diff --git a/results_bvcc/w2v2_large_xlsr53/layer20/run2/model.pt b/results_bvcc/w2v2_large_xlsr53/layer20/run2/model.pt
new file mode 100644
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--- /dev/null
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_large_xlsr53/layer20/run2/model_best.pt b/results_bvcc/w2v2_large_xlsr53/layer20/run2/model_best.pt
new file mode 100644
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--- /dev/null
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@@ -0,0 +1,3 @@
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diff --git a/results_bvcc/w2v2_large_xlsr53/layer20/run2/train.log b/results_bvcc/w2v2_large_xlsr53/layer20/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..af02e6eed4f931f80daf9ed195e18effc9bf92fa
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer20/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=0.5037704167457727
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3710 | LCC = 0.8137 | SRCC = 0.8130 ]
+INFO:root:Average loss=0.3218344642947882
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3017 | LCC = 0.8344 | SRCC = 0.8325 ]
+INFO:root:Average loss=0.28683051887231
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3121 | LCC = 0.8354 | SRCC = 0.8332 ]
+INFO:root:Average loss=0.2438610845651382
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3209 | LCC = 0.8407 | SRCC = 0.8401 ]
+INFO:root:Average loss=0.24924463224716675
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2590 | LCC = 0.8458 | SRCC = 0.8458 ]
+INFO:root:Average loss=0.2369476317977294
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2576 | LCC = 0.8437 | SRCC = 0.8408 ]
+INFO:root:Average loss=0.22474074516540918
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2660 | LCC = 0.8524 | SRCC = 0.8500 ]
+INFO:root:Average loss=0.2444543399107762
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2875 | LCC = 0.8515 | SRCC = 0.8516 ]
+INFO:root:Average loss=0.20904724892133322
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2772 | LCC = 0.8513 | SRCC = 0.8500 ]
+INFO:root:Average loss=0.22854098400626427
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2458 | LCC = 0.8576 | SRCC = 0.8539 ]
+INFO:root:Average loss=0.20622509364516306
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2966 | LCC = 0.8542 | SRCC = 0.8541 ]
+INFO:root:Average loss=0.24844215485530022
+INFO:root:
+[Valid][11][UTT][ MSE = 0.4012 | LCC = 0.8432 | SRCC = 0.8474 ]
+INFO:root:Average loss=0.23113030615525368
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2578 | LCC = 0.8575 | SRCC = 0.8540 ]
+INFO:root:Average loss=0.20823164876454917
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2423 | LCC = 0.8570 | SRCC = 0.8573 ]
+INFO:root:Average loss=0.19476968174179396
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2662 | LCC = 0.8567 | SRCC = 0.8562 ]
+INFO:root:Average loss=0.20127781767111558
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2434 | LCC = 0.8608 | SRCC = 0.8588 ]
+INFO:root:Average loss=0.1766820180301483
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2376 | LCC = 0.8623 | SRCC = 0.8589 ]
+INFO:root:Average loss=0.17697289051153722
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2839 | LCC = 0.8550 | SRCC = 0.8540 ]
+INFO:root:Average loss=0.17354973529775938
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2558 | LCC = 0.8608 | SRCC = 0.8563 ]
+INFO:root:Average loss=0.17916993128183561
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2381 | LCC = 0.8615 | SRCC = 0.8606 ]
+INFO:root:Average loss=0.17042449068946716
+INFO:root:
+[Valid][20][UTT][ MSE = 0.3470 | LCC = 0.8488 | SRCC = 0.8525 ]
+INFO:root:Average loss=0.1760022763449412
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2639 | LCC = 0.8549 | SRCC = 0.8551 ]
+INFO:root:Average loss=0.16853642702484742
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2303 | LCC = 0.8604 | SRCC = 0.8592 ]
+INFO:root:Average loss=0.15448664902494505
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2323 | LCC = 0.8632 | SRCC = 0.8597 ]
+INFO:root:Average loss=0.15746389988523263
+INFO:root:
+[Valid][24][UTT][ MSE = 0.3181 | LCC = 0.8536 | SRCC = 0.8569 ]
+INFO:root:Average loss=0.15692691256602606
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2275 | LCC = 0.8571 | SRCC = 0.8586 ]
+INFO:root:Average loss=0.14679662816417524
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2730 | LCC = 0.8571 | SRCC = 0.8559 ]
+INFO:root:Average loss=0.13968717698485422
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2873 | LCC = 0.8537 | SRCC = 0.8529 ]
+INFO:root:Average loss=0.14161112551123667
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2696 | LCC = 0.8556 | SRCC = 0.8553 ]
+INFO:root:Average loss=0.13464587267774802
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2552 | LCC = 0.8610 | SRCC = 0.8577 ]
+INFO:root:Average loss=0.134915314328212
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2346 | LCC = 0.8566 | SRCC = 0.8554 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2229 | LCC = 0.8692 | SRCC = 0.8727 ]
diff --git a/results_bvcc/w2v2_large_xlsr53/layer20/run3/config.gin b/results_bvcc/w2v2_large_xlsr53/layer20/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer20/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_large_xlsr53/layer20/run3/model.pt b/results_bvcc/w2v2_large_xlsr53/layer20/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b5d1b360bd7e23bcc32d2690905c68cf146afb7c
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer20/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 3403339
diff --git a/results_bvcc/w2v2_large_xlsr53/layer20/run3/model_best.pt b/results_bvcc/w2v2_large_xlsr53/layer20/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..7bd97dec501ae895cad5d8fd3157a149bf88ea4e
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer20/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 3404998
diff --git a/results_bvcc/w2v2_large_xlsr53/layer20/run3/train.log b/results_bvcc/w2v2_large_xlsr53/layer20/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..0fdede1a94abc81c40883773663510b2ac2902cc
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer20/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=0.5425823359535291
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3698 | LCC = 0.8129 | SRCC = 0.8186 ]
+INFO:root:Average loss=0.32132799713275373
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3541 | LCC = 0.8196 | SRCC = 0.8255 ]
+INFO:root:Average loss=0.2719362173707057
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3146 | LCC = 0.8396 | SRCC = 0.8391 ]
+INFO:root:Average loss=0.2679524010954759
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3305 | LCC = 0.8328 | SRCC = 0.8417 ]
+INFO:root:Average loss=0.25979573260515165
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2647 | LCC = 0.8423 | SRCC = 0.8431 ]
+INFO:root:Average loss=0.2486117742000482
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2708 | LCC = 0.8522 | SRCC = 0.8505 ]
+INFO:root:Average loss=0.24040728425368285
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2817 | LCC = 0.8404 | SRCC = 0.8411 ]
+INFO:root:Average loss=0.22360487377796417
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2636 | LCC = 0.8546 | SRCC = 0.8516 ]
+INFO:root:Average loss=0.2194032772229268
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2495 | LCC = 0.8537 | SRCC = 0.8512 ]
+INFO:root:Average loss=0.2205862891024504
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2866 | LCC = 0.8585 | SRCC = 0.8552 ]
+INFO:root:Average loss=0.20756436807987017
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2407 | LCC = 0.8547 | SRCC = 0.8531 ]
+INFO:root:Average loss=0.2210563491934385
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2822 | LCC = 0.8585 | SRCC = 0.8546 ]
+INFO:root:Average loss=0.20477527876694998
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2332 | LCC = 0.8603 | SRCC = 0.8590 ]
+INFO:root:Average loss=0.19850699737285957
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2565 | LCC = 0.8544 | SRCC = 0.8524 ]
+INFO:root:Average loss=0.1866154365050487
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2960 | LCC = 0.8608 | SRCC = 0.8589 ]
+INFO:root:Average loss=0.18801097056040397
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2596 | LCC = 0.8573 | SRCC = 0.8543 ]
+INFO:root:Average loss=0.1865861190435214
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2432 | LCC = 0.8593 | SRCC = 0.8560 ]
+INFO:root:Average loss=0.19375459047464225
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2574 | LCC = 0.8593 | SRCC = 0.8575 ]
+INFO:root:Average loss=0.18797000516683626
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2607 | LCC = 0.8636 | SRCC = 0.8605 ]
+INFO:root:Average loss=0.1724727220642261
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2477 | LCC = 0.8620 | SRCC = 0.8591 ]
+INFO:root:Average loss=0.16185139960203415
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2719 | LCC = 0.8507 | SRCC = 0.8535 ]
+INFO:root:Average loss=0.1838340662801877
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2447 | LCC = 0.8636 | SRCC = 0.8593 ]
+INFO:root:Average loss=0.17008591290467825
+INFO:root:
+[Valid][22][UTT][ MSE = 0.3163 | LCC = 0.8507 | SRCC = 0.8530 ]
+INFO:root:Average loss=0.16352493315935135
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2311 | LCC = 0.8599 | SRCC = 0.8568 ]
+INFO:root:Average loss=0.15196033337941536
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2397 | LCC = 0.8593 | SRCC = 0.8537 ]
+INFO:root:Average loss=0.14883078491458526
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2508 | LCC = 0.8544 | SRCC = 0.8538 ]
+INFO:root:Average loss=0.15664823410602716
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2321 | LCC = 0.8595 | SRCC = 0.8555 ]
+INFO:root:Average loss=0.1461077043070243
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2510 | LCC = 0.8575 | SRCC = 0.8537 ]
+INFO:root:Average loss=0.13786816090727463
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2476 | LCC = 0.8555 | SRCC = 0.8539 ]
+INFO:root:Average loss=0.13456128919735932
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2449 | LCC = 0.8544 | SRCC = 0.8482 ]
+INFO:root:Average loss=0.13000222629843614
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2385 | LCC = 0.8561 | SRCC = 0.8531 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2623 | LCC = 0.8731 | SRCC = 0.8742 ]
diff --git a/results_bvcc/w2v2_large_xlsr53/layer20/run4/config.gin b/results_bvcc/w2v2_large_xlsr53/layer20/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer20/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_large_xlsr53/layer20/run4/model.pt b/results_bvcc/w2v2_large_xlsr53/layer20/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..5739165a9090906d26435ea0076d3711aacbaa7d
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer20/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 3403339
diff --git a/results_bvcc/w2v2_large_xlsr53/layer20/run4/model_best.pt b/results_bvcc/w2v2_large_xlsr53/layer20/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..19e63c2c3a75b1fa38fe11e2befdd9816b6fb999
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer20/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7f557d716907f5344d87c1ad00ae44e9c99276ded924802742444e4ad13ddeb2
+size 3404998
diff --git a/results_bvcc/w2v2_large_xlsr53/layer20/run4/train.log b/results_bvcc/w2v2_large_xlsr53/layer20/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..94bc5adf827707551c4196f343a7ee65b517baf4
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer20/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.5252037472449816
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3260 | LCC = 0.8098 | SRCC = 0.8132 ]
+INFO:root:Average loss=0.3006973887483279
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2792 | LCC = 0.8349 | SRCC = 0.8337 ]
+INFO:root:Average loss=0.28456209275202876
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2737 | LCC = 0.8432 | SRCC = 0.8399 ]
+INFO:root:Average loss=0.2644761571517357
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2677 | LCC = 0.8417 | SRCC = 0.8395 ]
+INFO:root:Average loss=0.2482989699794696
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2976 | LCC = 0.8481 | SRCC = 0.8462 ]
+INFO:root:Average loss=0.23510840726204407
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2639 | LCC = 0.8520 | SRCC = 0.8486 ]
+INFO:root:Average loss=0.26927776319476276
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2799 | LCC = 0.8532 | SRCC = 0.8506 ]
+INFO:root:Average loss=0.22184919241147164
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2623 | LCC = 0.8512 | SRCC = 0.8503 ]
+INFO:root:Average loss=0.22584270418454439
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2872 | LCC = 0.8481 | SRCC = 0.8487 ]
+INFO:root:Average loss=0.213427450412359
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2583 | LCC = 0.8548 | SRCC = 0.8506 ]
+INFO:root:Average loss=0.20632134740933394
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2672 | LCC = 0.8518 | SRCC = 0.8513 ]
+INFO:root:Average loss=0.20528878816045248
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2751 | LCC = 0.8532 | SRCC = 0.8495 ]
+INFO:root:Average loss=0.20711010006757882
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2598 | LCC = 0.8545 | SRCC = 0.8502 ]
+INFO:root:Average loss=0.20164973871448102
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2799 | LCC = 0.8524 | SRCC = 0.8528 ]
+INFO:root:Average loss=0.1846661360409015
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2438 | LCC = 0.8565 | SRCC = 0.8528 ]
+INFO:root:Average loss=0.18137922004247323
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3013 | LCC = 0.8507 | SRCC = 0.8487 ]
+INFO:root:Average loss=0.19190689692130455
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2794 | LCC = 0.8563 | SRCC = 0.8547 ]
+INFO:root:Average loss=0.18160534296662378
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2580 | LCC = 0.8580 | SRCC = 0.8546 ]
+INFO:root:Average loss=0.16761686232609627
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2677 | LCC = 0.8524 | SRCC = 0.8545 ]
+INFO:root:Average loss=0.17268649517343596
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2744 | LCC = 0.8553 | SRCC = 0.8557 ]
+INFO:root:Average loss=0.16771187575963828
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2467 | LCC = 0.8589 | SRCC = 0.8576 ]
+INFO:root:Average loss=0.16012380635127044
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2472 | LCC = 0.8602 | SRCC = 0.8587 ]
+INFO:root:Average loss=0.1710203097989926
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2308 | LCC = 0.8568 | SRCC = 0.8537 ]
+INFO:root:Average loss=0.15017850888081086
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2880 | LCC = 0.8546 | SRCC = 0.8551 ]
+INFO:root:Average loss=0.14663071156694338
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2700 | LCC = 0.8556 | SRCC = 0.8555 ]
+INFO:root:Average loss=0.14466455894020888
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2646 | LCC = 0.8584 | SRCC = 0.8580 ]
+INFO:root:Average loss=0.1419999205913299
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2210 | LCC = 0.8589 | SRCC = 0.8565 ]
+INFO:root:Average loss=0.14327592144791895
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2841 | LCC = 0.8573 | SRCC = 0.8544 ]
+INFO:root:Average loss=0.13189556769644603
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2464 | LCC = 0.8553 | SRCC = 0.8540 ]
+INFO:root:Average loss=0.12708164933018196
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2558 | LCC = 0.8581 | SRCC = 0.8559 ]
+INFO:root:Average loss=0.1344688210922938
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2375 | LCC = 0.8540 | SRCC = 0.8516 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2276 | LCC = 0.8744 | SRCC = 0.8738 ]
diff --git a/results_bvcc/w2v2_large_xlsr53/layer22/run0/config.gin b/results_bvcc/w2v2_large_xlsr53/layer22/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer22/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_large_xlsr53/layer22/run0/model.pt b/results_bvcc/w2v2_large_xlsr53/layer22/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..60c3cb2976bd731221168c92432e1bd3ea0ced80
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer22/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d1a56f815795e931cc454630646df20dca752d5208210c5deb5516fcfe734a0c
+size 3403339
diff --git a/results_bvcc/w2v2_large_xlsr53/layer22/run0/model_best.pt b/results_bvcc/w2v2_large_xlsr53/layer22/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..241a947ccbd0f476739e33cce32dd61101d0d4f9
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer22/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a8e5f07ead89a4d410d80619c52e4a0485ab0e3c54493edec80831b864f3770d
+size 3405062
diff --git a/results_bvcc/w2v2_large_xlsr53/layer22/run0/train.log b/results_bvcc/w2v2_large_xlsr53/layer22/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..93a4afb25935e77467da60a227025dd8361c108f
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer22/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=0.814239657842196
+INFO:root:
+[Valid][0][UTT][ MSE = 0.8270 | LCC = -0.0026 | SRCC = 0.0041 ]
+INFO:root:Average loss=0.8085363232172452
+INFO:root:
+[Valid][1][UTT][ MSE = 0.8259 | LCC = 0.0493 | SRCC = 0.0578 ]
+INFO:root:Average loss=0.8069201738406451
+INFO:root:
+[Valid][2][UTT][ MSE = 0.8247 | LCC = 0.1962 | SRCC = 0.1724 ]
+INFO:root:Average loss=0.804259663208937
+INFO:root:
+[Valid][3][UTT][ MSE = 0.8243 | LCC = 0.1360 | SRCC = 0.0895 ]
+INFO:root:Average loss=0.7963876479711288
+INFO:root:
+[Valid][4][UTT][ MSE = 0.8091 | LCC = 0.2472 | SRCC = 0.2498 ]
+INFO:root:Average loss=0.7853928804397583
+INFO:root:
+[Valid][5][UTT][ MSE = 0.7979 | LCC = 0.2328 | SRCC = 0.2393 ]
+INFO:root:Average loss=0.7715532069022839
+INFO:root:
+[Valid][6][UTT][ MSE = 0.7915 | LCC = 0.2385 | SRCC = 0.2449 ]
+INFO:root:Average loss=0.7595658860145471
+INFO:root:
+[Valid][7][UTT][ MSE = 0.7796 | LCC = 0.2547 | SRCC = 0.2535 ]
+INFO:root:Average loss=0.7552185222888604
+INFO:root:
+[Valid][8][UTT][ MSE = 0.7782 | LCC = 0.2615 | SRCC = 0.2638 ]
+INFO:root:Average loss=0.7525569139382778
+INFO:root:
+[Valid][9][UTT][ MSE = 0.7804 | LCC = 0.2499 | SRCC = 0.2511 ]
+INFO:root:Average loss=0.7490798051540668
+INFO:root:
+[Valid][10][UTT][ MSE = 0.7807 | LCC = 0.2506 | SRCC = 0.2477 ]
+INFO:root:Average loss=0.7523076916352297
+INFO:root:
+[Valid][11][UTT][ MSE = 0.7763 | LCC = 0.2525 | SRCC = 0.2499 ]
+INFO:root:Average loss=0.7473140374208108
+INFO:root:
+[Valid][12][UTT][ MSE = 0.7775 | LCC = 0.2565 | SRCC = 0.2576 ]
+INFO:root:Average loss=0.7457434053604419
+INFO:root:
+[Valid][13][UTT][ MSE = 0.7724 | LCC = 0.2590 | SRCC = 0.2566 ]
+INFO:root:Average loss=0.7413836671755865
+INFO:root:
+[Valid][14][UTT][ MSE = 0.7757 | LCC = 0.2561 | SRCC = 0.2580 ]
+INFO:root:Average loss=0.746223298402933
+INFO:root:
+[Valid][15][UTT][ MSE = 0.7791 | LCC = 0.2531 | SRCC = 0.2559 ]
+INFO:root:Average loss=0.7420797638404064
+INFO:root:
+[Valid][16][UTT][ MSE = 0.7749 | LCC = 0.2586 | SRCC = 0.2605 ]
+INFO:root:Average loss=0.7429421719832298
+INFO:root:
+[Valid][17][UTT][ MSE = 0.7730 | LCC = 0.2617 | SRCC = 0.2634 ]
+INFO:root:Average loss=0.7376499966933177
+INFO:root:
+[Valid][18][UTT][ MSE = 0.7722 | LCC = 0.2626 | SRCC = 0.2612 ]
+INFO:root:Average loss=0.7371719991549467
+INFO:root:
+[Valid][19][UTT][ MSE = 0.7723 | LCC = 0.2641 | SRCC = 0.2609 ]
+INFO:root:Average loss=0.7375246989421356
+INFO:root:
+[Valid][20][UTT][ MSE = 0.7737 | LCC = 0.2596 | SRCC = 0.2569 ]
+INFO:root:Average loss=0.7357758390597808
+INFO:root:
+[Valid][21][UTT][ MSE = 0.7709 | LCC = 0.2627 | SRCC = 0.2593 ]
+INFO:root:Average loss=0.7394503248043549
+INFO:root:
+[Valid][22][UTT][ MSE = 0.7721 | LCC = 0.2609 | SRCC = 0.2602 ]
+INFO:root:Average loss=0.7379284046399288
+INFO:root:
+[Valid][23][UTT][ MSE = 0.7725 | LCC = 0.2575 | SRCC = 0.2581 ]
+INFO:root:Average loss=0.7340310563643774
+INFO:root:
+[Valid][24][UTT][ MSE = 0.7736 | LCC = 0.2577 | SRCC = 0.2566 ]
+INFO:root:Average loss=0.732508102288613
+INFO:root:
+[Valid][25][UTT][ MSE = 0.7724 | LCC = 0.2564 | SRCC = 0.2555 ]
+INFO:root:Average loss=0.7312567891218723
+INFO:root:
+[Valid][26][UTT][ MSE = 0.7739 | LCC = 0.2568 | SRCC = 0.2540 ]
+INFO:root:Average loss=0.7326350448987423
+INFO:root:
+[Valid][27][UTT][ MSE = 0.7737 | LCC = 0.2552 | SRCC = 0.2567 ]
+INFO:root:Average loss=0.7306141421580926
+INFO:root:
+[Valid][28][UTT][ MSE = 0.7751 | LCC = 0.2552 | SRCC = 0.2572 ]
+INFO:root:Average loss=0.7304448515940936
+INFO:root:
+[Valid][29][UTT][ MSE = 0.7763 | LCC = 0.2522 | SRCC = 0.2621 ]
+INFO:root:Average loss=0.7258755343082623
+INFO:root:
+[Valid][30][UTT][ MSE = 0.7713 | LCC = 0.2600 | SRCC = 0.2612 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.8067 | LCC = 0.2564 | SRCC = 0.2638 ]
diff --git a/results_bvcc/w2v2_large_xlsr53/layer22/run1/config.gin b/results_bvcc/w2v2_large_xlsr53/layer22/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer22/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_large_xlsr53/layer22/run1/model.pt b/results_bvcc/w2v2_large_xlsr53/layer22/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..0fcffaee8da0a4e073e5c1e29da94255a581a6f7
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer22/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2a4207c575fda017ff98028b9abcd06aa3d9d89765d6e50c7f88d11e2c0f6f64
+size 3403339
diff --git a/results_bvcc/w2v2_large_xlsr53/layer22/run1/model_best.pt b/results_bvcc/w2v2_large_xlsr53/layer22/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ae813fef1efd4b911e9e98be2c6b5b0f00980884
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer22/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:13807fed47bdbbf469ba629fdbafecfe255caee85de995c0a35f4000aaa2fed2
+size 3405062
diff --git a/results_bvcc/w2v2_large_xlsr53/layer22/run1/train.log b/results_bvcc/w2v2_large_xlsr53/layer22/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..abd5ecd4cadccb024706755addb57ca0c44f625c
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer22/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=0.8181307224126962
+INFO:root:
+[Valid][0][UTT][ MSE = 0.8383 | LCC = 0.1263 | SRCC = 0.1136 ]
+INFO:root:Average loss=0.8058509589769901
+INFO:root:
+[Valid][1][UTT][ MSE = 0.8313 | LCC = 0.1621 | SRCC = 0.1426 ]
+INFO:root:Average loss=0.8050016615635309
+INFO:root:
+[Valid][2][UTT][ MSE = 0.8302 | LCC = 0.1852 | SRCC = 0.1710 ]
+INFO:root:Average loss=0.8022013230201526
+INFO:root:
+[Valid][3][UTT][ MSE = 0.8238 | LCC = 0.2060 | SRCC = 0.2061 ]
+INFO:root:Average loss=0.7932518109297141
+INFO:root:
+[Valid][4][UTT][ MSE = 0.8095 | LCC = 0.2203 | SRCC = 0.2173 ]
+INFO:root:Average loss=0.7824825889024979
+INFO:root:
+[Valid][5][UTT][ MSE = 0.8238 | LCC = 0.2229 | SRCC = 0.2354 ]
+INFO:root:Average loss=0.7676528906210874
+INFO:root:
+[Valid][6][UTT][ MSE = 0.7966 | LCC = 0.2300 | SRCC = 0.2333 ]
+INFO:root:Average loss=0.7637531146025046
+INFO:root:
+[Valid][7][UTT][ MSE = 0.7890 | LCC = 0.2374 | SRCC = 0.2388 ]
+INFO:root:Average loss=0.7614126335351895
+INFO:root:
+[Valid][8][UTT][ MSE = 0.7893 | LCC = 0.2364 | SRCC = 0.2401 ]
+INFO:root:Average loss=0.7546045344609481
+INFO:root:
+[Valid][9][UTT][ MSE = 0.7927 | LCC = 0.2397 | SRCC = 0.2433 ]
+INFO:root:Average loss=0.7521014488660372
+INFO:root:
+[Valid][10][UTT][ MSE = 0.7971 | LCC = 0.2430 | SRCC = 0.2452 ]
