC = 0.8447 | SRCC = 0.8438 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.1350 | LCC = 0.9158 | SRCC = 0.9121 ]
+INFO:root:Average loss=0.10614026471590385
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2687 | LCC = 0.8409 | SRCC = 0.8406 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.1764 | LCC = 0.9098 | SRCC = 0.9068 ]
+INFO:root:Average loss=0.09480574306769249
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2555 | LCC = 0.8457 | SRCC = 0.8444 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.1551 | LCC = 0.9197 | SRCC = 0.9178 ]
+INFO:root:Average loss=0.09497289440761773
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2614 | LCC = 0.8423 | SRCC = 0.8428 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.1600 | LCC = 0.9161 | SRCC = 0.9166 ]
+INFO:root:Average loss=0.08831849675147961
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2481 | LCC = 0.8449 | SRCC = 0.8438 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.1357 | LCC = 0.9196 | SRCC = 0.9156 ]
+INFO:root:Average loss=0.08021045896487358
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2531 | LCC = 0.8379 | SRCC = 0.8371 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1308 | LCC = 0.9158 | SRCC = 0.9119 ]
+INFO:root:Average loss=0.0786331050002422
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2760 | LCC = 0.8366 | SRCC = 0.8372 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.1704 | LCC = 0.9153 | SRCC = 0.9129 ]
+INFO:root:Average loss=0.07629947918347824
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2511 | LCC = 0.8413 | SRCC = 0.8416 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.1434 | LCC = 0.9147 | SRCC = 0.9116 ]
+INFO:root:Average loss=0.06719083396288064
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2622 | LCC = 0.8356 | SRCC = 0.8345 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1463 | LCC = 0.9144 | SRCC = 0.9103 ]
+INFO:root:Average loss=0.0656877676359354
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2610 | LCC = 0.8381 | SRCC = 0.8380 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.1460 | LCC = 0.9211 | SRCC = 0.9203 ]
+INFO:root:Average loss=0.06476138116648564
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2557 | LCC = 0.8380 | SRCC = 0.8366 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.1383 | LCC = 0.9151 | SRCC = 0.9099 ]
+INFO:root:Average loss=0.07254046626771107
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2552 | LCC = 0.8407 | SRCC = 0.8397 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.1439 | LCC = 0.9158 | SRCC = 0.9121 ]
+INFO:root:Average loss=0.05787904063860575
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2576 | LCC = 0.8353 | SRCC = 0.8331 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1358 | LCC = 0.9116 | SRCC = 0.9046 ]
+INFO:root:Average loss=0.05635955633643346
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2532 | LCC = 0.8379 | SRCC = 0.8370 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.1379 | LCC = 0.9133 | SRCC = 0.9107 ]
+INFO:root:Average loss=0.055401684334262825
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2457 | LCC = 0.8414 | SRCC = 0.8397 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1258 | LCC = 0.9183 | SRCC = 0.9158 ]
+INFO:root:Average loss=0.053006258458854295
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2873 | LCC = 0.8379 | SRCC = 0.8377 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.1413 | LCC = 0.9132 | SRCC = 0.9101 ]
+INFO:root:Average loss=0.05385311547284707
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2561 | LCC = 0.8374 | SRCC = 0.8357 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.1311 | LCC = 0.9165 | SRCC = 0.9135 ]
+INFO:root:Average loss=0.04797640824929262
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2506 | LCC = 0.8426 | SRCC = 0.8409 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.1290 | LCC = 0.9184 | SRCC = 0.9155 ]
+INFO:root:Average loss=0.04571760445833206
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2500 | LCC = 0.8396 | SRCC = 0.8384 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.1310 | LCC = 0.9149 | SRCC = 0.9116 ]
+INFO:root:Average loss=0.04728874014929319
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2644 | LCC = 0.8401 | SRCC = 0.8371 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.1592 | LCC = 0.9129 | SRCC = 0.9064 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2392 | LCC = 0.8561 | SRCC = 0.8554 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1288 | LCC = 0.9171 | SRCC = 0.9170 ]
diff --git a/results_bvcc/w2v2_base/layer5/run1/config.gin b/results_bvcc/w2v2_base/layer5/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base/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/layer5/run1/model.pt b/results_bvcc/w2v2_base/layer5/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..92816d9185741193398f4570146ac94454c24568
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer5/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e271c97985a3dc4a4405fd43874dff59ac57cbaa96058513545bd9aeb049dda3
+size 2747979
diff --git a/results_bvcc/w2v2_base/layer5/run1/model_best.pt b/results_bvcc/w2v2_base/layer5/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..c7b98a85d54ed0f758bbf7bf4e2f6f98750d8da3
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer5/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ca37cfba160d50901056ec0ddb90d01f25e9b4ff4a5cdd22bbcfb8572a12c22e
+size 2749638
diff --git a/results_bvcc/w2v2_base/layer5/run1/train.log b/results_bvcc/w2v2_base/layer5/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..0f5b03a37539021b5c3337c36ba56f669c76da40
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer5/run1/train.log
@@ -0,0 +1,163 @@
+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=0.6072434588120534
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3426 | LCC = 0.7953 | SRCC = 0.7959 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.2326 | LCC = 0.8528 | SRCC = 0.8521 ]
+INFO:root:Average loss=0.2762049470956509
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2957 | LCC = 0.8291 | SRCC = 0.8294 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.1788 | LCC = 0.8930 | SRCC = 0.8954 ]
+INFO:root:Average loss=0.2402468598805941
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2810 | LCC = 0.8402 | SRCC = 0.8392 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.1676 | LCC = 0.9056 | SRCC = 0.9019 ]
+INFO:root:Average loss=0.2093752309297904
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2622 | LCC = 0.8472 | SRCC = 0.8464 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.1469 | LCC = 0.9086 | SRCC = 0.9054 ]
+INFO:root:Average loss=0.19134235038207129
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2669 | LCC = 0.8451 | SRCC = 0.8441 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.1485 | LCC = 0.9104 | SRCC = 0.9059 ]
+INFO:root:Average loss=0.17659575988849005
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2812 | LCC = 0.8447 | SRCC = 0.8441 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.1525 | LCC = 0.9139 | SRCC = 0.9095 ]
+INFO:root:Average loss=0.16496167723567057
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2535 | LCC = 0.8455 | SRCC = 0.8448 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.1362 | LCC = 0.9118 | SRCC = 0.9095 ]
+INFO:root:Average loss=0.15187348205691728
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2584 | LCC = 0.8451 | SRCC = 0.8448 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.1398 | LCC = 0.9193 | SRCC = 0.9162 ]
+INFO:root:Average loss=0.1430496895351471
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2631 | LCC = 0.8427 | SRCC = 0.8421 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.1399 | LCC = 0.9133 | SRCC = 0.9083 ]
+INFO:root:Average loss=0.13061018880361167
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2523 | LCC = 0.8431 | SRCC = 0.8425 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.1256 | LCC = 0.9198 | SRCC = 0.9159 ]
+INFO:root:Average loss=0.12383738255653626
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2512 | LCC = 0.8444 | SRCC = 0.8430 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.1240 | LCC = 0.9191 | SRCC = 0.9148 ]
+INFO:root:Average loss=0.11356295368228203
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2488 | LCC = 0.8453 | SRCC = 0.8436 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.1273 | LCC = 0.9192 | SRCC = 0.9171 ]
+INFO:root:Average loss=0.10458667977498128
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2645 | LCC = 0.8455 | SRCC = 0.8461 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.1193 | LCC = 0.9259 | SRCC = 0.9230 ]
+INFO:root:Average loss=0.10094026543008976
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2698 | LCC = 0.8431 | SRCC = 0.8429 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.1263 | LCC = 0.9215 | SRCC = 0.9170 ]
+INFO:root:Average loss=0.0926367540199023
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2548 | LCC = 0.8453 | SRCC = 0.8448 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.1234 | LCC = 0.9230 | SRCC = 0.9179 ]
+INFO:root:Average loss=0.08843183827896912
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2471 | LCC = 0.8429 | SRCC = 0.8447 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.1316 | LCC = 0.9226 | SRCC = 0.9243 ]
+INFO:root:Average loss=0.08706968139188412
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2534 | LCC = 0.8428 | SRCC = 0.8429 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1393 | LCC = 0.9194 | SRCC = 0.9158 ]
+INFO:root:Average loss=0.08280902183972873
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2616 | LCC = 0.8395 | SRCC = 0.8407 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.1328 | LCC = 0.9183 | SRCC = 0.9174 ]
+INFO:root:Average loss=0.07873819596492328
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2470 | LCC = 0.8419 | SRCC = 0.8426 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.1258 | LCC = 0.9207 | SRCC = 0.9213 ]
+INFO:root:Average loss=0.07520532641464318
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2790 | LCC = 0.8402 | SRCC = 0.8411 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1268 | LCC = 0.9191 | SRCC = 0.9178 ]
+INFO:root:Average loss=0.07073818362103058
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2463 | LCC = 0.8427 | SRCC = 0.8442 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.1242 | LCC = 0.9280 | SRCC = 0.9298 ]
+INFO:root:Average loss=0.06571514670474407
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2488 | LCC = 0.8432 | SRCC = 0.8428 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.1160 | LCC = 0.9233 | SRCC = 0.9194 ]
+INFO:root:Average loss=0.06407162809792237
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2760 | LCC = 0.8424 | SRCC = 0.8426 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.1287 | LCC = 0.9194 | SRCC = 0.9170 ]
+INFO:root:Average loss=0.059904623442353346
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2510 | LCC = 0.8409 | SRCC = 0.8409 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1227 | LCC = 0.9159 | SRCC = 0.9123 ]
+INFO:root:Average loss=0.059470463496370196
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2494 | LCC = 0.8420 | SRCC = 0.8422 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.1257 | LCC = 0.9185 | SRCC = 0.9148 ]
+INFO:root:Average loss=0.057480395293961734
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2488 | LCC = 0.8415 | SRCC = 0.8416 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1326 | LCC = 0.9184 | SRCC = 0.9153 ]
+INFO:root:Average loss=0.05278075271500991
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2679 | LCC = 0.8428 | SRCC = 0.8422 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.1307 | LCC = 0.9205 | SRCC = 0.9150 ]
+INFO:root:Average loss=0.05329860933125019
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2464 | LCC = 0.8420 | SRCC = 0.8418 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.1250 | LCC = 0.9173 | SRCC = 0.9115 ]
+INFO:root:Average loss=0.052810355925407164
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2717 | LCC = 0.8379 | SRCC = 0.8369 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.1374 | LCC = 0.9131 | SRCC = 0.9044 ]
+INFO:root:Average loss=0.0484368825952212
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2467 | LCC = 0.8439 | SRCC = 0.8435 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.1210 | LCC = 0.9211 | SRCC = 0.9152 ]
+INFO:root:Average loss=0.04494985735091644
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2502 | LCC = 0.8430 | SRCC = 0.8434 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.1173 | LCC = 0.9244 | SRCC = 0.9215 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2646 | LCC = 0.8543 | SRCC = 0.8557 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1837 | LCC = 0.9090 | SRCC = 0.9077 ]
diff --git a/results_bvcc/w2v2_base/layer5/run2/config.gin b/results_bvcc/w2v2_base/layer5/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base/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/layer5/run2/model.pt b/results_bvcc/w2v2_base/layer5/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..586364f965629f0c005c801d551de626d06bb12e
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer5/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5cebe1d80d50fe2033efcdb0ac92c8cf71da9313094a9376094bd60ca269160d
+size 2747979
diff --git a/results_bvcc/w2v2_base/layer5/run2/model_best.pt b/results_bvcc/w2v2_base/layer5/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..945eaa54edbbfa2396a5b5d93b9fcee7e70e393c
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer5/run2/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:551308909266fa52146478099de7a1291c84fc01febbd219f92e23d10cf40a21
+size 2749702
diff --git a/results_bvcc/w2v2_base/layer5/run2/train.log b/results_bvcc/w2v2_base/layer5/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..507711e2f680f7767db80f4d2b416b062b4a51d7
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer5/run2/train.log
@@ -0,0 +1,163 @@
+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=0.5799742000989425
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4021 | LCC = 0.7800 | SRCC = 0.7871 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.2986 | LCC = 0.8507 | SRCC = 0.8522 ]
+INFO:root:Average loss=0.2917860427345985
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3038 | LCC = 0.8200 | SRCC = 0.8197 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.1952 | LCC = 0.8877 | SRCC = 0.8869 ]
+INFO:root:Average loss=0.2414740618222799
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2874 | LCC = 0.8370 | SRCC = 0.8348 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.1766 | LCC = 0.9066 | SRCC = 0.9066 ]
+INFO:root:Average loss=0.21003884535569411
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2881 | LCC = 0.8422 | SRCC = 0.8416 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.1499 | LCC = 0.9161 | SRCC = 0.9148 ]
+INFO:root:Average loss=0.1998395147996071
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2564 | LCC = 0.8454 | SRCC = 0.8445 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.1406 | LCC = 0.9160 | SRCC = 0.9145 ]
+INFO:root:Average loss=0.17790014468706572
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2572 | LCC = 0.8452 | SRCC = 0.8449 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.1456 | LCC = 0.9166 | SRCC = 0.9173 ]
+INFO:root:Average loss=0.1736166463830532
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2657 | LCC = 0.8464 | SRCC = 0.8446 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.1361 | LCC = 0.9155 | SRCC = 0.9109 ]
+INFO:root:Average loss=0.152551730378316
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2570 | LCC = 0.8419 | SRCC = 0.8410 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.1333 | LCC = 0.9153 | SRCC = 0.9135 ]
+INFO:root:Average loss=0.13934344836534598
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2502 | LCC = 0.8473 | SRCC = 0.8464 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.1279 | LCC = 0.9223 | SRCC = 0.9219 ]
+INFO:root:Average loss=0.13212403339835313
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2569 | LCC = 0.8458 | SRCC = 0.8447 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.1203 | LCC = 0.9257 | SRCC = 0.9232 ]
+INFO:root:Average loss=0.1260883825329634
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2504 | LCC = 0.8448 | SRCC = 0.8440 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.1211 | LCC = 0.9181 | SRCC = 0.9161 ]
+INFO:root:Average loss=0.1260175235951558
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2657 | LCC = 0.8447 | SRCC = 0.8443 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.1677 | LCC = 0.9184 | SRCC = 0.9173 ]
+INFO:root:Average loss=0.10781432353915313
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2420 | LCC = 0.8454 | SRCC = 0.8443 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.1220 | LCC = 0.9219 | SRCC = 0.9181 ]
+INFO:root:Average loss=0.0981959159939717
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2456 | LCC = 0.8430 | SRCC = 0.8428 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.1269 | LCC = 0.9227 | SRCC = 0.9232 ]
+INFO:root:Average loss=0.09300254247127435
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2473 | LCC = 0.8435 | SRCC = 0.8408 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.1301 | LCC = 0.9215 | SRCC = 0.9161 ]
+INFO:root:Average loss=0.08556896906632644
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2660 | LCC = 0.8387 | SRCC = 0.8392 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.1579 | LCC = 0.9187 | SRCC = 0.9187 ]
+INFO:root:Average loss=0.09022274508308141
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2535 | LCC = 0.8435 | SRCC = 0.8416 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1441 | LCC = 0.9231 | SRCC = 0.9224 ]
+INFO:root:Average loss=0.07623327399293582
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2481 | LCC = 0.8438 | SRCC = 0.8412 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.1125 | LCC = 0.9305 | SRCC = 0.9264 ]
+INFO:root:Average loss=0.07697897514280601
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2581 | LCC = 0.8392 | SRCC = 0.8370 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.1225 | LCC = 0.9269 | SRCC = 0.9259 ]
+INFO:root:Average loss=0.0720921502663539
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2442 | LCC = 0.8418 | SRCC = 0.8403 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1100 | LCC = 0.9273 | SRCC = 0.9274 ]
+INFO:root:Average loss=0.06823115619138265
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2523 | LCC = 0.8422 | SRCC = 0.8408 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.1216 | LCC = 0.9224 | SRCC = 0.9239 ]
+INFO:root:Average loss=0.06621394936855023
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2438 | LCC = 0.8440 | SRCC = 0.8426 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.1204 | LCC = 0.9246 | SRCC = 0.9218 ]
+INFO:root:Average loss=0.06224367672052139
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2464 | LCC = 0.8431 | SRCC = 0.8407 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.1348 | LCC = 0.9195 | SRCC = 0.9164 ]
+INFO:root:Average loss=0.062093708043297134
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2499 | LCC = 0.8422 | SRCC = 0.8403 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1379 | LCC = 0.9200 | SRCC = 0.9174 ]
+INFO:root:Average loss=0.05720828148799065
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2480 | LCC = 0.8433 | SRCC = 0.8421 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.1260 | LCC = 0.9215 | SRCC = 0.9179 ]
+INFO:root:Average loss=0.05710547885451561
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2515 | LCC = 0.8445 | SRCC = 0.8414 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1201 | LCC = 0.9253 | SRCC = 0.9228 ]
+INFO:root:Average loss=0.0530330117027729
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2542 | LCC = 0.8462 | SRCC = 0.8439 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.1418 | LCC = 0.9282 | SRCC = 0.9270 ]
+INFO:root:Average loss=0.04961686237500264
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2411 | LCC = 0.8495 | SRCC = 0.8478 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.1177 | LCC = 0.9268 | SRCC = 0.9234 ]
+INFO:root:Average loss=0.05038689915090799
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2454 | LCC = 0.8464 | SRCC = 0.8440 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.1185 | LCC = 0.9269 | SRCC = 0.9225 ]
+INFO:root:Average loss=0.05013405073147554
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2481 | LCC = 0.8469 | SRCC = 0.8444 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.1207 | LCC = 0.9258 | SRCC = 0.9214 ]
+INFO:root:Average loss=0.04676661907862394
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2542 | LCC = 0.8440 | SRCC = 0.8427 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.1457 | LCC = 0.9241 | SRCC = 0.9227 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2572 | LCC = 0.8434 | SRCC = 0.8394 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1494 | LCC = 0.9152 | SRCC = 0.9175 ]
diff --git a/results_bvcc/w2v2_base/layer5/run3/config.gin b/results_bvcc/w2v2_base/layer5/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base/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/layer5/run3/model.pt b/results_bvcc/w2v2_base/layer5/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..d9a10973bc6b70a87733747d90489c851861ba59
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer5/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:127ed34b90c484195f7b404589bc6afdc6e9efb03e4d8a82e086587e9df8de20
+size 2747979
diff --git a/results_bvcc/w2v2_base/layer5/run3/model_best.pt b/results_bvcc/w2v2_base/layer5/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..74be93ab850f3f8502b09735e8c74d459eda1327
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer5/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d313c8f8fdd520fb873ff6f10cbdf3084053667198925969c4e9611fb049e1a5
+size 2749638
diff --git a/results_bvcc/w2v2_base/layer5/run3/train.log b/results_bvcc/w2v2_base/layer5/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..c0c4d93bcaa44117f17ba1dc25a4504e622501fe
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer5/run3/train.log
@@ -0,0 +1,163 @@
+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=0.756594215066005
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4899 | LCC = 0.7613 | SRCC = 0.7633 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.3915 | LCC = 0.8287 | SRCC = 0.8321 ]
+INFO:root:Average loss=0.3087254206721599
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3141 | LCC = 0.8219 | SRCC = 0.8261 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.2175 | LCC = 0.8847 | SRCC = 0.8888 ]
+INFO:root:Average loss=0.23653676742926621
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3360 | LCC = 0.8310 | SRCC = 0.8382 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.2503 | LCC = 0.8998 | SRCC = 0.9091 ]
+INFO:root:Average loss=0.2065461447987801
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2713 | LCC = 0.8444 | SRCC = 0.8437 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.1780 | LCC = 0.9098 | SRCC = 0.9104 ]
+INFO:root:Average loss=0.1880288534821608
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2520 | LCC = 0.8453 | SRCC = 0.8440 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.1527 | LCC = 0.9108 | SRCC = 0.9082 ]
+INFO:root:Average loss=0.16750128815571466
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2509 | LCC = 0.8481 | SRCC = 0.8460 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.1361 | LCC = 0.9224 | SRCC = 0.9216 ]
+INFO:root:Average loss=0.15199235836282754
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2617 | LCC = 0.8465 | SRCC = 0.8447 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.1404 | LCC = 0.9201 | SRCC = 0.9174 ]
+INFO:root:Average loss=0.13471299237929857
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2720 | LCC = 0.8427 | SRCC = 0.8401 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.1632 | LCC = 0.9223 | SRCC = 0.9202 ]
+INFO:root:Average loss=0.13672850175927848
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2871 | LCC = 0.8396 | SRCC = 0.8369 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.1896 | LCC = 0.9158 | SRCC = 0.9124 ]
+INFO:root:Average loss=0.12199963399997124
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2604 | LCC = 0.8442 | SRCC = 0.8415 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.1303 | LCC = 0.9234 | SRCC = 0.9182 ]
+INFO:root:Average loss=0.11532726014653842
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2528 | LCC = 0.8432 | SRCC = 0.8409 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.1243 | LCC = 0.9209 | SRCC = 0.9188 ]
+INFO:root:Average loss=0.10079926281021191
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2579 | LCC = 0.8360 | SRCC = 0.8353 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.1385 | LCC = 0.9207 | SRCC = 0.9205 ]
+INFO:root:Average loss=0.09233648201020864
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2601 | LCC = 0.8408 | SRCC = 0.8399 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.1480 | LCC = 0.9245 | SRCC = 0.9213 ]
+INFO:root:Average loss=0.08630198488632838
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2588 | LCC = 0.8372 | SRCC = 0.8368 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.1172 | LCC = 0.9255 | SRCC = 0.9236 ]
+INFO:root:Average loss=0.08719470925056018
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2606 | LCC = 0.8409 | SRCC = 0.8390 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.1527 | LCC = 0.9211 | SRCC = 0.9187 ]
+INFO:root:Average loss=0.07698728187152973
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2545 | LCC = 0.8400 | SRCC = 0.8383 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.1371 | LCC = 0.9235 | SRCC = 0.9204 ]
+INFO:root:Average loss=0.07724875159179553
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2576 | LCC = 0.8381 | SRCC = 0.8370 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1337 | LCC = 0.9263 | SRCC = 0.9237 ]
+INFO:root:Average loss=0.07191091890518482
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2564 | LCC = 0.8393 | SRCC = 0.8382 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.1348 | LCC = 0.9270 | SRCC = 0.9241 ]
+INFO:root:Average loss=0.06536132851854348
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2557 | LCC = 0.8394 | SRCC = 0.8377 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.1313 | LCC = 0.9275 | SRCC = 0.9233 ]
+INFO:root:Average loss=0.06396254715629113
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2590 | LCC = 0.8389 | SRCC = 0.8374 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1410 | LCC = 0.9215 | SRCC = 0.9153 ]
+INFO:root:Average loss=0.06316086382437976
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2542 | LCC = 0.8354 | SRCC = 0.8347 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.1167 | LCC = 0.9274 | SRCC = 0.9242 ]
+INFO:root:Average loss=0.05734082392584055
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2703 | LCC = 0.8364 | SRCC = 0.8366 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.1583 | LCC = 0.9229 | SRCC = 0.9221 ]
+INFO:root:Average loss=0.05719747809836498
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2649 | LCC = 0.8363 | SRCC = 0.8369 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.1389 | LCC = 0.9292 | SRCC = 0.9251 ]
+INFO:root:Average loss=0.05455166435776613
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2707 | LCC = 0.8361 | SRCC = 0.8363 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1492 | LCC = 0.9298 | SRCC = 0.9281 ]
+INFO:root:Average loss=0.049723502391806014
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2603 | LCC = 0.8321 | SRCC = 0.8321 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.1282 | LCC = 0.9216 | SRCC = 0.9184 ]
+INFO:root:Average loss=0.04996086647495245
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2722 | LCC = 0.8340 | SRCC = 0.8355 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1565 | LCC = 0.9240 | SRCC = 0.9220 ]
+INFO:root:Average loss=0.050341144347420104
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2693 | LCC = 0.8361 | SRCC = 0.8353 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.1546 | LCC = 0.9229 | SRCC = 0.9177 ]
+INFO:root:Average loss=0.04670894126861523
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2743 | LCC = 0.8313 | SRCC = 0.8308 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.1545 | LCC = 0.9236 | SRCC = 0.9168 ]
+INFO:root:Average loss=0.04338333108581793
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2784 | LCC = 0.8340 | SRCC = 0.8347 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.1626 | LCC = 0.9260 | SRCC = 0.9229 ]
+INFO:root:Average loss=0.04315295275778343
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2560 | LCC = 0.8356 | SRCC = 0.8352 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.1238 | LCC = 0.9264 | SRCC = 0.9236 ]
+INFO:root:Average loss=0.043529249560565524
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2580 | LCC = 0.8327 | SRCC = 0.8322 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.1274 | LCC = 0.9217 | SRCC = 0.9159 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2539 | LCC = 0.8500 | SRCC = 0.8522 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1524 | LCC = 0.9081 | SRCC = 0.9139 ]
diff --git a/results_bvcc/w2v2_base/layer5/run4/config.gin b/results_bvcc/w2v2_base/layer5/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base/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/layer5/run4/model.pt b/results_bvcc/w2v2_base/layer5/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e4f08b46a43aeafba254d3ea3f0b3a98e93bf177
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer5/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:71e77e166be02b23ffc14ea49660176b3b9004e6853e89cc9a75ebc7beb23b3c
+size 2747979
diff --git a/results_bvcc/w2v2_base/layer5/run4/model_best.pt b/results_bvcc/w2v2_base/layer5/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..0d7194376e12a724994762e05d94d3ca49389c74
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer5/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e2ff254a30b7f7d73c3b4b29d05a92aa7075f85f5343065480faa6008268ce5d
+size 2749702
diff --git a/results_bvcc/w2v2_base/layer5/run4/train.log b/results_bvcc/w2v2_base/layer5/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..2e4fda9bea4cae1d08f308444ed053100ffb98ee
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer5/run4/train.log
@@ -0,0 +1,163 @@
+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=0.6242744884429834
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3371 | LCC = 0.7921 | SRCC = 0.7958 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.2102 | LCC = 0.8584 | SRCC = 0.8626 ]
+INFO:root:Average loss=0.27823792015894866
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3239 | LCC = 0.8300 | SRCC = 0.8286 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.2010 | LCC = 0.8795 | SRCC = 0.8794 ]
+INFO:root:Average loss=0.22932148571961966
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2731 | LCC = 0.8370 | SRCC = 0.8335 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.1604 | LCC = 0.8970 | SRCC = 0.8928 ]
+INFO:root:Average loss=0.20450924508846724
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2615 | LCC = 0.8444 | SRCC = 0.8432 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.1445 | LCC = 0.9073 | SRCC = 0.9036 ]
+INFO:root:Average loss=0.1840975851011582
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2627 | LCC = 0.8416 | SRCC = 0.8410 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.1567 | LCC = 0.9113 | SRCC = 0.9113 ]
+INFO:root:Average loss=0.1756601618268551
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2677 | LCC = 0.8472 | SRCC = 0.8462 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.1479 | LCC = 0.9173 | SRCC = 0.9159 ]
+INFO:root:Average loss=0.15283061363376105
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2383 | LCC = 0.8498 | SRCC = 0.8497 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.1333 | LCC = 0.9133 | SRCC = 0.9107 ]
+INFO:root:Average loss=0.14491501030249473
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2660 | LCC = 0.8490 | SRCC = 0.8475 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.1359 | LCC = 0.9149 | SRCC = 0.9109 ]
+INFO:root:Average loss=0.13402856981907135
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2420 | LCC = 0.8485 | SRCC = 0.8490 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.1481 | LCC = 0.9119 | SRCC = 0.9126 ]
+INFO:root:Average loss=0.1293724676928459
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2927 | LCC = 0.8446 | SRCC = 0.8446 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.1501 | LCC = 0.9142 | SRCC = 0.9134 ]
+INFO:root:Average loss=0.11750687123873295
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2516 | LCC = 0.8482 | SRCC = 0.8485 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.1346 | LCC = 0.9104 | SRCC = 0.9085 ]
+INFO:root:Average loss=0.11191435826894565
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2544 | LCC = 0.8481 | SRCC = 0.8469 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.1351 | LCC = 0.9197 | SRCC = 0.9192 ]
+INFO:root:Average loss=0.1067047730470315
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2680 | LCC = 0.8489 | SRCC = 0.8477 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.1274 | LCC = 0.9218 | SRCC = 0.9196 ]
+INFO:root:Average loss=0.10125979613990356
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2658 | LCC = 0.8486 | SRCC = 0.8486 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.1361 | LCC = 0.9141 | SRCC = 0.9136 ]
+INFO:root:Average loss=0.09854022093499318
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2394 | LCC = 0.8493 | SRCC = 0.8493 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.1287 | LCC = 0.9182 | SRCC = 0.9166 ]
+INFO:root:Average loss=0.0854317831973999
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2833 | LCC = 0.8469 | SRCC = 0.8461 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.1437 | LCC = 0.9153 | SRCC = 0.9139 ]
+INFO:root:Average loss=0.08403797256640899
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2469 | LCC = 0.8484 | SRCC = 0.8483 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1251 | LCC = 0.9154 | SRCC = 0.9152 ]
+INFO:root:Average loss=0.0786969177902509
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2387 | LCC = 0.8486 | SRCC = 0.8481 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.1224 | LCC = 0.9189 | SRCC = 0.9194 ]
+INFO:root:Average loss=0.07396657416262688
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2610 | LCC = 0.8474 | SRCC = 0.8465 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.1250 | LCC = 0.9209 | SRCC = 0.9193 ]
+INFO:root:Average loss=0.06955351971854003
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2566 | LCC = 0.8437 | SRCC = 0.8426 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1355 | LCC = 0.9192 | SRCC = 0.9182 ]
+INFO:root:Average loss=0.06807933093454593
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2633 | LCC = 0.8435 | SRCC = 0.8420 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.1357 | LCC = 0.9114 | SRCC = 0.9093 ]
+INFO:root:Average loss=0.07277613586913316
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2697 | LCC = 0.8468 | SRCC = 0.8460 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.1391 | LCC = 0.9143 | SRCC = 0.9132 ]
+INFO:root:Average loss=0.06137256954724972
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2422 | LCC = 0.8463 | SRCC = 0.8462 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.1338 | LCC = 0.9129 | SRCC = 0.9138 ]
+INFO:root:Average loss=0.05807210610080988
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2640 | LCC = 0.8481 | SRCC = 0.8477 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1351 | LCC = 0.9143 | SRCC = 0.9122 ]
+INFO:root:Average loss=0.05795299844482006
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2456 | LCC = 0.8502 | SRCC = 0.8484 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.1283 | LCC = 0.9193 | SRCC = 0.9180 ]
+INFO:root:Average loss=0.05357959649215142
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2561 | LCC = 0.8449 | SRCC = 0.8442 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1229 | LCC = 0.9226 | SRCC = 0.9252 ]
+INFO:root:Average loss=0.054397886380171165
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2411 | LCC = 0.8485 | SRCC = 0.8476 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.1240 | LCC = 0.9192 | SRCC = 0.9190 ]
+INFO:root:Average loss=0.050795077943266966
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2514 | LCC = 0.8481 | SRCC = 0.8476 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.1238 | LCC = 0.9228 | SRCC = 0.9217 ]
+INFO:root:Average loss=0.04788360111892988
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2766 | LCC = 0.8463 | SRCC = 0.8460 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.1374 | LCC = 0.9157 | SRCC = 0.9149 ]
+INFO:root:Average loss=0.04628427598911982
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2626 | LCC = 0.8476 | SRCC = 0.8470 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.1277 | LCC = 0.9224 | SRCC = 0.9241 ]
+INFO:root:Average loss=0.048210942353575655
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2435 | LCC = 0.8503 | SRCC = 0.8493 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.1228 | LCC = 0.9227 | SRCC = 0.9226 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2657 | LCC = 0.8407 | SRCC = 0.8401 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1646 | LCC = 0.9060 | SRCC = 0.9107 ]
diff --git a/results_bvcc/w2v2_base/layer6/run0/config.gin b/results_bvcc/w2v2_base/layer6/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base/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/layer6/run0/model.pt b/results_bvcc/w2v2_base/layer6/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..3a45c02360f51bc2ec4e877ff028320c502ebd57
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer6/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:dda793eef2fb39487129f45e3e3de3834c505f72d243d12a38f1b414b0f47adf
+size 2747979
diff --git a/results_bvcc/w2v2_base/layer6/run0/model_best.pt b/results_bvcc/w2v2_base/layer6/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..d2c12373f9b1cd40ae5a65916d09e5dbef823983
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer6/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cbd12dffd9d70c8ec7a356fc1ceba0a868fd82338fa0f25674acc9ff4619bca5
+size 2749638
diff --git a/results_bvcc/w2v2_base/layer6/run0/train.log b/results_bvcc/w2v2_base/layer6/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..1ba16d570d17248a3e3fc31db01d5e48c01b6429
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer6/run0/train.log
@@ -0,0 +1,163 @@
+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=0.6142755345656321
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3845 | LCC = 0.7761 | SRCC = 0.7756 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.2882 | LCC = 0.8279 | SRCC = 0.8241 ]
+INFO:root:Average loss=0.2968442866053337
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3273 | LCC = 0.8157 | SRCC = 0.8120 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.2368 | LCC = 0.8727 | SRCC = 0.8654 ]
+INFO:root:Average loss=0.2550998253700061
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3386 | LCC = 0.8242 | SRCC = 0.8267 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.2613 | LCC = 0.8846 | SRCC = 0.8860 ]
+INFO:root:Average loss=0.21921340758219743
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2988 | LCC = 0.8326 | SRCC = 0.8325 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.2147 | LCC = 0.8957 | SRCC = 0.8914 ]
+INFO:root:Average loss=0.19550346372983393
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2872 | LCC = 0.8376 | SRCC = 0.8384 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.1924 | LCC = 0.9047 | SRCC = 0.9031 ]
+INFO:root:Average loss=0.1779555648756333
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2809 | LCC = 0.8392 | SRCC = 0.8389 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.1863 | LCC = 0.9111 | SRCC = 0.9076 ]
+INFO:root:Average loss=0.17438662844972733
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2747 | LCC = 0.8380 | SRCC = 0.8369 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.1597 | LCC = 0.9056 | SRCC = 0.8975 ]
+INFO:root:Average loss=0.15484769279376054
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2865 | LCC = 0.8367 | SRCC = 0.8374 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.1992 | LCC = 0.9058 | SRCC = 0.9014 ]
+INFO:root:Average loss=0.14675012947275087
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3169 | LCC = 0.8347 | SRCC = 0.8377 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.2279 | LCC = 0.9096 | SRCC = 0.9072 ]
+INFO:root:Average loss=0.1334612915913264
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3011 | LCC = 0.8344 | SRCC = 0.8335 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.2180 | LCC = 0.9028 | SRCC = 0.8941 ]
+INFO:root:Average loss=0.12623011129788864
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2521 | LCC = 0.8378 | SRCC = 0.8363 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.1364 | LCC = 0.9148 | SRCC = 0.9076 ]
+INFO:root:Average loss=0.11651224251358937
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2811 | LCC = 0.8352 | SRCC = 0.8326 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.1764 | LCC = 0.9190 | SRCC = 0.9123 ]
+INFO:root:Average loss=0.10760256332846788
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3374 | LCC = 0.8342 | SRCC = 0.8358 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.2516 | LCC = 0.9126 | SRCC = 0.9121 ]
+INFO:root:Average loss=0.10274191601918294
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3115 | LCC = 0.8314 | SRCC = 0.8319 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.2182 | LCC = 0.9128 | SRCC = 0.9098 ]
+INFO:root:Average loss=0.09580978517157909
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2857 | LCC = 0.8367 | SRCC = 0.8365 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.1889 | LCC = 0.9156 | SRCC = 0.9110 ]
+INFO:root:Average loss=0.09109531830136593
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2657 | LCC = 0.8330 | SRCC = 0.8311 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.1437 | LCC = 0.9150 | SRCC = 0.9050 ]
+INFO:root:Average loss=0.0859944369070805
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2796 | LCC = 0.8353 | SRCC = 0.8338 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1746 | LCC = 0.9182 | SRCC = 0.9107 ]
+INFO:root:Average loss=0.0802196588080663
+INFO:root:
+[Valid][17][UTT][ MSE = 0.3109 | LCC = 0.8322 | SRCC = 0.8325 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.2135 | LCC = 0.9143 | SRCC = 0.9088 ]
+INFO:root:Average loss=0.07699259456533653
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2779 | LCC = 0.8333 | SRCC = 0.8323 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.1735 | LCC = 0.9132 | SRCC = 0.9070 ]
+INFO:root:Average loss=0.07346126962548648
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2696 | LCC = 0.8341 | SRCC = 0.8317 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1503 | LCC = 0.9238 | SRCC = 0.9158 ]
+INFO:root:Average loss=0.0706387522797554
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2678 | LCC = 0.8336 | SRCC = 0.8304 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.1523 | LCC = 0.9203 | SRCC = 0.9125 ]
+INFO:root:Average loss=0.06908275607304695
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2713 | LCC = 0.8317 | SRCC = 0.8311 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.1524 | LCC = 0.9204 | SRCC = 0.9139 ]
+INFO:root:Average loss=0.060633413875714325
+INFO:root:
+[Valid][22][UTT][ MSE = 0.3036 | LCC = 0.8295 | SRCC = 0.8297 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.1988 | LCC = 0.9172 | SRCC = 0.9107 ]
+INFO:root:Average loss=0.062380208227878965
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2745 | LCC = 0.8334 | SRCC = 0.8329 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1625 | LCC = 0.9210 | SRCC = 0.9161 ]
+INFO:root:Average loss=0.06279176817490505
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2638 | LCC = 0.8313 | SRCC = 0.8294 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.1290 | LCC = 0.9250 | SRCC = 0.9138 ]
+INFO:root:Average loss=0.05911798464755217
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2860 | LCC = 0.8269 | SRCC = 0.8246 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1702 | LCC = 0.9162 | SRCC = 0.9071 ]
+INFO:root:Average loss=0.056809174995391794
+INFO:root:
+[Valid][26][UTT][ MSE = 0.3114 | LCC = 0.8323 | SRCC = 0.8326 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.2032 | LCC = 0.9260 | SRCC = 0.9240 ]
+INFO:root:Average loss=0.05394116430901564
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2764 | LCC = 0.8317 | SRCC = 0.8301 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.1563 | LCC = 0.9245 | SRCC = 0.9145 ]
+INFO:root:Average loss=0.05030747701246769
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2945 | LCC = 0.8297 | SRCC = 0.8295 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.1786 | LCC = 0.9219 | SRCC = 0.9172 ]
+INFO:root:Average loss=0.05010408019790283
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2722 | LCC = 0.8302 | SRCC = 0.8298 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.1487 | LCC = 0.9223 | SRCC = 0.9150 ]
+INFO:root:Average loss=0.04462467205639069
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2639 | LCC = 0.8306 | SRCC = 0.8283 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.1291 | LCC = 0.9260 | SRCC = 0.9171 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2495 | LCC = 0.8474 | SRCC = 0.8474 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1211 | LCC = 0.9103 | SRCC = 0.9114 ]
diff --git a/results_bvcc/w2v2_base/layer6/run1/config.gin b/results_bvcc/w2v2_base/layer6/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base/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/layer6/run1/model.pt b/results_bvcc/w2v2_base/layer6/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..560ac7964e4053286489434afe9246a19c021021
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer6/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cd31a2683f6e738ee74cedea98598b48d0bd5d422640432096530d0b7b071379
+size 2747979
diff --git a/results_bvcc/w2v2_base/layer6/run1/model_best.pt b/results_bvcc/w2v2_base/layer6/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..62f9fef01be645509a3a83d658b2c757fff798a7
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer6/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4ce8c0082ac045fbfcc02407238bcdeb1fa5c0c2016f61d626e48c1b6a2fa40f
+size 2749638
diff --git a/results_bvcc/w2v2_base/layer6/run1/train.log b/results_bvcc/w2v2_base/layer6/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..22e39631eabdea2e498709413e25bc9cab7a3e64
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer6/run1/train.log
@@ -0,0 +1,163 @@
+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=0.5580990799726584
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4009 | LCC = 0.7856 | SRCC = 0.7862 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.3008 | LCC = 0.8463 | SRCC = 0.8433 ]
+INFO:root:Average loss=0.2924809897175202
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3548 | LCC = 0.8148 | SRCC = 0.8153 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.2662 | LCC = 0.8802 | SRCC = 0.8781 ]
+INFO:root:Average loss=0.247821477552255
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2875 | LCC = 0.8320 | SRCC = 0.8305 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.1807 | LCC = 0.8990 | SRCC = 0.8894 ]
+INFO:root:Average loss=0.22102429431218368
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3495 | LCC = 0.8319 | SRCC = 0.8338 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.2656 | LCC = 0.8987 | SRCC = 0.8954 ]
+INFO:root:Average loss=0.20238577822844186
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3041 | LCC = 0.8350 | SRCC = 0.8351 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.2075 | LCC = 0.9075 | SRCC = 0.9044 ]
+INFO:root:Average loss=0.17950892543945557
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3012 | LCC = 0.8347 | SRCC = 0.8341 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.1931 | LCC = 0.9174 | SRCC = 0.9122 ]
+INFO:root:Average loss=0.16318471099321658
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2858 | LCC = 0.8312 | SRCC = 0.8306 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.1800 | LCC = 0.9131 | SRCC = 0.9086 ]
+INFO:root:Average loss=0.15043960416164154
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2709 | LCC = 0.8355 | SRCC = 0.8340 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.1584 | LCC = 0.9153 | SRCC = 0.9087 ]
+INFO:root:Average loss=0.13779776380994382
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2796 | LCC = 0.8323 | SRCC = 0.8307 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.1699 | LCC = 0.9157 | SRCC = 0.9101 ]
+INFO:root:Average loss=0.12610350482356855
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3070 | LCC = 0.8293 | SRCC = 0.8284 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.1984 | LCC = 0.9179 | SRCC = 0.9156 ]
+INFO:root:Average loss=0.12092632427811623
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3131 | LCC = 0.8287 | SRCC = 0.8294 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.2114 | LCC = 0.9161 | SRCC = 0.9170 ]
+INFO:root:Average loss=0.11831385155136769
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2664 | LCC = 0.8312 | SRCC = 0.8300 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.1390 | LCC = 0.9174 | SRCC = 0.9097 ]
+INFO:root:Average loss=0.10187734491550006
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2682 | LCC = 0.8273 | SRCC = 0.8259 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.1401 | LCC = 0.9148 | SRCC = 0.9098 ]
+INFO:root:Average loss=0.0973110672755119
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2766 | LCC = 0.8259 | SRCC = 0.8245 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.1361 | LCC = 0.9227 | SRCC = 0.9163 ]
+INFO:root:Average loss=0.0924737518414473
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2801 | LCC = 0.8253 | SRCC = 0.8238 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.1435 | LCC = 0.9235 | SRCC = 0.9140 ]
+INFO:root:Average loss=0.08497702492735325
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2617 | LCC = 0.8327 | SRCC = 0.8328 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.1294 | LCC = 0.9265 | SRCC = 0.9228 ]
+INFO:root:Average loss=0.08407594903539388
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3265 | LCC = 0.8278 | SRCC = 0.8287 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.2187 | LCC = 0.9192 | SRCC = 0.9163 ]
+INFO:root:Average loss=0.0812506849089494
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2861 | LCC = 0.8273 | SRCC = 0.8270 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.1740 | LCC = 0.9136 | SRCC = 0.9094 ]
+INFO:root:Average loss=0.07659308574138543
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2745 | LCC = 0.8300 | SRCC = 0.8300 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.1560 | LCC = 0.9195 | SRCC = 0.9164 ]
+INFO:root:Average loss=0.07454659254887165
+INFO:root:
+[Valid][19][UTT][ MSE = 0.3118 | LCC = 0.8252 | SRCC = 0.8262 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.2026 | LCC = 0.9143 | SRCC = 0.9126 ]
+INFO:root:Average loss=0.06879815282538915
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2929 | LCC = 0.8264 | SRCC = 0.8263 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.1780 | LCC = 0.9180 | SRCC = 0.9145 ]
+INFO:root:Average loss=0.06742494758696128
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2918 | LCC = 0.8293 | SRCC = 0.8288 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.1727 | LCC = 0.9225 | SRCC = 0.9182 ]
+INFO:root:Average loss=0.06321026327518317
+INFO:root:
+[Valid][22][UTT][ MSE = 0.3111 | LCC = 0.8278 | SRCC = 0.8283 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.2020 | LCC = 0.9191 | SRCC = 0.9138 ]
+INFO:root:Average loss=0.0577335856281794
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2795 | LCC = 0.8294 | SRCC = 0.8283 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1640 | LCC = 0.9176 | SRCC = 0.9130 ]
+INFO:root:Average loss=0.05590584391775804
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2822 | LCC = 0.8328 | SRCC = 0.8310 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.1705 | LCC = 0.9210 | SRCC = 0.9151 ]
+INFO:root:Average loss=0.05336940006758922
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2736 | LCC = 0.8324 | SRCC = 0.8310 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1541 | LCC = 0.9230 | SRCC = 0.9173 ]
+INFO:root:Average loss=0.05054235305541601
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2641 | LCC = 0.8307 | SRCC = 0.8301 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.1436 | LCC = 0.9134 | SRCC = 0.9085 ]
+INFO:root:Average loss=0.053924188256645814
+INFO:root:
+[Valid][27][UTT][ MSE = 0.3001 | LCC = 0.8274 | SRCC = 0.8274 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.1877 | LCC = 0.9175 | SRCC = 0.9144 ]
+INFO:root:Average loss=0.048522915643377185
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2785 | LCC = 0.8301 | SRCC = 0.8284 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.1586 | LCC = 0.9204 | SRCC = 0.9117 ]
+INFO:root:Average loss=0.04708896634670404
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2707 | LCC = 0.8295 | SRCC = 0.8284 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.1403 | LCC = 0.9204 | SRCC = 0.9145 ]
+INFO:root:Average loss=0.044791204592165276
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2986 | LCC = 0.8279 | SRCC = 0.8292 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.1843 | LCC = 0.9172 | SRCC = 0.9153 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2531 | LCC = 0.8466 | SRCC = 0.8467 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1488 | LCC = 0.9040 | SRCC = 0.9053 ]
diff --git a/results_bvcc/w2v2_base/layer6/run2/config.gin b/results_bvcc/w2v2_base/layer6/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base/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/layer6/run2/model.pt b/results_bvcc/w2v2_base/layer6/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e91a5e43242da288062a72cf3ea529a34eb88f9d
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer6/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:87de7d37a80e6796bfb29375fe5c063c923d9be8d7f32ac5e04dc0f8f028f1a8
+size 2747979
diff --git a/results_bvcc/w2v2_base/layer6/run2/model_best.pt b/results_bvcc/w2v2_base/layer6/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..c3c2d790662eecb7c7bff5f1bd185ee9c56192c3
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer6/run2/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d3ec547c6b398a3b90dacce780a5ff6f9d4e7c7249bfddf99b992e29e8b89045
+size 2749638
diff --git a/results_bvcc/w2v2_base/layer6/run2/train.log b/results_bvcc/w2v2_base/layer6/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..4bb7c714b93ffa5f5e68cec42c3263beab6d5ef2
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer6/run2/train.log
@@ -0,0 +1,163 @@
+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=0.6148088519007732
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4304 | LCC = 0.7457 | SRCC = 0.7628 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.3228 | LCC = 0.8167 | SRCC = 0.8270 ]
+INFO:root:Average loss=0.3051064568452346
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3232 | LCC = 0.8130 | SRCC = 0.8169 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.2292 | LCC = 0.8715 | SRCC = 0.8766 ]
+INFO:root:Average loss=0.24819915493329367
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2963 | LCC = 0.8268 | SRCC = 0.8269 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.1920 | LCC = 0.8827 | SRCC = 0.8824 ]
+INFO:root:Average loss=0.21996593246093163
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2802 | LCC = 0.8375 | SRCC = 0.8374 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.1743 | LCC = 0.9006 | SRCC = 0.9001 ]
+INFO:root:Average loss=0.194535782512946
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2733 | LCC = 0.8351 | SRCC = 0.8349 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.1455 | LCC = 0.9085 | SRCC = 0.9086 ]