+INFO:root:Average loss=0.7542945650907663
+INFO:root:
+[Valid][11][UTT][ MSE = 0.8035 | LCC = 0.2403 | SRCC = 0.2467 ]
+INFO:root:Average loss=0.7496093186812524
+INFO:root:
+[Valid][12][UTT][ MSE = 0.8264 | LCC = 0.2363 | SRCC = 0.2470 ]
+INFO:root:Average loss=0.7481262401128427
+INFO:root:
+[Valid][13][UTT][ MSE = 0.8146 | LCC = 0.2366 | SRCC = 0.2440 ]
+INFO:root:Average loss=0.7483717394180787
+INFO:root:
+[Valid][14][UTT][ MSE = 0.7988 | LCC = 0.2392 | SRCC = 0.2478 ]
+INFO:root:Average loss=0.7470266200028933
+INFO:root:
+[Valid][15][UTT][ MSE = 0.7773 | LCC = 0.2472 | SRCC = 0.2479 ]
+INFO:root:Average loss=0.7472251134041028
+INFO:root:
+[Valid][16][UTT][ MSE = 0.8218 | LCC = 0.2336 | SRCC = 0.2444 ]
+INFO:root:Average loss=0.7448329543456053
+INFO:root:
+[Valid][17][UTT][ MSE = 0.8404 | LCC = 0.2386 | SRCC = 0.2471 ]
+INFO:root:Average loss=0.7468257385950822
+INFO:root:
+[Valid][18][UTT][ MSE = 0.8102 | LCC = 0.2413 | SRCC = 0.2495 ]
+INFO:root:Average loss=0.7398762595959198
+INFO:root:
+[Valid][19][UTT][ MSE = 0.7956 | LCC = 0.2506 | SRCC = 0.2513 ]
+INFO:root:Average loss=0.739950743623269
+INFO:root:
+[Valid][20][UTT][ MSE = 0.7798 | LCC = 0.2558 | SRCC = 0.2576 ]
+INFO:root:Average loss=0.74148706977184
+INFO:root:
+[Valid][21][UTT][ MSE = 0.7825 | LCC = 0.2547 | SRCC = 0.2602 ]
+INFO:root:Average loss=0.7412474002593603
+INFO:root:
+[Valid][22][UTT][ MSE = 0.8015 | LCC = 0.2487 | SRCC = 0.2586 ]
+INFO:root:Average loss=0.7376955036933606
+INFO:root:
+[Valid][23][UTT][ MSE = 0.7965 | LCC = 0.2547 | SRCC = 0.2586 ]
+INFO:root:Average loss=0.7389899431130825
+INFO:root:
+[Valid][24][UTT][ MSE = 0.8086 | LCC = 0.2474 | SRCC = 0.2556 ]
+INFO:root:Average loss=0.7341073384651771
+INFO:root:
+[Valid][25][UTT][ MSE = 0.7827 | LCC = 0.2564 | SRCC = 0.2639 ]
+INFO:root:Average loss=0.7389515500802261
+INFO:root:
+[Valid][26][UTT][ MSE = 0.7884 | LCC = 0.2528 | SRCC = 0.2571 ]
+INFO:root:Average loss=0.7339698744890018
+INFO:root:
+[Valid][27][UTT][ MSE = 0.7711 | LCC = 0.2622 | SRCC = 0.2609 ]
+INFO:root:Average loss=0.737748962182265
+INFO:root:
+[Valid][28][UTT][ MSE = 0.7770 | LCC = 0.2527 | SRCC = 0.2605 ]
+INFO:root:Average loss=0.7384612575555459
+INFO:root:
+[Valid][29][UTT][ MSE = 0.7779 | LCC = 0.2590 | SRCC = 0.2643 ]
+INFO:root:Average loss=0.7393181075652441
+INFO:root:
+[Valid][30][UTT][ MSE = 0.8223 | LCC = 0.2459 | SRCC = 0.2583 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.7996 | LCC = 0.2422 | SRCC = 0.2504 ]
diff --git a/results_bvcc/w2v2_large_xlsr53/layer22/run2/config.gin b/results_bvcc/w2v2_large_xlsr53/layer22/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer22/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_large_xlsr53/layer22/run2/model.pt b/results_bvcc/w2v2_large_xlsr53/layer22/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..49aa99c178510a43c27980ff067803b566f501b1
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer22/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 3403339
diff --git a/results_bvcc/w2v2_large_xlsr53/layer22/run2/model_best.pt b/results_bvcc/w2v2_large_xlsr53/layer22/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..1799c484dd150f6907be23df4e2a6644003bd691
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer22/run2/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bc6b697fc358ef048a7d3407572dcc3c9f3ee6f595b36f5cc664485cc6f7138c
+size 3404998
diff --git a/results_bvcc/w2v2_large_xlsr53/layer22/run2/train.log b/results_bvcc/w2v2_large_xlsr53/layer22/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..7fa63c4b2749550b9af0c46a737218d0d2096fba
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer22/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=0.8170791971377838
+INFO:root:
+[Valid][0][UTT][ MSE = 0.8325 | LCC = 0.1026 | SRCC = 0.1114 ]
+INFO:root:Average loss=0.8104762167502673
+INFO:root:
+[Valid][1][UTT][ MSE = 0.8263 | LCC = -0.0209 | SRCC = -0.0027 ]
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+INFO:root:
+[Valid][2][UTT][ MSE = 0.8266 | LCC = 0.0121 | SRCC = 0.0360 ]
+INFO:root:Average loss=0.8096001698420598
+INFO:root:
+[Valid][3][UTT][ MSE = 0.8256 | LCC = 0.0345 | SRCC = 0.0465 ]
+INFO:root:Average loss=0.8068318619177892
+INFO:root:
+[Valid][4][UTT][ MSE = 0.8247 | LCC = 0.0963 | SRCC = 0.1003 ]
+INFO:root:Average loss=0.8068208495775858
+INFO:root:
+[Valid][5][UTT][ MSE = 0.8289 | LCC = 0.1201 | SRCC = 0.1209 ]
+INFO:root:Average loss=0.8082066774368286
+INFO:root:
+[Valid][6][UTT][ MSE = 0.8299 | LCC = 0.1215 | SRCC = 0.1197 ]
+INFO:root:Average loss=0.7999909252692492
+INFO:root:
+[Valid][7][UTT][ MSE = 0.8185 | LCC = 0.2234 | SRCC = 0.2272 ]
+INFO:root:Average loss=0.7974462914161193
+INFO:root:
+[Valid][8][UTT][ MSE = 0.8092 | LCC = 0.2301 | SRCC = 0.2401 ]
+INFO:root:Average loss=0.7786302451904004
+INFO:root:
+[Valid][9][UTT][ MSE = 0.8018 | LCC = 0.2356 | SRCC = 0.2532 ]
+INFO:root:Average loss=0.7637408131208175
+INFO:root:
+[Valid][10][UTT][ MSE = 0.8020 | LCC = 0.2301 | SRCC = 0.2432 ]
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+INFO:root:
+[Valid][11][UTT][ MSE = 0.7847 | LCC = 0.2382 | SRCC = 0.2453 ]
+INFO:root:Average loss=0.7564181311008258
+INFO:root:
+[Valid][12][UTT][ MSE = 0.7874 | LCC = 0.2371 | SRCC = 0.2423 ]
+INFO:root:Average loss=0.7545683070635184
+INFO:root:
+[Valid][13][UTT][ MSE = 0.8091 | LCC = 0.2361 | SRCC = 0.2466 ]
+INFO:root:Average loss=0.7512389161647894
+INFO:root:
+[Valid][14][UTT][ MSE = 0.7793 | LCC = 0.2450 | SRCC = 0.2449 ]
+INFO:root:Average loss=0.7586557078055847
+INFO:root:
+[Valid][15][UTT][ MSE = 0.7864 | LCC = 0.2386 | SRCC = 0.2431 ]
+INFO:root:Average loss=0.7566420504680047
+INFO:root:
+[Valid][16][UTT][ MSE = 0.7858 | LCC = 0.2423 | SRCC = 0.2426 ]
+INFO:root:Average loss=0.7498466303715339
+INFO:root:
+[Valid][17][UTT][ MSE = 0.7781 | LCC = 0.2444 | SRCC = 0.2435 ]
+INFO:root:Average loss=0.7462894381620945
+INFO:root:
+[Valid][18][UTT][ MSE = 0.8138 | LCC = 0.2368 | SRCC = 0.2465 ]
+INFO:root:Average loss=0.7527802273249015
+INFO:root:
+[Valid][19][UTT][ MSE = 0.7938 | LCC = 0.2362 | SRCC = 0.2415 ]
+INFO:root:Average loss=0.7473375663543359
+INFO:root:
+[Valid][20][UTT][ MSE = 0.7803 | LCC = 0.2437 | SRCC = 0.2459 ]
+INFO:root:Average loss=0.7387752280785487
+INFO:root:
+[Valid][21][UTT][ MSE = 0.7824 | LCC = 0.2478 | SRCC = 0.2484 ]
+INFO:root:Average loss=0.7506021536313571
+INFO:root:
+[Valid][22][UTT][ MSE = 0.7798 | LCC = 0.2467 | SRCC = 0.2469 ]
+INFO:root:Average loss=0.742162606655023
+INFO:root:
+[Valid][23][UTT][ MSE = 0.7770 | LCC = 0.2476 | SRCC = 0.2459 ]
+INFO:root:Average loss=0.7410742491483688
+INFO:root:
+[Valid][24][UTT][ MSE = 0.7751 | LCC = 0.2503 | SRCC = 0.2458 ]
+INFO:root:Average loss=0.7445911574058044
+INFO:root:
+[Valid][25][UTT][ MSE = 0.7795 | LCC = 0.2432 | SRCC = 0.2463 ]
+INFO:root:Average loss=0.7379241952529321
+INFO:root:
+[Valid][26][UTT][ MSE = 0.7901 | LCC = 0.2368 | SRCC = 0.2378 ]
+INFO:root:Average loss=0.7360416750113169
+INFO:root:
+[Valid][27][UTT][ MSE = 0.7746 | LCC = 0.2503 | SRCC = 0.2480 ]
+INFO:root:Average loss=0.7346521952213385
+INFO:root:
+[Valid][28][UTT][ MSE = 0.7962 | LCC = 0.2415 | SRCC = 0.2478 ]
+INFO:root:Average loss=0.7360071792052343
+INFO:root:
+[Valid][29][UTT][ MSE = 0.7771 | LCC = 0.2491 | SRCC = 0.2513 ]
+INFO:root:Average loss=0.7348292752718314
+INFO:root:
+[Valid][30][UTT][ MSE = 0.7890 | LCC = 0.2410 | SRCC = 0.2432 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.7907 | LCC = 0.2665 | SRCC = 0.2687 ]
diff --git a/results_bvcc/w2v2_large_xlsr53/layer22/run3/config.gin b/results_bvcc/w2v2_large_xlsr53/layer22/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer22/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_large_xlsr53/layer22/run3/model.pt b/results_bvcc/w2v2_large_xlsr53/layer22/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..3ffee7abae2f9b5e7a6fb1e7c78fb7800015fa63
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer22/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9d90223c11566e5b9366d1f191619706c6868e92086587ede254eea29795319c
+size 3403339
diff --git a/results_bvcc/w2v2_large_xlsr53/layer22/run3/model_best.pt b/results_bvcc/w2v2_large_xlsr53/layer22/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..7c9e7e2846adcf5f97f2cfc796f84996fa32fc57
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer22/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5055a81939fd491e91cffaa54a4a2efad6ceca33ada7ff52dff767a619970f25
+size 3405062
diff --git a/results_bvcc/w2v2_large_xlsr53/layer22/run3/train.log b/results_bvcc/w2v2_large_xlsr53/layer22/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..8e756ca8a8696272a6b964905c1fa44471dc8220
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer22/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=0.8139951924482981
+INFO:root:
+[Valid][0][UTT][ MSE = 0.8538 | LCC = 0.0628 | SRCC = 0.0433 ]
+INFO:root:Average loss=0.8084817964297074
+INFO:root:
+[Valid][1][UTT][ MSE = 0.8346 | LCC = 0.1495 | SRCC = 0.1408 ]
+INFO:root:Average loss=0.8109443149505517
+INFO:root:
+[Valid][2][UTT][ MSE = 0.8399 | LCC = 0.1735 | SRCC = 0.1573 ]
+INFO:root:Average loss=0.8042151973797724
+INFO:root:
+[Valid][3][UTT][ MSE = 0.8378 | LCC = 0.2081 | SRCC = 0.2045 ]
+INFO:root:Average loss=0.8034162750610938
+INFO:root:
+[Valid][4][UTT][ MSE = 0.8440 | LCC = 0.2189 | SRCC = 0.2294 ]
+INFO:root:Average loss=0.807106227446825
+INFO:root:
+[Valid][5][UTT][ MSE = 0.8303 | LCC = 0.2063 | SRCC = 0.2054 ]
+INFO:root:Average loss=0.7967051993577908
+INFO:root:
+[Valid][6][UTT][ MSE = 0.8262 | LCC = 0.2212 | SRCC = 0.2231 ]
+INFO:root:Average loss=0.7873269961430476
+INFO:root:
+[Valid][7][UTT][ MSE = 0.8369 | LCC = 0.2284 | SRCC = 0.2433 ]
+INFO:root:Average loss=0.7755554616451263
+INFO:root:
+[Valid][8][UTT][ MSE = 0.8117 | LCC = 0.2389 | SRCC = 0.2573 ]
+INFO:root:Average loss=0.7619453622744634
+INFO:root:
+[Valid][9][UTT][ MSE = 0.7796 | LCC = 0.2543 | SRCC = 0.2549 ]
+INFO:root:Average loss=0.7669727420195555
+INFO:root:
+[Valid][10][UTT][ MSE = 0.7817 | LCC = 0.2582 | SRCC = 0.2596 ]
+INFO:root:Average loss=0.7573283819051889
+INFO:root:
+[Valid][11][UTT][ MSE = 0.8115 | LCC = 0.2542 | SRCC = 0.2628 ]
+INFO:root:Average loss=0.753503374564342
+INFO:root:
+[Valid][12][UTT][ MSE = 0.7973 | LCC = 0.2575 | SRCC = 0.2668 ]
+INFO:root:Average loss=0.7453485207679944
+INFO:root:
+[Valid][13][UTT][ MSE = 0.8421 | LCC = 0.2580 | SRCC = 0.2705 ]
+INFO:root:Average loss=0.7502139508724213
+INFO:root:
+[Valid][14][UTT][ MSE = 0.7675 | LCC = 0.2719 | SRCC = 0.2685 ]
+INFO:root:Average loss=0.7436514829213803
+INFO:root:
+[Valid][15][UTT][ MSE = 0.7981 | LCC = 0.2540 | SRCC = 0.2611 ]
+INFO:root:Average loss=0.7450853158266116
+INFO:root:
+[Valid][16][UTT][ MSE = 0.7642 | LCC = 0.2791 | SRCC = 0.2766 ]
+INFO:root:Average loss=0.7439048061004052
+INFO:root:
+[Valid][17][UTT][ MSE = 0.7791 | LCC = 0.2748 | SRCC = 0.2763 ]
+INFO:root:Average loss=0.7414584794105628
+INFO:root:
+[Valid][18][UTT][ MSE = 0.7793 | LCC = 0.2727 | SRCC = 0.2757 ]
+INFO:root:Average loss=0.7410066070464941
+INFO:root:
+[Valid][19][UTT][ MSE = 0.7671 | LCC = 0.2795 | SRCC = 0.2782 ]
+INFO:root:Average loss=0.7383616111981564
+INFO:root:
+[Valid][20][UTT][ MSE = 0.7835 | LCC = 0.2746 | SRCC = 0.2757 ]
+INFO:root:Average loss=0.7370491738502796
+INFO:root:
+[Valid][21][UTT][ MSE = 0.8018 | LCC = 0.2653 | SRCC = 0.2673 ]
+INFO:root:Average loss=0.7324779484516535
+INFO:root:
+[Valid][22][UTT][ MSE = 0.7692 | LCC = 0.2761 | SRCC = 0.2786 ]
+INFO:root:Average loss=0.740232072579555
+INFO:root:
+[Valid][23][UTT][ MSE = 0.7750 | LCC = 0.2804 | SRCC = 0.2792 ]
+INFO:root:Average loss=0.7392700532307992
+INFO:root:
+[Valid][24][UTT][ MSE = 0.7744 | LCC = 0.2807 | SRCC = 0.2760 ]
+INFO:root:Average loss=0.7341036876806846
+INFO:root:
+[Valid][25][UTT][ MSE = 0.7650 | LCC = 0.2814 | SRCC = 0.2765 ]
+INFO:root:Average loss=0.7312420346798041
+INFO:root:
+[Valid][26][UTT][ MSE = 0.7766 | LCC = 0.2829 | SRCC = 0.2840 ]
+INFO:root:Average loss=0.7305280428666335
+INFO:root:
+[Valid][27][UTT][ MSE = 0.7855 | LCC = 0.2772 | SRCC = 0.2782 ]
+INFO:root:Average loss=0.7277241028272189
+INFO:root:
+[Valid][28][UTT][ MSE = 0.7805 | LCC = 0.2800 | SRCC = 0.2774 ]
+INFO:root:Average loss=0.7310245992281498
+INFO:root:
+[Valid][29][UTT][ MSE = 0.7570 | LCC = 0.2933 | SRCC = 0.2889 ]
+INFO:root:Average loss=0.7278549052201785
+INFO:root:
+[Valid][30][UTT][ MSE = 0.7954 | LCC = 0.2802 | SRCC = 0.2838 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.7960 | LCC = 0.2681 | SRCC = 0.2799 ]
diff --git a/results_bvcc/w2v2_large_xlsr53/layer22/run4/config.gin b/results_bvcc/w2v2_large_xlsr53/layer22/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer22/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_large_xlsr53/layer22/run4/model.pt b/results_bvcc/w2v2_large_xlsr53/layer22/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..520cc9d1acc89adbc90c7bd7f10a09eb5c9ccdb4
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer22/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e9bb001e0a7e711f1bb9275c034935d862ccdc20710f9458f8eefba1a22f9319
+size 3403339
diff --git a/results_bvcc/w2v2_large_xlsr53/layer22/run4/model_best.pt b/results_bvcc/w2v2_large_xlsr53/layer22/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..669100cc0e970d197d34a0cf16c24a48f6bf62a6
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer22/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:439a309d13eef5a0952916c0c3681ace23ef98e55fffd31d55e0902364494747
+size 3405062
diff --git a/results_bvcc/w2v2_large_xlsr53/layer22/run4/train.log b/results_bvcc/w2v2_large_xlsr53/layer22/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..2cb329ef4fb7e27cbd7243f1e57fb37abca0ffb7
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer22/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.8078734744817783
+INFO:root:
+[Valid][0][UTT][ MSE = 0.8438 | LCC = 0.1551 | SRCC = 0.1338 ]
+INFO:root:Average loss=0.8061453310342935
+INFO:root:
+[Valid][1][UTT][ MSE = 0.8527 | LCC = 0.1858 | SRCC = 0.1696 ]
+INFO:root:Average loss=0.7980850124970461
+INFO:root:
+[Valid][2][UTT][ MSE = 0.8782 | LCC = 0.2039 | SRCC = 0.2082 ]
+INFO:root:Average loss=0.7904722224443387
+INFO:root:
+[Valid][3][UTT][ MSE = 0.8657 | LCC = 0.2205 | SRCC = 0.2218 ]
+INFO:root:Average loss=0.7704049562796568
+INFO:root:
+[Valid][4][UTT][ MSE = 0.8042 | LCC = 0.2416 | SRCC = 0.2469 ]
+INFO:root:Average loss=0.7644153917447115
+INFO:root:
+[Valid][5][UTT][ MSE = 0.8250 | LCC = 0.2385 | SRCC = 0.2437 ]
+INFO:root:Average loss=0.7613810132711362
+INFO:root:
+[Valid][6][UTT][ MSE = 0.8584 | LCC = 0.2353 | SRCC = 0.2405 ]
+INFO:root:Average loss=0.7635564146897732
+INFO:root:
+[Valid][7][UTT][ MSE = 0.8602 | LCC = 0.2334 | SRCC = 0.2399 ]
+INFO:root:Average loss=0.7606048110203866
+INFO:root:
+[Valid][8][UTT][ MSE = 0.7999 | LCC = 0.2399 | SRCC = 0.2370 ]
+INFO:root:Average loss=0.7518155513665615
+INFO:root:
+[Valid][9][UTT][ MSE = 0.7966 | LCC = 0.2453 | SRCC = 0.2419 ]
+INFO:root:Average loss=0.7531586511012835
+INFO:root:
+[Valid][10][UTT][ MSE = 0.8018 | LCC = 0.2439 | SRCC = 0.2402 ]
+INFO:root:Average loss=0.7529040429836664
+INFO:root:
+[Valid][11][UTT][ MSE = 0.8175 | LCC = 0.2530 | SRCC = 0.2528 ]
+INFO:root:Average loss=0.7498894028174572
+INFO:root:
+[Valid][12][UTT][ MSE = 0.8310 | LCC = 0.2520 | SRCC = 0.2505 ]
+INFO:root:Average loss=0.7508819340131222
+INFO:root:
+[Valid][13][UTT][ MSE = 0.8223 | LCC = 0.2518 | SRCC = 0.2502 ]
+INFO:root:Average loss=0.7533572163337316
+INFO:root:
+[Valid][14][UTT][ MSE = 0.8383 | LCC = 0.2479 | SRCC = 0.2476 ]
+INFO:root:Average loss=0.7443092568562582
+INFO:root:
+[Valid][15][UTT][ MSE = 0.8035 | LCC = 0.2544 | SRCC = 0.2475 ]
+INFO:root:Average loss=0.7448368473694875
+INFO:root:
+[Valid][16][UTT][ MSE = 0.8218 | LCC = 0.2568 | SRCC = 0.2515 ]
+INFO:root:Average loss=0.748010686574838
+INFO:root:
+[Valid][17][UTT][ MSE = 0.8373 | LCC = 0.2558 | SRCC = 0.2524 ]
+INFO:root:Average loss=0.7410632696671363
+INFO:root:
+[Valid][18][UTT][ MSE = 0.8248 | LCC = 0.2561 | SRCC = 0.2532 ]
+INFO:root:Average loss=0.7445670266946157
+INFO:root:
+[Valid][19][UTT][ MSE = 0.8269 | LCC = 0.2542 | SRCC = 0.2514 ]
+INFO:root:Average loss=0.74035588823832
+INFO:root:
+[Valid][20][UTT][ MSE = 0.8644 | LCC = 0.2530 | SRCC = 0.2545 ]
+INFO:root:Average loss=0.7474632763709778
+INFO:root:
+[Valid][21][UTT][ MSE = 0.8147 | LCC = 0.2602 | SRCC = 0.2546 ]
+INFO:root:Average loss=0.7406386037667593
+INFO:root:
+[Valid][22][UTT][ MSE = 0.8054 | LCC = 0.2618 | SRCC = 0.2536 ]
+INFO:root:Average loss=0.7379722109971902
+INFO:root:
+[Valid][23][UTT][ MSE = 0.8150 | LCC = 0.2635 | SRCC = 0.2614 ]
+INFO:root:Average loss=0.7341487545233506
+INFO:root:
+[Valid][24][UTT][ MSE = 0.8073 | LCC = 0.2630 | SRCC = 0.2580 ]
+INFO:root:Average loss=0.7340960743335577
+INFO:root:
+[Valid][25][UTT][ MSE = 0.7963 | LCC = 0.2616 | SRCC = 0.2544 ]
+INFO:root:Average loss=0.7333975468690579
+INFO:root:
+[Valid][26][UTT][ MSE = 0.8081 | LCC = 0.2641 | SRCC = 0.2592 ]
+INFO:root:Average loss=0.7372842583900843
+INFO:root:
+[Valid][27][UTT][ MSE = 0.8026 | LCC = 0.2604 | SRCC = 0.2548 ]
+INFO:root:Average loss=0.7322733646784073
+INFO:root:
+[Valid][28][UTT][ MSE = 0.8087 | LCC = 0.2649 | SRCC = 0.2605 ]
+INFO:root:Average loss=0.7382883513585116
+INFO:root:
+[Valid][29][UTT][ MSE = 0.7805 | LCC = 0.2660 | SRCC = 0.2607 ]
+INFO:root:Average loss=0.7296412785847982
+INFO:root:
+[Valid][30][UTT][ MSE = 0.7854 | LCC = 0.2664 | SRCC = 0.2601 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.7988 | LCC = 0.2486 | SRCC = 0.2584 ]
diff --git a/results_bvcc/w2v2_large_xlsr53/layer4/run0/config.gin b/results_bvcc/w2v2_large_xlsr53/layer4/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/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_large_xlsr53/layer4/run0/model.pt b/results_bvcc/w2v2_large_xlsr53/layer4/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..2a2481712ce35b99895ebeb1acb257f06ab0d2cd
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer4/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 3403339
diff --git a/results_bvcc/w2v2_large_xlsr53/layer4/run0/model_best.pt b/results_bvcc/w2v2_large_xlsr53/layer4/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..7620c3f9105c95ef62c9b6c17a855740805cf153
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer4/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 3405062
diff --git a/results_bvcc/w2v2_large_xlsr53/layer4/run0/train.log b/results_bvcc/w2v2_large_xlsr53/layer4/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..11d4f8bf77999687eeed0a88483d32be0a327785
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer4/run0/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.547156467460669
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3832 | LCC = 0.7870 | SRCC = 0.7937 ]
+INFO:root:Average loss=0.29149841994811326
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3145 | LCC = 0.8253 | SRCC = 0.8260 ]
+INFO:root:Average loss=0.24849581298155662
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2810 | LCC = 0.8434 | SRCC = 0.8447 ]
+INFO:root:Average loss=0.22738109395290032
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2621 | LCC = 0.8573 | SRCC = 0.8536 ]
+INFO:root:Average loss=0.21490304286663348
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2838 | LCC = 0.8643 | SRCC = 0.8606 ]
+INFO:root:Average loss=0.20760062088569006
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2279 | LCC = 0.8673 | SRCC = 0.8642 ]
+INFO:root:Average loss=0.20366449520373955
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2377 | LCC = 0.8735 | SRCC = 0.8702 ]
+INFO:root:Average loss=0.17576329687084907
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2163 | LCC = 0.8735 | SRCC = 0.8715 ]
+INFO:root:Average loss=0.17690044412246117
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2238 | LCC = 0.8779 | SRCC = 0.8757 ]
+INFO:root:Average loss=0.1625153881808122
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2058 | LCC = 0.8757 | SRCC = 0.8747 ]
+INFO:root:Average loss=0.16646776797297674
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2525 | LCC = 0.8692 | SRCC = 0.8712 ]
+INFO:root:Average loss=0.16911816062071386
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2083 | LCC = 0.8794 | SRCC = 0.8774 ]
+INFO:root:Average loss=0.14906550905643365
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2191 | LCC = 0.8795 | SRCC = 0.8771 ]
+INFO:root:Average loss=0.14371993793891027
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2117 | LCC = 0.8791 | SRCC = 0.8769 ]
+INFO:root:Average loss=0.1384089978841635
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2030 | LCC = 0.8787 | SRCC = 0.8776 ]
+INFO:root:Average loss=0.12990750276889557
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2243 | LCC = 0.8789 | SRCC = 0.8775 ]
+INFO:root:Average loss=0.13416247537884957
+INFO:root:
+[Valid][16][UTT][ MSE = 0.1994 | LCC = 0.8776 | SRCC = 0.8764 ]
+INFO:root:Average loss=0.1280193323126206
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2107 | LCC = 0.8757 | SRCC = 0.8748 ]
+INFO:root:Average loss=0.11507375280444439
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2014 | LCC = 0.8787 | SRCC = 0.8778 ]
+INFO:root:Average loss=0.11986773652143967
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2211 | LCC = 0.8760 | SRCC = 0.8761 ]
+INFO:root:Average loss=0.10640933001652741
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2026 | LCC = 0.8763 | SRCC = 0.8763 ]
+INFO:root:Average loss=0.10712833387347367
+INFO:root:
+[Valid][21][UTT][ MSE = 0.1972 | LCC = 0.8812 | SRCC = 0.8802 ]
+INFO:root:Average loss=0.10519853802636647
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2054 | LCC = 0.8747 | SRCC = 0.8757 ]
+INFO:root:Average loss=0.09490100838817082
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2048 | LCC = 0.8798 | SRCC = 0.8781 ]
+INFO:root:Average loss=0.09653763964963265
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2104 | LCC = 0.8747 | SRCC = 0.8743 ]
+INFO:root:Average loss=0.09158640760832872
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2154 | LCC = 0.8728 | SRCC = 0.8724 ]
+INFO:root:Average loss=0.08465714289400822
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2098 | LCC = 0.8769 | SRCC = 0.8759 ]
+INFO:root:Average loss=0.0891813850746705
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2106 | LCC = 0.8787 | SRCC = 0.8780 ]
+INFO:root:Average loss=0.09102073861047244
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2081 | LCC = 0.8761 | SRCC = 0.8754 ]
+INFO:root:Average loss=0.08620971317092578
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2109 | LCC = 0.8755 | SRCC = 0.8746 ]
+INFO:root:Average loss=0.07545238857467969
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2072 | LCC = 0.8736 | SRCC = 0.8727 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2096 | LCC = 0.8749 | SRCC = 0.8742 ]
diff --git a/results_bvcc/w2v2_large_xlsr53/layer4/run1/config.gin b/results_bvcc/w2v2_large_xlsr53/layer4/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/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_large_xlsr53/layer4/run1/model.pt b/results_bvcc/w2v2_large_xlsr53/layer4/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..02191b41d16101d973136d0b1cd8f0b783d93446
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer4/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cf2cd0da48458a8dad5a0439c598dc91722a10bd72eb1293d122b1b3df500b43
+size 3403339