+INFO:root:Average loss=0.17612859358390173
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2927 | LCC = 0.8348 | SRCC = 0.8354 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.2079 | LCC = 0.8978 | SRCC = 0.8958 ]
+INFO:root:Average loss=0.16859975065558386
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2742 | LCC = 0.8309 | SRCC = 0.8293 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.1535 | LCC = 0.8992 | SRCC = 0.8958 ]
+INFO:root:Average loss=0.1464075430845603
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2744 | LCC = 0.8329 | SRCC = 0.8319 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.1513 | LCC = 0.9083 | SRCC = 0.9075 ]
+INFO:root:Average loss=0.1382477230941638
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2706 | LCC = 0.8320 | SRCC = 0.8298 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.1552 | LCC = 0.8999 | SRCC = 0.8935 ]
+INFO:root:Average loss=0.12699348479509354
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2753 | LCC = 0.8345 | SRCC = 0.8340 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.1701 | LCC = 0.9101 | SRCC = 0.9116 ]
+INFO:root:Average loss=0.12009442148682399
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2652 | LCC = 0.8332 | SRCC = 0.8322 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.1475 | LCC = 0.9094 | SRCC = 0.9078 ]
+INFO:root:Average loss=0.1110131069062612
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2664 | LCC = 0.8342 | SRCC = 0.8336 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.1419 | LCC = 0.9081 | SRCC = 0.9068 ]
+INFO:root:Average loss=0.10226943210149422
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2645 | LCC = 0.8385 | SRCC = 0.8383 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.1596 | LCC = 0.9130 | SRCC = 0.9130 ]
+INFO:root:Average loss=0.09297347035354529
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2642 | LCC = 0.8332 | SRCC = 0.8319 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.1524 | LCC = 0.9082 | SRCC = 0.9069 ]
+INFO:root:Average loss=0.09251961269630836
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2669 | LCC = 0.8291 | SRCC = 0.8265 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.1366 | LCC = 0.9133 | SRCC = 0.9081 ]
+INFO:root:Average loss=0.08592875779439242
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2655 | LCC = 0.8340 | SRCC = 0.8337 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.1505 | LCC = 0.9135 | SRCC = 0.9121 ]
+INFO:root:Average loss=0.07729640746345887
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2576 | LCC = 0.8327 | SRCC = 0.8317 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1284 | LCC = 0.9138 | SRCC = 0.9113 ]
+INFO:root:Average loss=0.07756937252214322
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2643 | LCC = 0.8350 | SRCC = 0.8346 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.1508 | LCC = 0.9138 | SRCC = 0.9122 ]
+INFO:root:Average loss=0.0758354917455178
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2639 | LCC = 0.8327 | SRCC = 0.8306 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.1329 | LCC = 0.9146 | SRCC = 0.9092 ]
+INFO:root:Average loss=0.06969426925747822
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2664 | LCC = 0.8311 | SRCC = 0.8303 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1408 | LCC = 0.9168 | SRCC = 0.9145 ]
+INFO:root:Average loss=0.06590940406880318
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2663 | LCC = 0.8287 | SRCC = 0.8265 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.1395 | LCC = 0.9084 | SRCC = 0.9016 ]
+INFO:root:Average loss=0.06117814492720824
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2581 | LCC = 0.8352 | SRCC = 0.8346 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.1347 | LCC = 0.9154 | SRCC = 0.9124 ]
+INFO:root:Average loss=0.06007028246919314
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2656 | LCC = 0.8298 | SRCC = 0.8286 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.1414 | LCC = 0.9111 | SRCC = 0.9072 ]
+INFO:root:Average loss=0.05611395854980518
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2610 | LCC = 0.8329 | SRCC = 0.8325 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1337 | LCC = 0.9195 | SRCC = 0.9186 ]
+INFO:root:Average loss=0.05435065886913202
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2644 | LCC = 0.8290 | SRCC = 0.8280 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.1361 | LCC = 0.9137 | SRCC = 0.9110 ]
+INFO:root:Average loss=0.05304712510834902
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2629 | LCC = 0.8325 | SRCC = 0.8322 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1409 | LCC = 0.9146 | SRCC = 0.9125 ]
+INFO:root:Average loss=0.05281619383738591
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2646 | LCC = 0.8302 | SRCC = 0.8292 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.1385 | LCC = 0.9154 | SRCC = 0.9104 ]
+INFO:root:Average loss=0.048801469162870675
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2669 | LCC = 0.8314 | SRCC = 0.8302 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.1441 | LCC = 0.9112 | SRCC = 0.9064 ]
+INFO:root:Average loss=0.04623805401990047
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2671 | LCC = 0.8281 | SRCC = 0.8269 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.1508 | LCC = 0.9055 | SRCC = 0.9015 ]
+INFO:root:Average loss=0.04872281675059826
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2705 | LCC = 0.8294 | SRCC = 0.8284 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.1507 | LCC = 0.9054 | SRCC = 0.9004 ]
+INFO:root:Average loss=0.044115336635747016
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2648 | LCC = 0.8318 | SRCC = 0.8304 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.1416 | LCC = 0.9143 | SRCC = 0.9115 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2389 | LCC = 0.8499 | SRCC = 0.8490 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1104 | LCC = 0.9187 | SRCC = 0.9191 ]
diff --git a/results_bvcc/w2v2_base/layer6/run3/config.gin b/results_bvcc/w2v2_base/layer6/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base/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/layer6/run3/model.pt b/results_bvcc/w2v2_base/layer6/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..d1bc048b17e47f5f6e17e087a1a2d50a3635a27b
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer6/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4097ec212063e87bc98945eb61b0ef37b86a8f5da85cc5240c25555cd9f01a37
+size 2747979
diff --git a/results_bvcc/w2v2_base/layer6/run3/model_best.pt b/results_bvcc/w2v2_base/layer6/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e03c56f3a6b62899dd7e721978da9767bedf8d08
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer6/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0b7335c210a2e94c4d268440f16c359657d43d4df70931762e05e911c506f606
+size 2749702
diff --git a/results_bvcc/w2v2_base/layer6/run3/train.log b/results_bvcc/w2v2_base/layer6/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..5224cef03a6a31f86031d773d997bcaa48805646
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer6/run3/train.log
@@ -0,0 +1,163 @@
+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=0.6253060197983032
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3678 | LCC = 0.7725 | SRCC = 0.7779 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.2585 | LCC = 0.8335 | SRCC = 0.8341 ]
+INFO:root:Average loss=0.30844874871082795
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3309 | LCC = 0.8109 | SRCC = 0.8095 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.2057 | LCC = 0.8759 | SRCC = 0.8723 ]
+INFO:root:Average loss=0.2556785876170183
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3037 | LCC = 0.8285 | SRCC = 0.8283 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.1921 | LCC = 0.9007 | SRCC = 0.8988 ]
+INFO:root:Average loss=0.22205495547789794
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2887 | LCC = 0.8324 | SRCC = 0.8308 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.1584 | LCC = 0.9048 | SRCC = 0.8999 ]
+INFO:root:Average loss=0.20399859490302893
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2720 | LCC = 0.8397 | SRCC = 0.8378 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.1487 | LCC = 0.9109 | SRCC = 0.9060 ]
+INFO:root:Average loss=0.17854991239997056
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2740 | LCC = 0.8375 | SRCC = 0.8375 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.1666 | LCC = 0.9128 | SRCC = 0.9081 ]
+INFO:root:Average loss=0.17516542245180178
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2497 | LCC = 0.8409 | SRCC = 0.8406 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.1307 | LCC = 0.9172 | SRCC = 0.9137 ]
+INFO:root:Average loss=0.15547568026261452
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2614 | LCC = 0.8387 | SRCC = 0.8386 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.1309 | LCC = 0.9226 | SRCC = 0.9197 ]
+INFO:root:Average loss=0.1478640079880372
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2652 | LCC = 0.8431 | SRCC = 0.8417 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.1378 | LCC = 0.9219 | SRCC = 0.9158 ]
+INFO:root:Average loss=0.13735900389460418
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2812 | LCC = 0.8376 | SRCC = 0.8374 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.1501 | LCC = 0.9192 | SRCC = 0.9141 ]
+INFO:root:Average loss=0.12566122718346426
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2680 | LCC = 0.8407 | SRCC = 0.8394 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.1556 | LCC = 0.9232 | SRCC = 0.9197 ]
+INFO:root:Average loss=0.12023390218233451
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2555 | LCC = 0.8455 | SRCC = 0.8451 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.1302 | LCC = 0.9308 | SRCC = 0.9285 ]
+INFO:root:Average loss=0.10644523694347112
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2606 | LCC = 0.8389 | SRCC = 0.8391 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.1274 | LCC = 0.9329 | SRCC = 0.9305 ]
+INFO:root:Average loss=0.09991747265060742
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2779 | LCC = 0.8385 | SRCC = 0.8403 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.1609 | LCC = 0.9272 | SRCC = 0.9279 ]
+INFO:root:Average loss=0.09579188128312428
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2498 | LCC = 0.8425 | SRCC = 0.8419 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.1286 | LCC = 0.9255 | SRCC = 0.9202 ]
+INFO:root:Average loss=0.09460110102708523
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2580 | LCC = 0.8396 | SRCC = 0.8393 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.1260 | LCC = 0.9260 | SRCC = 0.9216 ]
+INFO:root:Average loss=0.08349252215180641
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2689 | LCC = 0.8356 | SRCC = 0.8367 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1385 | LCC = 0.9273 | SRCC = 0.9248 ]
+INFO:root:Average loss=0.08226058130654004
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2605 | LCC = 0.8398 | SRCC = 0.8386 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.1266 | LCC = 0.9323 | SRCC = 0.9284 ]
+INFO:root:Average loss=0.0769474329188084
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2670 | LCC = 0.8364 | SRCC = 0.8348 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.1396 | LCC = 0.9279 | SRCC = 0.9249 ]
+INFO:root:Average loss=0.07554740052765761
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2577 | LCC = 0.8387 | SRCC = 0.8377 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1226 | LCC = 0.9298 | SRCC = 0.9242 ]
+INFO:root:Average loss=0.06693541124845162
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2545 | LCC = 0.8406 | SRCC = 0.8403 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.1239 | LCC = 0.9252 | SRCC = 0.9221 ]
+INFO:root:Average loss=0.06550745895275703
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2716 | LCC = 0.8364 | SRCC = 0.8350 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.1195 | LCC = 0.9309 | SRCC = 0.9257 ]
+INFO:root:Average loss=0.06470328292403466
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2677 | LCC = 0.8356 | SRCC = 0.8340 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.1326 | LCC = 0.9286 | SRCC = 0.9210 ]
+INFO:root:Average loss=0.06058989298076202
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2646 | LCC = 0.8364 | SRCC = 0.8348 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1307 | LCC = 0.9252 | SRCC = 0.9204 ]
+INFO:root:Average loss=0.05774165126375663
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2561 | LCC = 0.8392 | SRCC = 0.8377 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.1206 | LCC = 0.9276 | SRCC = 0.9227 ]
+INFO:root:Average loss=0.05572376013375246
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2763 | LCC = 0.8344 | SRCC = 0.8320 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1391 | LCC = 0.9216 | SRCC = 0.9126 ]
+INFO:root:Average loss=0.06411140283139852
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2623 | LCC = 0.8385 | SRCC = 0.8377 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.1335 | LCC = 0.9263 | SRCC = 0.9200 ]
+INFO:root:Average loss=0.05482687046512579
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2735 | LCC = 0.8378 | SRCC = 0.8372 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.1280 | LCC = 0.9222 | SRCC = 0.9161 ]
+INFO:root:Average loss=0.04860908237214272
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2618 | LCC = 0.8397 | SRCC = 0.8388 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.1416 | LCC = 0.9259 | SRCC = 0.9204 ]
+INFO:root:Average loss=0.049004687975423455
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2611 | LCC = 0.8369 | SRCC = 0.8371 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.1413 | LCC = 0.9218 | SRCC = 0.9185 ]
+INFO:root:Average loss=0.04797896556556225
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2599 | LCC = 0.8404 | SRCC = 0.8402 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.1289 | LCC = 0.9275 | SRCC = 0.9236 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2661 | LCC = 0.8415 | SRCC = 0.8412 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1570 | LCC = 0.9128 | SRCC = 0.9148 ]
diff --git a/results_bvcc/w2v2_base/layer6/run4/config.gin b/results_bvcc/w2v2_base/layer6/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base/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/layer6/run4/model.pt b/results_bvcc/w2v2_base/layer6/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..c0a1430f79ac6d988afe5b880a83da67953b1ae8
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer6/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fc2ec5c70a430e135d37741acbc407900721ba1b176f34a2b0e7d06acbf7d7db
+size 2747979
diff --git a/results_bvcc/w2v2_base/layer6/run4/model_best.pt b/results_bvcc/w2v2_base/layer6/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b429e34597b6ab85989cac2cb6d5cbe7fbd08929
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer6/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ed771bd16a518830e0ec315c56013c5154df4862eadf725f7628e4b67d8107d7
+size 2749638
diff --git a/results_bvcc/w2v2_base/layer6/run4/train.log b/results_bvcc/w2v2_base/layer6/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..eb3ea86ff8bfcf9119293f9ca9072147c958d88b
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer6/run4/train.log
@@ -0,0 +1,163 @@
+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=0.5963552355384215
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4000 | LCC = 0.7651 | SRCC = 0.7772 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.2908 | LCC = 0.8409 | SRCC = 0.8496 ]
+INFO:root:Average loss=0.28679868521598667
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3094 | LCC = 0.8142 | SRCC = 0.8165 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.2004 | LCC = 0.8808 | SRCC = 0.8798 ]
+INFO:root:Average loss=0.23730231210207328
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3887 | LCC = 0.8207 | SRCC = 0.8282 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.3107 | LCC = 0.8852 | SRCC = 0.8891 ]
+INFO:root:Average loss=0.21367023388544717
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2684 | LCC = 0.8385 | SRCC = 0.8384 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.1569 | LCC = 0.9084 | SRCC = 0.9042 ]
+INFO:root:Average loss=0.19115894669905686
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2743 | LCC = 0.8380 | SRCC = 0.8386 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.1561 | LCC = 0.9087 | SRCC = 0.9055 ]
+INFO:root:Average loss=0.17733120603057054
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2615 | LCC = 0.8398 | SRCC = 0.8403 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.1432 | LCC = 0.9124 | SRCC = 0.9107 ]
+INFO:root:Average loss=0.1701529005017036
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2729 | LCC = 0.8387 | SRCC = 0.8380 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.1581 | LCC = 0.9131 | SRCC = 0.9090 ]
+INFO:root:Average loss=0.14848821486035982
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2728 | LCC = 0.8357 | SRCC = 0.8363 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.1611 | LCC = 0.9141 | SRCC = 0.9102 ]
+INFO:root:Average loss=0.13683981715868682
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2913 | LCC = 0.8368 | SRCC = 0.8373 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.1826 | LCC = 0.9188 | SRCC = 0.9174 ]
+INFO:root:Average loss=0.13097603848347297
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2769 | LCC = 0.8351 | SRCC = 0.8382 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.1694 | LCC = 0.9125 | SRCC = 0.9127 ]
+INFO:root:Average loss=0.11670426489450993
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2673 | LCC = 0.8346 | SRCC = 0.8363 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.1514 | LCC = 0.9131 | SRCC = 0.9110 ]
+INFO:root:Average loss=0.11439765741427739
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2874 | LCC = 0.8378 | SRCC = 0.8374 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.1502 | LCC = 0.9161 | SRCC = 0.9099 ]
+INFO:root:Average loss=0.10493602627554001
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2592 | LCC = 0.8355 | SRCC = 0.8353 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.1355 | LCC = 0.9178 | SRCC = 0.9162 ]
+INFO:root:Average loss=0.09973463100882676
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2782 | LCC = 0.8334 | SRCC = 0.8354 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.1705 | LCC = 0.9152 | SRCC = 0.9151 ]
+INFO:root:Average loss=0.09029431879902497
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2763 | LCC = 0.8313 | SRCC = 0.8312 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.1500 | LCC = 0.9234 | SRCC = 0.9216 ]
+INFO:root:Average loss=0.0845990947041756
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2675 | LCC = 0.8329 | SRCC = 0.8348 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.1446 | LCC = 0.9186 | SRCC = 0.9157 ]
+INFO:root:Average loss=0.0832715008694392
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2680 | LCC = 0.8328 | SRCC = 0.8352 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1415 | LCC = 0.9162 | SRCC = 0.9123 ]
+INFO:root:Average loss=0.07774784893561633
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2694 | LCC = 0.8314 | SRCC = 0.8333 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.1477 | LCC = 0.9202 | SRCC = 0.9194 ]
+INFO:root:Average loss=0.07409244503539342
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2708 | LCC = 0.8329 | SRCC = 0.8345 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.1488 | LCC = 0.9217 | SRCC = 0.9207 ]
+INFO:root:Average loss=0.06987095151383144
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2727 | LCC = 0.8299 | SRCC = 0.8300 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1445 | LCC = 0.9218 | SRCC = 0.9151 ]
+INFO:root:Average loss=0.06661270597042182
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2784 | LCC = 0.8289 | SRCC = 0.8295 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.1380 | LCC = 0.9227 | SRCC = 0.9191 ]
+INFO:root:Average loss=0.0642196020254722
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2676 | LCC = 0.8319 | SRCC = 0.8339 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.1385 | LCC = 0.9187 | SRCC = 0.9164 ]
+INFO:root:Average loss=0.060042137518907204
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2788 | LCC = 0.8273 | SRCC = 0.8271 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.1491 | LCC = 0.9145 | SRCC = 0.9080 ]
+INFO:root:Average loss=0.06390066163089031
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2968 | LCC = 0.8364 | SRCC = 0.8388 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1518 | LCC = 0.9230 | SRCC = 0.9199 ]
+INFO:root:Average loss=0.06161712511227681
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2695 | LCC = 0.8358 | SRCC = 0.8375 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.1474 | LCC = 0.9199 | SRCC = 0.9168 ]
+INFO:root:Average loss=0.05450218509978209
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2840 | LCC = 0.8316 | SRCC = 0.8345 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1679 | LCC = 0.9199 | SRCC = 0.9193 ]
+INFO:root:Average loss=0.05524119596259716
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2685 | LCC = 0.8323 | SRCC = 0.8335 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.1424 | LCC = 0.9182 | SRCC = 0.9122 ]
+INFO:root:Average loss=0.05104101731035954
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2722 | LCC = 0.8305 | SRCC = 0.8310 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.1424 | LCC = 0.9227 | SRCC = 0.9203 ]
+INFO:root:Average loss=0.04708080800871054
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2698 | LCC = 0.8322 | SRCC = 0.8341 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.1427 | LCC = 0.9218 | SRCC = 0.9183 ]
+INFO:root:Average loss=0.046625118129528485
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2679 | LCC = 0.8345 | SRCC = 0.8371 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.1483 | LCC = 0.9206 | SRCC = 0.9170 ]
+INFO:root:Average loss=0.043330371547012754
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2664 | LCC = 0.8323 | SRCC = 0.8341 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.1404 | LCC = 0.9204 | SRCC = 0.9162 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2602 | LCC = 0.8496 | SRCC = 0.8494 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1587 | LCC = 0.9163 | SRCC = 0.9173 ]
diff --git a/results_bvcc/w2v2_base/layer7/run0/config.gin b/results_bvcc/w2v2_base/layer7/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base/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/layer7/run0/model.pt b/results_bvcc/w2v2_base/layer7/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..3b7374ae2397a4f97e8bf43d616adbfac465452d
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer7/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:919865caefb4fcf56fee9a2ca9c53e31030af2193ba7def746ede39e90a5537d
+size 2747979
diff --git a/results_bvcc/w2v2_base/layer7/run0/model_best.pt b/results_bvcc/w2v2_base/layer7/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..5d5aebd8a1cf8bdf69244f8ac03f7ba156f8d101
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer7/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7105d4c8028c0fc880c17d31a4f366e5982c0d4f76fdafafd1c238c50a445eb8
+size 2749638
diff --git a/results_bvcc/w2v2_base/layer7/run0/train.log b/results_bvcc/w2v2_base/layer7/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..825db2c12e543697449e8c028d18ed4aaa7ec8a7
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer7/run0/train.log
@@ -0,0 +1,163 @@
+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=0.5978212465460484
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4081 | LCC = 0.7677 | SRCC = 0.7807 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.2989 | LCC = 0.8367 | SRCC = 0.8461 ]
+INFO:root:Average loss=0.303463050761284
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3102 | LCC = 0.8074 | SRCC = 0.8082 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.2005 | LCC = 0.8698 | SRCC = 0.8666 ]
+INFO:root:Average loss=0.2511971122943438
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3019 | LCC = 0.8215 | SRCC = 0.8246 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.2044 | LCC = 0.8849 | SRCC = 0.8834 ]
+INFO:root:Average loss=0.22302705011306664
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2737 | LCC = 0.8289 | SRCC = 0.8286 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.1659 | LCC = 0.8903 | SRCC = 0.8838 ]
+INFO:root:Average loss=0.19639931733791643
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2821 | LCC = 0.8274 | SRCC = 0.8259 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.1873 | LCC = 0.8895 | SRCC = 0.8816 ]
+INFO:root:Average loss=0.18285693486149496
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2706 | LCC = 0.8325 | SRCC = 0.8316 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.1710 | LCC = 0.8958 | SRCC = 0.8896 ]
+INFO:root:Average loss=0.16687579777760383
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2605 | LCC = 0.8379 | SRCC = 0.8371 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.1406 | LCC = 0.9099 | SRCC = 0.9049 ]
+INFO:root:Average loss=0.1591080631583165
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2723 | LCC = 0.8314 | SRCC = 0.8333 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.1740 | LCC = 0.8998 | SRCC = 0.8981 ]
+INFO:root:Average loss=0.14707918570209771
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2701 | LCC = 0.8331 | SRCC = 0.8312 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.1656 | LCC = 0.9003 | SRCC = 0.8915 ]
+INFO:root:Average loss=0.12953216706713042
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2611 | LCC = 0.8335 | SRCC = 0.8330 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.1479 | LCC = 0.9039 | SRCC = 0.9003 ]
+INFO:root:Average loss=0.12520346847864297
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2760 | LCC = 0.8277 | SRCC = 0.8276 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.1822 | LCC = 0.8950 | SRCC = 0.8896 ]
+INFO:root:Average loss=0.11418244720269473
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2661 | LCC = 0.8282 | SRCC = 0.8272 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.1533 | LCC = 0.9028 | SRCC = 0.8945 ]
+INFO:root:Average loss=0.1116176066108239
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2625 | LCC = 0.8326 | SRCC = 0.8310 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.1560 | LCC = 0.9044 | SRCC = 0.8955 ]
+INFO:root:Average loss=0.10481898094981144
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2646 | LCC = 0.8283 | SRCC = 0.8260 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.1496 | LCC = 0.9000 | SRCC = 0.8873 ]
+INFO:root:Average loss=0.09592643981942764
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2789 | LCC = 0.8277 | SRCC = 0.8278 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.1837 | LCC = 0.8997 | SRCC = 0.8931 ]
+INFO:root:Average loss=0.08931358459477241
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2711 | LCC = 0.8261 | SRCC = 0.8244 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.1616 | LCC = 0.8990 | SRCC = 0.8898 ]
+INFO:root:Average loss=0.09198857213442142
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2632 | LCC = 0.8283 | SRCC = 0.8261 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1554 | LCC = 0.8995 | SRCC = 0.8913 ]
+INFO:root:Average loss=0.08289125069784813
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2694 | LCC = 0.8291 | SRCC = 0.8277 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.1363 | LCC = 0.9106 | SRCC = 0.9053 ]
+INFO:root:Average loss=0.0767666227542437
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2700 | LCC = 0.8267 | SRCC = 0.8253 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.1574 | LCC = 0.9030 | SRCC = 0.8985 ]
+INFO:root:Average loss=0.07800056861761288
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2855 | LCC = 0.8236 | SRCC = 0.8220 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1829 | LCC = 0.9017 | SRCC = 0.8932 ]