diff --git a/results_bvcc/w2v2_large_xlsr53/layer4/run1/model_best.pt b/results_bvcc/w2v2_large_xlsr53/layer4/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e7bc2bdbcd44b2faeb30f78dd3358513fce26a73
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer4/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ce6fd6a252785a6f331f9946f5b53c13f73e0ee5bc262d421079252183450b33
+size 3405062
diff --git a/results_bvcc/w2v2_large_xlsr53/layer4/run1/train.log b/results_bvcc/w2v2_large_xlsr53/layer4/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..d8e5efc98a4bca079432310e675ba1ebed5e37f5
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer4/run1/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.5605818294943907
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3382 | LCC = 0.7913 | SRCC = 0.7967 ]
+INFO:root:Average loss=0.30025573762563557
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3533 | LCC = 0.8229 | SRCC = 0.8292 ]
+INFO:root:Average loss=0.2813934796513655
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2893 | LCC = 0.8451 | SRCC = 0.8444 ]
+INFO:root:Average loss=0.2493511744034596
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2820 | LCC = 0.8520 | SRCC = 0.8513 ]
+INFO:root:Average loss=0.22732358005566475
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2426 | LCC = 0.8572 | SRCC = 0.8562 ]
+INFO:root:Average loss=0.2069613333695974
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2915 | LCC = 0.8623 | SRCC = 0.8646 ]
+INFO:root:Average loss=0.19090187750183618
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2433 | LCC = 0.8679 | SRCC = 0.8667 ]
+INFO:root:Average loss=0.1918311948195482
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2164 | LCC = 0.8719 | SRCC = 0.8712 ]
+INFO:root:Average loss=0.17321445105167535
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2449 | LCC = 0.8719 | SRCC = 0.8702 ]
+INFO:root:Average loss=0.16294093773915216
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2188 | LCC = 0.8742 | SRCC = 0.8726 ]
+INFO:root:Average loss=0.16203909204938474
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2208 | LCC = 0.8726 | SRCC = 0.8716 ]
+INFO:root:Average loss=0.15740516571662364
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2292 | LCC = 0.8721 | SRCC = 0.8704 ]
+INFO:root:Average loss=0.15466257461752647
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2270 | LCC = 0.8726 | SRCC = 0.8720 ]
+INFO:root:Average loss=0.14520136543955559
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2052 | LCC = 0.8769 | SRCC = 0.8781 ]
+INFO:root:Average loss=0.1345938279842719
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2260 | LCC = 0.8744 | SRCC = 0.8731 ]
+INFO:root:Average loss=0.13297921266311255
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2284 | LCC = 0.8768 | SRCC = 0.8740 ]
+INFO:root:Average loss=0.1225662044225595
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2110 | LCC = 0.8779 | SRCC = 0.8772 ]
+INFO:root:Average loss=0.11552520105854058
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2273 | LCC = 0.8745 | SRCC = 0.8736 ]
+INFO:root:Average loss=0.12532876174037272
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2443 | LCC = 0.8745 | SRCC = 0.8753 ]
+INFO:root:Average loss=0.11093265993090776
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2307 | LCC = 0.8756 | SRCC = 0.8744 ]
+INFO:root:Average loss=0.10863688277701537
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2385 | LCC = 0.8771 | SRCC = 0.8765 ]
+INFO:root:Average loss=0.10018666957815488
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2663 | LCC = 0.8731 | SRCC = 0.8738 ]
+INFO:root:Average loss=0.10150594340685086
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2035 | LCC = 0.8754 | SRCC = 0.8743 ]
+INFO:root:Average loss=0.09620927025874455
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2666 | LCC = 0.8717 | SRCC = 0.8743 ]
+INFO:root:Average loss=0.08765348242834592
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2430 | LCC = 0.8761 | SRCC = 0.8768 ]
+INFO:root:Average loss=0.09197935820198976
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2052 | LCC = 0.8761 | SRCC = 0.8753 ]
+INFO:root:Average loss=0.08101947677250092
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2142 | LCC = 0.8765 | SRCC = 0.8780 ]
+INFO:root:Average loss=0.07929057675676468
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2166 | LCC = 0.8781 | SRCC = 0.8765 ]
+INFO:root:Average loss=0.08396360980203518
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2919 | LCC = 0.8682 | SRCC = 0.8720 ]
+INFO:root:Average loss=0.074722120204033
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2033 | LCC = 0.8764 | SRCC = 0.8761 ]
+INFO:root:Average loss=0.0711737318107715
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2367 | LCC = 0.8755 | SRCC = 0.8754 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2166 | LCC = 0.8761 | SRCC = 0.8773 ]
diff --git a/results_bvcc/w2v2_large_xlsr53/layer4/run2/config.gin b/results_bvcc/w2v2_large_xlsr53/layer4/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/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_large_xlsr53/layer4/run2/model.pt b/results_bvcc/w2v2_large_xlsr53/layer4/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..5fc059f9fcca5409dfe763d71dbe3e81c13ae17f
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer4/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4988351cc534c94f99f7559f933edb0081f47cafa055d2a3e17c09d9ed472b3a
+size 3403339
diff --git a/results_bvcc/w2v2_large_xlsr53/layer4/run2/model_best.pt b/results_bvcc/w2v2_large_xlsr53/layer4/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..cd97fd1b8b992273b322c61ce896fe7d86f3582c
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer4/run2/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ababe9b3184cb9bc8887520d5ba3bf14d8176e8d09fbc642ac6cc11c9daddcd0
+size 3405062
diff --git a/results_bvcc/w2v2_large_xlsr53/layer4/run2/train.log b/results_bvcc/w2v2_large_xlsr53/layer4/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..93f50f9c9e98e05919a1caddc7e2fcb37054cd50
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer4/run2/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.4532563615685854
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3356 | LCC = 0.7989 | SRCC = 0.8013 ]
+INFO:root:Average loss=0.27491417641823107
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2828 | LCC = 0.8347 | SRCC = 0.8370 ]
+INFO:root:Average loss=0.2513206410102355
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2710 | LCC = 0.8484 | SRCC = 0.8482 ]
+INFO:root:Average loss=0.2428954717440483
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2799 | LCC = 0.8471 | SRCC = 0.8524 ]
+INFO:root:Average loss=0.21514941904789361
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2534 | LCC = 0.8650 | SRCC = 0.8626 ]
+INFO:root:Average loss=0.2048763797069207
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2392 | LCC = 0.8661 | SRCC = 0.8668 ]
+INFO:root:Average loss=0.19460664336115885
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2166 | LCC = 0.8683 | SRCC = 0.8700 ]
+INFO:root:Average loss=0.18061789364004746
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2214 | LCC = 0.8693 | SRCC = 0.8684 ]
+INFO:root:Average loss=0.18510188811864609
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2186 | LCC = 0.8743 | SRCC = 0.8720 ]
+INFO:root:Average loss=0.1711409091949463
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2395 | LCC = 0.8728 | SRCC = 0.8728 ]
+INFO:root:Average loss=0.1823367731502423
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2216 | LCC = 0.8695 | SRCC = 0.8729 ]
+INFO:root:Average loss=0.15918540228635836
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2110 | LCC = 0.8734 | SRCC = 0.8718 ]
+INFO:root:Average loss=0.15191630302713469
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2003 | LCC = 0.8755 | SRCC = 0.8753 ]
+INFO:root:Average loss=0.15265449738273254
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2462 | LCC = 0.8677 | SRCC = 0.8726 ]
+INFO:root:Average loss=0.1382217956468081
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2130 | LCC = 0.8727 | SRCC = 0.8747 ]
+INFO:root:Average loss=0.14303912518498224
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2350 | LCC = 0.8722 | SRCC = 0.8728 ]
+INFO:root:Average loss=0.13195646449159354
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2163 | LCC = 0.8779 | SRCC = 0.8764 ]
+INFO:root:Average loss=0.12995244027712408
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2148 | LCC = 0.8735 | SRCC = 0.8752 ]
+INFO:root:Average loss=0.12340931288706951
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2682 | LCC = 0.8657 | SRCC = 0.8737 ]
+INFO:root:Average loss=0.11715158571799596
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2107 | LCC = 0.8726 | SRCC = 0.8745 ]
+INFO:root:Average loss=0.1106030118580048
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2178 | LCC = 0.8728 | SRCC = 0.8728 ]
+INFO:root:Average loss=0.11555583459826615
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2155 | LCC = 0.8780 | SRCC = 0.8771 ]
+INFO:root:Average loss=0.10848726771580867
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2078 | LCC = 0.8758 | SRCC = 0.8753 ]
+INFO:root:Average loss=0.09563501962484458
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2425 | LCC = 0.8681 | SRCC = 0.8676 ]
+INFO:root:Average loss=0.09557310367623965
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2283 | LCC = 0.8726 | SRCC = 0.8758 ]
+INFO:root:Average loss=0.09602287803322841
+INFO:root:
+[Valid][25][UTT][ MSE = 0.1953 | LCC = 0.8783 | SRCC = 0.8786 ]
+INFO:root:Average loss=0.10340599371836735
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2294 | LCC = 0.8741 | SRCC = 0.8754 ]
+INFO:root:Average loss=0.08820458687841892
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2308 | LCC = 0.8733 | SRCC = 0.8737 ]
+INFO:root:Average loss=0.08390403567598416
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2481 | LCC = 0.8685 | SRCC = 0.8749 ]
+INFO:root:Average loss=0.0964965601093494
+INFO:root:
+[Valid][29][UTT][ MSE = 0.1953 | LCC = 0.8769 | SRCC = 0.8774 ]
+INFO:root:Average loss=0.08484634895546314
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2053 | LCC = 0.8762 | SRCC = 0.8762 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2247 | LCC = 0.8717 | SRCC = 0.8723 ]
diff --git a/results_bvcc/w2v2_large_xlsr53/layer4/run3/config.gin b/results_bvcc/w2v2_large_xlsr53/layer4/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/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_large_xlsr53/layer4/run3/model.pt b/results_bvcc/w2v2_large_xlsr53/layer4/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..d703f2c42de4d9cb26abbd5c252e78d3e15d65c2
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer4/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:727657e5e90f3d64442de165ff4ede62d7b7457f843b30dba402b9401a31d0b3
+size 3403339
diff --git a/results_bvcc/w2v2_large_xlsr53/layer4/run3/model_best.pt b/results_bvcc/w2v2_large_xlsr53/layer4/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..a32f30ce3c26d4e7888ce0242345c048de9dab11
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer4/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b1f800e6f5de54cefe7b88d3f824da19de7ff6faf367c840ec7f221ca3160784
+size 3405062
diff --git a/results_bvcc/w2v2_large_xlsr53/layer4/run3/train.log b/results_bvcc/w2v2_large_xlsr53/layer4/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..c09de45675fdadf5dc739aa3e316f31cc5a14721
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer4/run3/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.4696754650809826
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3065 | LCC = 0.8023 | SRCC = 0.8093 ]
+INFO:root:Average loss=0.2954771388799716
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2991 | LCC = 0.8411 | SRCC = 0.8407 ]
+INFO:root:Average loss=0.28332846611738205
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2869 | LCC = 0.8463 | SRCC = 0.8464 ]
+INFO:root:Average loss=0.23383696663838166
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2663 | LCC = 0.8586 | SRCC = 0.8569 ]
+INFO:root:Average loss=0.21505269962243545
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2557 | LCC = 0.8593 | SRCC = 0.8594 ]
+INFO:root:Average loss=0.21830975111478415
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2455 | LCC = 0.8675 | SRCC = 0.8651 ]
+INFO:root:Average loss=0.1987616410240149
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2317 | LCC = 0.8693 | SRCC = 0.8681 ]
+INFO:root:Average loss=0.19079558522655413
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2670 | LCC = 0.8720 | SRCC = 0.8704 ]
+INFO:root:Average loss=0.18426570716576698
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2334 | LCC = 0.8724 | SRCC = 0.8717 ]
+INFO:root:Average loss=0.17354323495274934
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2210 | LCC = 0.8753 | SRCC = 0.8748 ]
+INFO:root:Average loss=0.18379609582897943
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2884 | LCC = 0.8663 | SRCC = 0.8725 ]
+INFO:root:Average loss=0.1759594639715476
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2341 | LCC = 0.8718 | SRCC = 0.8731 ]
+INFO:root:Average loss=0.16178548221404737
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2050 | LCC = 0.8786 | SRCC = 0.8777 ]
+INFO:root:Average loss=0.14725517749022216
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2202 | LCC = 0.8749 | SRCC = 0.8736 ]
+INFO:root:Average loss=0.1469860810499925
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2186 | LCC = 0.8779 | SRCC = 0.8773 ]
+INFO:root:Average loss=0.1449679702711411
+INFO:root:
+[Valid][15][UTT][ MSE = 0.1947 | LCC = 0.8786 | SRCC = 0.8785 ]
+INFO:root:Average loss=0.13312828435729712
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2659 | LCC = 0.8658 | SRCC = 0.8687 ]
+INFO:root:Average loss=0.1286121530410571
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2298 | LCC = 0.8746 | SRCC = 0.8741 ]
+INFO:root:Average loss=0.12523656710982323
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2136 | LCC = 0.8763 | SRCC = 0.8749 ]
+INFO:root:Average loss=0.12012366854991668
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2106 | LCC = 0.8773 | SRCC = 0.8772 ]
+INFO:root:Average loss=0.11537392714466804
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2178 | LCC = 0.8739 | SRCC = 0.8743 ]
+INFO:root:Average loss=0.10499710245774342
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2007 | LCC = 0.8805 | SRCC = 0.8794 ]
+INFO:root:Average loss=0.10581345703357305
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2155 | LCC = 0.8743 | SRCC = 0.8756 ]
+INFO:root:Average loss=0.10889474092385708
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2006 | LCC = 0.8767 | SRCC = 0.8754 ]
+INFO:root:Average loss=0.1006790762528395
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2121 | LCC = 0.8718 | SRCC = 0.8693 ]
+INFO:root:Average loss=0.09053596796897742
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2317 | LCC = 0.8743 | SRCC = 0.8740 ]
+INFO:root:Average loss=0.09128491265269426
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2291 | LCC = 0.8756 | SRCC = 0.8734 ]
+INFO:root:Average loss=0.08415590680371492
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2174 | LCC = 0.8759 | SRCC = 0.8760 ]
+INFO:root:Average loss=0.08523786067962646
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2122 | LCC = 0.8769 | SRCC = 0.8763 ]
+INFO:root:Average loss=0.08090076237343825
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2105 | LCC = 0.8771 | SRCC = 0.8764 ]
+INFO:root:Average loss=0.0761953240308242
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2198 | LCC = 0.8731 | SRCC = 0.8756 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2211 | LCC = 0.8703 | SRCC = 0.8700 ]
diff --git a/results_bvcc/w2v2_large_xlsr53/layer4/run4/config.gin b/results_bvcc/w2v2_large_xlsr53/layer4/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/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_large_xlsr53/layer4/run4/model.pt b/results_bvcc/w2v2_large_xlsr53/layer4/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..cc07dbd7b656664e5f8380bfb45c24765a9bff16
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer4/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f32c3616db4d0fbebd275bee428cbbddb517f648dd559fd48498d502ae6040be
+size 3403339
diff --git a/results_bvcc/w2v2_large_xlsr53/layer4/run4/model_best.pt b/results_bvcc/w2v2_large_xlsr53/layer4/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e1039b29ab77c05379e604ae65eb0d7db3b0be98
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer4/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:904fa759cb4ec83f126ca39d143affdeea20223e7a8c03010188a94ce91d7de4
+size 3405062
diff --git a/results_bvcc/w2v2_large_xlsr53/layer4/run4/train.log b/results_bvcc/w2v2_large_xlsr53/layer4/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..5c97f2ea0bd5250b0eb548068f6bd6c907169449
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer4/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.52537674170274
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3887 | LCC = 0.7750 | SRCC = 0.7876 ]
+INFO:root:Average loss=0.30436387524390834
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3571 | LCC = 0.8229 | SRCC = 0.8268 ]
+INFO:root:Average loss=0.25408832079324967
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2649 | LCC = 0.8413 | SRCC = 0.8425 ]
+INFO:root:Average loss=0.24732195948943114
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2917 | LCC = 0.8391 | SRCC = 0.8445 ]
+INFO:root:Average loss=0.22789859446959618
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2359 | LCC = 0.8524 | SRCC = 0.8560 ]
+INFO:root:Average loss=0.21681328127399468
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2432 | LCC = 0.8610 | SRCC = 0.8600 ]
+INFO:root:Average loss=0.1960139463727291
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2533 | LCC = 0.8669 | SRCC = 0.8654 ]
+INFO:root:Average loss=0.1812094708856864
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2285 | LCC = 0.8652 | SRCC = 0.8632 ]
+INFO:root:Average loss=0.17510318966248098
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2705 | LCC = 0.8585 | SRCC = 0.8659 ]
+INFO:root:Average loss=0.16739517316604272
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2243 | LCC = 0.8721 | SRCC = 0.8697 ]
+INFO:root:Average loss=0.15850397361776766
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2178 | LCC = 0.8726 | SRCC = 0.8709 ]
+INFO:root:Average loss=0.15365430789116102
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2178 | LCC = 0.8700 | SRCC = 0.8690 ]
+INFO:root:Average loss=0.15971452838335282
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2095 | LCC = 0.8746 | SRCC = 0.8739 ]
+INFO:root:Average loss=0.14395464479159087
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2197 | LCC = 0.8765 | SRCC = 0.8745 ]
+INFO:root:Average loss=0.14916640013838425
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2283 | LCC = 0.8801 | SRCC = 0.8783 ]
+INFO:root:Average loss=0.1395341809361409
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2206 | LCC = 0.8739 | SRCC = 0.8716 ]
+INFO:root:Average loss=0.12825546107995203
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2705 | LCC = 0.8798 | SRCC = 0.8795 ]
+INFO:root:Average loss=0.14459153436697447
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2158 | LCC = 0.8804 | SRCC = 0.8788 ]
+INFO:root:Average loss=0.1156766720307179
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2197 | LCC = 0.8772 | SRCC = 0.8752 ]
+INFO:root:Average loss=0.11221684305331646
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2044 | LCC = 0.8766 | SRCC = 0.8750 ]
+INFO:root:Average loss=0.11384810631473859
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2150 | LCC = 0.8750 | SRCC = 0.8735 ]
+INFO:root:Average loss=0.10758480448753406
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2127 | LCC = 0.8764 | SRCC = 0.8753 ]
+INFO:root:Average loss=0.10552963738640149
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2200 | LCC = 0.8764 | SRCC = 0.8746 ]
+INFO:root:Average loss=0.10431279523823506
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2072 | LCC = 0.8754 | SRCC = 0.8751 ]
+INFO:root:Average loss=0.09680132816235225
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2137 | LCC = 0.8774 | SRCC = 0.8761 ]
+INFO:root:Average loss=0.09812802845277847
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2111 | LCC = 0.8707 | SRCC = 0.8695 ]
+INFO:root:Average loss=0.08742551510341656
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2046 | LCC = 0.8740 | SRCC = 0.8728 ]
+INFO:root:Average loss=0.08742812146934179
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2148 | LCC = 0.8756 | SRCC = 0.8738 ]
+INFO:root:Average loss=0.08552778889544499
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2240 | LCC = 0.8743 | SRCC = 0.8746 ]
+INFO:root:Average loss=0.08267298832726784
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2050 | LCC = 0.8736 | SRCC = 0.8736 ]
+INFO:root:Average loss=0.0749771978515081
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2794 | LCC = 0.8716 | SRCC = 0.8738 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2419 | LCC = 0.8710 | SRCC = 0.8729 ]
diff --git a/results_bvcc/w2v2_large_xlsr53/layer6/run0/config.gin b/results_bvcc/w2v2_large_xlsr53/layer6/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/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_large_xlsr53/layer6/run0/model.pt b/results_bvcc/w2v2_large_xlsr53/layer6/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..c3b03ef0fd13eebd41e3e22d8c31055be0090b7f
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer6/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d0906656d78e6182aa9084c1d4c7ed5ca7f7d6824f2f0e39eab2a7a105de8d5d
+size 3403339
diff --git a/results_bvcc/w2v2_large_xlsr53/layer6/run0/model_best.pt b/results_bvcc/w2v2_large_xlsr53/layer6/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4e029f3f524b37b1c43e457310bd7bc4a12477a0
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer6/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9e11b55a7b9cbbff9bd58b7eb237c6450d5444adb8618fa9ce6a422e64b7132b
+size 3405062
diff --git a/results_bvcc/w2v2_large_xlsr53/layer6/run0/train.log b/results_bvcc/w2v2_large_xlsr53/layer6/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..c05569de377f5f9d7b5219448b848ae31cde5a56
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer6/run0/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.5058136933889145
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3821 | LCC = 0.8124 | SRCC = 0.8165 ]
+INFO:root:Average loss=0.2816969513511046
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2915 | LCC = 0.8484 | SRCC = 0.8458 ]
+INFO:root:Average loss=0.2644277258943289
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2644 | LCC = 0.8591 | SRCC = 0.8571 ]
+INFO:root:Average loss=0.22384952772886324
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2280 | LCC = 0.8585 | SRCC = 0.8591 ]
+INFO:root:Average loss=0.21549406112768713
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2383 | LCC = 0.8696 | SRCC = 0.8676 ]
+INFO:root:Average loss=0.20318007841706276
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2943 | LCC = 0.8640 | SRCC = 0.8629 ]
+INFO:root:Average loss=0.214127225562548
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2498 | LCC = 0.8741 | SRCC = 0.8703 ]
+INFO:root:Average loss=0.19014616664021444
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2521 | LCC = 0.8729 | SRCC = 0.8708 ]
+INFO:root:Average loss=0.17054407155284515
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2248 | LCC = 0.8716 | SRCC = 0.8705 ]
+INFO:root:Average loss=0.1645989274749389
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2119 | LCC = 0.8761 | SRCC = 0.8746 ]
+INFO:root:Average loss=0.180565111243572
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2108 | LCC = 0.8803 | SRCC = 0.8778 ]
+INFO:root:Average loss=0.15137474477673188
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2242 | LCC = 0.8735 | SRCC = 0.8711 ]
+INFO:root:Average loss=0.1495292786604319
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2197 | LCC = 0.8738 | SRCC = 0.8723 ]
+INFO:root:Average loss=0.14134926091019923
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2636 | LCC = 0.8709 | SRCC = 0.8700 ]
+INFO:root:Average loss=0.13201559707522392
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2334 | LCC = 0.8759 | SRCC = 0.8742 ]
+INFO:root:Average loss=0.12885353475427017
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2169 | LCC = 0.8782 | SRCC = 0.8755 ]
+INFO:root:Average loss=0.12336580483959271
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2263 | LCC = 0.8757 | SRCC = 0.8736 ]
+INFO:root:Average loss=0.12669339422614145
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2450 | LCC = 0.8780 | SRCC = 0.8756 ]
+INFO:root:Average loss=0.11039448214265016
+INFO:root:
+[Valid][18][UTT][ MSE = 0.1997 | LCC = 0.8765 | SRCC = 0.8738 ]
+INFO:root:Average loss=0.10729344160510944
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2691 | LCC = 0.8683 | SRCC = 0.8667 ]
+INFO:root:Average loss=0.0988527815311383
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2129 | LCC = 0.8753 | SRCC = 0.8736 ]
+INFO:root:Average loss=0.09941632157334915
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2268 | LCC = 0.8717 | SRCC = 0.8685 ]
+INFO:root:Average loss=0.09213367773172183
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2131 | LCC = 0.8726 | SRCC = 0.8702 ]
+INFO:root:Average loss=0.09380368458536956
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2318 | LCC = 0.8707 | SRCC = 0.8690 ]
+INFO:root:Average loss=0.08964268977825458
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2147 | LCC = 0.8726 | SRCC = 0.8703 ]
+INFO:root:Average loss=0.08258371193630573
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2308 | LCC = 0.8723 | SRCC = 0.8711 ]
+INFO:root:Average loss=0.08143414853092952
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2393 | LCC = 0.8697 | SRCC = 0.8683 ]
+INFO:root:Average loss=0.08159758327290034
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2340 | LCC = 0.8712 | SRCC = 0.8703 ]
+INFO:root:Average loss=0.07729827201901338
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2300 | LCC = 0.8716 | SRCC = 0.8700 ]
+INFO:root:Average loss=0.07398695861681914
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2288 | LCC = 0.8708 | SRCC = 0.8684 ]
+INFO:root:Average loss=0.07180728944830406
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2303 | LCC = 0.8716 | SRCC = 0.8696 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2292 | LCC = 0.8710 | SRCC = 0.8722 ]
diff --git a/results_bvcc/w2v2_large_xlsr53/layer6/run1/config.gin b/results_bvcc/w2v2_large_xlsr53/layer6/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/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_large_xlsr53/layer6/run1/model.pt b/results_bvcc/w2v2_large_xlsr53/layer6/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..f3f1dab82bd64e465f3f045d62985e9d6f1e8129
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer6/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:dc64eb1619ecea10eb353bc0a9e930be508dbe19bd4e266192d4cf5a51951a46
+size 3403339
diff --git a/results_bvcc/w2v2_large_xlsr53/layer6/run1/model_best.pt b/results_bvcc/w2v2_large_xlsr53/layer6/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..be849c66ef409bea28cb0994b1dfb0dbec69a3cc
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer6/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4ca45078cd7dc2fcd3c22c77a88f161466513c1ad0fc6dfa53ef0bcf4d59a5bb
+size 3405062
diff --git a/results_bvcc/w2v2_large_xlsr53/layer6/run1/train.log b/results_bvcc/w2v2_large_xlsr53/layer6/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..4221957127fb10337e252bf43c5288680e308af1
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer6/run1/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.4746631813737062
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3069 | LCC = 0.8238 | SRCC = 0.8290 ]
+INFO:root:Average loss=0.2889736802914204
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2723 | LCC = 0.8502 | SRCC = 0.8510 ]
+INFO:root:Average loss=0.2508412215572137
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2484 | LCC = 0.8584 | SRCC = 0.8595 ]
+INFO:root:Average loss=0.22377188188525346
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2520 | LCC = 0.8669 | SRCC = 0.8645 ]
+INFO:root:Average loss=0.2128665674573336
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2214 | LCC = 0.8697 | SRCC = 0.8679 ]
+INFO:root:Average loss=0.20436387967604858
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3184 | LCC = 0.8625 | SRCC = 0.8645 ]
+INFO:root:Average loss=0.18902175988142306
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2888 | LCC = 0.8635 | SRCC = 0.8661 ]
+INFO:root:Average loss=0.1756747579918458
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2323 | LCC = 0.8731 | SRCC = 0.8712 ]
+INFO:root:Average loss=0.18557209492875978
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2299 | LCC = 0.8772 | SRCC = 0.8750 ]
+INFO:root:Average loss=0.16893760229532534
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2175 | LCC = 0.8778 | SRCC = 0.8774 ]
+INFO:root:Average loss=0.1632015513112912
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2200 | LCC = 0.8773 | SRCC = 0.8754 ]
+INFO:root:Average loss=0.16102536911001572
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2347 | LCC = 0.8760 | SRCC = 0.8736 ]
+INFO:root:Average loss=0.14544719686874977
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2297 | LCC = 0.8779 | SRCC = 0.8757 ]
+INFO:root:Average loss=0.14622215429941812
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2219 | LCC = 0.8740 | SRCC = 0.8715 ]
+INFO:root:Average loss=0.1352526819667755
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2290 | LCC = 0.8756 | SRCC = 0.8741 ]
+INFO:root:Average loss=0.12908975483897406
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2306 | LCC = 0.8746 | SRCC = 0.8726 ]
+INFO:root:Average loss=0.12000593829613465
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2084 | LCC = 0.8736 | SRCC = 0.8713 ]
+INFO:root:Average loss=0.12606833034600967
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2321 | LCC = 0.8759 | SRCC = 0.8730 ]
+INFO:root:Average loss=0.13249094803363848
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2163 | LCC = 0.8752 | SRCC = 0.8736 ]
+INFO:root:Average loss=0.11354732542083813
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2102 | LCC = 0.8740 | SRCC = 0.8733 ]
+INFO:root:Average loss=0.10458888266331111
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2104 | LCC = 0.8721 | SRCC = 0.8713 ]
+INFO:root:Average loss=0.10008762127313858
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2120 | LCC = 0.8734 | SRCC = 0.8722 ]
+INFO:root:Average loss=0.09640607744073257
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2181 | LCC = 0.8721 | SRCC = 0.8705 ]
+INFO:root:Average loss=0.0958752824136844
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2314 | LCC = 0.8728 | SRCC = 0.8717 ]
+INFO:root:Average loss=0.08944143101764031
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2272 | LCC = 0.8719 | SRCC = 0.8706 ]
+INFO:root:Average loss=0.0825391987290902
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2273 | LCC = 0.8684 | SRCC = 0.8690 ]
+INFO:root:Average loss=0.0817528009796754
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2161 | LCC = 0.8706 | SRCC = 0.8696 ]
+INFO:root:Average loss=0.08330624841917784
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2079 | LCC = 0.8728 | SRCC = 0.8717 ]
+INFO:root:Average loss=0.07936176055899033
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2271 | LCC = 0.8710 | SRCC = 0.8700 ]
+INFO:root:Average loss=0.0818252765501921
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2102 | LCC = 0.8737 | SRCC = 0.8736 ]
+INFO:root:Average loss=0.07442042131263477
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2366 | LCC = 0.8705 | SRCC = 0.8712 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2343 | LCC = 0.8706 | SRCC = 0.8733 ]
diff --git a/results_bvcc/w2v2_large_xlsr53/layer6/run2/config.gin b/results_bvcc/w2v2_large_xlsr53/layer6/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/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_large_xlsr53/layer6/run2/model.pt b/results_bvcc/w2v2_large_xlsr53/layer6/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..288e8ff712edd6868b9a4807d5c69f5fdf92ebba
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer6/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:78478ad88fb2dbdffc4fb48c3629ff48aaa9c1025443a22d472e91d823d45295
+size 3403339
diff --git a/results_bvcc/w2v2_large_xlsr53/layer6/run2/model_best.pt b/results_bvcc/w2v2_large_xlsr53/layer6/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..d357995ca27df9f048cdaa402bd5d2c2ed9677bb
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer6/run2/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9aaeb27cf691a9985aafa1244bfe746fea37b03a3d615a23645443d708fac130
+size 3405062
diff --git a/results_bvcc/w2v2_large_xlsr53/layer6/run2/train.log b/results_bvcc/w2v2_large_xlsr53/layer6/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..3295d3b7762871fc4872ee3e052f4deaa058476b
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer6/run2/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.5889317064713209
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3167 | LCC = 0.8153 | SRCC = 0.8185 ]
+INFO:root:Average loss=0.27652231584756803
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2686 | LCC = 0.8428 | SRCC = 0.8480 ]
+INFO:root:Average loss=0.2429973372282126
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2475 | LCC = 0.8563 | SRCC = 0.8546 ]
+INFO:root:Average loss=0.22167432575653762
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2292 | LCC = 0.8633 | SRCC = 0.8621 ]
+INFO:root:Average loss=0.2113361568787159
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2681 | LCC = 0.8666 | SRCC = 0.8638 ]
+INFO:root:Average loss=0.2130052601106656
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2368 | LCC = 0.8689 | SRCC = 0.8659 ]
+INFO:root:Average loss=0.19138454798704538
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2252 | LCC = 0.8696 | SRCC = 0.8677 ]
+INFO:root:Average loss=0.1739039298815605
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2342 | LCC = 0.8720 | SRCC = 0.8688 ]
+INFO:root:Average loss=0.1808716805699544
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2268 | LCC = 0.8742 | SRCC = 0.8717 ]
+INFO:root:Average loss=0.17964849449121034
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2382 | LCC = 0.8769 | SRCC = 0.8743 ]
+INFO:root:Average loss=0.16183672635219035
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2318 | LCC = 0.8721 | SRCC = 0.8730 ]
+INFO:root:Average loss=0.15038288747652984
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2181 | LCC = 0.8780 | SRCC = 0.8748 ]
+INFO:root:Average loss=0.14462200915202117
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2689 | LCC = 0.8765 | SRCC = 0.8770 ]
+INFO:root:Average loss=0.14653535168140364
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2293 | LCC = 0.8765 | SRCC = 0.8737 ]
+INFO:root:Average loss=0.13300509196825516
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2078 | LCC = 0.8749 | SRCC = 0.8730 ]
+INFO:root:Average loss=0.13397881742089224
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2146 | LCC = 0.8755 | SRCC = 0.8726 ]
+INFO:root:Average loss=0.12186261896903698
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2116 | LCC = 0.8763 | SRCC = 0.8750 ]
+INFO:root:Average loss=0.11380167200397222
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2344 | LCC = 0.8724 | SRCC = 0.8710 ]
+INFO:root:Average loss=0.11915552291350487
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2091 | LCC = 0.8752 | SRCC = 0.8740 ]
+INFO:root:Average loss=0.10430461989763455
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2092 | LCC = 0.8771 | SRCC = 0.8772 ]
+INFO:root:Average loss=0.10592129501776817
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2351 | LCC = 0.8703 | SRCC = 0.8690 ]
+INFO:root:Average loss=0.09635020496371464
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2167 | LCC = 0.8762 | SRCC = 0.8769 ]
+INFO:root:Average loss=0.09806958089272182
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2171 | LCC = 0.8776 | SRCC = 0.8774 ]
+INFO:root:Average loss=0.09219025385876496
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2177 | LCC = 0.8727 | SRCC = 0.8704 ]
+INFO:root:Average loss=0.08992221034490146
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2139 | LCC = 0.8730 | SRCC = 0.8707 ]
+INFO:root:Average loss=0.09022562267879645
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2038 | LCC = 0.8714 | SRCC = 0.8700 ]
+INFO:root:Average loss=0.08511937481279556
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2086 | LCC = 0.8747 | SRCC = 0.8728 ]
+INFO:root:Average loss=0.08238159764844638
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2153 | LCC = 0.8742 | SRCC = 0.8720 ]
+INFO:root:Average loss=0.07983186950859351
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2111 | LCC = 0.8721 | SRCC = 0.8697 ]
+INFO:root:Average loss=0.07452920709665005
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2027 | LCC = 0.8735 | SRCC = 0.8719 ]
+INFO:root:Average loss=0.07195131609646174
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2295 | LCC = 0.8699 | SRCC = 0.8696 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2253 | LCC = 0.8748 | SRCC = 0.8746 ]
diff --git a/results_bvcc/w2v2_large_xlsr53/layer6/run3/config.gin b/results_bvcc/w2v2_large_xlsr53/layer6/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/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_large_xlsr53/layer6/run3/model.pt b/results_bvcc/w2v2_large_xlsr53/layer6/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4ec7e23d089326f7255245e8b51d46e323742b70
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer6/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 3403339
diff --git a/results_bvcc/w2v2_large_xlsr53/layer6/run3/model_best.pt b/results_bvcc/w2v2_large_xlsr53/layer6/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..cfa1f13c46a870a69328d04e0da38746720a58e1
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer6/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 3405062
diff --git a/results_bvcc/w2v2_large_xlsr53/layer6/run3/train.log b/results_bvcc/w2v2_large_xlsr53/layer6/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..8f73e473f4428eeb5d244b2a5707a25f4b76d72f
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer6/run3/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.4402163598017815
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3035 | LCC = 0.8295 | SRCC = 0.8315 ]
+INFO:root:Average loss=0.27417653302351636
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2667 | LCC = 0.8504 | SRCC = 0.8507 ]
+INFO:root:Average loss=0.23166309640957758
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2490 | LCC = 0.8583 | SRCC = 0.8575 ]
+INFO:root:Average loss=0.22319063945458487
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2649 | LCC = 0.8647 | SRCC = 0.8619 ]
+INFO:root:Average loss=0.20411368812888098
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2395 | LCC = 0.8678 | SRCC = 0.8653 ]
+INFO:root:Average loss=0.1943595623358702
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2780 | LCC = 0.8674 | SRCC = 0.8661 ]
+INFO:root:Average loss=0.2009179045756658
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2202 | LCC = 0.8718 | SRCC = 0.8695 ]
+INFO:root:Average loss=0.17065450463157433
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2472 | LCC = 0.8748 | SRCC = 0.8718 ]
+INFO:root:Average loss=0.18630334534324133
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2246 | LCC = 0.8752 | SRCC = 0.8733 ]
+INFO:root:Average loss=0.17342550154679862
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2289 | LCC = 0.8700 | SRCC = 0.8679 ]
+INFO:root:Average loss=0.1534691465397676
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2356 | LCC = 0.8741 | SRCC = 0.8715 ]
+INFO:root:Average loss=0.1588420505898121
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2206 | LCC = 0.8770 | SRCC = 0.8738 ]
+INFO:root:Average loss=0.14562397765425536
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2413 | LCC = 0.8688 | SRCC = 0.8684 ]
+INFO:root:Average loss=0.1452222649867718
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2282 | LCC = 0.8740 | SRCC = 0.8717 ]
+INFO:root:Average loss=0.12825417910248804
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2461 | LCC = 0.8714 | SRCC = 0.8680 ]
+INFO:root:Average loss=0.1249808092147876
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2356 | LCC = 0.8740 | SRCC = 0.8727 ]
+INFO:root:Average loss=0.12058366997501789
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2188 | LCC = 0.8775 | SRCC = 0.8762 ]
+INFO:root:Average loss=0.12589020215165922
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2258 | LCC = 0.8736 | SRCC = 0.8715 ]
+INFO:root:Average loss=0.10866665333891526
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2161 | LCC = 0.8753 | SRCC = 0.8726 ]
+INFO:root:Average loss=0.10552819875570443
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2015 | LCC = 0.8730 | SRCC = 0.8725 ]
+INFO:root:Average loss=0.10441070732971032
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2144 | LCC = 0.8688 | SRCC = 0.8674 ]
+INFO:root:Average loss=0.10223716401901001
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2144 | LCC = 0.8732 | SRCC = 0.8710 ]
+INFO:root:Average loss=0.094302139364374
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2034 | LCC = 0.8726 | SRCC = 0.8713 ]
+INFO:root:Average loss=0.09272054358361623
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2307 | LCC = 0.8677 | SRCC = 0.8649 ]
+INFO:root:Average loss=0.09188679954371391
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2175 | LCC = 0.8689 | SRCC = 0.8669 ]
+INFO:root:Average loss=0.09759172114233176
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2132 | LCC = 0.8689 | SRCC = 0.8676 ]
+INFO:root:Average loss=0.08786370610006344
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2516 | LCC = 0.8696 | SRCC = 0.8660 ]
+INFO:root:Average loss=0.08475924822955559
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2611 | LCC = 0.8647 | SRCC = 0.8647 ]
+INFO:root:Average loss=0.08414467395498203
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2496 | LCC = 0.8665 | SRCC = 0.8652 ]
+INFO:root:Average loss=0.08245403510637772
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2085 | LCC = 0.8685 | SRCC = 0.8673 ]
+INFO:root:Average loss=0.07525511157627289
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2175 | LCC = 0.8700 | SRCC = 0.8672 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2329 | LCC = 0.8737 | SRCC = 0.8745 ]
diff --git a/results_bvcc/w2v2_large_xlsr53/layer6/run4/config.gin b/results_bvcc/w2v2_large_xlsr53/layer6/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/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_large_xlsr53/layer6/run4/model.pt b/results_bvcc/w2v2_large_xlsr53/layer6/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..c22878010f7cf704ca682154f26bc8e80a5ce6c4
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer6/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:60db3513c857fcff8ebd5dddd5c8ebb5dc08529a8a2212147ae802e84e41c163
+size 3403339
diff --git a/results_bvcc/w2v2_large_xlsr53/layer6/run4/model_best.pt b/results_bvcc/w2v2_large_xlsr53/layer6/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..d28d7f551e1d5c7de016e299f516750ce9f68335
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer6/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b65ede0c5bbe5607b61287e160d7e9489684176f2c1071f9a47cd3f2a33b2107
+size 3405062
diff --git a/results_bvcc/w2v2_large_xlsr53/layer6/run4/train.log b/results_bvcc/w2v2_large_xlsr53/layer6/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..9c81f77ad62fbd0222d644c9feef055596414b37
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer6/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.44902329032237714
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3265 | LCC = 0.8217 | SRCC = 0.8261 ]
+INFO:root:Average loss=0.2684359575311343
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2797 | LCC = 0.8495 | SRCC = 0.8484 ]
+INFO:root:Average loss=0.24570995817581812
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2551 | LCC = 0.8560 | SRCC = 0.8562 ]
+INFO:root:Average loss=0.22356100361316633
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2508 | LCC = 0.8623 | SRCC = 0.8602 ]
+INFO:root:Average loss=0.2182370894230329
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2542 | LCC = 0.8635 | SRCC = 0.8626 ]
+INFO:root:Average loss=0.21100451472478035
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2479 | LCC = 0.8683 | SRCC = 0.8670 ]
+INFO:root:Average loss=0.19291475014044687
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2336 | LCC = 0.8715 | SRCC = 0.8681 ]
+INFO:root:Average loss=0.18423976347996637
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2361 | LCC = 0.8702 | SRCC = 0.8701 ]
+INFO:root:Average loss=0.19064460541957465
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2430 | LCC = 0.8724 | SRCC = 0.8709 ]
+INFO:root:Average loss=0.17053707488454306
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2337 | LCC = 0.8710 | SRCC = 0.8687 ]
+INFO:root:Average loss=0.16866606216018015
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2390 | LCC = 0.8713 | SRCC = 0.8684 ]
+INFO:root:Average loss=0.1626220801128791
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2340 | LCC = 0.8783 | SRCC = 0.8762 ]
+INFO:root:Average loss=0.15345395022095779
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2443 | LCC = 0.8765 | SRCC = 0.8753 ]
+INFO:root:Average loss=0.14457832926358932
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2187 | LCC = 0.8749 | SRCC = 0.8737 ]
+INFO:root:Average loss=0.1337659419156038
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2246 | LCC = 0.8731 | SRCC = 0.8712 ]
+INFO:root:Average loss=0.13044417143250123
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2115 | LCC = 0.8737 | SRCC = 0.8730 ]
+INFO:root:Average loss=0.1515215833026629
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2052 | LCC = 0.8752 | SRCC = 0.8752 ]
+INFO:root:Average loss=0.11990848623025112
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2243 | LCC = 0.8728 | SRCC = 0.8722 ]
+INFO:root:Average loss=0.12401799914928582