+INFO:root:Average loss=0.0812075703094403
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2829 | LCC = 0.8253 | SRCC = 0.8248 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.1825 | LCC = 0.9024 | SRCC = 0.8979 ]
+INFO:root:Average loss=0.06885565067522037
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2788 | LCC = 0.8251 | SRCC = 0.8242 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.1714 | LCC = 0.9056 | SRCC = 0.8979 ]
+INFO:root:Average loss=0.06562454778796588
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2909 | LCC = 0.8219 | SRCC = 0.8190 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.1814 | LCC = 0.9087 | SRCC = 0.9039 ]
+INFO:root:Average loss=0.06368741197272754
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2679 | LCC = 0.8272 | SRCC = 0.8243 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1463 | LCC = 0.9084 | SRCC = 0.8987 ]
+INFO:root:Average loss=0.06033387894813831
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2732 | LCC = 0.8256 | SRCC = 0.8230 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.1623 | LCC = 0.9060 | SRCC = 0.8968 ]
+INFO:root:Average loss=0.0570622846388664
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2847 | LCC = 0.8228 | SRCC = 0.8211 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1770 | LCC = 0.9047 | SRCC = 0.8976 ]
+INFO:root:Average loss=0.05616430088113516
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2700 | LCC = 0.8283 | SRCC = 0.8253 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.1449 | LCC = 0.9088 | SRCC = 0.8965 ]
+INFO:root:Average loss=0.05522516441459839
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2609 | LCC = 0.8313 | SRCC = 0.8287 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.1329 | LCC = 0.9143 | SRCC = 0.9059 ]
+INFO:root:Average loss=0.050518371331959196
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2721 | LCC = 0.8245 | SRCC = 0.8223 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.1576 | LCC = 0.9030 | SRCC = 0.8931 ]
+INFO:root:Average loss=0.05198379496160226
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2779 | LCC = 0.8272 | SRCC = 0.8245 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.1686 | LCC = 0.9097 | SRCC = 0.9011 ]
+INFO:root:Average loss=0.05053733881467428
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2662 | LCC = 0.8295 | SRCC = 0.8279 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.1498 | LCC = 0.9064 | SRCC = 0.8970 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2734 | LCC = 0.8426 | SRCC = 0.8449 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1659 | LCC = 0.9168 | SRCC = 0.9197 ]
diff --git a/results_bvcc/w2v2_base/layer7/run1/config.gin b/results_bvcc/w2v2_base/layer7/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base/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/layer7/run1/model.pt b/results_bvcc/w2v2_base/layer7/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..a82e29faa1f6534cbfbe764ad59714912a12b75d
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer7/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cd9f0337337c5542ced8c4bdd84ed97623e9db1a9a84115bc407ed967805a60d
+size 2747979
diff --git a/results_bvcc/w2v2_base/layer7/run1/model_best.pt b/results_bvcc/w2v2_base/layer7/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4439bf9afb286793c9d0d0cfdd1a08e4f023f04f
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer7/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:da37317e9f599561d21c18baaab3d1d9d6c226ed33e300202d9b652e040da983
+size 2749702
diff --git a/results_bvcc/w2v2_base/layer7/run1/train.log b/results_bvcc/w2v2_base/layer7/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..7ac24cd1d7a134b4660555c86b68cf0992c55580
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer7/run1/train.log
@@ -0,0 +1,163 @@
+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=0.5258757166373424
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3487 | LCC = 0.7866 | SRCC = 0.7886 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.2195 | LCC = 0.8677 | SRCC = 0.8700 ]
+INFO:root:Average loss=0.28900523713001836
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3128 | LCC = 0.8172 | SRCC = 0.8192 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.2046 | LCC = 0.8871 | SRCC = 0.8864 ]
+INFO:root:Average loss=0.24587987172297943
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3325 | LCC = 0.8265 | SRCC = 0.8296 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.2255 | LCC = 0.8984 | SRCC = 0.8977 ]
+INFO:root:Average loss=0.22315142341913322
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2789 | LCC = 0.8339 | SRCC = 0.8347 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.1820 | LCC = 0.8979 | SRCC = 0.8957 ]
+INFO:root:Average loss=0.19970538180608016
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3161 | LCC = 0.8251 | SRCC = 0.8245 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.2162 | LCC = 0.8996 | SRCC = 0.8952 ]
+INFO:root:Average loss=0.1876436809125619
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3393 | LCC = 0.8302 | SRCC = 0.8324 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.2514 | LCC = 0.9005 | SRCC = 0.8996 ]
+INFO:root:Average loss=0.17231222948966882
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2543 | LCC = 0.8387 | SRCC = 0.8394 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.1429 | LCC = 0.9061 | SRCC = 0.9031 ]
+INFO:root:Average loss=0.1657789025742274
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2899 | LCC = 0.8347 | SRCC = 0.8340 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.1886 | LCC = 0.9056 | SRCC = 0.9023 ]
+INFO:root:Average loss=0.1425107805392681
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2695 | LCC = 0.8368 | SRCC = 0.8365 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.1769 | LCC = 0.9008 | SRCC = 0.8961 ]
+INFO:root:Average loss=0.13217434430351624
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2669 | LCC = 0.8344 | SRCC = 0.8333 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.1661 | LCC = 0.9023 | SRCC = 0.8953 ]
+INFO:root:Average loss=0.12174825227031341
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2847 | LCC = 0.8305 | SRCC = 0.8295 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.1864 | LCC = 0.8984 | SRCC = 0.8969 ]
+INFO:root:Average loss=0.12135265824886468
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2815 | LCC = 0.8278 | SRCC = 0.8258 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.1655 | LCC = 0.8944 | SRCC = 0.8852 ]
+INFO:root:Average loss=0.11416030617860648
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3036 | LCC = 0.8283 | SRCC = 0.8255 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.2042 | LCC = 0.9002 | SRCC = 0.8987 ]
+INFO:root:Average loss=0.10353490786674695
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2784 | LCC = 0.8308 | SRCC = 0.8285 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.1789 | LCC = 0.8995 | SRCC = 0.8968 ]
+INFO:root:Average loss=0.10067092694151096
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2919 | LCC = 0.8279 | SRCC = 0.8269 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.1967 | LCC = 0.8961 | SRCC = 0.8966 ]
+INFO:root:Average loss=0.08513917009799908
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2858 | LCC = 0.8249 | SRCC = 0.8231 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.1926 | LCC = 0.8900 | SRCC = 0.8866 ]
+INFO:root:Average loss=0.08916611606493974
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2870 | LCC = 0.8281 | SRCC = 0.8274 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1910 | LCC = 0.8962 | SRCC = 0.8959 ]
+INFO:root:Average loss=0.08755979042213696
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2865 | LCC = 0.8305 | SRCC = 0.8286 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.1875 | LCC = 0.9010 | SRCC = 0.8994 ]
+INFO:root:Average loss=0.08293805734660381
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2623 | LCC = 0.8294 | SRCC = 0.8277 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.1478 | LCC = 0.8974 | SRCC = 0.8930 ]
+INFO:root:Average loss=0.07417367030985844
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2875 | LCC = 0.8276 | SRCC = 0.8259 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1927 | LCC = 0.8939 | SRCC = 0.8911 ]
+INFO:root:Average loss=0.0729318384367686
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2649 | LCC = 0.8313 | SRCC = 0.8290 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.1513 | LCC = 0.9031 | SRCC = 0.8982 ]
+INFO:root:Average loss=0.06625771656250343
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2722 | LCC = 0.8263 | SRCC = 0.8241 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.1648 | LCC = 0.8944 | SRCC = 0.8862 ]
+INFO:root:Average loss=0.0643700314924503
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2669 | LCC = 0.8281 | SRCC = 0.8257 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.1511 | LCC = 0.9026 | SRCC = 0.8963 ]
+INFO:root:Average loss=0.06401710651623897
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2646 | LCC = 0.8324 | SRCC = 0.8305 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1464 | LCC = 0.9044 | SRCC = 0.8960 ]
+INFO:root:Average loss=0.0599608699289652
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2770 | LCC = 0.8294 | SRCC = 0.8279 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.1692 | LCC = 0.9040 | SRCC = 0.8995 ]
+INFO:root:Average loss=0.05807262291319859
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2901 | LCC = 0.8283 | SRCC = 0.8262 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1899 | LCC = 0.9003 | SRCC = 0.8974 ]
+INFO:root:Average loss=0.05630910716568812
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2840 | LCC = 0.8259 | SRCC = 0.8237 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.1791 | LCC = 0.8986 | SRCC = 0.8902 ]
+INFO:root:Average loss=0.053701904196387686
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2639 | LCC = 0.8309 | SRCC = 0.8287 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.1488 | LCC = 0.8991 | SRCC = 0.8915 ]
+INFO:root:Average loss=0.048629035791143395
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2716 | LCC = 0.8285 | SRCC = 0.8259 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.1649 | LCC = 0.8986 | SRCC = 0.8910 ]
+INFO:root:Average loss=0.04828035172361594
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2761 | LCC = 0.8261 | SRCC = 0.8234 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.1536 | LCC = 0.8979 | SRCC = 0.8897 ]
+INFO:root:Average loss=0.050154062489477486
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2821 | LCC = 0.8232 | SRCC = 0.8204 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.1720 | LCC = 0.8939 | SRCC = 0.8873 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2672 | LCC = 0.8387 | SRCC = 0.8408 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1549 | LCC = 0.9089 | SRCC = 0.9121 ]
diff --git a/results_bvcc/w2v2_base/layer7/run2/config.gin b/results_bvcc/w2v2_base/layer7/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base/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/layer7/run2/model.pt b/results_bvcc/w2v2_base/layer7/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..8bb397dd4c727b04909d3e8da37ec5ff6b53a213
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer7/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:65b32a30da9f2f4c1148ecb1d08096c5483d7fa80ddd56706782a2eec6f1b53a
+size 2747979
diff --git a/results_bvcc/w2v2_base/layer7/run2/model_best.pt b/results_bvcc/w2v2_base/layer7/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..51ef2aca2924be41be32fbb12a3a6ec17db7c9f9
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer7/run2/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3027fa3117ed4b177eea4746787cc248687fc362a17ba9b0b143adf852fdde5c
+size 2749702
diff --git a/results_bvcc/w2v2_base/layer7/run2/train.log b/results_bvcc/w2v2_base/layer7/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..5f62a4d8321f42469a28b8f67c9c2c3643019e61
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer7/run2/train.log
@@ -0,0 +1,163 @@
+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=0.5639554445560162
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3716 | LCC = 0.7767 | SRCC = 0.7811 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.2562 | LCC = 0.8423 | SRCC = 0.8443 ]
+INFO:root:Average loss=0.29860492528249055
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3260 | LCC = 0.8182 | SRCC = 0.8184 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.2086 | LCC = 0.8816 | SRCC = 0.8753 ]
+INFO:root:Average loss=0.2475828780577733
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2972 | LCC = 0.8262 | SRCC = 0.8263 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.1895 | LCC = 0.8945 | SRCC = 0.8889 ]
+INFO:root:Average loss=0.22062990145805556
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2738 | LCC = 0.8321 | SRCC = 0.8313 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.1780 | LCC = 0.8955 | SRCC = 0.8866 ]
+INFO:root:Average loss=0.19229804103573164
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2696 | LCC = 0.8389 | SRCC = 0.8401 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.1768 | LCC = 0.9007 | SRCC = 0.8973 ]
+INFO:root:Average loss=0.17953554196999624
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2585 | LCC = 0.8443 | SRCC = 0.8439 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.1518 | LCC = 0.9061 | SRCC = 0.8986 ]
+INFO:root:Average loss=0.16468006028578833
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2460 | LCC = 0.8459 | SRCC = 0.8456 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.1383 | LCC = 0.9113 | SRCC = 0.9068 ]
+INFO:root:Average loss=0.1510708942436255
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2591 | LCC = 0.8449 | SRCC = 0.8439 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.1588 | LCC = 0.9109 | SRCC = 0.9031 ]
+INFO:root:Average loss=0.13623575321756876
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2824 | LCC = 0.8458 | SRCC = 0.8475 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.1979 | LCC = 0.9150 | SRCC = 0.9100 ]
+INFO:root:Average loss=0.1321171051225601
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2642 | LCC = 0.8434 | SRCC = 0.8426 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.1655 | LCC = 0.9144 | SRCC = 0.9080 ]
+INFO:root:Average loss=0.12167189566370769
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2638 | LCC = 0.8466 | SRCC = 0.8452 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.1518 | LCC = 0.9140 | SRCC = 0.9071 ]
+INFO:root:Average loss=0.11481097674904725
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2478 | LCC = 0.8437 | SRCC = 0.8427 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.1465 | LCC = 0.9069 | SRCC = 0.8991 ]
+INFO:root:Average loss=0.11209707668958566
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2479 | LCC = 0.8466 | SRCC = 0.8457 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.1383 | LCC = 0.9118 | SRCC = 0.9012 ]
+INFO:root:Average loss=0.09865253208539425
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2451 | LCC = 0.8463 | SRCC = 0.8464 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.1529 | LCC = 0.9083 | SRCC = 0.9020 ]
+INFO:root:Average loss=0.09169891963784511
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2434 | LCC = 0.8440 | SRCC = 0.8430 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.1326 | LCC = 0.9074 | SRCC = 0.8994 ]
+INFO:root:Average loss=0.0948208875189989
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2518 | LCC = 0.8403 | SRCC = 0.8380 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.1507 | LCC = 0.9080 | SRCC = 0.9002 ]
+INFO:root:Average loss=0.0871514977935033
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2548 | LCC = 0.8432 | SRCC = 0.8427 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1380 | LCC = 0.9092 | SRCC = 0.9043 ]
+INFO:root:Average loss=0.07666673019337349
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2688 | LCC = 0.8390 | SRCC = 0.8377 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.1455 | LCC = 0.9090 | SRCC = 0.9012 ]
+INFO:root:Average loss=0.07521377145670928
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2655 | LCC = 0.8296 | SRCC = 0.8270 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.1564 | LCC = 0.9030 | SRCC = 0.8934 ]
+INFO:root:Average loss=0.0739270489758406
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2537 | LCC = 0.8403 | SRCC = 0.8379 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1453 | LCC = 0.9149 | SRCC = 0.9083 ]
+INFO:root:Average loss=0.07125966045527886
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2809 | LCC = 0.8391 | SRCC = 0.8385 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.1937 | LCC = 0.9072 | SRCC = 0.9028 ]
+INFO:root:Average loss=0.06885050862836532
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2664 | LCC = 0.8341 | SRCC = 0.8315 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.1614 | LCC = 0.9072 | SRCC = 0.8992 ]
+INFO:root:Average loss=0.06359508017507884
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2599 | LCC = 0.8391 | SRCC = 0.8378 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.1465 | LCC = 0.9105 | SRCC = 0.9031 ]
+INFO:root:Average loss=0.06002769411469881
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2534 | LCC = 0.8374 | SRCC = 0.8357 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1414 | LCC = 0.9098 | SRCC = 0.9024 ]
+INFO:root:Average loss=0.05749400127201508
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2654 | LCC = 0.8340 | SRCC = 0.8317 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.1577 | LCC = 0.8998 | SRCC = 0.8876 ]
+INFO:root:Average loss=0.05724178947126254
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2543 | LCC = 0.8394 | SRCC = 0.8375 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1605 | LCC = 0.9000 | SRCC = 0.8916 ]
+INFO:root:Average loss=0.053545947497089706
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2601 | LCC = 0.8350 | SRCC = 0.8324 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.1474 | LCC = 0.9096 | SRCC = 0.8975 ]
+INFO:root:Average loss=0.05259323320709742
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2569 | LCC = 0.8364 | SRCC = 0.8350 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.1482 | LCC = 0.9079 | SRCC = 0.9012 ]
+INFO:root:Average loss=0.0504357045611892
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2608 | LCC = 0.8377 | SRCC = 0.8356 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.1567 | LCC = 0.9072 | SRCC = 0.8995 ]
+INFO:root:Average loss=0.047473481665245995
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2641 | LCC = 0.8365 | SRCC = 0.8348 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.1487 | LCC = 0.9095 | SRCC = 0.8998 ]
+INFO:root:Average loss=0.045812071301043034
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2563 | LCC = 0.8392 | SRCC = 0.8367 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.1513 | LCC = 0.9036 | SRCC = 0.8960 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2630 | LCC = 0.8441 | SRCC = 0.8456 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1580 | LCC = 0.9180 | SRCC = 0.9200 ]
diff --git a/results_bvcc/w2v2_base/layer7/run3/config.gin b/results_bvcc/w2v2_base/layer7/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base/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/layer7/run3/model.pt b/results_bvcc/w2v2_base/layer7/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..5b8c0e034b6570f62768e5b29fe6b92d8275f50c
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer7/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7df359e7046896dad7e86753aa0818e628f43770c1b7376988b76a487deab2c1
+size 2747979
diff --git a/results_bvcc/w2v2_base/layer7/run3/model_best.pt b/results_bvcc/w2v2_base/layer7/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..9f3eaaddcd58cb6d0b0448d2cb5e4235f6d37398
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer7/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cfe404507ea125f549ad694c6e713a71c14646d03a5a5b726818c6409805b7a1
+size 2749638
diff --git a/results_bvcc/w2v2_base/layer7/run3/train.log b/results_bvcc/w2v2_base/layer7/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..0f3232efd4d80ce5d225f8fee6647b4211798a8f
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer7/run3/train.log
@@ -0,0 +1,163 @@
+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=0.6214169282943774
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4067 | LCC = 0.7786 | SRCC = 0.7874 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.3198 | LCC = 0.8378 | SRCC = 0.8447 ]
+INFO:root:Average loss=0.2947407787044843
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3452 | LCC = 0.8167 | SRCC = 0.8180 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.2591 | LCC = 0.8721 | SRCC = 0.8700 ]
+INFO:root:Average loss=0.24651684268162802
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3800 | LCC = 0.8297 | SRCC = 0.8344 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.3151 | LCC = 0.8859 | SRCC = 0.8854 ]
+INFO:root:Average loss=0.21856177120636672
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2995 | LCC = 0.8410 | SRCC = 0.8449 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.2251 | LCC = 0.8967 | SRCC = 0.8976 ]
+INFO:root:Average loss=0.19965830674538246
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2760 | LCC = 0.8436 | SRCC = 0.8446 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.1884 | LCC = 0.9055 | SRCC = 0.9035 ]
+INFO:root:Average loss=0.17834219575310364
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2841 | LCC = 0.8471 | SRCC = 0.8473 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.2137 | LCC = 0.9029 | SRCC = 0.8984 ]
+INFO:root:Average loss=0.16011094397459275
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3154 | LCC = 0.8418 | SRCC = 0.8412 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.2452 | LCC = 0.9037 | SRCC = 0.8967 ]
+INFO:root:Average loss=0.15789123156513923
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2587 | LCC = 0.8455 | SRCC = 0.8452 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.1657 | LCC = 0.9113 | SRCC = 0.9051 ]
+INFO:root:Average loss=0.13562970083111373
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3716 | LCC = 0.8362 | SRCC = 0.8385 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.2987 | LCC = 0.9062 | SRCC = 0.9057 ]
+INFO:root:Average loss=0.12922286012997994
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3077 | LCC = 0.8398 | SRCC = 0.8373 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.2338 | LCC = 0.9036 | SRCC = 0.8960 ]
+INFO:root:Average loss=0.11750638160185936
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2985 | LCC = 0.8416 | SRCC = 0.8404 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.2159 | LCC = 0.9105 | SRCC = 0.9074 ]
+INFO:root:Average loss=0.10597328889446381
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2922 | LCC = 0.8411 | SRCC = 0.8402 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.2188 | LCC = 0.9054 | SRCC = 0.9014 ]
+INFO:root:Average loss=0.10290138538067158
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3094 | LCC = 0.8406 | SRCC = 0.8409 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.2357 | LCC = 0.9062 | SRCC = 0.9050 ]
+INFO:root:Average loss=0.09875065460801125
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2638 | LCC = 0.8390 | SRCC = 0.8369 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.1659 | LCC = 0.9111 | SRCC = 0.9040 ]
+INFO:root:Average loss=0.09232557077820484
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2972 | LCC = 0.8405 | SRCC = 0.8376 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.2139 | LCC = 0.9133 | SRCC = 0.9070 ]
+INFO:root:Average loss=0.08539257594981255
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2733 | LCC = 0.8383 | SRCC = 0.8362 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.1715 | LCC = 0.9159 | SRCC = 0.9104 ]
+INFO:root:Average loss=0.08127660223115714
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2556 | LCC = 0.8405 | SRCC = 0.8379 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1599 | LCC = 0.9088 | SRCC = 0.8997 ]
+INFO:root:Average loss=0.0788978624324768
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2843 | LCC = 0.8390 | SRCC = 0.8361 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.1995 | LCC = 0.9107 | SRCC = 0.9010 ]
+INFO:root:Average loss=0.07432154246056691
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2635 | LCC = 0.8439 | SRCC = 0.8429 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.1755 | LCC = 0.9140 | SRCC = 0.9099 ]
+INFO:root:Average loss=0.07895530679096015
+INFO:root:
+[Valid][19][UTT][ MSE = 0.3081 | LCC = 0.8389 | SRCC = 0.8377 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.2332 | LCC = 0.9086 | SRCC = 0.9028 ]
+INFO:root:Average loss=0.0678338829236917
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2775 | LCC = 0.8408 | SRCC = 0.8381 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.1922 | LCC = 0.9104 | SRCC = 0.9012 ]
+INFO:root:Average loss=0.06680328355958828
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2996 | LCC = 0.8381 | SRCC = 0.8358 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.2313 | LCC = 0.9003 | SRCC = 0.8920 ]
+INFO:root:Average loss=0.061287448287774354
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2792 | LCC = 0.8409 | SRCC = 0.8393 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.1997 | LCC = 0.9061 | SRCC = 0.9004 ]
+INFO:root:Average loss=0.060699537062110044
+INFO:root:
+[Valid][23][UTT][ MSE = 0.3474 | LCC = 0.8402 | SRCC = 0.8400 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.2904 | LCC = 0.9041 | SRCC = 0.9027 ]
+INFO:root:Average loss=0.057173243270088464
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2809 | LCC = 0.8432 | SRCC = 0.8410 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.2061 | LCC = 0.9068 | SRCC = 0.8997 ]
+INFO:root:Average loss=0.05872795730829239
+INFO:root:
+[Valid][25][UTT][ MSE = 0.3014 | LCC = 0.8447 | SRCC = 0.8431 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.2288 | LCC = 0.9096 | SRCC = 0.9034 ]
+INFO:root:Average loss=0.05295657958739843
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2682 | LCC = 0.8440 | SRCC = 0.8422 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.1813 | LCC = 0.9129 | SRCC = 0.9054 ]
+INFO:root:Average loss=0.051070804277864784
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2901 | LCC = 0.8440 | SRCC = 0.8418 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.2127 | LCC = 0.9094 | SRCC = 0.9040 ]
+INFO:root:Average loss=0.05149437628017786
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2847 | LCC = 0.8445 | SRCC = 0.8424 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.2073 | LCC = 0.9095 | SRCC = 0.9039 ]
+INFO:root:Average loss=0.04850772047081055
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2931 | LCC = 0.8435 | SRCC = 0.8425 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.2239 | LCC = 0.9041 | SRCC = 0.8976 ]
+INFO:root:Average loss=0.04669602857663845
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2547 | LCC = 0.8419 | SRCC = 0.8391 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.1603 | LCC = 0.9100 | SRCC = 0.9035 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2641 | LCC = 0.8476 | SRCC = 0.8466 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1409 | LCC = 0.9016 | SRCC = 0.9030 ]
diff --git a/results_bvcc/w2v2_base/layer7/run4/config.gin b/results_bvcc/w2v2_base/layer7/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base/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/layer7/run4/model.pt b/results_bvcc/w2v2_base/layer7/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..bb9ba8e7d74e3bbe7dcbb44964bb5b701c981253
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer7/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6705642e206e80d8f13a6f2a4eda2b9fdc4146a131ebeda65e9b5770f4c89e46
+size 2747979
diff --git a/results_bvcc/w2v2_base/layer7/run4/model_best.pt b/results_bvcc/w2v2_base/layer7/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..0609e5d87078b12ba9c2d8422a51588e53e70608