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2181 | LCC = 0.8745 | SRCC = 0.8729 ]
+INFO:root:Average loss=0.10588674915906711
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2167 | LCC = 0.8749 | SRCC = 0.8736 ]
+INFO:root:Average loss=0.10530175540882808
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2237 | LCC = 0.8729 | SRCC = 0.8721 ]
+INFO:root:Average loss=0.10017493185706627
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2088 | LCC = 0.8759 | SRCC = 0.8752 ]
+INFO:root:Average loss=0.09656311332797393
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2181 | LCC = 0.8745 | SRCC = 0.8739 ]
+INFO:root:Average loss=0.09150884310022378
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2178 | LCC = 0.8715 | SRCC = 0.8708 ]
+INFO:root:Average loss=0.08440339049467674
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2219 | LCC = 0.8716 | SRCC = 0.8707 ]
+INFO:root:Average loss=0.0913961341079229
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2335 | LCC = 0.8678 | SRCC = 0.8668 ]
+INFO:root:Average loss=0.08682432073431137
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2563 | LCC = 0.8675 | SRCC = 0.8693 ]
+INFO:root:Average loss=0.07770064272559606
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2093 | LCC = 0.8714 | SRCC = 0.8703 ]
+INFO:root:Average loss=0.07586507050272746
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2271 | LCC = 0.8694 | SRCC = 0.8688 ]
+INFO:root:Average loss=0.07234517203118557
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2275 | LCC = 0.8681 | SRCC = 0.8672 ]
+INFO:root:Average loss=0.07001690982052913
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2201 | LCC = 0.8706 | SRCC = 0.8693 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2552 | LCC = 0.8743 | SRCC = 0.8752 ]
diff --git a/results_bvcc/w2v2_large_xlsr53/layer8/run0/config.gin b/results_bvcc/w2v2_large_xlsr53/layer8/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/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_large_xlsr53/layer8/run0/model.pt b/results_bvcc/w2v2_large_xlsr53/layer8/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..80f8eb4a12d54f198980b6f3914c06331b227bd7
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer8/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0660a5b5e8908334d859f139ad9e6f63d1da111cc74e66e571da16edf5aece40
+size 3403339
diff --git a/results_bvcc/w2v2_large_xlsr53/layer8/run0/model_best.pt b/results_bvcc/w2v2_large_xlsr53/layer8/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..9f479bd998bafdb9e0784d472d983f968d3a7195
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer8/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e4c287684052da85d5d7c76f7953427923b994b92b8b6d466d8b23b3f5df700e
+size 3405062
diff --git a/results_bvcc/w2v2_large_xlsr53/layer8/run0/train.log b/results_bvcc/w2v2_large_xlsr53/layer8/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..7ba7ca70f10f29345e936d38756fadc281934119
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer8/run0/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.5782043043619547
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3467 | LCC = 0.7980 | SRCC = 0.8037 ]
+INFO:root:Average loss=0.28494527534796643
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2892 | LCC = 0.8347 | SRCC = 0.8376 ]
+INFO:root:Average loss=0.25142929416436416
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2710 | LCC = 0.8478 | SRCC = 0.8474 ]
+INFO:root:Average loss=0.225586148026662
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2744 | LCC = 0.8587 | SRCC = 0.8573 ]
+INFO:root:Average loss=0.22640472516799584
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2333 | LCC = 0.8584 | SRCC = 0.8578 ]
+INFO:root:Average loss=0.20794071161594146
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2757 | LCC = 0.8586 | SRCC = 0.8590 ]
+INFO:root:Average loss=0.1982786605755488
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2528 | LCC = 0.8605 | SRCC = 0.8575 ]
+INFO:root:Average loss=0.18322978646327287
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2469 | LCC = 0.8628 | SRCC = 0.8600 ]
+INFO:root:Average loss=0.18168400447720137
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2288 | LCC = 0.8682 | SRCC = 0.8656 ]
+INFO:root:Average loss=0.16536251264504898
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2404 | LCC = 0.8657 | SRCC = 0.8623 ]
+INFO:root:Average loss=0.17180512281946647
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2291 | LCC = 0.8651 | SRCC = 0.8620 ]
+INFO:root:Average loss=0.1517996374422159
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2678 | LCC = 0.8663 | SRCC = 0.8644 ]
+INFO:root:Average loss=0.14770940022590834
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2569 | LCC = 0.8670 | SRCC = 0.8660 ]
+INFO:root:Average loss=0.14712348408423936
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2492 | LCC = 0.8654 | SRCC = 0.8641 ]
+INFO:root:Average loss=0.146133692887349
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2654 | LCC = 0.8666 | SRCC = 0.8668 ]
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+INFO:root:
+[Valid][15][UTT][ MSE = 0.2233 | LCC = 0.8673 | SRCC = 0.8635 ]
+INFO:root:Average loss=0.141180923447395
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3014 | LCC = 0.8675 | SRCC = 0.8667 ]
+INFO:root:Average loss=0.1289700244863828
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2304 | LCC = 0.8671 | SRCC = 0.8639 ]
+INFO:root:Average loss=0.12546239296595255
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2170 | LCC = 0.8650 | SRCC = 0.8630 ]
+INFO:root:Average loss=0.10887449120099728
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2069 | LCC = 0.8684 | SRCC = 0.8677 ]
+INFO:root:Average loss=0.12047215713522373
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2289 | LCC = 0.8611 | SRCC = 0.8589 ]
+INFO:root:Average loss=0.1085480024608282
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2258 | LCC = 0.8668 | SRCC = 0.8647 ]
+INFO:root:Average loss=0.09581210865424229
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2204 | LCC = 0.8640 | SRCC = 0.8622 ]
+INFO:root:Average loss=0.09553709215460679
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2286 | LCC = 0.8659 | SRCC = 0.8632 ]
+INFO:root:Average loss=0.10042180780034798
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2222 | LCC = 0.8688 | SRCC = 0.8670 ]
+INFO:root:Average loss=0.09192562685945095
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2430 | LCC = 0.8650 | SRCC = 0.8640 ]
+INFO:root:Average loss=0.08077577759440129
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2353 | LCC = 0.8610 | SRCC = 0.8588 ]
+INFO:root:Average loss=0.08284230339221466
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2210 | LCC = 0.8651 | SRCC = 0.8630 ]
+INFO:root:Average loss=0.084861606789323
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2190 | LCC = 0.8666 | SRCC = 0.8650 ]
+INFO:root:Average loss=0.08199152049536888
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2173 | LCC = 0.8675 | SRCC = 0.8668 ]
+INFO:root:Average loss=0.0708272801950956
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2233 | LCC = 0.8625 | SRCC = 0.8614 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2479 | LCC = 0.8671 | SRCC = 0.8710 ]
diff --git a/results_bvcc/w2v2_large_xlsr53/layer8/run1/config.gin b/results_bvcc/w2v2_large_xlsr53/layer8/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/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_large_xlsr53/layer8/run1/model.pt b/results_bvcc/w2v2_large_xlsr53/layer8/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..77c0bf6e4498fffa7ebc57d14a1f3af39c5c50c2
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer8/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 3403339
diff --git a/results_bvcc/w2v2_large_xlsr53/layer8/run1/model_best.pt b/results_bvcc/w2v2_large_xlsr53/layer8/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e6c3bea573c21142a763f425d3ff0a5c64e8bc28
--- /dev/null
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_large_xlsr53/layer8/run1/train.log b/results_bvcc/w2v2_large_xlsr53/layer8/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..6e72e344b20a4827c3254f6672b364e891947dc9
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer8/run1/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.5419442741534649
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3599 | LCC = 0.8050 | SRCC = 0.8113 ]
+INFO:root:Average loss=0.29629154140368485
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2993 | LCC = 0.8345 | SRCC = 0.8351 ]
+INFO:root:Average loss=0.2616968647791789
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3077 | LCC = 0.8474 | SRCC = 0.8483 ]
+INFO:root:Average loss=0.23613676849084023
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2727 | LCC = 0.8552 | SRCC = 0.8551 ]
+INFO:root:Average loss=0.21677129085247332
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2488 | LCC = 0.8579 | SRCC = 0.8583 ]
+INFO:root:Average loss=0.20984431165151107
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2742 | LCC = 0.8598 | SRCC = 0.8601 ]
+INFO:root:Average loss=0.21736933185886115
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2488 | LCC = 0.8618 | SRCC = 0.8588 ]
+INFO:root:Average loss=0.19718667100637388
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2330 | LCC = 0.8643 | SRCC = 0.8625 ]
+INFO:root:Average loss=0.18249236916502318
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2283 | LCC = 0.8631 | SRCC = 0.8605 ]
+INFO:root:Average loss=0.17797187018470886
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3125 | LCC = 0.8680 | SRCC = 0.8671 ]
+INFO:root:Average loss=0.17347134907658285
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2479 | LCC = 0.8663 | SRCC = 0.8655 ]
+INFO:root:Average loss=0.16892894252370566
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2298 | LCC = 0.8653 | SRCC = 0.8628 ]
+INFO:root:Average loss=0.153844003398449
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2395 | LCC = 0.8650 | SRCC = 0.8616 ]
+INFO:root:Average loss=0.14755977145754373
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2312 | LCC = 0.8674 | SRCC = 0.8641 ]
+INFO:root:Average loss=0.14152847851316133
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2298 | LCC = 0.8687 | SRCC = 0.8657 ]
+INFO:root:Average loss=0.14580888874255693
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2316 | LCC = 0.8674 | SRCC = 0.8650 ]
+INFO:root:Average loss=0.1371119710115286
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2213 | LCC = 0.8657 | SRCC = 0.8654 ]
+INFO:root:Average loss=0.1321838443668989
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2202 | LCC = 0.8657 | SRCC = 0.8642 ]
+INFO:root:Average loss=0.14587028324604034
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2349 | LCC = 0.8675 | SRCC = 0.8656 ]
+INFO:root:Average loss=0.11351729910343121
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2357 | LCC = 0.8633 | SRCC = 0.8625 ]
+INFO:root:Average loss=0.11269731647693194
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2192 | LCC = 0.8649 | SRCC = 0.8630 ]
+INFO:root:Average loss=0.10828661450590843
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2669 | LCC = 0.8563 | SRCC = 0.8569 ]
+INFO:root:Average loss=0.10546430830772106
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2375 | LCC = 0.8663 | SRCC = 0.8644 ]
+INFO:root:Average loss=0.10206062661913726
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2259 | LCC = 0.8625 | SRCC = 0.8609 ]
+INFO:root:Average loss=0.1001142137325727
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2260 | LCC = 0.8638 | SRCC = 0.8618 ]
+INFO:root:Average loss=0.08916313893710956
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2243 | LCC = 0.8638 | SRCC = 0.8623 ]
+INFO:root:Average loss=0.09397335885426937
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2472 | LCC = 0.8667 | SRCC = 0.8652 ]
+INFO:root:Average loss=0.08821562954630607
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2266 | LCC = 0.8615 | SRCC = 0.8606 ]
+INFO:root:Average loss=0.0860742935194419
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2188 | LCC = 0.8644 | SRCC = 0.8642 ]
+INFO:root:Average loss=0.07602401072971332
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2215 | LCC = 0.8615 | SRCC = 0.8600 ]
+INFO:root:Average loss=0.07571902584571105
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2114 | LCC = 0.8661 | SRCC = 0.8649 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2410 | LCC = 0.8681 | SRCC = 0.8706 ]
diff --git a/results_bvcc/w2v2_large_xlsr53/layer8/run2/config.gin b/results_bvcc/w2v2_large_xlsr53/layer8/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/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_large_xlsr53/layer8/run2/model.pt b/results_bvcc/w2v2_large_xlsr53/layer8/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..46a75a4a8e8a2e202dda117f1449bb317d23ca3e
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer8/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a45ed01cbb0214b80305a3dea3d5d09746c45945b103fdc956bb8d9bf4225e12
+size 3403339
diff --git a/results_bvcc/w2v2_large_xlsr53/layer8/run2/model_best.pt b/results_bvcc/w2v2_large_xlsr53/layer8/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b454ebf230dd26c932179b89b31336ea2791a4a9
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer8/run2/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5d795d18c485208f245382098ae8b41d8d66d8b6508e6e821fbba150408bd612
+size 3404998
diff --git a/results_bvcc/w2v2_large_xlsr53/layer8/run2/train.log b/results_bvcc/w2v2_large_xlsr53/layer8/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..2eec5f3b7788fe08da875f1d60f887f37eaee3a5
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer8/run2/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.5210153475785867
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3166 | LCC = 0.8110 | SRCC = 0.8158 ]
+INFO:root:Average loss=0.283007090481428
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3364 | LCC = 0.8375 | SRCC = 0.8421 ]
+INFO:root:Average loss=0.25657275108954847
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2803 | LCC = 0.8530 | SRCC = 0.8517 ]
+INFO:root:Average loss=0.22773452733571714
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2664 | LCC = 0.8535 | SRCC = 0.8531 ]
+INFO:root:Average loss=0.21278623548837808
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2517 | LCC = 0.8589 | SRCC = 0.8565 ]
+INFO:root:Average loss=0.20196132915906417
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2786 | LCC = 0.8588 | SRCC = 0.8575 ]
+INFO:root:Average loss=0.2122578733624556
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2570 | LCC = 0.8610 | SRCC = 0.8584 ]
+INFO:root:Average loss=0.1948747975895038
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2330 | LCC = 0.8614 | SRCC = 0.8590 ]
+INFO:root:Average loss=0.1820989910226602
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3637 | LCC = 0.8519 | SRCC = 0.8559 ]
+INFO:root:Average loss=0.17909621896269995
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3613 | LCC = 0.8528 | SRCC = 0.8557 ]
+INFO:root:Average loss=0.1696430211647963
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2436 | LCC = 0.8686 | SRCC = 0.8659 ]
+INFO:root:Average loss=0.1576258315680883
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2386 | LCC = 0.8639 | SRCC = 0.8614 ]
+INFO:root:Average loss=0.145574588710681
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2486 | LCC = 0.8651 | SRCC = 0.8628 ]
+INFO:root:Average loss=0.13838692401082087
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2737 | LCC = 0.8614 | SRCC = 0.8587 ]
+INFO:root:Average loss=0.13126372765654173
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2221 | LCC = 0.8656 | SRCC = 0.8616 ]
+INFO:root:Average loss=0.1296453017454881
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2293 | LCC = 0.8673 | SRCC = 0.8641 ]
+INFO:root:Average loss=0.1255614350621517
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2465 | LCC = 0.8629 | SRCC = 0.8575 ]
+INFO:root:Average loss=0.12187789065333512
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2337 | LCC = 0.8650 | SRCC = 0.8608 ]
+INFO:root:Average loss=0.12486510160259712
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2331 | LCC = 0.8674 | SRCC = 0.8640 ]
+INFO:root:Average loss=0.11222613201691554
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2395 | LCC = 0.8664 | SRCC = 0.8634 ]
+INFO:root:Average loss=0.11130657510306591
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2507 | LCC = 0.8631 | SRCC = 0.8597 ]
+INFO:root:Average loss=0.10283021399608025
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2316 | LCC = 0.8648 | SRCC = 0.8618 ]
+INFO:root:Average loss=0.1084184613174353
+INFO:root:
+[Valid][22][UTT][ MSE = 0.3728 | LCC = 0.8492 | SRCC = 0.8520 ]
+INFO:root:Average loss=0.10265650046177399
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2371 | LCC = 0.8626 | SRCC = 0.8601 ]
+INFO:root:Average loss=0.08972119520872067
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2595 | LCC = 0.8614 | SRCC = 0.8592 ]
+INFO:root:Average loss=0.0814233601379853
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2255 | LCC = 0.8608 | SRCC = 0.8599 ]
+INFO:root:Average loss=0.08917426322706234
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2295 | LCC = 0.8641 | SRCC = 0.8613 ]
+INFO:root:Average loss=0.07521734061913612
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2220 | LCC = 0.8636 | SRCC = 0.8622 ]
+INFO:root:Average loss=0.0839811510955676
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2173 | LCC = 0.8642 | SRCC = 0.8627 ]
+INFO:root:Average loss=0.07915015007631901
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2381 | LCC = 0.8646 | SRCC = 0.8611 ]
+INFO:root:Average loss=0.07075059671814625
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2325 | LCC = 0.8606 | SRCC = 0.8582 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2321 | LCC = 0.8697 | SRCC = 0.8693 ]
diff --git a/results_bvcc/w2v2_large_xlsr53/layer8/run3/config.gin b/results_bvcc/w2v2_large_xlsr53/layer8/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/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_large_xlsr53/layer8/run3/model.pt b/results_bvcc/w2v2_large_xlsr53/layer8/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..fe9609aa42692c3aa4cd9bf18bca036c1256db62
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer8/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bb732f6a58483860d127b849fb85e2efcc16569906a2cc868943e32f250b0ba3
+size 3403339
diff --git a/results_bvcc/w2v2_large_xlsr53/layer8/run3/model_best.pt b/results_bvcc/w2v2_large_xlsr53/layer8/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..a857ba66d7583b5f2057f7de2a685ac7dc59d04b
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer8/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c6f3963b3c8d72bd0c5c16beae96fd8eb89d4a47adafe4c4c6058c4c10c51661
+size 3405062
diff --git a/results_bvcc/w2v2_large_xlsr53/layer8/run3/train.log b/results_bvcc/w2v2_large_xlsr53/layer8/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..2a891b6061008ff3aeeee38e8e8c77d753d44620
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer8/run3/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.6737088083456724
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4127 | LCC = 0.7716 | SRCC = 0.7828 ]
+INFO:root:Average loss=0.3089394084154031
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3592 | LCC = 0.8347 | SRCC = 0.8376 ]
+INFO:root:Average loss=0.2707902063161899
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2890 | LCC = 0.8488 | SRCC = 0.8496 ]
+INFO:root:Average loss=0.2313340466756087
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2560 | LCC = 0.8531 | SRCC = 0.8560 ]
+INFO:root:Average loss=0.22366614525134748
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2548 | LCC = 0.8623 | SRCC = 0.8605 ]
+INFO:root:Average loss=0.2019394186253731
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2460 | LCC = 0.8637 | SRCC = 0.8628 ]
+INFO:root:Average loss=0.1935262395403324
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2365 | LCC = 0.8657 | SRCC = 0.8647 ]
+INFO:root:Average loss=0.17719354919898203
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2321 | LCC = 0.8666 | SRCC = 0.8665 ]
+INFO:root:Average loss=0.17923108650705752
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2469 | LCC = 0.8670 | SRCC = 0.8648 ]
+INFO:root:Average loss=0.17382377854142433
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2446 | LCC = 0.8681 | SRCC = 0.8680 ]
+INFO:root:Average loss=0.16147938045935753
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2289 | LCC = 0.8692 | SRCC = 0.8676 ]
+INFO:root:Average loss=0.1543162233936481
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2520 | LCC = 0.8680 | SRCC = 0.8670 ]
+INFO:root:Average loss=0.1517315440070935
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2129 | LCC = 0.8673 | SRCC = 0.8667 ]
+INFO:root:Average loss=0.15592181138121164
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2409 | LCC = 0.8656 | SRCC = 0.8662 ]
+INFO:root:Average loss=0.1391127571845666
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2429 | LCC = 0.8692 | SRCC = 0.8684 ]
+INFO:root:Average loss=0.1254181161713906
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2223 | LCC = 0.8672 | SRCC = 0.8666 ]
+INFO:root:Average loss=0.13093622936270174
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2399 | LCC = 0.8702 | SRCC = 0.8695 ]
+INFO:root:Average loss=0.13312611079368836
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2321 | LCC = 0.8652 | SRCC = 0.8643 ]
+INFO:root:Average loss=0.11451071730026832
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2334 | LCC = 0.8700 | SRCC = 0.8687 ]
+INFO:root:Average loss=0.11089402370345898
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2312 | LCC = 0.8653 | SRCC = 0.8644 ]
+INFO:root:Average loss=0.10569600808696869
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2172 | LCC = 0.8673 | SRCC = 0.8671 ]
+INFO:root:Average loss=0.09553670897506751
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2115 | LCC = 0.8685 | SRCC = 0.8677 ]
+INFO:root:Average loss=0.09175780210166405
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2227 | LCC = 0.8649 | SRCC = 0.8636 ]
+INFO:root:Average loss=0.08689381597706905
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2177 | LCC = 0.8653 | SRCC = 0.8642 ]
+INFO:root:Average loss=0.08561666161777118
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2243 | LCC = 0.8629 | SRCC = 0.8625 ]
+INFO:root:Average loss=0.08374195373975314
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2436 | LCC = 0.8642 | SRCC = 0.8636 ]
+INFO:root:Average loss=0.08332562546890515
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2179 | LCC = 0.8645 | SRCC = 0.8629 ]
+INFO:root:Average loss=0.07648355762163798
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2259 | LCC = 0.8631 | SRCC = 0.8619 ]
+INFO:root:Average loss=0.07207980269613938
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2159 | LCC = 0.8641 | SRCC = 0.8639 ]
+INFO:root:Average loss=0.0898069952829526
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2339 | LCC = 0.8629 | SRCC = 0.8624 ]
+INFO:root:Average loss=0.07517931323785049
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2232 | LCC = 0.8634 | SRCC = 0.8619 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2649 | LCC = 0.8653 | SRCC = 0.8698 ]