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer7/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d274ec14b9d1cf5b31fef9b6b772bac74654c349a9c9be432a5395269c443c59
+size 2749702
diff --git a/results_bvcc/w2v2_base/layer7/run4/train.log b/results_bvcc/w2v2_base/layer7/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..b3ac18abf4f23e1ffaa650fe9242326078858b8a
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer7/run4/train.log
@@ -0,0 +1,163 @@
+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=0.5781776650975912
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3686 | LCC = 0.7838 | SRCC = 0.7865 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.2509 | LCC = 0.8563 | SRCC = 0.8542 ]
+INFO:root:Average loss=0.2922423413166633
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3146 | LCC = 0.8234 | SRCC = 0.8236 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.1933 | LCC = 0.8881 | SRCC = 0.8849 ]
+INFO:root:Average loss=0.2463863885555512
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2873 | LCC = 0.8347 | SRCC = 0.8333 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.1707 | LCC = 0.9047 | SRCC = 0.8988 ]
+INFO:root:Average loss=0.21543644273128265
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2808 | LCC = 0.8408 | SRCC = 0.8407 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.1816 | LCC = 0.9019 | SRCC = 0.8966 ]
+INFO:root:Average loss=0.18680457532023773
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2643 | LCC = 0.8422 | SRCC = 0.8413 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.1692 | LCC = 0.9063 | SRCC = 0.9000 ]
+INFO:root:Average loss=0.1874806518929127
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3031 | LCC = 0.8403 | SRCC = 0.8411 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.2185 | LCC = 0.9074 | SRCC = 0.9060 ]
+INFO:root:Average loss=0.16520769387865678
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2552 | LCC = 0.8412 | SRCC = 0.8426 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.1434 | LCC = 0.9067 | SRCC = 0.9037 ]
+INFO:root:Average loss=0.15246930259924668
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2520 | LCC = 0.8469 | SRCC = 0.8468 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.1592 | LCC = 0.9108 | SRCC = 0.9054 ]
+INFO:root:Average loss=0.14004423001255745
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2600 | LCC = 0.8397 | SRCC = 0.8392 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.1472 | LCC = 0.9133 | SRCC = 0.9080 ]
+INFO:root:Average loss=0.12891729615437678
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2571 | LCC = 0.8410 | SRCC = 0.8403 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.1595 | LCC = 0.9097 | SRCC = 0.9055 ]
+INFO:root:Average loss=0.11967659206726612
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2616 | LCC = 0.8418 | SRCC = 0.8426 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.1262 | LCC = 0.9215 | SRCC = 0.9167 ]
+INFO:root:Average loss=0.10985743636504197
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2534 | LCC = 0.8393 | SRCC = 0.8395 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.1475 | LCC = 0.9131 | SRCC = 0.9084 ]
+INFO:root:Average loss=0.10445524083498196
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2566 | LCC = 0.8404 | SRCC = 0.8391 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.1558 | LCC = 0.9085 | SRCC = 0.9021 ]
+INFO:root:Average loss=0.09762112070352603
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2481 | LCC = 0.8423 | SRCC = 0.8411 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.1270 | LCC = 0.9214 | SRCC = 0.9163 ]
+INFO:root:Average loss=0.09220594473374195
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2601 | LCC = 0.8399 | SRCC = 0.8378 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.1581 | LCC = 0.9144 | SRCC = 0.9103 ]
+INFO:root:Average loss=0.08448165454543553
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2650 | LCC = 0.8365 | SRCC = 0.8363 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.1443 | LCC = 0.9062 | SRCC = 0.9024 ]
+INFO:root:Average loss=0.08019758254671708
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2661 | LCC = 0.8352 | SRCC = 0.8346 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1515 | LCC = 0.9122 | SRCC = 0.9072 ]
+INFO:root:Average loss=0.08243693492542474
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2631 | LCC = 0.8346 | SRCC = 0.8356 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.1356 | LCC = 0.9084 | SRCC = 0.9026 ]
+INFO:root:Average loss=0.07301904466480781
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2674 | LCC = 0.8337 | SRCC = 0.8323 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.1480 | LCC = 0.9105 | SRCC = 0.9041 ]
+INFO:root:Average loss=0.07148055928066754
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2657 | LCC = 0.8370 | SRCC = 0.8362 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1448 | LCC = 0.9146 | SRCC = 0.9092 ]
+INFO:root:Average loss=0.06632295269996692
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2509 | LCC = 0.8384 | SRCC = 0.8379 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.1351 | LCC = 0.9163 | SRCC = 0.9123 ]
+INFO:root:Average loss=0.06568409411762005
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2591 | LCC = 0.8327 | SRCC = 0.8326 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.1331 | LCC = 0.9085 | SRCC = 0.9029 ]
+INFO:root:Average loss=0.06465235739373244
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2636 | LCC = 0.8335 | SRCC = 0.8315 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.1489 | LCC = 0.9073 | SRCC = 0.8998 ]
+INFO:root:Average loss=0.05863045538083101
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2713 | LCC = 0.8323 | SRCC = 0.8309 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1575 | LCC = 0.9081 | SRCC = 0.8998 ]
+INFO:root:Average loss=0.05474566176342659
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2651 | LCC = 0.8334 | SRCC = 0.8324 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.1418 | LCC = 0.9060 | SRCC = 0.8998 ]
+INFO:root:Average loss=0.056819174820796035
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2757 | LCC = 0.8328 | SRCC = 0.8323 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1443 | LCC = 0.9072 | SRCC = 0.8990 ]
+INFO:root:Average loss=0.0519372932612896
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2652 | LCC = 0.8373 | SRCC = 0.8358 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.1626 | LCC = 0.9127 | SRCC = 0.9070 ]
+INFO:root:Average loss=0.054447044021426104
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2627 | LCC = 0.8377 | SRCC = 0.8366 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.1414 | LCC = 0.9124 | SRCC = 0.9058 ]
+INFO:root:Average loss=0.04741895824479751
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2610 | LCC = 0.8348 | SRCC = 0.8340 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.1466 | LCC = 0.9064 | SRCC = 0.9011 ]
+INFO:root:Average loss=0.04748764696220557
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2597 | LCC = 0.8363 | SRCC = 0.8347 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.1494 | LCC = 0.9099 | SRCC = 0.9045 ]
+INFO:root:Average loss=0.045857588187433206
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2652 | LCC = 0.8343 | SRCC = 0.8333 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.1518 | LCC = 0.9036 | SRCC = 0.8985 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2445 | LCC = 0.8465 | SRCC = 0.8462 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1268 | LCC = 0.9067 | SRCC = 0.9085 ]
diff --git a/results_bvcc/w2v2_base/layer8/run0/config.gin b/results_bvcc/w2v2_base/layer8/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base/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/layer8/run0/model.pt b/results_bvcc/w2v2_base/layer8/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..62041dd73511dd08381a0a118f115706ae12f9d8
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer8/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fc0c7cee8d308d6ba23ed035390f6b1aca895eee9f2171edbe829b08256f19a1
+size 2747979
diff --git a/results_bvcc/w2v2_base/layer8/run0/model_best.pt b/results_bvcc/w2v2_base/layer8/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ed8eff1741ad647e9b40a8d0a3dd048ccfb13861
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer8/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:acb35d2b9857bba42b86f9ac2b7eecfadf9d87dd2e911678eb381753dda8c187
+size 2749638
diff --git a/results_bvcc/w2v2_base/layer8/run0/train.log b/results_bvcc/w2v2_base/layer8/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..303e83945f1b1335d9ffe5551d08d43a87e0b17c
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer8/run0/train.log
@@ -0,0 +1,163 @@
+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=0.5085832958038037
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3479 | LCC = 0.7970 | SRCC = 0.7979 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.2279 | LCC = 0.8516 | SRCC = 0.8497 ]
+INFO:root:Average loss=0.2764177970015086
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2905 | LCC = 0.8361 | SRCC = 0.8348 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.1705 | LCC = 0.8996 | SRCC = 0.8986 ]
+INFO:root:Average loss=0.23178240198355454
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2719 | LCC = 0.8424 | SRCC = 0.8401 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.1685 | LCC = 0.9054 | SRCC = 0.9006 ]
+INFO:root:Average loss=0.21265333336897385
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2512 | LCC = 0.8545 | SRCC = 0.8536 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.1562 | LCC = 0.9139 | SRCC = 0.9085 ]
+INFO:root:Average loss=0.18886187682167077
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2383 | LCC = 0.8503 | SRCC = 0.8500 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.1331 | LCC = 0.9111 | SRCC = 0.9098 ]
+INFO:root:Average loss=0.18046243335956183
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2645 | LCC = 0.8551 | SRCC = 0.8549 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.1785 | LCC = 0.9139 | SRCC = 0.9120 ]
+INFO:root:Average loss=0.16494930850771758
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2443 | LCC = 0.8552 | SRCC = 0.8551 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.1475 | LCC = 0.9209 | SRCC = 0.9205 ]
+INFO:root:Average loss=0.15529667500119942
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2328 | LCC = 0.8547 | SRCC = 0.8545 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.1363 | LCC = 0.9187 | SRCC = 0.9153 ]
+INFO:root:Average loss=0.14334505815536547
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2353 | LCC = 0.8551 | SRCC = 0.8517 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.1389 | LCC = 0.9146 | SRCC = 0.9060 ]
+INFO:root:Average loss=0.1398928832167234
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2524 | LCC = 0.8504 | SRCC = 0.8470 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.1595 | LCC = 0.9169 | SRCC = 0.9073 ]
+INFO:root:Average loss=0.1248478644933456
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2394 | LCC = 0.8507 | SRCC = 0.8484 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.1369 | LCC = 0.9211 | SRCC = 0.9169 ]
+INFO:root:Average loss=0.11977466749839294
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2293 | LCC = 0.8525 | SRCC = 0.8523 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.1185 | LCC = 0.9223 | SRCC = 0.9190 ]
+INFO:root:Average loss=0.11583082616711274
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2577 | LCC = 0.8451 | SRCC = 0.8464 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.1616 | LCC = 0.9186 | SRCC = 0.9206 ]
+INFO:root:Average loss=0.10719523855890983
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2430 | LCC = 0.8490 | SRCC = 0.8471 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.1371 | LCC = 0.9230 | SRCC = 0.9176 ]
+INFO:root:Average loss=0.10327025044422883
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2376 | LCC = 0.8490 | SRCC = 0.8467 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.1219 | LCC = 0.9271 | SRCC = 0.9226 ]
+INFO:root:Average loss=0.09925453121272418
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2550 | LCC = 0.8468 | SRCC = 0.8457 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.1593 | LCC = 0.9203 | SRCC = 0.9197 ]
+INFO:root:Average loss=0.09990211547567295
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2380 | LCC = 0.8522 | SRCC = 0.8493 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1286 | LCC = 0.9249 | SRCC = 0.9193 ]
+INFO:root:Average loss=0.08926289308911715
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2391 | LCC = 0.8497 | SRCC = 0.8472 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.1320 | LCC = 0.9202 | SRCC = 0.9152 ]
+INFO:root:Average loss=0.09007783348743732
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2437 | LCC = 0.8522 | SRCC = 0.8488 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.1283 | LCC = 0.9257 | SRCC = 0.9177 ]
+INFO:root:Average loss=0.07774474887320629
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2396 | LCC = 0.8496 | SRCC = 0.8480 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1304 | LCC = 0.9252 | SRCC = 0.9222 ]
+INFO:root:Average loss=0.07737403329557334
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2519 | LCC = 0.8459 | SRCC = 0.8428 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.1466 | LCC = 0.9212 | SRCC = 0.9178 ]
+INFO:root:Average loss=0.07374340343551758
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2393 | LCC = 0.8455 | SRCC = 0.8437 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.1211 | LCC = 0.9218 | SRCC = 0.9181 ]
+INFO:root:Average loss=0.06902880852039044
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2483 | LCC = 0.8444 | SRCC = 0.8424 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.1553 | LCC = 0.9134 | SRCC = 0.9078 ]
+INFO:root:Average loss=0.06574013733710998
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2560 | LCC = 0.8464 | SRCC = 0.8469 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1589 | LCC = 0.9224 | SRCC = 0.9263 ]
+INFO:root:Average loss=0.06524491744736831
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2515 | LCC = 0.8456 | SRCC = 0.8428 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.1460 | LCC = 0.9218 | SRCC = 0.9186 ]
+INFO:root:Average loss=0.06061217537484108
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2574 | LCC = 0.8444 | SRCC = 0.8440 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1604 | LCC = 0.9190 | SRCC = 0.9181 ]
+INFO:root:Average loss=0.058810039781607114
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2533 | LCC = 0.8468 | SRCC = 0.8462 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.1526 | LCC = 0.9237 | SRCC = 0.9250 ]
+INFO:root:Average loss=0.06629020835344608
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2451 | LCC = 0.8492 | SRCC = 0.8459 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.1261 | LCC = 0.9268 | SRCC = 0.9201 ]
+INFO:root:Average loss=0.05829571249584357
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2401 | LCC = 0.8483 | SRCC = 0.8447 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.1158 | LCC = 0.9273 | SRCC = 0.9210 ]
+INFO:root:Average loss=0.05691393116154732
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2532 | LCC = 0.8455 | SRCC = 0.8443 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.1549 | LCC = 0.9205 | SRCC = 0.9192 ]
+INFO:root:Average loss=0.05289071702804321
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2438 | LCC = 0.8482 | SRCC = 0.8461 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.1339 | LCC = 0.9241 | SRCC = 0.9223 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2427 | LCC = 0.8596 | SRCC = 0.8611 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1370 | LCC = 0.9147 | SRCC = 0.9168 ]
diff --git a/results_bvcc/w2v2_base/layer8/run1/config.gin b/results_bvcc/w2v2_base/layer8/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base/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/layer8/run1/model.pt b/results_bvcc/w2v2_base/layer8/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..fdce846bef86da0deddba5dd059ecee9927affcd
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer8/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:14ad655f388a60eaf9e333f4fff899215f2fb59d4e6a17b673dd8f0878f6d872
+size 2747979
diff --git a/results_bvcc/w2v2_base/layer8/run1/model_best.pt b/results_bvcc/w2v2_base/layer8/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e8e17914c7d4b61dac8f23e4e02541efb7682562
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer8/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:85beb439fde05abc6c1ca9a0d249cba47605f1bfae9c6c0679bdc4f2684dd9be
+size 2749702
diff --git a/results_bvcc/w2v2_base/layer8/run1/train.log b/results_bvcc/w2v2_base/layer8/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..75d731a6bba319d419d217bc58066ee27497878a
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer8/run1/train.log
@@ -0,0 +1,163 @@
+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=0.683724256280141
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3987 | LCC = 0.7714 | SRCC = 0.7879 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.3119 | LCC = 0.8266 | SRCC = 0.8429 ]
+INFO:root:Average loss=0.30227775203111845
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3174 | LCC = 0.8377 | SRCC = 0.8360 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.2258 | LCC = 0.8927 | SRCC = 0.8890 ]
+INFO:root:Average loss=0.2539854947573099
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2946 | LCC = 0.8501 | SRCC = 0.8461 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.2055 | LCC = 0.9061 | SRCC = 0.8966 ]
+INFO:root:Average loss=0.22066620603585854
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2694 | LCC = 0.8589 | SRCC = 0.8565 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.1946 | LCC = 0.9106 | SRCC = 0.9052 ]
+INFO:root:Average loss=0.19890172015397978
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2378 | LCC = 0.8654 | SRCC = 0.8626 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.1479 | LCC = 0.9193 | SRCC = 0.9138 ]
+INFO:root:Average loss=0.18546318979217455
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2445 | LCC = 0.8636 | SRCC = 0.8606 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.1628 | LCC = 0.9177 | SRCC = 0.9101 ]
+INFO:root:Average loss=0.16843986845551392
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2625 | LCC = 0.8629 | SRCC = 0.8624 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.1943 | LCC = 0.9188 | SRCC = 0.9149 ]
+INFO:root:Average loss=0.154103428316422
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2480 | LCC = 0.8655 | SRCC = 0.8639 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.1713 | LCC = 0.9236 | SRCC = 0.9215 ]
+INFO:root:Average loss=0.14508407887740013
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2587 | LCC = 0.8644 | SRCC = 0.8619 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.1859 | LCC = 0.9255 | SRCC = 0.9199 ]
+INFO:root:Average loss=0.1386538359981317
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3141 | LCC = 0.8601 | SRCC = 0.8597 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.2581 | LCC = 0.9200 | SRCC = 0.9177 ]
+INFO:root:Average loss=0.1337322104626741
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2400 | LCC = 0.8657 | SRCC = 0.8647 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.1628 | LCC = 0.9255 | SRCC = 0.9228 ]
+INFO:root:Average loss=0.11942044865244474
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2620 | LCC = 0.8614 | SRCC = 0.8620 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.1889 | LCC = 0.9236 | SRCC = 0.9231 ]
+INFO:root:Average loss=0.11379621894313739
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2596 | LCC = 0.8596 | SRCC = 0.8591 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.1896 | LCC = 0.9173 | SRCC = 0.9168 ]
+INFO:root:Average loss=0.10941385544645481
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2326 | LCC = 0.8617 | SRCC = 0.8606 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.1435 | LCC = 0.9230 | SRCC = 0.9214 ]
+INFO:root:Average loss=0.10438355755729553
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2815 | LCC = 0.8617 | SRCC = 0.8614 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.2182 | LCC = 0.9226 | SRCC = 0.9218 ]
+INFO:root:Average loss=0.09861305050360851
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2431 | LCC = 0.8592 | SRCC = 0.8575 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.1643 | LCC = 0.9220 | SRCC = 0.9185 ]
+INFO:root:Average loss=0.089461686853797
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2486 | LCC = 0.8627 | SRCC = 0.8606 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1662 | LCC = 0.9312 | SRCC = 0.9268 ]
+INFO:root:Average loss=0.08774355096885791
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2416 | LCC = 0.8628 | SRCC = 0.8600 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.1540 | LCC = 0.9285 | SRCC = 0.9251 ]
+INFO:root:Average loss=0.08036915413462199
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2487 | LCC = 0.8577 | SRCC = 0.8563 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.1659 | LCC = 0.9241 | SRCC = 0.9235 ]
+INFO:root:Average loss=0.07784261879248497
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2308 | LCC = 0.8594 | SRCC = 0.8583 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1140 | LCC = 0.9271 | SRCC = 0.9228 ]
+INFO:root:Average loss=0.08034861617936538
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2537 | LCC = 0.8563 | SRCC = 0.8560 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.1683 | LCC = 0.9239 | SRCC = 0.9251 ]
+INFO:root:Average loss=0.07009926505195789
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2334 | LCC = 0.8570 | SRCC = 0.8552 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.1410 | LCC = 0.9254 | SRCC = 0.9238 ]
+INFO:root:Average loss=0.07273554071210898
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2538 | LCC = 0.8561 | SRCC = 0.8543 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.1649 | LCC = 0.9267 | SRCC = 0.9248 ]
+INFO:root:Average loss=0.061960883056506134
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2259 | LCC = 0.8594 | SRCC = 0.8566 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1281 | LCC = 0.9257 | SRCC = 0.9242 ]
+INFO:root:Average loss=0.06391249950497578
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2436 | LCC = 0.8580 | SRCC = 0.8554 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.1552 | LCC = 0.9257 | SRCC = 0.9229 ]
+INFO:root:Average loss=0.05825810234707136
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2418 | LCC = 0.8595 | SRCC = 0.8579 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1573 | LCC = 0.9264 | SRCC = 0.9254 ]
+INFO:root:Average loss=0.05849276258586309
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2565 | LCC = 0.8575 | SRCC = 0.8571 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.1793 | LCC = 0.9223 | SRCC = 0.9207 ]
+INFO:root:Average loss=0.055277945091709114
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2377 | LCC = 0.8622 | SRCC = 0.8605 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.1522 | LCC = 0.9272 | SRCC = 0.9290 ]
+INFO:root:Average loss=0.054125680516545586
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2236 | LCC = 0.8606 | SRCC = 0.8600 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.1267 | LCC = 0.9288 | SRCC = 0.9293 ]
+INFO:root:Average loss=0.05384236497756762
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2731 | LCC = 0.8557 | SRCC = 0.8557 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.1985 | LCC = 0.9216 | SRCC = 0.9206 ]
+INFO:root:Average loss=0.052630212205724836
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2433 | LCC = 0.8568 | SRCC = 0.8556 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.1560 | LCC = 0.9249 | SRCC = 0.9244 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2396 | LCC = 0.8624 | SRCC = 0.8617 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1233 | LCC = 0.9166 | SRCC = 0.9179 ]
diff --git a/results_bvcc/w2v2_base/layer8/run2/config.gin b/results_bvcc/w2v2_base/layer8/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base/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/layer8/run2/model.pt b/results_bvcc/w2v2_base/layer8/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..330260152543f617a8d5287f947d09e72ce84d18
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer8/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cc626141970258e8339a8b1e545e12f38f93830c6cadb7a539dbbf79d6187d7a
+size 2747979
diff --git a/results_bvcc/w2v2_base/layer8/run2/model_best.pt b/results_bvcc/w2v2_base/layer8/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..53c70a295966cddd64835848afd896a79c927f51
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer8/run2/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2c71fec74d9a3de43dbc6efdc70e0c1a3066cc3ed3d91da721ad2404fade99e9
+size 2749638
diff --git a/results_bvcc/w2v2_base/layer8/run2/train.log b/results_bvcc/w2v2_base/layer8/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..c7e23f37092f610fb60cb0cc5bc4a6661b8da143
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer8/run2/train.log
@@ -0,0 +1,163 @@
+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=0.5680788084864616
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3323 | LCC = 0.7984 | SRCC = 0.8051 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.2255 | LCC = 0.8540 | SRCC = 0.8609 ]
+INFO:root:Average loss=0.27302612841893464
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2848 | LCC = 0.8370 | SRCC = 0.8371 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.1685 | LCC = 0.8959 | SRCC = 0.8938 ]
+INFO:root:Average loss=0.23560917434784082
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2799 | LCC = 0.8463 | SRCC = 0.8450 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.1609 | LCC = 0.9107 | SRCC = 0.9086 ]
+INFO:root:Average loss=0.21046095532484543
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2485 | LCC = 0.8519 | SRCC = 0.8496 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.1318 | LCC = 0.9169 | SRCC = 0.9135 ]
+INFO:root:Average loss=0.1967449783323667
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2400 | LCC = 0.8568 | SRCC = 0.8562 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.1277 | LCC = 0.9229 | SRCC = 0.9238 ]
+INFO:root:Average loss=0.17864594952418253
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2385 | LCC = 0.8580 | SRCC = 0.8561 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.1231 | LCC = 0.9230 | SRCC = 0.9196 ]
+INFO:root:Average loss=0.1717398352921009
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2339 | LCC = 0.8619 | SRCC = 0.8593 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.1210 | LCC = 0.9251 | SRCC = 0.9203 ]
+INFO:root:Average loss=0.1480703452267708
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2431 | LCC = 0.8554 | SRCC = 0.8544 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.1204 | LCC = 0.9206 | SRCC = 0.9168 ]
+INFO:root:Average loss=0.13980287714646414
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2241 | LCC = 0.8586 | SRCC = 0.8567 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.1232 | LCC = 0.9231 | SRCC = 0.9199 ]
+INFO:root:Average loss=0.1378768358666163
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2490 | LCC = 0.8583 | SRCC = 0.8565 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.1224 | LCC = 0.9255 | SRCC = 0.9209 ]
+INFO:root:Average loss=0.1296186972505007
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2497 | LCC = 0.8572 | SRCC = 0.8552 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.1247 | LCC = 0.9231 | SRCC = 0.9185 ]
+INFO:root:Average loss=0.12862621371944746
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2854 | LCC = 0.8564 | SRCC = 0.8549 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.1499 | LCC = 0.9199 | SRCC = 0.9159 ]
+INFO:root:Average loss=0.11450745776677743
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2351 | LCC = 0.8551 | SRCC = 0.8532 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.1291 | LCC = 0.9260 | SRCC = 0.9238 ]