diff --git a/results_bvcc/w2v2_large_xlsr53/layer8/run4/config.gin b/results_bvcc/w2v2_large_xlsr53/layer8/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/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_large_xlsr53/layer8/run4/model.pt b/results_bvcc/w2v2_large_xlsr53/layer8/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..30d62d1f9f7431414be3099e0ace4b4fc3f1a0ff
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer8/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 3403339
diff --git a/results_bvcc/w2v2_large_xlsr53/layer8/run4/model_best.pt b/results_bvcc/w2v2_large_xlsr53/layer8/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..062ffc73443dde033370bb8e55d893d7fed8cadf
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer8/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 3405062
diff --git a/results_bvcc/w2v2_large_xlsr53/layer8/run4/train.log b/results_bvcc/w2v2_large_xlsr53/layer8/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..ce7384587b5b6c1d6e79e9ee5193ff4c1dc4b91f
--- /dev/null
+++ b/results_bvcc/w2v2_large_xlsr53/layer8/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.5819521985757046
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3582 | LCC = 0.7977 | SRCC = 0.8021 ]
+INFO:root:Average loss=0.3018502205228194
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3314 | LCC = 0.8326 | SRCC = 0.8353 ]
+INFO:root:Average loss=0.26930880011656344
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2521 | LCC = 0.8494 | SRCC = 0.8521 ]
+INFO:root:Average loss=0.23421663294235864
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2878 | LCC = 0.8549 | SRCC = 0.8542 ]
+INFO:root:Average loss=0.2339619755362853
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2731 | LCC = 0.8605 | SRCC = 0.8593 ]
+INFO:root:Average loss=0.21087431219907907
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2534 | LCC = 0.8657 | SRCC = 0.8643 ]
+INFO:root:Average loss=0.2052811745267648
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3091 | LCC = 0.8647 | SRCC = 0.8662 ]
+INFO:root:Average loss=0.193474215001632
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2540 | LCC = 0.8662 | SRCC = 0.8641 ]
+INFO:root:Average loss=0.18575137643477854
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2555 | LCC = 0.8668 | SRCC = 0.8653 ]
+INFO:root:Average loss=0.1771207705904276
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2338 | LCC = 0.8699 | SRCC = 0.8685 ]
+INFO:root:Average loss=0.1835857518017292
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2375 | LCC = 0.8702 | SRCC = 0.8683 ]
+INFO:root:Average loss=0.16261062360344788
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2308 | LCC = 0.8683 | SRCC = 0.8670 ]
+INFO:root:Average loss=0.17998294102457854
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2968 | LCC = 0.8660 | SRCC = 0.8665 ]
+INFO:root:Average loss=0.15321594686844411
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3156 | LCC = 0.8628 | SRCC = 0.8651 ]
+INFO:root:Average loss=0.14425954088950768
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2204 | LCC = 0.8713 | SRCC = 0.8699 ]
+INFO:root:Average loss=0.14090346726469505
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2492 | LCC = 0.8699 | SRCC = 0.8683 ]
+INFO:root:Average loss=0.13591904708972344
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3032 | LCC = 0.8679 | SRCC = 0.8664 ]
+INFO:root:Average loss=0.12933049819026238
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2351 | LCC = 0.8700 | SRCC = 0.8676 ]
+INFO:root:Average loss=0.1280915974997557
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2441 | LCC = 0.8698 | SRCC = 0.8689 ]
+INFO:root:Average loss=0.11239964600939018
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2821 | LCC = 0.8661 | SRCC = 0.8650 ]
+INFO:root:Average loss=0.11802217297447033
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2604 | LCC = 0.8668 | SRCC = 0.8653 ]
+INFO:root:Average loss=0.10900800245312545
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2996 | LCC = 0.8654 | SRCC = 0.8661 ]
+INFO:root:Average loss=0.10665667993135941
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2534 | LCC = 0.8614 | SRCC = 0.8605 ]
+INFO:root:Average loss=0.09867788072770987
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2235 | LCC = 0.8682 | SRCC = 0.8672 ]
+INFO:root:Average loss=0.10258775490980881
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2142 | LCC = 0.8658 | SRCC = 0.8656 ]
+INFO:root:Average loss=0.0916189805437357
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2387 | LCC = 0.8638 | SRCC = 0.8623 ]
+INFO:root:Average loss=0.08803335639337699
+INFO:root:
+[Valid][26][UTT][ MSE = 0.3665 | LCC = 0.8580 | SRCC = 0.8612 ]
+INFO:root:Average loss=0.11426805642743905
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2226 | LCC = 0.8665 | SRCC = 0.8647 ]
+INFO:root:Average loss=0.08389815325156236
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2210 | LCC = 0.8621 | SRCC = 0.8603 ]
+INFO:root:Average loss=0.08054708928251877
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2348 | LCC = 0.8620 | SRCC = 0.8613 ]
+INFO:root:Average loss=0.08072700423116867
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2493 | LCC = 0.8599 | SRCC = 0.8600 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2469 | LCC = 0.8625 | SRCC = 0.8687 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer0/run0/config.gin b/results_bvcc/w2v2_xlsr_1b/layer0/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/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_xlsr_1b/layer0/run0/model.pt b/results_bvcc/w2v2_xlsr_1b/layer0/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..0ac0297d4e292ef7b309dd599a5f132cd464b083
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer0/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e5f02166fb4ead9f1f82778b04a7c93e14776f21b1c6fb2306989342c42f545d
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer0/run0/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer0/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..39fabf7746578c5256194dd73d88ae93af7964c2
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer0/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fe9ac78f994c09a662417f29f73d417ff2ac5b5a3c8a83d248f6753385231071
+size 4060358
diff --git a/results_bvcc/w2v2_xlsr_1b/layer0/run0/train.log b/results_bvcc/w2v2_xlsr_1b/layer0/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..ab9664e84fc7008e9e683287144aa22eae462f4f
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/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=0.6498387876229409
+INFO:root:
+[Valid][0][UTT][ MSE = 0.5159 | LCC = 0.6525 | SRCC = 0.6732 ]
+INFO:root:Average loss=0.42766490559547377
+INFO:root:
+[Valid][1][UTT][ MSE = 0.4226 | LCC = 0.7202 | SRCC = 0.7283 ]
+INFO:root:Average loss=0.37039995403626025
+INFO:root:
+[Valid][2][UTT][ MSE = 0.4103 | LCC = 0.7420 | SRCC = 0.7414 ]
+INFO:root:Average loss=0.3582788560635004
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3621 | LCC = 0.7589 | SRCC = 0.7632 ]
+INFO:root:Average loss=0.32668733845154446
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3444 | LCC = 0.7735 | SRCC = 0.7770 ]
+INFO:root:Average loss=0.3109134777616232
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3423 | LCC = 0.7810 | SRCC = 0.7813 ]
+INFO:root:Average loss=0.31110191402527004
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3425 | LCC = 0.7787 | SRCC = 0.7765 ]
+INFO:root:Average loss=0.27623492078139233
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3279 | LCC = 0.7856 | SRCC = 0.7849 ]
+INFO:root:Average loss=0.266576648522646
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3915 | LCC = 0.7887 | SRCC = 0.7897 ]
+INFO:root:Average loss=0.3016248393135193
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3099 | LCC = 0.7925 | SRCC = 0.7920 ]
+INFO:root:Average loss=0.2760153345954724
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3246 | LCC = 0.7918 | SRCC = 0.7914 ]
+INFO:root:Average loss=0.24663616907902253
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3092 | LCC = 0.7967 | SRCC = 0.7997 ]
+INFO:root:Average loss=0.2287432421476413
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3136 | LCC = 0.8005 | SRCC = 0.7986 ]
+INFO:root:Average loss=0.22213886181513467
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3269 | LCC = 0.7983 | SRCC = 0.8005 ]
+INFO:root:Average loss=0.21766216365190652
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2981 | LCC = 0.8060 | SRCC = 0.8071 ]
+INFO:root:Average loss=0.20965910511903274
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3678 | LCC = 0.8021 | SRCC = 0.8064 ]
+INFO:root:Average loss=0.22910745250873077
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3008 | LCC = 0.8033 | SRCC = 0.8049 ]
+INFO:root:Average loss=0.19973913522867057
+INFO:root:
+[Valid][17][UTT][ MSE = 0.3003 | LCC = 0.8043 | SRCC = 0.8061 ]
+INFO:root:Average loss=0.1936583656531114
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3199 | LCC = 0.8056 | SRCC = 0.8054 ]
+INFO:root:Average loss=0.20051613364082116
+INFO:root:
+[Valid][19][UTT][ MSE = 0.3024 | LCC = 0.8105 | SRCC = 0.8103 ]
+INFO:root:Average loss=0.18394607401046997
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2927 | LCC = 0.8047 | SRCC = 0.8068 ]
+INFO:root:Average loss=0.17800123101243606
+INFO:root:
+[Valid][21][UTT][ MSE = 0.3235 | LCC = 0.8039 | SRCC = 0.8034 ]
+INFO:root:Average loss=0.17627013417390677
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2920 | LCC = 0.8041 | SRCC = 0.8061 ]
+INFO:root:Average loss=0.17493272410371366
+INFO:root:
+[Valid][23][UTT][ MSE = 0.3110 | LCC = 0.8123 | SRCC = 0.8139 ]
+INFO:root:Average loss=0.1764076027350548
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2953 | LCC = 0.8079 | SRCC = 0.8091 ]
+INFO:root:Average loss=0.16317793182455576
+INFO:root:
+[Valid][25][UTT][ MSE = 0.3367 | LCC = 0.8047 | SRCC = 0.8063 ]
+INFO:root:Average loss=0.16484224356901953
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2993 | LCC = 0.8022 | SRCC = 0.8029 ]
+INFO:root:Average loss=0.1545501118287062
+INFO:root:
+[Valid][27][UTT][ MSE = 0.3227 | LCC = 0.8051 | SRCC = 0.8052 ]
+INFO:root:Average loss=0.15326259724604777
+INFO:root:
+[Valid][28][UTT][ MSE = 0.3068 | LCC = 0.8011 | SRCC = 0.8028 ]
+INFO:root:Average loss=0.15373049705074385
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2972 | LCC = 0.8078 | SRCC = 0.8075 ]
+INFO:root:Average loss=0.14484508249622124
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2992 | LCC = 0.8024 | SRCC = 0.8036 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.3259 | LCC = 0.8300 | SRCC = 0.8293 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer0/run1/config.gin b/results_bvcc/w2v2_xlsr_1b/layer0/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/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_xlsr_1b/layer0/run1/model.pt b/results_bvcc/w2v2_xlsr_1b/layer0/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..7b99b0e748784ef963b9784581ea7d5401afecee
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer0/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer0/run1/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer0/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..2349e403489b0bbcbb9eb8eb069d538e76dfd2ed
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer0/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d3ccf120ac060557f0b8cf1827c64707e595a6974bb41beac406526b38e39f1b
+size 4060358
diff --git a/results_bvcc/w2v2_xlsr_1b/layer0/run1/train.log b/results_bvcc/w2v2_xlsr_1b/layer0/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..c1c90e78d814b38c693c3a4305c1b77a44f74ad4
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/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=0.6166059508537635
+INFO:root:
+[Valid][0][UTT][ MSE = 0.5367 | LCC = 0.6540 | SRCC = 0.6722 ]
+INFO:root:Average loss=0.4137815426175411
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3959 | LCC = 0.7290 | SRCC = 0.7301 ]
+INFO:root:Average loss=0.3531785316956349
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3732 | LCC = 0.7454 | SRCC = 0.7450 ]
+INFO:root:Average loss=0.3252452946244142
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3581 | LCC = 0.7613 | SRCC = 0.7587 ]
+INFO:root:Average loss=0.31972082857138073
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3647 | LCC = 0.7516 | SRCC = 0.7461 ]
+INFO:root:Average loss=0.2937304314512473
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3438 | LCC = 0.7717 | SRCC = 0.7727 ]
+INFO:root:Average loss=0.28886553721550184
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3491 | LCC = 0.7812 | SRCC = 0.7781 ]
+INFO:root:Average loss=0.29116354940029293
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3491 | LCC = 0.7843 | SRCC = 0.7809 ]
+INFO:root:Average loss=0.2745777038045419
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3312 | LCC = 0.7891 | SRCC = 0.7889 ]
+INFO:root:Average loss=0.2713052811913001
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3404 | LCC = 0.7839 | SRCC = 0.7850 ]
+INFO:root:Average loss=0.24319668381642073
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3358 | LCC = 0.7966 | SRCC = 0.7973 ]
+INFO:root:Average loss=0.2374068578848472
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3554 | LCC = 0.7883 | SRCC = 0.7843 ]
+INFO:root:Average loss=0.22698822502906507
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3036 | LCC = 0.8050 | SRCC = 0.8050 ]
+INFO:root:Average loss=0.22736785484430116
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3049 | LCC = 0.8033 | SRCC = 0.8027 ]
+INFO:root:Average loss=0.21624831740672773
+INFO:root:
+[Valid][14][UTT][ MSE = 0.3492 | LCC = 0.8014 | SRCC = 0.8062 ]
+INFO:root:Average loss=0.22193367989399496
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3131 | LCC = 0.8022 | SRCC = 0.8025 ]
+INFO:root:Average loss=0.2061648802497448
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3273 | LCC = 0.8006 | SRCC = 0.8030 ]
+INFO:root:Average loss=0.22599794553258482
+INFO:root:
+[Valid][17][UTT][ MSE = 0.3046 | LCC = 0.8092 | SRCC = 0.8098 ]
+INFO:root:Average loss=0.1959259223479491
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3074 | LCC = 0.8096 | SRCC = 0.8078 ]
+INFO:root:Average loss=0.18829410360791746
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2958 | LCC = 0.8054 | SRCC = 0.8068 ]
+INFO:root:Average loss=0.19274330416168922
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2926 | LCC = 0.8115 | SRCC = 0.8102 ]
+INFO:root:Average loss=0.19831236518728426
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2994 | LCC = 0.8092 | SRCC = 0.8092 ]
+INFO:root:Average loss=0.1857646107673645
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2973 | LCC = 0.8075 | SRCC = 0.8033 ]
+INFO:root:Average loss=0.18028273987464416
+INFO:root:
+[Valid][23][UTT][ MSE = 0.3033 | LCC = 0.8092 | SRCC = 0.8069 ]
+INFO:root:Average loss=0.17426895951995483
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2978 | LCC = 0.8067 | SRCC = 0.8065 ]
+INFO:root:Average loss=0.15962801405634636
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2958 | LCC = 0.8072 | SRCC = 0.8064 ]
+INFO:root:Average loss=0.15501256439930353
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2929 | LCC = 0.8094 | SRCC = 0.8078 ]
+INFO:root:Average loss=0.15235098260335433
+INFO:root:
+[Valid][27][UTT][ MSE = 0.3391 | LCC = 0.8077 | SRCC = 0.8090 ]
+INFO:root:Average loss=0.1558916317537809
+INFO:root:
+[Valid][28][UTT][ MSE = 0.3174 | LCC = 0.8069 | SRCC = 0.8079 ]
+INFO:root:Average loss=0.1445266468784748
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2845 | LCC = 0.8136 | SRCC = 0.8155 ]
+INFO:root:Average loss=0.16837415232872352
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2995 | LCC = 0.8044 | SRCC = 0.8062 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2752 | LCC = 0.8295 | SRCC = 0.8270 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer0/run2/config.gin b/results_bvcc/w2v2_xlsr_1b/layer0/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/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_xlsr_1b/layer0/run2/model.pt b/results_bvcc/w2v2_xlsr_1b/layer0/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ccf83d51447747fbf68180e8a768973f5bd55668
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer0/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e86aeadfd0a41cd477c9af7126056250dddda92a935ffdc308cbfdbf447ef041
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer0/run2/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer0/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..db7e6dfc87a58ce861ad777518309f14988170e9
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer0/run2/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:10f11555e1df422b9e43c282d8829aaffb1c466c9b55c8142a194eb9a71baf91
+size 4060358
diff --git a/results_bvcc/w2v2_xlsr_1b/layer0/run2/train.log b/results_bvcc/w2v2_xlsr_1b/layer0/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..3a0d8cb2891503c9a777d6d5a93634f8e101edb4
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/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=0.6317042089425601
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4909 | LCC = 0.6760 | SRCC = 0.6816 ]
+INFO:root:Average loss=0.4068797236451736
+INFO:root:
+[Valid][1][UTT][ MSE = 0.4055 | LCC = 0.7252 | SRCC = 0.7273 ]
+INFO:root:Average loss=0.3599926882829422
+INFO:root:
+[Valid][2][UTT][ MSE = 0.4023 | LCC = 0.7477 | SRCC = 0.7452 ]
+INFO:root:Average loss=0.33914654434491426
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3735 | LCC = 0.7427 | SRCC = 0.7378 ]
+INFO:root:Average loss=0.31535163942055827
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3701 | LCC = 0.7563 | SRCC = 0.7566 ]
+INFO:root:Average loss=0.3217980450926683
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3609 | LCC = 0.7642 | SRCC = 0.7643 ]
+INFO:root:Average loss=0.30241438593619907
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3591 | LCC = 0.7646 | SRCC = 0.7667 ]
+INFO:root:Average loss=0.280351860783039
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3498 | LCC = 0.7871 | SRCC = 0.7858 ]
+INFO:root:Average loss=0.28187132607667875
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3385 | LCC = 0.7865 | SRCC = 0.7890 ]
+INFO:root:Average loss=0.2521016571002129
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3236 | LCC = 0.7925 | SRCC = 0.7931 ]
+INFO:root:Average loss=0.25526748291957074
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3398 | LCC = 0.7879 | SRCC = 0.7835 ]
+INFO:root:Average loss=0.24761233364160246
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3135 | LCC = 0.7947 | SRCC = 0.7929 ]
+INFO:root:Average loss=0.22594826171795526
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3103 | LCC = 0.7972 | SRCC = 0.7992 ]
+INFO:root:Average loss=0.2261461309897594
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3129 | LCC = 0.8012 | SRCC = 0.8021 ]
+INFO:root:Average loss=0.2464152823847074
+INFO:root:
+[Valid][14][UTT][ MSE = 0.3358 | LCC = 0.7905 | SRCC = 0.7909 ]
+INFO:root:Average loss=0.21299453175220734
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3294 | LCC = 0.7879 | SRCC = 0.7913 ]
+INFO:root:Average loss=0.19812946747510862
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3226 | LCC = 0.7894 | SRCC = 0.7931 ]
+INFO:root:Average loss=0.19138413935135573
+INFO:root:
+[Valid][17][UTT][ MSE = 0.3097 | LCC = 0.7977 | SRCC = 0.7993 ]
+INFO:root:Average loss=0.19424510861818606
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3171 | LCC = 0.7956 | SRCC = 0.7992 ]
+INFO:root:Average loss=0.17959317861077112
+INFO:root:
+[Valid][19][UTT][ MSE = 0.3017 | LCC = 0.8045 | SRCC = 0.8076 ]
+INFO:root:Average loss=0.18076605063218337
+INFO:root:
+[Valid][20][UTT][ MSE = 0.3029 | LCC = 0.8011 | SRCC = 0.8002 ]
+INFO:root:Average loss=0.18133504841572198
+INFO:root:
+[Valid][21][UTT][ MSE = 0.3021 | LCC = 0.8075 | SRCC = 0.8084 ]
+INFO:root:Average loss=0.1825365315263088
+INFO:root:
+[Valid][22][UTT][ MSE = 0.3038 | LCC = 0.8102 | SRCC = 0.8084 ]
+INFO:root:Average loss=0.1864953323816642
+INFO:root:
+[Valid][23][UTT][ MSE = 0.3197 | LCC = 0.8089 | SRCC = 0.8088 ]
+INFO:root:Average loss=0.1661632107809568
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2946 | LCC = 0.8141 | SRCC = 0.8145 ]
+INFO:root:Average loss=0.16286748466201317
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2955 | LCC = 0.8049 | SRCC = 0.8046 ]
+INFO:root:Average loss=0.15165385804497278
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2950 | LCC = 0.8102 | SRCC = 0.8099 ]
+INFO:root:Average loss=0.16025836727558038
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2948 | LCC = 0.8110 | SRCC = 0.8122 ]
+INFO:root:Average loss=0.14676795202570084
+INFO:root:
+[Valid][28][UTT][ MSE = 0.3022 | LCC = 0.8094 | SRCC = 0.8070 ]
+INFO:root:Average loss=0.14698727027728006
+INFO:root:
+[Valid][29][UTT][ MSE = 0.3062 | LCC = 0.8115 | SRCC = 0.8118 ]
+INFO:root:Average loss=0.14890442998745504
+INFO:root:
+[Valid][30][UTT][ MSE = 0.3016 | LCC = 0.8086 | SRCC = 0.8075 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2971 | LCC = 0.8311 | SRCC = 0.8315 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer0/run3/config.gin b/results_bvcc/w2v2_xlsr_1b/layer0/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/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_xlsr_1b/layer0/run3/model.pt b/results_bvcc/w2v2_xlsr_1b/layer0/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..5655cd7d58c55111ac1a414da38d9112e9b1ba7e
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer0/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:99c0b37aa61c52204e070bdbaecf1dd2e366e8ca568de3ea17a6ed65a6705da8
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer0/run3/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer0/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ddae4914dc78e03a4e74a382afd24075815c1cb1
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer0/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:dacdfb038103066cc8725779ac0c68d1b60c1c3105a6babe3b1f815fcbe2fd05
+size 4060358
diff --git a/results_bvcc/w2v2_xlsr_1b/layer0/run3/train.log b/results_bvcc/w2v2_xlsr_1b/layer0/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..03d61f208ed72e428999eecf579cade6c0ffeb1c
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/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=0.6868706884292456
+INFO:root:
+[Valid][0][UTT][ MSE = 0.5208 | LCC = 0.6594 | SRCC = 0.6560 ]
+INFO:root:Average loss=0.42864235815329427
+INFO:root:
+[Valid][1][UTT][ MSE = 0.5869 | LCC = 0.7131 | SRCC = 0.7188 ]
+INFO:root:Average loss=0.38591926525800657
+INFO:root:
+[Valid][2][UTT][ MSE = 0.4148 | LCC = 0.7397 | SRCC = 0.7415 ]
+INFO:root:Average loss=0.32995561758677167
+INFO:root:
+[Valid][3][UTT][ MSE = 0.4059 | LCC = 0.7524 | SRCC = 0.7517 ]
+INFO:root:Average loss=0.31539684190199924
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3665 | LCC = 0.7682 | SRCC = 0.7668 ]
+INFO:root:Average loss=0.29775030490679616
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3520 | LCC = 0.7700 | SRCC = 0.7761 ]
+INFO:root:Average loss=0.2889744603098967
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3968 | LCC = 0.7567 | SRCC = 0.7604 ]
+INFO:root:Average loss=0.28513776988555223
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3277 | LCC = 0.7867 | SRCC = 0.7868 ]
+INFO:root:Average loss=0.2678911374547543
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3366 | LCC = 0.7835 | SRCC = 0.7858 ]
+INFO:root:Average loss=0.2608078393416527
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3264 | LCC = 0.7910 | SRCC = 0.7924 ]
+INFO:root:Average loss=0.25029336794828755
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3370 | LCC = 0.7856 | SRCC = 0.7914 ]
+INFO:root:Average loss=0.24805386861165366
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3369 | LCC = 0.7847 | SRCC = 0.7867 ]
+INFO:root:Average loss=0.2270923433586573
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3588 | LCC = 0.7887 | SRCC = 0.7932 ]
+INFO:root:Average loss=0.2517394783596198
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3253 | LCC = 0.8023 | SRCC = 0.8037 ]
+INFO:root:Average loss=0.22902705272038779
+INFO:root:
+[Valid][14][UTT][ MSE = 0.3108 | LCC = 0.7957 | SRCC = 0.7965 ]
+INFO:root:Average loss=0.20957605559856463
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3071 | LCC = 0.7980 | SRCC = 0.7989 ]
+INFO:root:Average loss=0.1967872488193023
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3154 | LCC = 0.7907 | SRCC = 0.7922 ]
+INFO:root:Average loss=0.18980820706257454
+INFO:root:
+[Valid][17][UTT][ MSE = 0.3256 | LCC = 0.7835 | SRCC = 0.7885 ]
+INFO:root:Average loss=0.20135126616328192
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3265 | LCC = 0.7907 | SRCC = 0.7863 ]
+INFO:root:Average loss=0.19132173529420143
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2994 | LCC = 0.8020 | SRCC = 0.8022 ]
+INFO:root:Average loss=0.17194901807950094
+INFO:root:
+[Valid][20][UTT][ MSE = 0.3064 | LCC = 0.7996 | SRCC = 0.8002 ]
+INFO:root:Average loss=0.18846938424767593
+INFO:root:
+[Valid][21][UTT][ MSE = 0.3653 | LCC = 0.7921 | SRCC = 0.7912 ]
+INFO:root:Average loss=0.17676424254209566
+INFO:root:
+[Valid][22][UTT][ MSE = 0.3560 | LCC = 0.8039 | SRCC = 0.8063 ]
+INFO:root:Average loss=0.17185526522688377
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2975 | LCC = 0.8077 | SRCC = 0.8088 ]
+INFO:root:Average loss=0.1773641545038957
+INFO:root:
+[Valid][24][UTT][ MSE = 0.3078 | LCC = 0.8005 | SRCC = 0.8007 ]
+INFO:root:Average loss=0.16150826884385866
+INFO:root:
+[Valid][25][UTT][ MSE = 0.3669 | LCC = 0.8024 | SRCC = 0.8030 ]
+INFO:root:Average loss=0.15635204267425415
+INFO:root:
+[Valid][26][UTT][ MSE = 0.3230 | LCC = 0.8008 | SRCC = 0.8027 ]
+INFO:root:Average loss=0.1519868155129445
+INFO:root:
+[Valid][27][UTT][ MSE = 0.3138 | LCC = 0.8002 | SRCC = 0.8015 ]
+INFO:root:Average loss=0.14650190803102958
+INFO:root:
+[Valid][28][UTT][ MSE = 0.3110 | LCC = 0.8027 | SRCC = 0.8048 ]
+INFO:root:Average loss=0.14326640485953063
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2992 | LCC = 0.8063 | SRCC = 0.8038 ]
+INFO:root:Average loss=0.13732699686900163
+INFO:root:
+[Valid][30][UTT][ MSE = 0.3467 | LCC = 0.7985 | SRCC = 0.7982 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2754 | LCC = 0.8318 | SRCC = 0.8304 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer0/run4/config.gin b/results_bvcc/w2v2_xlsr_1b/layer0/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/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_xlsr_1b/layer0/run4/model.pt b/results_bvcc/w2v2_xlsr_1b/layer0/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ebbeb15cc784aa922f69fe7f9e424c80a14fee82
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer0/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer0/run4/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer0/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..2a464c1cba0fd2e5cfa6b0a5c17e9fc58dd06243
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer0/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 4060358
diff --git a/results_bvcc/w2v2_xlsr_1b/layer0/run4/train.log b/results_bvcc/w2v2_xlsr_1b/layer0/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..3aecb8567822c86b4d2acee6443b14d2a74aea85
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer0/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.6390990202243512
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4915 | LCC = 0.6707 | SRCC = 0.6665 ]
+INFO:root:Average loss=0.4153853681607124
+INFO:root:
+[Valid][1][UTT][ MSE = 0.4637 | LCC = 0.7134 | SRCC = 0.7051 ]
+INFO:root:Average loss=0.381180648238231
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3997 | LCC = 0.7374 | SRCC = 0.7324 ]
+INFO:root:Average loss=0.3444955838032258
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3820 | LCC = 0.7494 | SRCC = 0.7424 ]
+INFO:root:Average loss=0.32431223205266857
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3729 | LCC = 0.7665 | SRCC = 0.7599 ]
+INFO:root:Average loss=0.29690910894901323
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3573 | LCC = 0.7755 | SRCC = 0.7747 ]
+INFO:root:Average loss=0.2798496763675641
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3352 | LCC = 0.7819 | SRCC = 0.7845 ]
+INFO:root:Average loss=0.26802691721763366
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3397 | LCC = 0.7791 | SRCC = 0.7815 ]
+INFO:root:Average loss=0.26951024108208144
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3190 | LCC = 0.7884 | SRCC = 0.7863 ]
+INFO:root:Average loss=0.24987217440054968
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3231 | LCC = 0.7833 | SRCC = 0.7875 ]
+INFO:root:Average loss=0.2407132740586232
+INFO:root:
+[Valid][10][UTT][ MSE = 0.4001 | LCC = 0.7834 | SRCC = 0.7909 ]
+INFO:root:Average loss=0.23840181644146258
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3194 | LCC = 0.7938 | SRCC = 0.7967 ]
+INFO:root:Average loss=0.2251206561923027
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3178 | LCC = 0.8034 | SRCC = 0.8028 ]
+INFO:root:Average loss=0.21736131914151022
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3363 | LCC = 0.8087 | SRCC = 0.8081 ]
+INFO:root:Average loss=0.21721402689432487
+INFO:root:
+[Valid][14][UTT][ MSE = 0.3202 | LCC = 0.7998 | SRCC = 0.7990 ]
+INFO:root:Average loss=0.2162984936283185
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2941 | LCC = 0.8096 | SRCC = 0.8111 ]
+INFO:root:Average loss=0.20314931028928512
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3352 | LCC = 0.8040 | SRCC = 0.8025 ]
+INFO:root:Average loss=0.20171076575150856
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2945 | LCC = 0.8126 | SRCC = 0.8130 ]
+INFO:root:Average loss=0.1940271481871605
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3095 | LCC = 0.8088 | SRCC = 0.8102 ]
+INFO:root:Average loss=0.18318438415343946
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2913 | LCC = 0.8152 | SRCC = 0.8155 ]
+INFO:root:Average loss=0.18279506170596832
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2877 | LCC = 0.8095 | SRCC = 0.8092 ]
+INFO:root:Average loss=0.18355816182417747
+INFO:root:
+[Valid][21][UTT][ MSE = 0.3170 | LCC = 0.8146 | SRCC = 0.8150 ]
+INFO:root:Average loss=0.17038753103369322
+INFO:root:
+[Valid][22][UTT][ MSE = 0.3149 | LCC = 0.8096 | SRCC = 0.8106 ]
+INFO:root:Average loss=0.17024530413059089
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2890 | LCC = 0.8084 | SRCC = 0.8099 ]
+INFO:root:Average loss=0.16634362324690208
+INFO:root:
+[Valid][24][UTT][ MSE = 0.3000 | LCC = 0.8039 | SRCC = 0.8036 ]
+INFO:root:Average loss=0.16194405464025644
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2972 | LCC = 0.8109 | SRCC = 0.8125 ]
+INFO:root:Average loss=0.15900965493458968
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2766 | LCC = 0.8174 | SRCC = 0.8173 ]
+INFO:root:Average loss=0.16803633268827048
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2928 | LCC = 0.8102 | SRCC = 0.8086 ]
+INFO:root:Average loss=0.1601041404482646
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2832 | LCC = 0.8117 | SRCC = 0.8130 ]
+INFO:root:Average loss=0.15441234027728057
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2932 | LCC = 0.8137 | SRCC = 0.8146 ]
+INFO:root:Average loss=0.14946961383789015
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2856 | LCC = 0.8129 | SRCC = 0.8150 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2751 | LCC = 0.8253 | SRCC = 0.8206 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer10/run0/config.gin b/results_bvcc/w2v2_xlsr_1b/layer10/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/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_xlsr_1b/layer10/run0/model.pt b/results_bvcc/w2v2_xlsr_1b/layer10/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..1de8f4b5a9575155ceed8bafce386f706461399f
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer10/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f5ddd212a46167b510bac9753eba14bee544b9f13fd48e275560bc9b0e8418a1
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer10/run0/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer10/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..a52fc606b8f8ffdde2cda02ea33cda5ee41670b7
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer10/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b3f52ac276a7018fda473805cd68f3353d37e1683b0193341824a7d705a0541a
+size 4060422
diff --git a/results_bvcc/w2v2_xlsr_1b/layer10/run0/train.log b/results_bvcc/w2v2_xlsr_1b/layer10/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..1c1a25c83ac3305d5e4f3120d461c1ac52d713b1
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer10/run0/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.4150345531793741
+INFO:root:
+[Valid][0][UTT][ MSE = 0.2853 | LCC = 0.8504 | SRCC = 0.8479 ]
+INFO:root:Average loss=0.22382026318556222
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2518 | LCC = 0.8675 | SRCC = 0.8642 ]
+INFO:root:Average loss=0.19595514352505022
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2171 | LCC = 0.8822 | SRCC = 0.8797 ]
+INFO:root:Average loss=0.18296390294264525
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2062 | LCC = 0.8845 | SRCC = 0.8834 ]
+INFO:root:Average loss=0.17027081062014288
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2235 | LCC = 0.8860 | SRCC = 0.8832 ]
+INFO:root:Average loss=0.1582959240827805
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2504 | LCC = 0.8825 | SRCC = 0.8825 ]
+INFO:root:Average loss=0.1493547938955136
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2239 | LCC = 0.8883 | SRCC = 0.8861 ]
+INFO:root:Average loss=0.1483694932017571
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2000 | LCC = 0.8905 | SRCC = 0.8886 ]
+INFO:root:Average loss=0.1337339792114038
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2058 | LCC = 0.8899 | SRCC = 0.8887 ]
+INFO:root:Average loss=0.1218462966573544
+INFO:root:
+[Valid][9][UTT][ MSE = 0.1969 | LCC = 0.8869 | SRCC = 0.8846 ]
+INFO:root:Average loss=0.11524418216103162
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2053 | LCC = 0.8852 | SRCC = 0.8841 ]
+INFO:root:Average loss=0.10847777768205373
+INFO:root:
+[Valid][11][UTT][ MSE = 0.1979 | LCC = 0.8820 | SRCC = 0.8803 ]
+INFO:root:Average loss=0.1143192474085551
+INFO:root:
+[Valid][12][UTT][ MSE = 0.1962 | LCC = 0.8849 | SRCC = 0.8833 ]
+INFO:root:Average loss=0.09377497902665383
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2256 | LCC = 0.8810 | SRCC = 0.8796 ]
+INFO:root:Average loss=0.09739128242318447
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2118 | LCC = 0.8830 | SRCC = 0.8809 ]
+INFO:root:Average loss=0.08694869470901978
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2057 | LCC = 0.8791 | SRCC = 0.8760 ]
+INFO:root:Average loss=0.08113656107049722
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2317 | LCC = 0.8778 | SRCC = 0.8765 ]
+INFO:root:Average loss=0.08374916002727471
+INFO:root:
+[Valid][17][UTT][ MSE = 0.1952 | LCC = 0.8791 | SRCC = 0.8769 ]
+INFO:root:Average loss=0.07363327802755894
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2104 | LCC = 0.8754 | SRCC = 0.8739 ]
+INFO:root:Average loss=0.07362855612658538
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2042 | LCC = 0.8766 | SRCC = 0.8744 ]
+INFO:root:Average loss=0.07938703737006737
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2179 | LCC = 0.8783 | SRCC = 0.8777 ]
+INFO:root:Average loss=0.06360549704195598
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2186 | LCC = 0.8770 | SRCC = 0.8750 ]
+INFO:root:Average loss=0.06397370506937687
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2050 | LCC = 0.8776 | SRCC = 0.8762 ]
+INFO:root:Average loss=0.06441049392406757
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2065 | LCC = 0.8775 | SRCC = 0.8757 ]
+INFO:root:Average loss=0.06040741016085331
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2146 | LCC = 0.8759 | SRCC = 0.8741 ]
+INFO:root:Average loss=0.05688213342084335
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2054 | LCC = 0.8755 | SRCC = 0.8740 ]
+INFO:root:Average loss=0.054014501424554065
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2154 | LCC = 0.8745 | SRCC = 0.8723 ]
+INFO:root:Average loss=0.04973932749663408
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2111 | LCC = 0.8736 | SRCC = 0.8719 ]
+INFO:root:Average loss=0.0535776099572197
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2218 | LCC = 0.8715 | SRCC = 0.8679 ]
+INFO:root:Average loss=0.05429769878108532
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2068 | LCC = 0.8746 | SRCC = 0.8722 ]
+INFO:root:Average loss=0.04689928913154663
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2223 | LCC = 0.8733 | SRCC = 0.8711 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2171 | LCC = 0.8763 | SRCC = 0.8725 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer10/run1/config.gin b/results_bvcc/w2v2_xlsr_1b/layer10/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/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_xlsr_1b/layer10/run1/model.pt b/results_bvcc/w2v2_xlsr_1b/layer10/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..62e727959bc5868a6d1da140e5ef94420ea2f6d0
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer10/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:acce58d94005245795ee478adf091d34cfca48d229cc6b02dfa333ebc7b56ecd
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer10/run1/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer10/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..52dca84e2dfc13e2a302a6d6ac7dc59e38db77c8
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer10/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3f27fcd195995482484eca2f1c207bb2943ab62504952f78e1af2951a972a6dd
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diff --git a/results_bvcc/w2v2_xlsr_1b/layer10/run1/train.log b/results_bvcc/w2v2_xlsr_1b/layer10/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..91a3ad3237a0e29a28acda8e9915855b36e9285b
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer10/run1/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.3869504905664004
+INFO:root:
+[Valid][0][UTT][ MSE = 0.2806 | LCC = 0.8400 | SRCC = 0.8388 ]
+INFO:root:Average loss=0.23396064398380426
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2440 | LCC = 0.8657 | SRCC = 0.8628 ]
+INFO:root:Average loss=0.2179302898928141
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2787 | LCC = 0.8702 | SRCC = 0.8716 ]
+INFO:root:Average loss=0.18668166070412368
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2161 | LCC = 0.8817 | SRCC = 0.8793 ]
+INFO:root:Average loss=0.1766863454801914
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2019 | LCC = 0.8831 | SRCC = 0.8826 ]
+INFO:root:Average loss=0.16756080272488105
+INFO:root:
+[Valid][5][UTT][ MSE = 0.1958 | LCC = 0.8880 | SRCC = 0.8866 ]
+INFO:root:Average loss=0.15349659658013246
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2047 | LCC = 0.8856 | SRCC = 0.8855 ]
+INFO:root:Average loss=0.14921106952123153
+INFO:root:
+[Valid][7][UTT][ MSE = 0.1916 | LCC = 0.8888 | SRCC = 0.8874 ]
+INFO:root:Average loss=0.13575925830847177
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2226 | LCC = 0.8871 | SRCC = 0.8867 ]
+INFO:root:Average loss=0.13342805416920248
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2468 | LCC = 0.8848 | SRCC = 0.8868 ]
+INFO:root:Average loss=0.12817314200294325
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2072 | LCC = 0.8866 | SRCC = 0.8851 ]
+INFO:root:Average loss=0.11866061580486786
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2023 | LCC = 0.8860 | SRCC = 0.8842 ]
+INFO:root:Average loss=0.1091606125044517
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2032 | LCC = 0.8861 | SRCC = 0.8855 ]
+INFO:root:Average loss=0.11583912114684398
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2023 | LCC = 0.8892 | SRCC = 0.8878 ]
+INFO:root:Average loss=0.10214727424467221
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2352 | LCC = 0.8851 | SRCC = 0.8863 ]
+INFO:root:Average loss=0.10534482138852279
+INFO:root:
+[Valid][15][UTT][ MSE = 0.1957 | LCC = 0.8861 | SRCC = 0.8862 ]
+INFO:root:Average loss=0.08806575471774125
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2078 | LCC = 0.8843 | SRCC = 0.8853 ]
+INFO:root:Average loss=0.09790978126992018
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2049 | LCC = 0.8841 | SRCC = 0.8828 ]
+INFO:root:Average loss=0.08281591477302405
+INFO:root:
+[Valid][18][UTT][ MSE = 0.1807 | LCC = 0.8855 | SRCC = 0.8858 ]
+INFO:root:Average loss=0.07665958054936849
+INFO:root:
+[Valid][19][UTT][ MSE = 0.1957 | LCC = 0.8828 | SRCC = 0.8818 ]
+INFO:root:Average loss=0.07587753565838704
+INFO:root:
+[Valid][20][UTT][ MSE = 0.1964 | LCC = 0.8846 | SRCC = 0.8830 ]
+INFO:root:Average loss=0.07609090529000148
+INFO:root:
+[Valid][21][UTT][ MSE = 0.1948 | LCC = 0.8824 | SRCC = 0.8801 ]
+INFO:root:Average loss=0.06682133703277661
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2175 | LCC = 0.8796 | SRCC = 0.8789 ]
+INFO:root:Average loss=0.06420685007021977
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2286 | LCC = 0.8809 | SRCC = 0.8814 ]
+INFO:root:Average loss=0.06112297333012789
+INFO:root:
+[Valid][24][UTT][ MSE = 0.1967 | LCC = 0.8804 | SRCC = 0.8786 ]
+INFO:root:Average loss=0.05799540829582092
+INFO:root:
+[Valid][25][UTT][ MSE = 0.1952 | LCC = 0.8800 | SRCC = 0.8782 ]
+INFO:root:Average loss=0.056544382363939896
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2014 | LCC = 0.8832 | SRCC = 0.8824 ]
+INFO:root:Average loss=0.05214085921836205
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2304 | LCC = 0.8798 | SRCC = 0.8807 ]
+INFO:root:Average loss=0.051063804337993644
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2200 | LCC = 0.8764 | SRCC = 0.8752 ]
+INFO:root:Average loss=0.04782821653554073
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2112 | LCC = 0.8788 | SRCC = 0.8792 ]
+INFO:root:Average loss=0.049251410799721874
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2043 | LCC = 0.8785 | SRCC = 0.8763 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2395 | LCC = 0.8754 | SRCC = 0.8747 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer10/run2/config.gin b/results_bvcc/w2v2_xlsr_1b/layer10/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/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_xlsr_1b/layer10/run2/model.pt b/results_bvcc/w2v2_xlsr_1b/layer10/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..c92ebdf3168bc3e6c29b1ccd1e25b893b30095a9
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer10/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_1b/layer10/run2/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer10/run2/model_best.pt
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@@ -0,0 +1,3 @@
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diff --git a/results_bvcc/w2v2_xlsr_1b/layer10/run2/train.log b/results_bvcc/w2v2_xlsr_1b/layer10/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..7bfe0992bd95ab4ad1b24517d7bef4c95744a02e
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer10/run2/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.4202097619955356
+INFO:root:
+[Valid][0][UTT][ MSE = 0.2974 | LCC = 0.8408 | SRCC = 0.8398 ]
+INFO:root:Average loss=0.22779473261191294
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2353 | LCC = 0.8679 | SRCC = 0.8659 ]
+INFO:root:Average loss=0.19474466718160188
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2327 | LCC = 0.8692 | SRCC = 0.8678 ]
+INFO:root:Average loss=0.18083570505946112
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2132 | LCC = 0.8785 | SRCC = 0.8762 ]
+INFO:root:Average loss=0.16621349341212174
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2306 | LCC = 0.8795 | SRCC = 0.8768 ]
+INFO:root:Average loss=0.15532991376060706
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2356 | LCC = 0.8769 | SRCC = 0.8745 ]
+INFO:root:Average loss=0.14832186479216966
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2235 | LCC = 0.8798 | SRCC = 0.8773 ]
+INFO:root:Average loss=0.1394501522374459
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2768 | LCC = 0.8789 | SRCC = 0.8787 ]
+INFO:root:Average loss=0.13573908633910692
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2016 | LCC = 0.8790 | SRCC = 0.8770 ]
+INFO:root:Average loss=0.12580654244774428
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2120 | LCC = 0.8802 | SRCC = 0.8777 ]
+INFO:root:Average loss=0.11920473810571891
+INFO:root:
+[Valid][10][UTT][ MSE = 0.1988 | LCC = 0.8821 | SRCC = 0.8804 ]
+INFO:root:Average loss=0.10557526273605151
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2007 | LCC = 0.8796 | SRCC = 0.8776 ]
+INFO:root:Average loss=0.10879349484084508
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2300 | LCC = 0.8766 | SRCC = 0.8748 ]
+INFO:root:Average loss=0.11002095702749032
+INFO:root:
+[Valid][13][UTT][ MSE = 0.1996 | LCC = 0.8787 | SRCC = 0.8762 ]
+INFO:root:Average loss=0.09781092195174633
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2379 | LCC = 0.8778 | SRCC = 0.8760 ]
+INFO:root:Average loss=0.09600782690521999
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2246 | LCC = 0.8726 | SRCC = 0.8708 ]
+INFO:root:Average loss=0.0877730023020353
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2043 | LCC = 0.8775 | SRCC = 0.8750 ]
+INFO:root:Average loss=0.07829374901186197
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2024 | LCC = 0.8781 | SRCC = 0.8759 ]
+INFO:root:Average loss=0.07511625873545806
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2049 | LCC = 0.8756 | SRCC = 0.8738 ]
+INFO:root:Average loss=0.06723204431816554
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2269 | LCC = 0.8726 | SRCC = 0.8707 ]
+INFO:root:Average loss=0.07211188236490274
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2055 | LCC = 0.8763 | SRCC = 0.8743 ]
+INFO:root:Average loss=0.06507296134264041
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2156 | LCC = 0.8759 | SRCC = 0.8750 ]
+INFO:root:Average loss=0.06297297398440349
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2062 | LCC = 0.8726 | SRCC = 0.8702 ]
+INFO:root:Average loss=0.05784734801795238
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2141 | LCC = 0.8733 | SRCC = 0.8712 ]
+INFO:root:Average loss=0.06017653257227861
+INFO:root:
+[Valid][24][UTT][ MSE = 0.1996 | LCC = 0.8766 | SRCC = 0.8748 ]
+INFO:root:Average loss=0.05413344268424389
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2107 | LCC = 0.8741 | SRCC = 0.8704 ]
+INFO:root:Average loss=0.04986926724608892