+INFO:root:Average loss=0.10432536054689151
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2282 | LCC = 0.8578 | SRCC = 0.8555 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.1171 | LCC = 0.9227 | SRCC = 0.9178 ]
+INFO:root:Average loss=0.1005809577420736
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2329 | LCC = 0.8550 | SRCC = 0.8534 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.1228 | LCC = 0.9204 | SRCC = 0.9155 ]
+INFO:root:Average loss=0.10624509791915233
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2245 | LCC = 0.8590 | SRCC = 0.8567 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.1127 | LCC = 0.9243 | SRCC = 0.9197 ]
+INFO:root:Average loss=0.08895588365311806
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2411 | LCC = 0.8508 | SRCC = 0.8484 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1281 | LCC = 0.9151 | SRCC = 0.9094 ]
+INFO:root:Average loss=0.08507792384196551
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2493 | LCC = 0.8559 | SRCC = 0.8544 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.1244 | LCC = 0.9227 | SRCC = 0.9149 ]
+INFO:root:Average loss=0.08081028801508439
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2331 | LCC = 0.8519 | SRCC = 0.8508 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.1256 | LCC = 0.9179 | SRCC = 0.9137 ]
+INFO:root:Average loss=0.08020964436806165
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2555 | LCC = 0.8503 | SRCC = 0.8479 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1253 | LCC = 0.9242 | SRCC = 0.9198 ]
+INFO:root:Average loss=0.08820658043409005
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2368 | LCC = 0.8516 | SRCC = 0.8502 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.1252 | LCC = 0.9242 | SRCC = 0.9211 ]
+INFO:root:Average loss=0.07124130012324223
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2536 | LCC = 0.8512 | SRCC = 0.8502 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.1276 | LCC = 0.9237 | SRCC = 0.9223 ]
+INFO:root:Average loss=0.06594321241554542
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2365 | LCC = 0.8500 | SRCC = 0.8485 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.1123 | LCC = 0.9251 | SRCC = 0.9210 ]
+INFO:root:Average loss=0.07075058793028195
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2318 | LCC = 0.8513 | SRCC = 0.8503 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1120 | LCC = 0.9247 | SRCC = 0.9224 ]
+INFO:root:Average loss=0.064077103510499
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2326 | LCC = 0.8542 | SRCC = 0.8526 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.1137 | LCC = 0.9296 | SRCC = 0.9259 ]
+INFO:root:Average loss=0.05531275129088989
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2385 | LCC = 0.8516 | SRCC = 0.8504 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1139 | LCC = 0.9263 | SRCC = 0.9234 ]
+INFO:root:Average loss=0.05669853392128761
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2418 | LCC = 0.8482 | SRCC = 0.8472 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.1270 | LCC = 0.9241 | SRCC = 0.9217 ]
+INFO:root:Average loss=0.05418940542791134
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2382 | LCC = 0.8493 | SRCC = 0.8473 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.1320 | LCC = 0.9211 | SRCC = 0.9158 ]
+INFO:root:Average loss=0.05830511818520534
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2537 | LCC = 0.8457 | SRCC = 0.8437 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.1144 | LCC = 0.9234 | SRCC = 0.9202 ]
+INFO:root:Average loss=0.049411399146685235
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2510 | LCC = 0.8485 | SRCC = 0.8459 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.1233 | LCC = 0.9215 | SRCC = 0.9110 ]
+INFO:root:Average loss=0.04859461344014376
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2333 | LCC = 0.8495 | SRCC = 0.8491 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.1192 | LCC = 0.9228 | SRCC = 0.9188 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2448 | LCC = 0.8627 | SRCC = 0.8633 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1590 | LCC = 0.9200 | SRCC = 0.9222 ]
diff --git a/results_bvcc/w2v2_base/layer8/run3/config.gin b/results_bvcc/w2v2_base/layer8/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base/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/layer8/run3/model.pt b/results_bvcc/w2v2_base/layer8/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..7ff8e7bfdb4856b0e436330486942d307f4a035a
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer8/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e9b1adbdd1edb5a326377c2b46462552fd66fe1dc4184cdeccfe3b244ee62fb4
+size 2747979
diff --git a/results_bvcc/w2v2_base/layer8/run3/model_best.pt b/results_bvcc/w2v2_base/layer8/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e03b42f21f4e1705820c95ac74626bd40dc2fe1d
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer8/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:326658f39868287f56a72a5106bc47334ccd21154ef770e47958ecf0cb9eb9a9
+size 2749702
diff --git a/results_bvcc/w2v2_base/layer8/run3/train.log b/results_bvcc/w2v2_base/layer8/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..86781e6d94e58105b7ace205c57b4212f0e34e4e
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer8/run3/train.log
@@ -0,0 +1,163 @@
+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=0.5400142952417716
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3479 | LCC = 0.7968 | SRCC = 0.7987 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.2287 | LCC = 0.8607 | SRCC = 0.8611 ]
+INFO:root:Average loss=0.2873571331684406
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3014 | LCC = 0.8283 | SRCC = 0.8313 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.2060 | LCC = 0.8891 | SRCC = 0.8930 ]
+INFO:root:Average loss=0.24200314493515554
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2861 | LCC = 0.8422 | SRCC = 0.8413 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.1704 | LCC = 0.9044 | SRCC = 0.9005 ]
+INFO:root:Average loss=0.21858992007298347
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2798 | LCC = 0.8461 | SRCC = 0.8476 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.1998 | LCC = 0.9050 | SRCC = 0.9080 ]
+INFO:root:Average loss=0.19658920818414444
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2480 | LCC = 0.8512 | SRCC = 0.8498 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.1476 | LCC = 0.9103 | SRCC = 0.9093 ]
+INFO:root:Average loss=0.18550774435966444
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2613 | LCC = 0.8544 | SRCC = 0.8530 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.1440 | LCC = 0.9183 | SRCC = 0.9159 ]
+INFO:root:Average loss=0.1777514731272673
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2480 | LCC = 0.8539 | SRCC = 0.8520 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.1300 | LCC = 0.9175 | SRCC = 0.9111 ]
+INFO:root:Average loss=0.16125448181843147
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2394 | LCC = 0.8550 | SRCC = 0.8548 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.1489 | LCC = 0.9144 | SRCC = 0.9124 ]
+INFO:root:Average loss=0.14927348781090516
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2614 | LCC = 0.8536 | SRCC = 0.8513 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.1515 | LCC = 0.9176 | SRCC = 0.9130 ]
+INFO:root:Average loss=0.14059587319691977
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2614 | LCC = 0.8547 | SRCC = 0.8538 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.1361 | LCC = 0.9198 | SRCC = 0.9171 ]
+INFO:root:Average loss=0.1336527508802903
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2261 | LCC = 0.8593 | SRCC = 0.8584 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.1199 | LCC = 0.9234 | SRCC = 0.9249 ]
+INFO:root:Average loss=0.12281636836437079
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2200 | LCC = 0.8608 | SRCC = 0.8588 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.1198 | LCC = 0.9232 | SRCC = 0.9211 ]
+INFO:root:Average loss=0.11573554957524324
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2315 | LCC = 0.8581 | SRCC = 0.8560 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.1330 | LCC = 0.9222 | SRCC = 0.9179 ]
+INFO:root:Average loss=0.10926913107052827
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2349 | LCC = 0.8572 | SRCC = 0.8548 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.1304 | LCC = 0.9251 | SRCC = 0.9219 ]
+INFO:root:Average loss=0.10396642581774639
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2294 | LCC = 0.8586 | SRCC = 0.8583 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.1250 | LCC = 0.9270 | SRCC = 0.9246 ]
+INFO:root:Average loss=0.09849048190965103
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2242 | LCC = 0.8596 | SRCC = 0.8593 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.1136 | LCC = 0.9272 | SRCC = 0.9248 ]
+INFO:root:Average loss=0.08961267778888726
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2373 | LCC = 0.8537 | SRCC = 0.8526 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1161 | LCC = 0.9279 | SRCC = 0.9236 ]
+INFO:root:Average loss=0.08647735603153706
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2249 | LCC = 0.8580 | SRCC = 0.8558 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.1104 | LCC = 0.9286 | SRCC = 0.9238 ]
+INFO:root:Average loss=0.08365402108010574
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2261 | LCC = 0.8606 | SRCC = 0.8590 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.1195 | LCC = 0.9308 | SRCC = 0.9270 ]
+INFO:root:Average loss=0.0823587863586652
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2314 | LCC = 0.8581 | SRCC = 0.8581 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1350 | LCC = 0.9289 | SRCC = 0.9304 ]
+INFO:root:Average loss=0.08102096206484696
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2313 | LCC = 0.8599 | SRCC = 0.8596 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.1433 | LCC = 0.9256 | SRCC = 0.9268 ]
+INFO:root:Average loss=0.07122003764678271
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2253 | LCC = 0.8547 | SRCC = 0.8536 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.1146 | LCC = 0.9275 | SRCC = 0.9249 ]
+INFO:root:Average loss=0.07570496129875
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2326 | LCC = 0.8568 | SRCC = 0.8562 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.1356 | LCC = 0.9275 | SRCC = 0.9271 ]
+INFO:root:Average loss=0.06793811611640148
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2383 | LCC = 0.8574 | SRCC = 0.8541 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1367 | LCC = 0.9277 | SRCC = 0.9218 ]
+INFO:root:Average loss=0.06977727526846604
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2273 | LCC = 0.8588 | SRCC = 0.8564 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.1226 | LCC = 0.9279 | SRCC = 0.9248 ]
+INFO:root:Average loss=0.06550530864833257
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2238 | LCC = 0.8588 | SRCC = 0.8572 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1142 | LCC = 0.9291 | SRCC = 0.9259 ]
+INFO:root:Average loss=0.06214213519333265
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2236 | LCC = 0.8608 | SRCC = 0.8587 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.1119 | LCC = 0.9318 | SRCC = 0.9283 ]
+INFO:root:Average loss=0.05913168559662807
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2287 | LCC = 0.8550 | SRCC = 0.8532 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.1162 | LCC = 0.9252 | SRCC = 0.9205 ]
+INFO:root:Average loss=0.05950829152686474
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2296 | LCC = 0.8576 | SRCC = 0.8554 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.1200 | LCC = 0.9291 | SRCC = 0.9265 ]
+INFO:root:Average loss=0.05610970923533806
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2342 | LCC = 0.8575 | SRCC = 0.8558 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.1173 | LCC = 0.9293 | SRCC = 0.9241 ]
+INFO:root:Average loss=0.05461709989378086
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2312 | LCC = 0.8574 | SRCC = 0.8553 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.1246 | LCC = 0.9302 | SRCC = 0.9259 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2541 | LCC = 0.8418 | SRCC = 0.8425 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1314 | LCC = 0.9168 | SRCC = 0.9196 ]
diff --git a/results_bvcc/w2v2_base/layer8/run4/config.gin b/results_bvcc/w2v2_base/layer8/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base/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/layer8/run4/model.pt b/results_bvcc/w2v2_base/layer8/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..f6a6c6bbfa64a86e5ed6a37543973a08132d06b0
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer8/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e015ad1d2495facd7b7fb690eb96aa734779859c50f296d667ef2c11ae712309
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diff --git a/results_bvcc/w2v2_base/layer8/run4/model_best.pt b/results_bvcc/w2v2_base/layer8/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..aa2c9ba0bb2972d60f5f98aeeed2f2b392a08002
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer8/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:afd8492b307370fe47aaa03755821a88894c5b8032b899b25926809638a731ea
+size 2749702
diff --git a/results_bvcc/w2v2_base/layer8/run4/train.log b/results_bvcc/w2v2_base/layer8/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..9e3d34203d88ef2887c883c069a451e486744459
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer8/run4/train.log
@@ -0,0 +1,163 @@
+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=0.5615891115023539
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3295 | LCC = 0.8037 | SRCC = 0.8057 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.2288 | LCC = 0.8591 | SRCC = 0.8591 ]
+INFO:root:Average loss=0.2699241066972415
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2945 | LCC = 0.8392 | SRCC = 0.8381 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.1786 | LCC = 0.9066 | SRCC = 0.9047 ]
+INFO:root:Average loss=0.23674970444960472
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2738 | LCC = 0.8496 | SRCC = 0.8489 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.1778 | LCC = 0.9135 | SRCC = 0.9115 ]
+INFO:root:Average loss=0.20859502676205757
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2549 | LCC = 0.8548 | SRCC = 0.8542 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.1637 | LCC = 0.9190 | SRCC = 0.9175 ]
+INFO:root:Average loss=0.19741387512439337
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3098 | LCC = 0.8548 | SRCC = 0.8560 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.2344 | LCC = 0.9174 | SRCC = 0.9155 ]
+INFO:root:Average loss=0.17613845863021338
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2475 | LCC = 0.8586 | SRCC = 0.8576 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.1549 | LCC = 0.9232 | SRCC = 0.9173 ]
+INFO:root:Average loss=0.17385753062673104
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2380 | LCC = 0.8601 | SRCC = 0.8583 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.1355 | LCC = 0.9236 | SRCC = 0.9181 ]
+INFO:root:Average loss=0.17289526464465338
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2293 | LCC = 0.8621 | SRCC = 0.8616 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.1392 | LCC = 0.9229 | SRCC = 0.9173 ]
+INFO:root:Average loss=0.14882277181515327
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2283 | LCC = 0.8625 | SRCC = 0.8612 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.1256 | LCC = 0.9276 | SRCC = 0.9225 ]
+INFO:root:Average loss=0.14228027485884154
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2421 | LCC = 0.8587 | SRCC = 0.8571 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.1449 | LCC = 0.9266 | SRCC = 0.9212 ]
+INFO:root:Average loss=0.1329594285060198
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2335 | LCC = 0.8595 | SRCC = 0.8577 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.1269 | LCC = 0.9276 | SRCC = 0.9213 ]
+INFO:root:Average loss=0.1273114541784311
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2318 | LCC = 0.8598 | SRCC = 0.8588 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.1162 | LCC = 0.9334 | SRCC = 0.9271 ]
+INFO:root:Average loss=0.11716745402186345
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2356 | LCC = 0.8577 | SRCC = 0.8565 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.1355 | LCC = 0.9268 | SRCC = 0.9229 ]
+INFO:root:Average loss=0.11691695222487816
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2474 | LCC = 0.8559 | SRCC = 0.8534 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.1446 | LCC = 0.9261 | SRCC = 0.9185 ]
+INFO:root:Average loss=0.10546949811470814
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2421 | LCC = 0.8558 | SRCC = 0.8557 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.1360 | LCC = 0.9313 | SRCC = 0.9267 ]
+INFO:root:Average loss=0.10120275750374183
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2476 | LCC = 0.8566 | SRCC = 0.8565 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.1561 | LCC = 0.9250 | SRCC = 0.9217 ]
+INFO:root:Average loss=0.0924875758206233
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2342 | LCC = 0.8565 | SRCC = 0.8553 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1334 | LCC = 0.9279 | SRCC = 0.9178 ]
+INFO:root:Average loss=0.08661637550745255
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2424 | LCC = 0.8538 | SRCC = 0.8509 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.1443 | LCC = 0.9215 | SRCC = 0.9100 ]
+INFO:root:Average loss=0.08385322510431974
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2581 | LCC = 0.8493 | SRCC = 0.8473 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.1619 | LCC = 0.9232 | SRCC = 0.9133 ]
+INFO:root:Average loss=0.08161849084381874
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2454 | LCC = 0.8505 | SRCC = 0.8486 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1419 | LCC = 0.9237 | SRCC = 0.9179 ]
+INFO:root:Average loss=0.073384275373358
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2408 | LCC = 0.8507 | SRCC = 0.8493 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.1330 | LCC = 0.9275 | SRCC = 0.9181 ]
+INFO:root:Average loss=0.07226721560343718
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2669 | LCC = 0.8509 | SRCC = 0.8496 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.1732 | LCC = 0.9253 | SRCC = 0.9182 ]
+INFO:root:Average loss=0.07067048277419347
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2352 | LCC = 0.8537 | SRCC = 0.8523 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.1236 | LCC = 0.9285 | SRCC = 0.9197 ]
+INFO:root:Average loss=0.06722476806205052
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2596 | LCC = 0.8499 | SRCC = 0.8481 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1620 | LCC = 0.9272 | SRCC = 0.9217 ]
+INFO:root:Average loss=0.06924948416268215
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2422 | LCC = 0.8488 | SRCC = 0.8471 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.1286 | LCC = 0.9287 | SRCC = 0.9189 ]
+INFO:root:Average loss=0.06186086631929263
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2588 | LCC = 0.8478 | SRCC = 0.8449 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1606 | LCC = 0.9234 | SRCC = 0.9175 ]
+INFO:root:Average loss=0.05809476661185423
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2418 | LCC = 0.8519 | SRCC = 0.8502 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.1322 | LCC = 0.9299 | SRCC = 0.9240 ]
+INFO:root:Average loss=0.0555392015629854
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2496 | LCC = 0.8444 | SRCC = 0.8427 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.1335 | LCC = 0.9218 | SRCC = 0.9122 ]
+INFO:root:Average loss=0.0578689274784082
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2686 | LCC = 0.8490 | SRCC = 0.8476 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.1758 | LCC = 0.9225 | SRCC = 0.9160 ]
+INFO:root:Average loss=0.05634371559016216
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2706 | LCC = 0.8496 | SRCC = 0.8489 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.1764 | LCC = 0.9249 | SRCC = 0.9214 ]
+INFO:root:Average loss=0.05324583132870686
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2655 | LCC = 0.8493 | SRCC = 0.8471 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.1705 | LCC = 0.9238 | SRCC = 0.9178 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2393 | LCC = 0.8546 | SRCC = 0.8582 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1386 | LCC = 0.9148 | SRCC = 0.9187 ]
diff --git a/results_bvcc/w2v2_base/layer9/run0/config.gin b/results_bvcc/w2v2_base/layer9/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base/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/layer9/run0/model.pt b/results_bvcc/w2v2_base/layer9/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b9013215ad59fe08f1785769b0e62d6cb07c7568
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer9/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0cd78cd8bb568dcdf5e2c84f5bef454511a84fe62ed10c629c188f1b231bd045
+size 2747979
diff --git a/results_bvcc/w2v2_base/layer9/run0/model_best.pt b/results_bvcc/w2v2_base/layer9/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..2332d86b571c2dcc48b8798f69858e2a6ea43644
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer9/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a41aff4e7b7cb123db4a28e414fd9b1f9125002f074bf52322853fb00b84b1ca
+size 2749702
diff --git a/results_bvcc/w2v2_base/layer9/run0/train.log b/results_bvcc/w2v2_base/layer9/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..273e3aff5dc3a540b56043d6a33bdd72dfb9c8e5
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer9/run0/train.log
@@ -0,0 +1,163 @@
+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=0.6092293864259353
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3464 | LCC = 0.7880 | SRCC = 0.7947 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.2361 | LCC = 0.8394 | SRCC = 0.8446 ]
+INFO:root:Average loss=0.2693075795586293
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2831 | LCC = 0.8348 | SRCC = 0.8388 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.1803 | LCC = 0.8862 | SRCC = 0.8870 ]
+INFO:root:Average loss=0.23559129467377296
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2848 | LCC = 0.8500 | SRCC = 0.8516 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.1703 | LCC = 0.9063 | SRCC = 0.9060 ]
+INFO:root:Average loss=0.21324823261835638
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2455 | LCC = 0.8554 | SRCC = 0.8562 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.1445 | LCC = 0.9092 | SRCC = 0.9075 ]
+INFO:root:Average loss=0.1977092592188945
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2556 | LCC = 0.8554 | SRCC = 0.8565 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.1744 | LCC = 0.9098 | SRCC = 0.9106 ]
+INFO:root:Average loss=0.19152175291226461
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2590 | LCC = 0.8583 | SRCC = 0.8561 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.1525 | LCC = 0.9153 | SRCC = 0.9091 ]
+INFO:root:Average loss=0.1781023736947622
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2461 | LCC = 0.8549 | SRCC = 0.8536 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.1426 | LCC = 0.9149 | SRCC = 0.9123 ]
+INFO:root:Average loss=0.1645132340490818
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2495 | LCC = 0.8602 | SRCC = 0.8571 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.1402 | LCC = 0.9169 | SRCC = 0.9105 ]
+INFO:root:Average loss=0.15929321514872405
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2431 | LCC = 0.8582 | SRCC = 0.8551 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.1481 | LCC = 0.9128 | SRCC = 0.9049 ]
+INFO:root:Average loss=0.15305849699637827
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2375 | LCC = 0.8585 | SRCC = 0.8570 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.1390 | LCC = 0.9197 | SRCC = 0.9149 ]
+INFO:root:Average loss=0.13854364831096086
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2578 | LCC = 0.8586 | SRCC = 0.8569 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.1481 | LCC = 0.9226 | SRCC = 0.9164 ]
+INFO:root:Average loss=0.12910349695728376
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2616 | LCC = 0.8560 | SRCC = 0.8536 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.1693 | LCC = 0.9216 | SRCC = 0.9195 ]
+INFO:root:Average loss=0.13119826121972158
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2269 | LCC = 0.8612 | SRCC = 0.8592 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.1313 | LCC = 0.9215 | SRCC = 0.9190 ]
+INFO:root:Average loss=0.11794060287185204
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2735 | LCC = 0.8556 | SRCC = 0.8543 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.1925 | LCC = 0.9170 | SRCC = 0.9141 ]
+INFO:root:Average loss=0.11566729423327324
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2311 | LCC = 0.8617 | SRCC = 0.8593 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.1311 | LCC = 0.9275 | SRCC = 0.9237 ]
+INFO:root:Average loss=0.10748401241233715
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2520 | LCC = 0.8579 | SRCC = 0.8535 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.1556 | LCC = 0.9224 | SRCC = 0.9149 ]
+INFO:root:Average loss=0.10183319267936242
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2356 | LCC = 0.8543 | SRCC = 0.8509 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1232 | LCC = 0.9246 | SRCC = 0.9209 ]
+INFO:root:Average loss=0.09677598348412758
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2331 | LCC = 0.8577 | SRCC = 0.8557 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.1219 | LCC = 0.9234 | SRCC = 0.9190 ]
+INFO:root:Average loss=0.09118171088779584
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2314 | LCC = 0.8567 | SRCC = 0.8541 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.1229 | LCC = 0.9261 | SRCC = 0.9232 ]
+INFO:root:Average loss=0.08547160225227857
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2272 | LCC = 0.8592 | SRCC = 0.8562 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1266 | LCC = 0.9282 | SRCC = 0.9242 ]
+INFO:root:Average loss=0.08951480046678813
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2380 | LCC = 0.8585 | SRCC = 0.8545 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.1357 | LCC = 0.9293 | SRCC = 0.9238 ]
+INFO:root:Average loss=0.08036335610235348
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2615 | LCC = 0.8557 | SRCC = 0.8529 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.1703 | LCC = 0.9245 | SRCC = 0.9200 ]
+INFO:root:Average loss=0.07637957540842202
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2312 | LCC = 0.8591 | SRCC = 0.8553 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.1237 | LCC = 0.9312 | SRCC = 0.9252 ]
+INFO:root:Average loss=0.07832169633072156
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2280 | LCC = 0.8582 | SRCC = 0.8546 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1168 | LCC = 0.9272 | SRCC = 0.9215 ]
+INFO:root:Average loss=0.07261175996600053
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2317 | LCC = 0.8623 | SRCC = 0.8593 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.1326 | LCC = 0.9317 | SRCC = 0.9291 ]
+INFO:root:Average loss=0.07138573063107637
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2464 | LCC = 0.8587 | SRCC = 0.8569 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1477 | LCC = 0.9309 | SRCC = 0.9283 ]
+INFO:root:Average loss=0.06573987542054592
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2375 | LCC = 0.8565 | SRCC = 0.8533 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.1159 | LCC = 0.9308 | SRCC = 0.9235 ]
+INFO:root:Average loss=0.06677169476946195
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2389 | LCC = 0.8571 | SRCC = 0.8539 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.1383 | LCC = 0.9299 | SRCC = 0.9269 ]
+INFO:root:Average loss=0.0662077929920111
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2257 | LCC = 0.8573 | SRCC = 0.8556 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.1048 | LCC = 0.9312 | SRCC = 0.9275 ]
+INFO:root:Average loss=0.061594242039017186
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2309 | LCC = 0.8588 | SRCC = 0.8568 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.1264 | LCC = 0.9311 | SRCC = 0.9298 ]
+INFO:root:Average loss=0.05597598611926421
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2214 | LCC = 0.8628 | SRCC = 0.8611 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.1118 | LCC = 0.9353 | SRCC = 0.9345 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2419 | LCC = 0.8533 | SRCC = 0.8518 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1345 | LCC = 0.9207 | SRCC = 0.9211 ]
diff --git a/results_bvcc/w2v2_base/layer9/run1/config.gin b/results_bvcc/w2v2_base/layer9/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base/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/layer9/run1/model.pt b/results_bvcc/w2v2_base/layer9/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..790dc66341cae576c2c423204612e73aa03de704
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer9/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:89f88df7fd3fd978d6614d438660ae1e98afdeb27896e2a5b81570be57557ff6
+size 2747979
diff --git a/results_bvcc/w2v2_base/layer9/run1/model_best.pt b/results_bvcc/w2v2_base/layer9/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..6080a8c8f720eac1aa92af0e4fd3a442ef3f0472
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer9/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b4cb0be3c5a861db9587d889f4c2bf7b501c38bdb18e49cd5b2ed065592cf2fd
+size 2749702
diff --git a/results_bvcc/w2v2_base/layer9/run1/train.log b/results_bvcc/w2v2_base/layer9/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..6f1a0daedba50e5b93d7480335cfbb2128914dbf
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer9/run1/train.log
@@ -0,0 +1,163 @@
+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=0.4906021694724376
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3310 | LCC = 0.8081 | SRCC = 0.8111 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.2115 | LCC = 0.8622 | SRCC = 0.8650 ]
+INFO:root:Average loss=0.2987025968539409
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3370 | LCC = 0.8306 | SRCC = 0.8315 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.2132 | LCC = 0.8794 | SRCC = 0.8828 ]
+INFO:root:Average loss=0.23938435125045288
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3048 | LCC = 0.8427 | SRCC = 0.8411 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.2206 | LCC = 0.8986 | SRCC = 0.8976 ]
+INFO:root:Average loss=0.22200090151566726
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2597 | LCC = 0.8555 | SRCC = 0.8527 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.1592 | LCC = 0.9111 | SRCC = 0.9084 ]
+INFO:root:Average loss=0.2058709802535864
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2961 | LCC = 0.8517 | SRCC = 0.8506 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.2085 | LCC = 0.9120 | SRCC = 0.9143 ]
+INFO:root:Average loss=0.1890944758286843
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2412 | LCC = 0.8590 | SRCC = 0.8552 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.1421 | LCC = 0.9136 | SRCC = 0.9115 ]
+INFO:root:Average loss=0.18050124830542466
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2407 | LCC = 0.8604 | SRCC = 0.8579 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.1498 | LCC = 0.9099 | SRCC = 0.9079 ]
+INFO:root:Average loss=0.16650586508405515
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2355 | LCC = 0.8610 | SRCC = 0.8584 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.1593 | LCC = 0.9103 | SRCC = 0.9095 ]
+INFO:root:Average loss=0.16550859388632652
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2596 | LCC = 0.8554 | SRCC = 0.8571 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.1831 | LCC = 0.9108 | SRCC = 0.9139 ]
+INFO:root:Average loss=0.15212558439144722
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2458 | LCC = 0.8544 | SRCC = 0.8521 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.1561 | LCC = 0.9094 | SRCC = 0.9090 ]
+INFO:root:Average loss=0.14105830064568764
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2568 | LCC = 0.8546 | SRCC = 0.8518 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.1626 | LCC = 0.9145 | SRCC = 0.9109 ]
+INFO:root:Average loss=0.13410663843536988
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2451 | LCC = 0.8604 | SRCC = 0.8579 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.1303 | LCC = 0.9186 | SRCC = 0.9151 ]
+INFO:root:Average loss=0.133896415718855
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2387 | LCC = 0.8599 | SRCC = 0.8571 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.1277 | LCC = 0.9200 | SRCC = 0.9193 ]
+INFO:root:Average loss=0.12418619696146403
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2315 | LCC = 0.8574 | SRCC = 0.8549 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.1218 | LCC = 0.9207 | SRCC = 0.9189 ]
+INFO:root:Average loss=0.11751198367430614
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2396 | LCC = 0.8561 | SRCC = 0.8535 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.1334 | LCC = 0.9244 | SRCC = 0.9248 ]
+INFO:root:Average loss=0.11563433553927983
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2406 | LCC = 0.8558 | SRCC = 0.8541 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.1394 | LCC = 0.9222 | SRCC = 0.9224 ]
+INFO:root:Average loss=0.10864840829983735
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2424 | LCC = 0.8583 | SRCC = 0.8568 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1468 | LCC = 0.9210 | SRCC = 0.9221 ]
+INFO:root:Average loss=0.09832426738471557
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2399 | LCC = 0.8576 | SRCC = 0.8546 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.1311 | LCC = 0.9179 | SRCC = 0.9124 ]
+INFO:root:Average loss=0.09449597013493378
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2276 | LCC = 0.8571 | SRCC = 0.8553 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.1217 | LCC = 0.9204 | SRCC = 0.9182 ]
+INFO:root:Average loss=0.09518912897851223
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2446 | LCC = 0.8541 | SRCC = 0.8503 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1343 | LCC = 0.9221 | SRCC = 0.9202 ]
+INFO:root:Average loss=0.10134275486836067
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2293 | LCC = 0.8548 | SRCC = 0.8524 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.1243 | LCC = 0.9193 | SRCC = 0.9207 ]
+INFO:root:Average loss=0.08166889884533027
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2337 | LCC = 0.8540 | SRCC = 0.8512 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.1271 | LCC = 0.9199 | SRCC = 0.9192 ]
+INFO:root:Average loss=0.07851536500339325
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2379 | LCC = 0.8557 | SRCC = 0.8528 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.1420 | LCC = 0.9203 | SRCC = 0.9215 ]
+INFO:root:Average loss=0.07765501603866234
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2358 | LCC = 0.8542 | SRCC = 0.8507 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1218 | LCC = 0.9226 | SRCC = 0.9188 ]
+INFO:root:Average loss=0.07735667095925564
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2353 | LCC = 0.8526 | SRCC = 0.8497 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.1254 | LCC = 0.9209 | SRCC = 0.9200 ]
+INFO:root:Average loss=0.07626928814137593
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2319 | LCC = 0.8532 | SRCC = 0.8509 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1212 | LCC = 0.9233 | SRCC = 0.9239 ]
+INFO:root:Average loss=0.06676949383929753
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2398 | LCC = 0.8524 | SRCC = 0.8500 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.1225 | LCC = 0.9217 | SRCC = 0.9208 ]
+INFO:root:Average loss=0.06724720094830562
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2377 | LCC = 0.8517 | SRCC = 0.8505 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.1299 | LCC = 0.9219 | SRCC = 0.9240 ]
+INFO:root:Average loss=0.06576158865713157
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2312 | LCC = 0.8549 | SRCC = 0.8522 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.1140 | LCC = 0.9272 | SRCC = 0.9239 ]
+INFO:root:Average loss=0.06337594092847446
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2374 | LCC = 0.8538 | SRCC = 0.8504 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.1221 | LCC = 0.9256 | SRCC = 0.9242 ]
+INFO:root:Average loss=0.06110485671804501
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2479 | LCC = 0.8502 | SRCC = 0.8480 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.1482 | LCC = 0.9216 | SRCC = 0.9221 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2406 | LCC = 0.8517 | SRCC = 0.8525 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1204 | LCC = 0.9148 | SRCC = 0.9154 ]
diff --git a/results_bvcc/w2v2_base/layer9/run2/config.gin b/results_bvcc/w2v2_base/layer9/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base/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/layer9/run2/model.pt b/results_bvcc/w2v2_base/layer9/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..57f761240d1958500d84581db992add46ae89c9f
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer9/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:eceb51c8799309f7e97c35e9a92275626ea18a8a2d0d7bab164cf87eb7e03a1e
+size 2747979
diff --git a/results_bvcc/w2v2_base/layer9/run2/model_best.pt b/results_bvcc/w2v2_base/layer9/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..f46fa02f5c69b35671801d4c0c4dd5e368af8595
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer9/run2/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2b562f1f6e398b29e1e85b63e30a65d592e204c61c28eb1c644d048c71ae7f40
+size 2749702
diff --git a/results_bvcc/w2v2_base/layer9/run2/train.log b/results_bvcc/w2v2_base/layer9/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..0cee9ef5fa4c4ccd4f3f2f0c1a71400efe9fc916
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer9/run2/train.log
@@ -0,0 +1,163 @@
+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=0.6458497463892667
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4431 | LCC = 0.7654 | SRCC = 0.7860 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.3394 | LCC = 0.8386 | SRCC = 0.8505 ]
+INFO:root:Average loss=0.29617693026860553
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3128 | LCC = 0.8304 | SRCC = 0.8345 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.2308 | LCC = 0.8856 | SRCC = 0.8894 ]
+INFO:root:Average loss=0.24034068294060537
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2719 | LCC = 0.8438 | SRCC = 0.8446 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.1924 | LCC = 0.8979 | SRCC = 0.9006 ]
+INFO:root:Average loss=0.2180850278490629
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2610 | LCC = 0.8499 | SRCC = 0.8476 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.1572 | LCC = 0.9140 | SRCC = 0.9128 ]
+INFO:root:Average loss=0.2068684404859176
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2922 | LCC = 0.8517 | SRCC = 0.8524 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.2158 | LCC = 0.9090 | SRCC = 0.9145 ]
+INFO:root:Average loss=0.18888308298893464
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2701 | LCC = 0.8569 | SRCC = 0.8560 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.1916 | LCC = 0.9113 | SRCC = 0.9147 ]
+INFO:root:Average loss=0.17567143455529824
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2936 | LCC = 0.8589 | SRCC = 0.8576 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.2203 | LCC = 0.9150 | SRCC = 0.9154 ]
+INFO:root:Average loss=0.16759646913179985
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2390 | LCC = 0.8610 | SRCC = 0.8590 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.1484 | LCC = 0.9183 | SRCC = 0.9165 ]
+INFO:root:Average loss=0.1622830180403514
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2627 | LCC = 0.8585 | SRCC = 0.8587 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.1923 | LCC = 0.9147 | SRCC = 0.9163 ]
+INFO:root:Average loss=0.16626749607997063
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2275 | LCC = 0.8582 | SRCC = 0.8576 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.1404 | LCC = 0.9139 | SRCC = 0.9154 ]
+INFO:root:Average loss=0.14980575767083046
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2323 | LCC = 0.8609 | SRCC = 0.8586 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.1448 | LCC = 0.9186 | SRCC = 0.9170 ]
+INFO:root:Average loss=0.13818957274540877
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2858 | LCC = 0.8555 | SRCC = 0.8558 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.2207 | LCC = 0.9112 | SRCC = 0.9118 ]
+INFO:root:Average loss=0.13411271256896165
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2449 | LCC = 0.8632 | SRCC = 0.8603 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.1710 | LCC = 0.9186 | SRCC = 0.9150 ]
+INFO:root:Average loss=0.12913740560030326
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2349 | LCC = 0.8645 | SRCC = 0.8625 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.1479 | LCC = 0.9217 | SRCC = 0.9164 ]
+INFO:root:Average loss=0.12060663677178897
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2473 | LCC = 0.8623 | SRCC = 0.8611 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.1771 | LCC = 0.9159 | SRCC = 0.9145 ]
+INFO:root:Average loss=0.10985142250473683
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2278 | LCC = 0.8590 | SRCC = 0.8567 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.1367 | LCC = 0.9174 | SRCC = 0.9129 ]
+INFO:root:Average loss=0.10796022988282718
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2423 | LCC = 0.8612 | SRCC = 0.8596 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1530 | LCC = 0.9152 | SRCC = 0.9112 ]
+INFO:root:Average loss=0.10152303241193295
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2577 | LCC = 0.8595 | SRCC = 0.8572 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.1833 | LCC = 0.9181 | SRCC = 0.9143 ]
+INFO:root:Average loss=0.10260800157602017
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2614 | LCC = 0.8575 | SRCC = 0.8565 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.1884 | LCC = 0.9155 | SRCC = 0.9136 ]
+INFO:root:Average loss=0.09271644724485202
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2429 | LCC = 0.8601 | SRCC = 0.8602 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1662 | LCC = 0.9186 | SRCC = 0.9192 ]
+INFO:root:Average loss=0.09358113588621983
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2496 | LCC = 0.8614 | SRCC = 0.8608 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.1727 | LCC = 0.9195 | SRCC = 0.9183 ]
+INFO:root:Average loss=0.08826010511853756
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2776 | LCC = 0.8597 | SRCC = 0.8600 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.2085 | LCC = 0.9177 | SRCC = 0.9171 ]
+INFO:root:Average loss=0.08861871531758553
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2372 | LCC = 0.8584 | SRCC = 0.8574 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.1499 | LCC = 0.9202 | SRCC = 0.9175 ]
+INFO:root:Average loss=0.08886236310578309
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2398 | LCC = 0.8580 | SRCC = 0.8570 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1588 | LCC = 0.9152 | SRCC = 0.9131 ]
+INFO:root:Average loss=0.07984707805399711
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2856 | LCC = 0.8580 | SRCC = 0.8583 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.2238 | LCC = 0.9150 | SRCC = 0.9154 ]
+INFO:root:Average loss=0.07138788489959179
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2291 | LCC = 0.8577 | SRCC = 0.8572 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1326 | LCC = 0.9235 | SRCC = 0.9187 ]
+INFO:root:Average loss=0.06980475936180507
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2494 | LCC = 0.8555 | SRCC = 0.8545 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.1616 | LCC = 0.9244 | SRCC = 0.9208 ]
+INFO:root:Average loss=0.0740565094523705
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2391 | LCC = 0.8606 | SRCC = 0.8591 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.1527 | LCC = 0.9257 | SRCC = 0.9228 ]
+INFO:root:Average loss=0.06538710862589188
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2369 | LCC = 0.8570 | SRCC = 0.8576 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.1538 | LCC = 0.9204 | SRCC = 0.9192 ]
+INFO:root:Average loss=0.06615091325380863
+INFO:root:
+[Valid][29][UTT][ MSE = 0.3064 | LCC = 0.8539 | SRCC = 0.8551 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.2375 | LCC = 0.9198 | SRCC = 0.9210 ]
+INFO:root:Average loss=0.05938345776536526
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2609 | LCC = 0.8580 | SRCC = 0.8569 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.1898 | LCC = 0.9189 | SRCC = 0.9140 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2427 | LCC = 0.8573 | SRCC = 0.8578 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1293 | LCC = 0.9182 | SRCC = 0.9196 ]
diff --git a/results_bvcc/w2v2_base/layer9/run3/config.gin b/results_bvcc/w2v2_base/layer9/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base/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/layer9/run3/model.pt b/results_bvcc/w2v2_base/layer9/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..149259fb7cfdd3d286ac1981fde7e198aadbec4d
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer9/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2ad59c6ba21ba250305cbe0668ed9876ed383619baee55285dc3fa4cf3775d9e
+size 2747979
diff --git a/results_bvcc/w2v2_base/layer9/run3/model_best.pt b/results_bvcc/w2v2_base/layer9/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..3c8bcf3dfe1aace411a149e3772f9702ec266c1c
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer9/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2db433363d55ad7a0c687e57bd0fc492cbc2ebabcb715047462dc77e947aabd6
+size 2749702
diff --git a/results_bvcc/w2v2_base/layer9/run3/train.log b/results_bvcc/w2v2_base/layer9/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..12f0ebc81342963e124c0a6e6e6df1db14b6f80e
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer9/run3/train.log
@@ -0,0 +1,163 @@
+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=0.5315741673111916
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3157 | LCC = 0.8037 | SRCC = 0.8142 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.2156 | LCC = 0.8624 | SRCC = 0.8714 ]
+INFO:root:Average loss=0.28470108963740176
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2737 | LCC = 0.8357 | SRCC = 0.8361 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.1758 | LCC = 0.8881 | SRCC = 0.8886 ]
+INFO:root:Average loss=0.24258504177515322
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2700 | LCC = 0.8473 | SRCC = 0.8465 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.1631 | LCC = 0.8990 | SRCC = 0.8966 ]
+INFO:root:Average loss=0.23840844879547754
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2672 | LCC = 0.8536 | SRCC = 0.8532 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.1838 | LCC = 0.9057 | SRCC = 0.9056 ]
+INFO:root:Average loss=0.21266147398795837
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3164 | LCC = 0.8518 | SRCC = 0.8548 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.2514 | LCC = 0.9019 | SRCC = 0.9045 ]
+INFO:root:Average loss=0.19881071933569053
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2530 | LCC = 0.8564 | SRCC = 0.8542 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.1658 | LCC = 0.9089 | SRCC = 0.9044 ]
+INFO:root:Average loss=0.17918571380850595
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2375 | LCC = 0.8604 | SRCC = 0.8598 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.1462 | LCC = 0.9162 | SRCC = 0.9157 ]
+INFO:root:Average loss=0.166574482829907
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2280 | LCC = 0.8591 | SRCC = 0.8583 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.1323 | LCC = 0.9171 | SRCC = 0.9163 ]
+INFO:root:Average loss=0.1618993341540679
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2512 | LCC = 0.8627 | SRCC = 0.8606 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.1728 | LCC = 0.9175 | SRCC = 0.9142 ]
+INFO:root:Average loss=0.15824708715081215
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2412 | LCC = 0.8623 | SRCC = 0.8608 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.1455 | LCC = 0.9254 | SRCC = 0.9196 ]
+INFO:root:Average loss=0.1486571814196232
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2359 | LCC = 0.8620 | SRCC = 0.8595 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.1270 | LCC = 0.9237 | SRCC = 0.9213 ]
+INFO:root:Average loss=0.15305039840630996
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2294 | LCC = 0.8656 | SRCC = 0.8630 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.1290 | LCC = 0.9250 | SRCC = 0.9200 ]
+INFO:root:Average loss=0.1315722850461801
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2467 | LCC = 0.8604 | SRCC = 0.8610 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.1576 | LCC = 0.9230 | SRCC = 0.9216 ]
+INFO:root:Average loss=0.14162453779807457
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2350 | LCC = 0.8635 | SRCC = 0.8608 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.1300 | LCC = 0.9222 | SRCC = 0.9170 ]
+INFO:root:Average loss=0.1164270434050988
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2266 | LCC = 0.8606 | SRCC = 0.8583 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.1256 | LCC = 0.9250 | SRCC = 0.9182 ]
+INFO:root:Average loss=0.11853593568771313
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2292 | LCC = 0.8614 | SRCC = 0.8593 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.1321 | LCC = 0.9245 | SRCC = 0.9188 ]
+INFO:root:Average loss=0.10972892626737937
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2234 | LCC = 0.8614 | SRCC = 0.8600 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1110 | LCC = 0.9238 | SRCC = 0.9184 ]
+INFO:root:Average loss=0.10610254400242598
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2216 | LCC = 0.8650 | SRCC = 0.8640 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.1257 | LCC = 0.9225 | SRCC = 0.9178 ]
+INFO:root:Average loss=0.10958677601928894
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2282 | LCC = 0.8598 | SRCC = 0.8585 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.1262 | LCC = 0.9239 | SRCC = 0.9201 ]
+INFO:root:Average loss=0.10009780096320006
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2315 | LCC = 0.8591 | SRCC = 0.8557 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1188 | LCC = 0.9254 | SRCC = 0.9193 ]
+INFO:root:Average loss=0.09311500526009461
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2348 | LCC = 0.8581 | SRCC = 0.8555 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.1366 | LCC = 0.9233 | SRCC = 0.9169 ]
+INFO:root:Average loss=0.08736066114252959
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2399 | LCC = 0.8581 | SRCC = 0.8560 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.1409 | LCC = 0.9250 | SRCC = 0.9192 ]
+INFO:root:Average loss=0.08658311802607316
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2314 | LCC = 0.8605 | SRCC = 0.8582 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.1265 | LCC = 0.9278 | SRCC = 0.9211 ]
+INFO:root:Average loss=0.08099264412736282
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2357 | LCC = 0.8577 | SRCC = 0.8562 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1189 | LCC = 0.9277 | SRCC = 0.9206 ]
+INFO:root:Average loss=0.08360019617546828
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2354 | LCC = 0.8604 | SRCC = 0.8589 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.1283 | LCC = 0.9268 | SRCC = 0.9189 ]
+INFO:root:Average loss=0.0733444409397168
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2219 | LCC = 0.8578 | SRCC = 0.8574 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1099 | LCC = 0.9279 | SRCC = 0.9238 ]
+INFO:root:Average loss=0.08087875990149303
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2349 | LCC = 0.8588 | SRCC = 0.8570 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.1335 | LCC = 0.9277 | SRCC = 0.9221 ]
+INFO:root:Average loss=0.07024355423756135
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2316 | LCC = 0.8547 | SRCC = 0.8532 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.1244 | LCC = 0.9222 | SRCC = 0.9175 ]
+INFO:root:Average loss=0.07358622092467088
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2233 | LCC = 0.8575 | SRCC = 0.8558 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.1125 | LCC = 0.9276 | SRCC = 0.9222 ]
+INFO:root:Average loss=0.07223565322466385
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2287 | LCC = 0.8589 | SRCC = 0.8590 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.1170 | LCC = 0.9300 | SRCC = 0.9243 ]
+INFO:root:Average loss=0.0634167074966125
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2293 | LCC = 0.8604 | SRCC = 0.8578 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.1309 | LCC = 0.9275 | SRCC = 0.9207 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2484 | LCC = 0.8527 | SRCC = 0.8500 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1436 | LCC = 0.9177 | SRCC = 0.9193 ]
diff --git a/results_bvcc/w2v2_base/layer9/run4/config.gin b/results_bvcc/w2v2_base/layer9/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base/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/layer9/run4/model.pt b/results_bvcc/w2v2_base/layer9/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..30fe3fae65e09eaabfac0ed46305f799eda498f6
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer9/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1c14bd61885e96e7171d6a2bdeff356fc0516813060960476f35ae8ded72d447
+size 2747979
diff --git a/results_bvcc/w2v2_base/layer9/run4/model_best.pt b/results_bvcc/w2v2_base/layer9/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e9f687cd784a6067eae240f55108658d662bc38c
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer9/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4ebbc65243a72d6bc06d563e82db4e2cfb62e1d4930f37c4f5347710746ab4a0
+size 2749702
diff --git a/results_bvcc/w2v2_base/layer9/run4/train.log b/results_bvcc/w2v2_base/layer9/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..cc03a862c5bf892f650a17b56a8780c49cb30083
--- /dev/null
+++ b/results_bvcc/w2v2_base/layer9/run4/train.log
@@ -0,0 +1,163 @@
+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=0.5980511823525796
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3506 | LCC = 0.7904 | SRCC = 0.8036 ]
+INFO:root:
+[Valid][0][SYS][ MSE = 0.2495 | LCC = 0.8533 | SRCC = 0.8614 ]
+INFO:root:Average loss=0.2669436196104074
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2927 | LCC = 0.8390 | SRCC = 0.8429 ]
+INFO:root:
+[Valid][1][SYS][ MSE = 0.2025 | LCC = 0.8970 | SRCC = 0.8997 ]
+INFO:root:Average loss=0.22954150174672788
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2597 | LCC = 0.8529 | SRCC = 0.8546 ]
+INFO:root:
+[Valid][2][SYS][ MSE = 0.1572 | LCC = 0.9157 | SRCC = 0.9166 ]
+INFO:root:Average loss=0.21201087639499933
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2655 | LCC = 0.8592 | SRCC = 0.8584 ]
+INFO:root:
+[Valid][3][SYS][ MSE = 0.1590 | LCC = 0.9199 | SRCC = 0.9169 ]
+INFO:root:Average loss=0.19595668312066641
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2439 | LCC = 0.8630 | SRCC = 0.8623 ]
+INFO:root:
+[Valid][4][SYS][ MSE = 0.1448 | LCC = 0.9191 | SRCC = 0.9165 ]
+INFO:root:Average loss=0.18703980428668168
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2436 | LCC = 0.8655 | SRCC = 0.8655 ]
+INFO:root:
+[Valid][5][SYS][ MSE = 0.1478 | LCC = 0.9250 | SRCC = 0.9229 ]
+INFO:root:Average loss=0.1817215696359292
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2433 | LCC = 0.8646 | SRCC = 0.8636 ]
+INFO:root:
+[Valid][6][SYS][ MSE = 0.1370 | LCC = 0.9265 | SRCC = 0.9252 ]
+INFO:root:Average loss=0.16478320535941002
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2445 | LCC = 0.8646 | SRCC = 0.8636 ]
+INFO:root:
+[Valid][7][SYS][ MSE = 0.1394 | LCC = 0.9231 | SRCC = 0.9178 ]
+INFO:root:Average loss=0.17197712377095833
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2399 | LCC = 0.8653 | SRCC = 0.8640 ]
+INFO:root:
+[Valid][8][SYS][ MSE = 0.1285 | LCC = 0.9235 | SRCC = 0.9217 ]
+INFO:root:Average loss=0.1428469917139946
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2293 | LCC = 0.8651 | SRCC = 0.8643 ]
+INFO:root:
+[Valid][9][SYS][ MSE = 0.1248 | LCC = 0.9295 | SRCC = 0.9265 ]
+INFO:root:Average loss=0.13779205026534888
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2227 | LCC = 0.8662 | SRCC = 0.8656 ]
+INFO:root:
+[Valid][10][SYS][ MSE = 0.1228 | LCC = 0.9287 | SRCC = 0.9259 ]
+INFO:root:Average loss=0.13392920123460966
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2370 | LCC = 0.8609 | SRCC = 0.8596 ]
+INFO:root:
+[Valid][11][SYS][ MSE = 0.1237 | LCC = 0.9228 | SRCC = 0.9154 ]
+INFO:root:Average loss=0.12532686470792845
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2343 | LCC = 0.8641 | SRCC = 0.8641 ]
+INFO:root:
+[Valid][12][SYS][ MSE = 0.1294 | LCC = 0.9252 | SRCC = 0.9206 ]
+INFO:root:Average loss=0.12905744415445206
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2286 | LCC = 0.8641 | SRCC = 0.8633 ]
+INFO:root:
+[Valid][13][SYS][ MSE = 0.1374 | LCC = 0.9266 | SRCC = 0.9241 ]
+INFO:root:Average loss=0.11065948382019997
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2194 | LCC = 0.8650 | SRCC = 0.8649 ]
+INFO:root:
+[Valid][14][SYS][ MSE = 0.1073 | LCC = 0.9330 | SRCC = 0.9280 ]
+INFO:root:Average loss=0.10826678048723783
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2221 | LCC = 0.8646 | SRCC = 0.8651 ]
+INFO:root:
+[Valid][15][SYS][ MSE = 0.1148 | LCC = 0.9313 | SRCC = 0.9251 ]
+INFO:root:Average loss=0.11520418104452965
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2297 | LCC = 0.8636 | SRCC = 0.8631 ]
+INFO:root:
+[Valid][16][SYS][ MSE = 0.1416 | LCC = 0.9231 | SRCC = 0.9185 ]
+INFO:root:Average loss=0.09981599383247204
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2330 | LCC = 0.8603 | SRCC = 0.8602 ]
+INFO:root:
+[Valid][17][SYS][ MSE = 0.1244 | LCC = 0.9214 | SRCC = 0.9174 ]
+INFO:root:Average loss=0.09710770310499729
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2410 | LCC = 0.8603 | SRCC = 0.8604 ]
+INFO:root:
+[Valid][18][SYS][ MSE = 0.1311 | LCC = 0.9229 | SRCC = 0.9182 ]
+INFO:root:Average loss=0.08577284293297009
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2408 | LCC = 0.8601 | SRCC = 0.8605 ]
+INFO:root:
+[Valid][19][SYS][ MSE = 0.1247 | LCC = 0.9215 | SRCC = 0.9196 ]
+INFO:root:Average loss=0.08453243187604806
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2465 | LCC = 0.8610 | SRCC = 0.8602 ]
+INFO:root:
+[Valid][20][SYS][ MSE = 0.1346 | LCC = 0.9212 | SRCC = 0.9159 ]
+INFO:root:Average loss=0.09004265380402406
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2214 | LCC = 0.8612 | SRCC = 0.8610 ]
+INFO:root:
+[Valid][21][SYS][ MSE = 0.1272 | LCC = 0.9232 | SRCC = 0.9209 ]
+INFO:root:Average loss=0.07454365706787659
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2370 | LCC = 0.8591 | SRCC = 0.8570 ]
+INFO:root:
+[Valid][22][SYS][ MSE = 0.1222 | LCC = 0.9291 | SRCC = 0.9223 ]
+INFO:root:Average loss=0.07639849959657742
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2309 | LCC = 0.8587 | SRCC = 0.8588 ]
+INFO:root:
+[Valid][23][SYS][ MSE = 0.1195 | LCC = 0.9247 | SRCC = 0.9218 ]
+INFO:root:Average loss=0.06665781006599084
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2496 | LCC = 0.8564 | SRCC = 0.8556 ]
+INFO:root:
+[Valid][24][SYS][ MSE = 0.1235 | LCC = 0.9270 | SRCC = 0.9221 ]
+INFO:root:Average loss=0.07035466116399337
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2320 | LCC = 0.8614 | SRCC = 0.8619 ]
+INFO:root:
+[Valid][25][SYS][ MSE = 0.1149 | LCC = 0.9281 | SRCC = 0.9281 ]
+INFO:root:Average loss=0.06847770096590886
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2498 | LCC = 0.8580 | SRCC = 0.8584 ]
+INFO:root:
+[Valid][26][SYS][ MSE = 0.1290 | LCC = 0.9230 | SRCC = 0.9214 ]
+INFO:root:Average loss=0.06642000276881915
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2297 | LCC = 0.8596 | SRCC = 0.8590 ]
+INFO:root:
+[Valid][27][SYS][ MSE = 0.1348 | LCC = 0.9245 | SRCC = 0.9197 ]
+INFO:root:Average loss=0.06052997765632776
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2333 | LCC = 0.8595 | SRCC = 0.8581 ]
+INFO:root:
+[Valid][28][SYS][ MSE = 0.1191 | LCC = 0.9261 | SRCC = 0.9207 ]
+INFO:root:Average loss=0.060885779989453465
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2278 | LCC = 0.8585 | SRCC = 0.8579 ]
+INFO:root:
+[Valid][29][SYS][ MSE = 0.1166 | LCC = 0.9246 | SRCC = 0.9206 ]
+INFO:root:Average loss=0.06202450996408096
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2369 | LCC = 0.8604 | SRCC = 0.8593 ]
+INFO:root:
+[Valid][30][SYS][ MSE = 0.1235 | LCC = 0.9271 | SRCC = 0.9227 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2405 | LCC = 0.8559 | SRCC = 0.8565 ]
+INFO:root:
+[Test][31][SYS][ MSE = 0.1231 | LCC = 0.9244 | SRCC = 0.9261 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_10epoch/layer0/run0/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_10epoch/layer0/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_10epoch/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_10epoch/layer0/run0/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_10epoch/layer0/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b2c12ab800e85bb2a667d9df87f0de57f33bcaa1
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_10epoch/layer0/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c6ceb7cef901e56b997ce7816ee22c09e9d8642b6d6269f4a557728a971cefff
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_10epoch/layer0/run0/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_10epoch/layer0/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..46f4d1f3ffcada54e6ec669658628c8978991384
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_10epoch/layer0/run0/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_10epoch/layer0/run0/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_10epoch/layer0/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..49aab9c4a7254b581313a0e588abda120e64fa3a
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_10epoch/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=0.50291807949543
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3648 | LCC = 0.7637 | SRCC = 0.7663 ]
+INFO:root:Average loss=0.29433613136792797
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3153 | LCC = 0.8090 | SRCC = 0.8112 ]
+INFO:root:Average loss=0.25963135808706284
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2783 | LCC = 0.8225 | SRCC = 0.8217 ]
+INFO:root:Average loss=0.23644148271817428
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2831 | LCC = 0.8308 | SRCC = 0.8300 ]
+INFO:root:Average loss=0.21857103208700815
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2671 | LCC = 0.8334 | SRCC = 0.8315 ]
+INFO:root:Average loss=0.20735690131401405
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2611 | LCC = 0.8349 | SRCC = 0.8331 ]
+INFO:root:Average loss=0.1999413917462031
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2679 | LCC = 0.8429 | SRCC = 0.8404 ]
+INFO:root:Average loss=0.19058068497822836
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2647 | LCC = 0.8390 | SRCC = 0.8396 ]
+INFO:root:Average loss=0.18695699776976538
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2465 | LCC = 0.8402 | SRCC = 0.8399 ]
+INFO:root:Average loss=0.18114551300039658
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2901 | LCC = 0.8391 | SRCC = 0.8394 ]
+INFO:root:Average loss=0.17618295273337609
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2474 | LCC = 0.8455 | SRCC = 0.8437 ]
+INFO:root:Average loss=0.15937039437584388
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2473 | LCC = 0.8485 | SRCC = 0.8484 ]
+INFO:root:Average loss=0.1480565069195552
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2397 | LCC = 0.8508 | SRCC = 0.8491 ]
+INFO:root:Average loss=0.14147661502162615
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2333 | LCC = 0.8510 | SRCC = 0.8510 ]
+INFO:root:Average loss=0.13626917470724154
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2619 | LCC = 0.8469 | SRCC = 0.8472 ]
+INFO:root:Average loss=0.13868246982112908
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2437 | LCC = 0.8534 | SRCC = 0.8534 ]
+INFO:root:Average loss=0.1277079949967372
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2327 | LCC = 0.8526 | SRCC = 0.8510 ]
+INFO:root:Average loss=0.11859527020118175
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2395 | LCC = 0.8528 | SRCC = 0.8513 ]
+INFO:root:Average loss=0.1199362212075637
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2339 | LCC = 0.8536 | SRCC = 0.8520 ]
+INFO:root:Average loss=0.11384502817422916
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2366 | LCC = 0.8503 | SRCC = 0.8486 ]
+INFO:root:Average loss=0.11150806492719895
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2416 | LCC = 0.8491 | SRCC = 0.8476 ]
+INFO:root:Average loss=0.11710820027077809
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2375 | LCC = 0.8493 | SRCC = 0.8487 ]
+INFO:root:Average loss=0.09969277507983722
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2291 | LCC = 0.8539 | SRCC = 0.8541 ]
+INFO:root:Average loss=0.09246688240613693
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2354 | LCC = 0.8541 | SRCC = 0.8519 ]
+INFO:root:Average loss=0.09564988401073676
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2468 | LCC = 0.8493 | SRCC = 0.8485 ]
+INFO:root:Average loss=0.09205347863145363
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2343 | LCC = 0.8523 | SRCC = 0.8513 ]
+INFO:root:Average loss=0.09188771744569142
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2292 | LCC = 0.8530 | SRCC = 0.8507 ]
+INFO:root:Average loss=0.08994028363854457
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2391 | LCC = 0.8518 | SRCC = 0.8522 ]
+INFO:root:Average loss=0.08169009612920956
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2274 | LCC = 0.8540 | SRCC = 0.8534 ]
+INFO:root:Average loss=0.0821145710368187
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2300 | LCC = 0.8551 | SRCC = 0.8534 ]
+INFO:root:Average loss=0.08127826141814391
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2317 | LCC = 0.8523 | SRCC = 0.8512 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2367 | LCC = 0.8569 | SRCC = 0.8557 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_10epoch/layer0/run1/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_10epoch/layer0/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_10epoch/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_10epoch/layer0/run1/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_10epoch/layer0/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..da1d278327aa91897f4e9b05fe77d5c774499b25
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_10epoch/layer0/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:51fa2e7214a13662edefd87c81e1e13f5f303767729bbfb68254ed69a031e43d
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_10epoch/layer0/run1/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_10epoch/layer0/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..cfb371f454dfa6216c4513824fbb92118f28cfba
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_10epoch/layer0/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_10epoch/layer0/run1/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_10epoch/layer0/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..06ff2c87437ed62ff7aaff96b5629b3d87093ec5
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_10epoch/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=0.5855056796318445
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3978 | LCC = 0.7501 | SRCC = 0.7472 ]
+INFO:root:Average loss=0.3052517265463487
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3064 | LCC = 0.7988 | SRCC = 0.8004 ]
+INFO:root:Average loss=0.25929620766486877
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2865 | LCC = 0.8185 | SRCC = 0.8203 ]
+INFO:root:Average loss=0.24464651178091001
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2874 | LCC = 0.8278 | SRCC = 0.8259 ]
+INFO:root:Average loss=0.23131250943510961
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2881 | LCC = 0.8228 | SRCC = 0.8250 ]
+INFO:root:Average loss=0.21194701785078415
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2773 | LCC = 0.8356 | SRCC = 0.8332 ]
+INFO:root:Average loss=0.2097265955347281
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2949 | LCC = 0.8303 | SRCC = 0.8329 ]
+INFO:root:Average loss=0.1927090436220169
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2632 | LCC = 0.8354 | SRCC = 0.8358 ]
+INFO:root:Average loss=0.18096944871239173
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2530 | LCC = 0.8410 | SRCC = 0.8425 ]
+INFO:root:Average loss=0.16814967540976328
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2561 | LCC = 0.8443 | SRCC = 0.8453 ]
+INFO:root:Average loss=0.15789712487887114
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2409 | LCC = 0.8446 | SRCC = 0.8454 ]
+INFO:root:Average loss=0.16342571950875795
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2449 | LCC = 0.8452 | SRCC = 0.8465 ]
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+INFO:root:
+[Valid][12][UTT][ MSE = 0.2314 | LCC = 0.8519 | SRCC = 0.8513 ]
+INFO:root:Average loss=0.1424512203114155
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2388 | LCC = 0.8519 | SRCC = 0.8503 ]
+INFO:root:Average loss=0.13201338138717872
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2377 | LCC = 0.8475 | SRCC = 0.8487 ]
+INFO:root:Average loss=0.12394143478610577
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2473 | LCC = 0.8503 | SRCC = 0.8497 ]
+INFO:root:Average loss=0.1235882163238831
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2420 | LCC = 0.8508 | SRCC = 0.8501 ]
+INFO:root:Average loss=0.120010966864916
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2569 | LCC = 0.8464 | SRCC = 0.8474 ]
+INFO:root:Average loss=0.11158457866463906
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2585 | LCC = 0.8518 | SRCC = 0.8521 ]
+INFO:root:Average loss=0.11445855530790794
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2447 | LCC = 0.8494 | SRCC = 0.8493 ]
+INFO:root:Average loss=0.1003785939552845
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2315 | LCC = 0.8523 | SRCC = 0.8519 ]
+INFO:root:Average loss=0.10885728198366287
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2444 | LCC = 0.8478 | SRCC = 0.8494 ]
+INFO:root:Average loss=0.09760843952878928
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2289 | LCC = 0.8545 | SRCC = 0.8545 ]
+INFO:root:Average loss=0.09018352169256943
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2397 | LCC = 0.8516 | SRCC = 0.8509 ]
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+INFO:root:
+[Valid][24][UTT][ MSE = 0.2351 | LCC = 0.8501 | SRCC = 0.8497 ]
+INFO:root:Average loss=0.0990918553314912
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2288 | LCC = 0.8536 | SRCC = 0.8524 ]
+INFO:root:Average loss=0.08018444894024959
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2457 | LCC = 0.8529 | SRCC = 0.8519 ]
+INFO:root:Average loss=0.08357787834337124
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2271 | LCC = 0.8544 | SRCC = 0.8537 ]
+INFO:root:Average loss=0.07903660924579853
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2302 | LCC = 0.8560 | SRCC = 0.8530 ]
+INFO:root:Average loss=0.07842154547763176
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2261 | LCC = 0.8546 | SRCC = 0.8540 ]
+INFO:root:Average loss=0.0805959433126144
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2381 | LCC = 0.8528 | SRCC = 0.8536 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2611 | LCC = 0.8495 | SRCC = 0.8480 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_10epoch/layer0/run2/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_10epoch/layer0/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_10epoch/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_10epoch/layer0/run2/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_10epoch/layer0/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..a663bf2e57fa52d648a44e7b7edb1f82b803156a
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_10epoch/layer0/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_10epoch/layer0/run2/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_10epoch/layer0/run2/model_best.pt
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--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_10epoch/layer0/run2/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_10epoch/layer0/run2/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_10epoch/layer0/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..61d7b2539c16a314d6f52d76ed0ce894cb3c9322
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_10epoch/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=0.5084759711455076
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3636 | LCC = 0.7557 | SRCC = 0.7621 ]
+INFO:root:Average loss=0.30706647439644885
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3151 | LCC = 0.8007 | SRCC = 0.8030 ]
+INFO:root:Average loss=0.2623538002371788
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3110 | LCC = 0.8220 | SRCC = 0.8213 ]
+INFO:root:Average loss=0.2326728193423687
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2862 | LCC = 0.8305 | SRCC = 0.8274 ]
+INFO:root:Average loss=0.22395901114512712
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2674 | LCC = 0.8304 | SRCC = 0.8302 ]
+INFO:root:Average loss=0.20366994043191275
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2649 | LCC = 0.8383 | SRCC = 0.8377 ]
+INFO:root:Average loss=0.1987848320068457
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2599 | LCC = 0.8394 | SRCC = 0.8388 ]
+INFO:root:Average loss=0.18917677799860635
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2574 | LCC = 0.8371 | SRCC = 0.8392 ]
+INFO:root:Average loss=0.18556514898171791
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2752 | LCC = 0.8450 | SRCC = 0.8449 ]
+INFO:root:Average loss=0.1656024647064698
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2943 | LCC = 0.8426 | SRCC = 0.8427 ]
+INFO:root:Average loss=0.16914869520144585
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2652 | LCC = 0.8474 | SRCC = 0.8485 ]
+INFO:root:Average loss=0.1515972159611873
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2930 | LCC = 0.8430 | SRCC = 0.8433 ]
+INFO:root:Average loss=0.14992079262932143
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2575 | LCC = 0.8471 | SRCC = 0.8489 ]
+INFO:root:Average loss=0.1377835555527455
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2614 | LCC = 0.8454 | SRCC = 0.8459 ]
+INFO:root:Average loss=0.13687396679933256
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2829 | LCC = 0.8425 | SRCC = 0.8444 ]
+INFO:root:Average loss=0.12881493549316358
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2334 | LCC = 0.8490 | SRCC = 0.8508 ]
+INFO:root:Average loss=0.12805823838481536
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2421 | LCC = 0.8479 | SRCC = 0.8489 ]
+INFO:root:Average loss=0.11622702788848144
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2366 | LCC = 0.8495 | SRCC = 0.8493 ]
+INFO:root:Average loss=0.11665664269373967
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2457 | LCC = 0.8517 | SRCC = 0.8528 ]
+INFO:root:Average loss=0.1165073067905047
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2614 | LCC = 0.8506 | SRCC = 0.8523 ]
+INFO:root:Average loss=0.10905655549886899
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2522 | LCC = 0.8492 | SRCC = 0.8492 ]
+INFO:root:Average loss=0.10352906365043078
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2579 | LCC = 0.8501 | SRCC = 0.8494 ]
+INFO:root:Average loss=0.09883613865344952
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2362 | LCC = 0.8513 | SRCC = 0.8503 ]
+INFO:root:Average loss=0.09639730672232616
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2405 | LCC = 0.8516 | SRCC = 0.8516 ]
+INFO:root:Average loss=0.09600095560726447
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2386 | LCC = 0.8493 | SRCC = 0.8493 ]
+INFO:root:Average loss=0.09854865852647866
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2369 | LCC = 0.8525 | SRCC = 0.8520 ]
+INFO:root:Average loss=0.09675059754114884
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2339 | LCC = 0.8524 | SRCC = 0.8516 ]
+INFO:root:Average loss=0.08580169072135901
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2608 | LCC = 0.8526 | SRCC = 0.8525 ]
+INFO:root:Average loss=0.08808129266477548
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2364 | LCC = 0.8499 | SRCC = 0.8494 ]
+INFO:root:Average loss=0.07828553632283822
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2935 | LCC = 0.8474 | SRCC = 0.8467 ]
+INFO:root:Average loss=0.07865113774553323
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2698 | LCC = 0.8502 | SRCC = 0.8491 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2426 | LCC = 0.8544 | SRCC = 0.8516 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_10epoch/layer0/run3/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_10epoch/layer0/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_10epoch/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_10epoch/layer0/run3/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_10epoch/layer0/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..9ac5cfcd056ef7ff2eb00783e6a03ae85a2bb436
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_10epoch/layer0/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8b5ce02354d70b122d45fb115cb3ab32fddd4ce964572e52ae365c3392978bf1
+size 2747979
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_10epoch/layer0/run3/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_10epoch/layer0/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..3f1b6ccbddfe40906ec5cde33fadce505df7d0c7
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_10epoch/layer0/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7345171922319d99ff59e87001743fd338cdc7357a8ec65e44fc78ed79450087
+size 2749638
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_10epoch/layer0/run3/train.log b/results_bvcc/w2v2_base_bvcc_finetuned_10epoch/layer0/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..bb23f126456293f251b211242149cd6eb0e46f58
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_10epoch/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=0.5462396721809338
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3721 | LCC = 0.7573 | SRCC = 0.7588 ]
+INFO:root:Average loss=0.30311783097493344
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3117 | LCC = 0.8087 | SRCC = 0.8120 ]
+INFO:root:Average loss=0.2613933258331739
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2977 | LCC = 0.8249 | SRCC = 0.8244 ]
+INFO:root:Average loss=0.24301403206892502
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2749 | LCC = 0.8298 | SRCC = 0.8318 ]
+INFO:root:Average loss=0.22846918858778784
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2659 | LCC = 0.8360 | SRCC = 0.8346 ]
+INFO:root:Average loss=0.21675822597283584
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2769 | LCC = 0.8388 | SRCC = 0.8385 ]
+INFO:root:Average loss=0.20353675595460793
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2532 | LCC = 0.8425 | SRCC = 0.8426 ]
+INFO:root:Average loss=0.19074134901165962
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2795 | LCC = 0.8368 | SRCC = 0.8400 ]
+INFO:root:Average loss=0.17998591533456093
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2501 | LCC = 0.8460 | SRCC = 0.8443 ]
+INFO:root:Average loss=0.1763109790209012
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2568 | LCC = 0.8438 | SRCC = 0.8447 ]
+INFO:root:Average loss=0.16469519508954805
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2435 | LCC = 0.8459 | SRCC = 0.8457 ]
+INFO:root:Average loss=0.1605397509649778
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2494 | LCC = 0.8482 | SRCC = 0.8470 ]
+INFO:root:Average loss=0.15335003649577117
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2423 | LCC = 0.8472 | SRCC = 0.8472 ]
+INFO:root:Average loss=0.13942107777947035
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2630 | LCC = 0.8444 | SRCC = 0.8445 ]
+INFO:root:Average loss=0.1374869487988643
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2374 | LCC = 0.8507 | SRCC = 0.8482 ]
+INFO:root:Average loss=0.1394726654084829
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2345 | LCC = 0.8538 | SRCC = 0.8528 ]
+INFO:root:Average loss=0.13249869300768927
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2290 | LCC = 0.8562 | SRCC = 0.8550 ]
+INFO:root:Average loss=0.12491989804384036
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2395 | LCC = 0.8495 | SRCC = 0.8503 ]
+INFO:root:Average loss=0.11946285248566897
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2651 | LCC = 0.8452 | SRCC = 0.8443 ]
+INFO:root:Average loss=0.11300687386821477
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2403 | LCC = 0.8548 | SRCC = 0.8524 ]
+INFO:root:Average loss=0.10669383397087073
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2285 | LCC = 0.8543 | SRCC = 0.8531 ]
+INFO:root:Average loss=0.10929267490521455
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2453 | LCC = 0.8541 | SRCC = 0.8528 ]
+INFO:root:Average loss=0.10815160463635738
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2351 | LCC = 0.8555 | SRCC = 0.8549 ]
+INFO:root:Average loss=0.09860006844003995
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2252 | LCC = 0.8541 | SRCC = 0.8542 ]
+INFO:root:Average loss=0.09188081567677167
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2395 | LCC = 0.8519 | SRCC = 0.8494 ]
+INFO:root:Average loss=0.08857262000823632
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2565 | LCC = 0.8458 | SRCC = 0.8477 ]
+INFO:root:Average loss=0.09461229977508386
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2383 | LCC = 0.8502 | SRCC = 0.8487 ]
+INFO:root:Average loss=0.08317802364054398
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2265 | LCC = 0.8533 | SRCC = 0.8528 ]
+INFO:root:Average loss=0.0819217039224429
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2298 | LCC = 0.8521 | SRCC = 0.8514 ]
+INFO:root:Average loss=0.08475901258106415
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2453 | LCC = 0.8506 | SRCC = 0.8499 ]
+INFO:root:Average loss=0.07875150399139294
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2363 | LCC = 0.8512 | SRCC = 0.8505 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2250 | LCC = 0.8602 | SRCC = 0.8596 ]
diff --git a/results_bvcc/w2v2_base_bvcc_finetuned_10epoch/layer0/run4/config.gin b/results_bvcc/w2v2_base_bvcc_finetuned_10epoch/layer0/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_10epoch/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_10epoch/layer0/run4/model.pt b/results_bvcc/w2v2_base_bvcc_finetuned_10epoch/layer0/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..016d1d00ce5b33523cc32155f4bb68275dcf4ed2
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_10epoch/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_10epoch/layer0/run4/model_best.pt b/results_bvcc/w2v2_base_bvcc_finetuned_10epoch/layer0/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b7d7dea621139f99882fa851295033161c54d246
--- /dev/null
+++ b/results_bvcc/w2v2_base_bvcc_finetuned_10epoch/layer0/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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