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2085 | LCC = 0.8725 | SRCC = 0.8700 ]
+INFO:root:Average loss=0.0513419644572796
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2038 | LCC = 0.8749 | SRCC = 0.8733 ]
+INFO:root:Average loss=0.04670419658605869
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2107 | LCC = 0.8743 | SRCC = 0.8713 ]
+INFO:root:Average loss=0.04564937633963732
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2130 | LCC = 0.8731 | SRCC = 0.8701 ]
+INFO:root:Average loss=0.042169384037454925
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2074 | LCC = 0.8743 | SRCC = 0.8722 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2068 | LCC = 0.8786 | SRCC = 0.8769 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer10/run3/config.gin b/results_bvcc/w2v2_xlsr_1b/layer10/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/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_xlsr_1b/layer10/run3/model.pt b/results_bvcc/w2v2_xlsr_1b/layer10/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..78ce7a2fa54af5f7baaf3615bb2644e326459a2f
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer10/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer10/run3/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer10/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..94169953a747693ad44c72eca31e97ace23a6a49
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer10/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:69d8bd3365f3c3f0e26ea7f02c65d16eec4585fd0221a5a378aaf879316b5655
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diff --git a/results_bvcc/w2v2_xlsr_1b/layer10/run3/train.log b/results_bvcc/w2v2_xlsr_1b/layer10/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..e17c7ea76c0ad76475b8dfbc0facd17e52e08c3f
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer10/run3/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.4725305499174656
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3244 | LCC = 0.8220 | SRCC = 0.8263 ]
+INFO:root:Average loss=0.24576222151517868
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2805 | LCC = 0.8545 | SRCC = 0.8553 ]
+INFO:root:Average loss=0.2102867763202924
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2274 | LCC = 0.8680 | SRCC = 0.8664 ]
+INFO:root:Average loss=0.19606142577070457
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2332 | LCC = 0.8747 | SRCC = 0.8736 ]
+INFO:root:Average loss=0.17283547144287673
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2614 | LCC = 0.8756 | SRCC = 0.8762 ]
+INFO:root:Average loss=0.16423883088506186
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2309 | LCC = 0.8823 | SRCC = 0.8809 ]
+INFO:root:Average loss=0.15224019036843225
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2180 | LCC = 0.8820 | SRCC = 0.8811 ]
+INFO:root:Average loss=0.1408665536496884
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2299 | LCC = 0.8790 | SRCC = 0.8780 ]
+INFO:root:Average loss=0.13901612955408219
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2088 | LCC = 0.8822 | SRCC = 0.8820 ]
+INFO:root:Average loss=0.12975542065806878
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2146 | LCC = 0.8801 | SRCC = 0.8798 ]
+INFO:root:Average loss=0.11963864473196176
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2656 | LCC = 0.8796 | SRCC = 0.8826 ]
+INFO:root:Average loss=0.11311641965921108
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2084 | LCC = 0.8811 | SRCC = 0.8818 ]
+INFO:root:Average loss=0.10384305179692231
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2083 | LCC = 0.8825 | SRCC = 0.8834 ]
+INFO:root:Average loss=0.10094934147902024
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2113 | LCC = 0.8766 | SRCC = 0.8765 ]
+INFO:root:Average loss=0.09566229643921058
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2595 | LCC = 0.8732 | SRCC = 0.8747 ]
+INFO:root:Average loss=0.09230644160356277
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2088 | LCC = 0.8760 | SRCC = 0.8757 ]
+INFO:root:Average loss=0.08244544878984109
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2207 | LCC = 0.8742 | SRCC = 0.8756 ]
+INFO:root:Average loss=0.08088839722749515
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2529 | LCC = 0.8747 | SRCC = 0.8765 ]
+INFO:root:Average loss=0.07967709792921177
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2090 | LCC = 0.8765 | SRCC = 0.8757 ]
+INFO:root:Average loss=0.0699301984352179
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2338 | LCC = 0.8764 | SRCC = 0.8773 ]
+INFO:root:Average loss=0.06801072746897355
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2068 | LCC = 0.8741 | SRCC = 0.8733 ]
+INFO:root:Average loss=0.0628707775225242
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2415 | LCC = 0.8738 | SRCC = 0.8753 ]
+INFO:root:Average loss=0.06280059658755095
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2452 | LCC = 0.8761 | SRCC = 0.8769 ]
+INFO:root:Average loss=0.05826490974197021
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2064 | LCC = 0.8739 | SRCC = 0.8742 ]
+INFO:root:Average loss=0.05682913729777703
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2199 | LCC = 0.8754 | SRCC = 0.8750 ]
+INFO:root:Average loss=0.05140874553949405
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2137 | LCC = 0.8720 | SRCC = 0.8726 ]
+INFO:root:Average loss=0.05005607419671156
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2031 | LCC = 0.8759 | SRCC = 0.8765 ]
+INFO:root:Average loss=0.050864447433597006
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2116 | LCC = 0.8732 | SRCC = 0.8736 ]
+INFO:root:Average loss=0.04652610270736309
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2200 | LCC = 0.8752 | SRCC = 0.8763 ]
+INFO:root:Average loss=0.04738497523925243
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2085 | LCC = 0.8753 | SRCC = 0.8757 ]
+INFO:root:Average loss=0.04374555362245211
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2455 | LCC = 0.8730 | SRCC = 0.8746 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2374 | LCC = 0.8749 | SRCC = 0.8743 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer10/run4/config.gin b/results_bvcc/w2v2_xlsr_1b/layer10/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/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_xlsr_1b/layer10/run4/model.pt b/results_bvcc/w2v2_xlsr_1b/layer10/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..79559ae97f58e340cbb34dd6b1dcea86df382444
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer10/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:910426de30aafd10a8e58ec0a2e47d3e323e0fa808ca6ec08b5d99f2ba74749c
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer10/run4/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer10/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..2e33e081acf61a201d33b08ffbff74095dbb163e
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer10/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:533fed57e3a266b5d47df66a07a83270ded30bc9e37b341376c9677c04cf4c37
+size 4060422
diff --git a/results_bvcc/w2v2_xlsr_1b/layer10/run4/train.log b/results_bvcc/w2v2_xlsr_1b/layer10/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..ea7710c6bf0099e573c1cb97ce85e4313e95e55e
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer10/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.47572611425167477
+INFO:root:
+[Valid][0][UTT][ MSE = 0.2955 | LCC = 0.8233 | SRCC = 0.8239 ]
+INFO:root:Average loss=0.24039913274538824
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2549 | LCC = 0.8593 | SRCC = 0.8586 ]
+INFO:root:Average loss=0.21192235346788016
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2279 | LCC = 0.8727 | SRCC = 0.8709 ]
+INFO:root:Average loss=0.18920132727959219
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2218 | LCC = 0.8804 | SRCC = 0.8780 ]
+INFO:root:Average loss=0.17515934955997345
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2157 | LCC = 0.8809 | SRCC = 0.8797 ]
+INFO:root:Average loss=0.16658178430337173
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2270 | LCC = 0.8850 | SRCC = 0.8826 ]
+INFO:root:Average loss=0.15272110375838402
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2026 | LCC = 0.8837 | SRCC = 0.8809 ]
+INFO:root:Average loss=0.14941995504956979
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2036 | LCC = 0.8868 | SRCC = 0.8853 ]
+INFO:root:Average loss=0.1332232467830181
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2054 | LCC = 0.8865 | SRCC = 0.8834 ]
+INFO:root:Average loss=0.12361986734546147
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2075 | LCC = 0.8855 | SRCC = 0.8831 ]
+INFO:root:Average loss=0.13051752048807266
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2032 | LCC = 0.8889 | SRCC = 0.8860 ]
+INFO:root:Average loss=0.10709175133170226
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2082 | LCC = 0.8873 | SRCC = 0.8860 ]
+INFO:root:Average loss=0.10442014372883698
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2058 | LCC = 0.8861 | SRCC = 0.8840 ]
+INFO:root:Average loss=0.10059614255069158
+INFO:root:
+[Valid][13][UTT][ MSE = 0.1950 | LCC = 0.8876 | SRCC = 0.8854 ]
+INFO:root:Average loss=0.09210679976221843
+INFO:root:
+[Valid][14][UTT][ MSE = 0.1959 | LCC = 0.8862 | SRCC = 0.8846 ]
+INFO:root:Average loss=0.08664287015413627
+INFO:root:
+[Valid][15][UTT][ MSE = 0.1991 | LCC = 0.8846 | SRCC = 0.8837 ]
+INFO:root:Average loss=0.08622326467854854
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2081 | LCC = 0.8829 | SRCC = 0.8808 ]
+INFO:root:Average loss=0.07787382000913987
+INFO:root:
+[Valid][17][UTT][ MSE = 0.1961 | LCC = 0.8830 | SRCC = 0.8812 ]
+INFO:root:Average loss=0.07685435100052601
+INFO:root:
+[Valid][18][UTT][ MSE = 0.1877 | LCC = 0.8842 | SRCC = 0.8830 ]
+INFO:root:Average loss=0.07266811983516583
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2013 | LCC = 0.8826 | SRCC = 0.8802 ]
+INFO:root:Average loss=0.06828077147022271
+INFO:root:
+[Valid][20][UTT][ MSE = 0.1912 | LCC = 0.8864 | SRCC = 0.8843 ]
+INFO:root:Average loss=0.06800657931046608
+INFO:root:
+[Valid][21][UTT][ MSE = 0.1930 | LCC = 0.8834 | SRCC = 0.8815 ]
+INFO:root:Average loss=0.06073308263260584
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2041 | LCC = 0.8801 | SRCC = 0.8774 ]
+INFO:root:Average loss=0.06381835239246869
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2121 | LCC = 0.8832 | SRCC = 0.8820 ]
+INFO:root:Average loss=0.059117392517435245
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2030 | LCC = 0.8818 | SRCC = 0.8794 ]
+INFO:root:Average loss=0.055690570280720025
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2090 | LCC = 0.8818 | SRCC = 0.8804 ]
+INFO:root:Average loss=0.053542265143149935
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2126 | LCC = 0.8825 | SRCC = 0.8809 ]
+INFO:root:Average loss=0.05131783240880722
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2275 | LCC = 0.8806 | SRCC = 0.8793 ]
+INFO:root:Average loss=0.05091695795552088
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2045 | LCC = 0.8813 | SRCC = 0.8788 ]
+INFO:root:Average loss=0.047127920465591625
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2010 | LCC = 0.8805 | SRCC = 0.8782 ]
+INFO:root:Average loss=0.04688355560677174
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2141 | LCC = 0.8799 | SRCC = 0.8776 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2279 | LCC = 0.8747 | SRCC = 0.8714 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer12/run0/config.gin b/results_bvcc/w2v2_xlsr_1b/layer12/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer12/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_xlsr_1b/layer12/run0/model.pt b/results_bvcc/w2v2_xlsr_1b/layer12/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..a6a00bf33be29e9b04a9159e647dc7dac47ef59c
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer12/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a395fa9637f624e810eeec09a4c7b790046764301af872c00fd967c347d753db
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer12/run0/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer12/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..9447ce157b57072a5b25a1371e4c989a669921d5
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer12/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5c35f3319b2d0608827d841a2ed136fba118ffc9a9e9909ebf797e10164da1c2
+size 4060422
diff --git a/results_bvcc/w2v2_xlsr_1b/layer12/run0/train.log b/results_bvcc/w2v2_xlsr_1b/layer12/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..912eba2b421e749f3bf00c07ed729680d6f7ccda
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer12/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=0.44066199545676893
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3010 | LCC = 0.8236 | SRCC = 0.8255 ]
+INFO:root:Average loss=0.24491125861039528
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2707 | LCC = 0.8566 | SRCC = 0.8559 ]
+INFO:root:Average loss=0.21220575062892374
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2442 | LCC = 0.8708 | SRCC = 0.8683 ]
+INFO:root:Average loss=0.20084766193460196
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2188 | LCC = 0.8728 | SRCC = 0.8702 ]
+INFO:root:Average loss=0.17703637585808069
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2142 | LCC = 0.8812 | SRCC = 0.8794 ]
+INFO:root:Average loss=0.17080372772537744
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3017 | LCC = 0.8725 | SRCC = 0.8794 ]
+INFO:root:Average loss=0.1578584733681801
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2155 | LCC = 0.8818 | SRCC = 0.8808 ]
+INFO:root:Average loss=0.14428901767883545
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2701 | LCC = 0.8798 | SRCC = 0.8811 ]
+INFO:root:Average loss=0.13794227364735726
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2112 | LCC = 0.8789 | SRCC = 0.8788 ]
+INFO:root:Average loss=0.1341373625283058
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2200 | LCC = 0.8758 | SRCC = 0.8724 ]
+INFO:root:Average loss=0.12070086082586876
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2078 | LCC = 0.8846 | SRCC = 0.8820 ]
+INFO:root:Average loss=0.10889665839763787
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2028 | LCC = 0.8811 | SRCC = 0.8790 ]
+INFO:root:Average loss=0.10946488342224023
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2255 | LCC = 0.8795 | SRCC = 0.8766 ]
+INFO:root:Average loss=0.09916322592359322
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2093 | LCC = 0.8802 | SRCC = 0.8797 ]
+INFO:root:Average loss=0.09622347889802395
+INFO:root:
+[Valid][14][UTT][ MSE = 0.1977 | LCC = 0.8807 | SRCC = 0.8794 ]
+INFO:root:Average loss=0.09281453060416076
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2066 | LCC = 0.8808 | SRCC = 0.8778 ]
+INFO:root:Average loss=0.08461156998498318
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2215 | LCC = 0.8766 | SRCC = 0.8756 ]
+INFO:root:Average loss=0.09009396977340564
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2543 | LCC = 0.8742 | SRCC = 0.8750 ]
+INFO:root:Average loss=0.07762447864008255
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2223 | LCC = 0.8788 | SRCC = 0.8788 ]
+INFO:root:Average loss=0.079359923561032
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2015 | LCC = 0.8793 | SRCC = 0.8786 ]
+INFO:root:Average loss=0.07418345808027646
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2123 | LCC = 0.8730 | SRCC = 0.8738 ]
+INFO:root:Average loss=0.06978322073626213
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2448 | LCC = 0.8754 | SRCC = 0.8766 ]
+INFO:root:Average loss=0.07902042859066756
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2028 | LCC = 0.8774 | SRCC = 0.8759 ]
+INFO:root:Average loss=0.05999813601374626
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2096 | LCC = 0.8746 | SRCC = 0.8725 ]
+INFO:root:Average loss=0.05819382002720466
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2166 | LCC = 0.8773 | SRCC = 0.8755 ]
+INFO:root:Average loss=0.05182731335457319
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2047 | LCC = 0.8777 | SRCC = 0.8751 ]
+INFO:root:Average loss=0.05079769113889107
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2020 | LCC = 0.8773 | SRCC = 0.8759 ]
+INFO:root:Average loss=0.05312446158570357
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2272 | LCC = 0.8750 | SRCC = 0.8755 ]
+INFO:root:Average loss=0.049735478985194974
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2229 | LCC = 0.8725 | SRCC = 0.8714 ]
+INFO:root:Average loss=0.050802720901675716
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2126 | LCC = 0.8774 | SRCC = 0.8769 ]
+INFO:root:Average loss=0.0522496440471747
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2140 | LCC = 0.8758 | SRCC = 0.8766 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2307 | LCC = 0.8725 | SRCC = 0.8708 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer12/run1/config.gin b/results_bvcc/w2v2_xlsr_1b/layer12/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer12/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_xlsr_1b/layer12/run1/model.pt b/results_bvcc/w2v2_xlsr_1b/layer12/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..975b1d461a5670ffb2c5ed03c6b21aaf082f782e
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer12/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:89c782a3036e67d6a20f90bda8a6cabb6403eca42171fb66d82637d288d2ca41
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer12/run1/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer12/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..9f60486a0bda6b9aa0a9443268e12a01e6c6c1ee
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer12/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_xlsr_1b/layer12/run1/train.log b/results_bvcc/w2v2_xlsr_1b/layer12/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..34d65da23f39b71158d438c7d783d0af47f866df
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer12/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=0.4358986885501788
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3003 | LCC = 0.8199 | SRCC = 0.8223 ]
+INFO:root:Average loss=0.24840982086383379
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2785 | LCC = 0.8554 | SRCC = 0.8518 ]
+INFO:root:Average loss=0.2114932992710517
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2385 | LCC = 0.8691 | SRCC = 0.8657 ]
+INFO:root:Average loss=0.19203392015053675
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2360 | LCC = 0.8734 | SRCC = 0.8746 ]
+INFO:root:Average loss=0.17584033606526178
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2063 | LCC = 0.8787 | SRCC = 0.8769 ]
+INFO:root:Average loss=0.163573919962614
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2111 | LCC = 0.8829 | SRCC = 0.8814 ]
+INFO:root:Average loss=0.15319529309486732
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2094 | LCC = 0.8836 | SRCC = 0.8818 ]
+INFO:root:Average loss=0.14511175444110846
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2110 | LCC = 0.8808 | SRCC = 0.8796 ]
+INFO:root:Average loss=0.1311248681293084
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2231 | LCC = 0.8773 | SRCC = 0.8768 ]
+INFO:root:Average loss=0.13119475113657805
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2099 | LCC = 0.8803 | SRCC = 0.8800 ]
+INFO:root:Average loss=0.12649704133852935
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2397 | LCC = 0.8777 | SRCC = 0.8772 ]
+INFO:root:Average loss=0.11648033597530463
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2374 | LCC = 0.8771 | SRCC = 0.8780 ]
+INFO:root:Average loss=0.10617449607413548
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2068 | LCC = 0.8806 | SRCC = 0.8792 ]
+INFO:root:Average loss=0.10888283064541145
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2041 | LCC = 0.8775 | SRCC = 0.8768 ]
+INFO:root:Average loss=0.1015650278960283
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2804 | LCC = 0.8746 | SRCC = 0.8792 ]
+INFO:root:Average loss=0.09460453655666266
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2060 | LCC = 0.8793 | SRCC = 0.8778 ]
+INFO:root:Average loss=0.086986150401525
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2439 | LCC = 0.8724 | SRCC = 0.8702 ]
+INFO:root:Average loss=0.08156732737253873
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2065 | LCC = 0.8748 | SRCC = 0.8728 ]
+INFO:root:Average loss=0.08209669394179797
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2090 | LCC = 0.8752 | SRCC = 0.8732 ]
+INFO:root:Average loss=0.08097860011725853
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2150 | LCC = 0.8738 | SRCC = 0.8731 ]
+INFO:root:Average loss=0.07556188928011136
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2146 | LCC = 0.8749 | SRCC = 0.8738 ]
+INFO:root:Average loss=0.06685944670476975
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2081 | LCC = 0.8755 | SRCC = 0.8743 ]
+INFO:root:Average loss=0.06720256805419922
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2118 | LCC = 0.8718 | SRCC = 0.8704 ]
+INFO:root:Average loss=0.06396143725858285
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2167 | LCC = 0.8713 | SRCC = 0.8696 ]
+INFO:root:Average loss=0.06219521886072098
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2054 | LCC = 0.8760 | SRCC = 0.8758 ]
+INFO:root:Average loss=0.05420736593600267
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2111 | LCC = 0.8755 | SRCC = 0.8752 ]
+INFO:root:Average loss=0.055745950470177025
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2156 | LCC = 0.8768 | SRCC = 0.8755 ]
+INFO:root:Average loss=0.0504592732550242
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2085 | LCC = 0.8732 | SRCC = 0.8725 ]
+INFO:root:Average loss=0.060754564829552785
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2107 | LCC = 0.8765 | SRCC = 0.8754 ]
+INFO:root:Average loss=0.058723773974447675
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2229 | LCC = 0.8742 | SRCC = 0.8740 ]
+INFO:root:Average loss=0.050534689703430884
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2340 | LCC = 0.8721 | SRCC = 0.8709 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2439 | LCC = 0.8735 | SRCC = 0.8731 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer12/run2/config.gin b/results_bvcc/w2v2_xlsr_1b/layer12/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer12/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_xlsr_1b/layer12/run2/model.pt b/results_bvcc/w2v2_xlsr_1b/layer12/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e028130c93d123fa907640968c2a0253519644e9
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer12/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer12/run2/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer12/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..23c2476ea894b43495544ed65da7f23bb7fc6545
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer12/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_xlsr_1b/layer12/run2/train.log b/results_bvcc/w2v2_xlsr_1b/layer12/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..7e3b564c12a604b12ced82f9a221da922ea16663
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer12/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=0.5112707374187616
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3277 | LCC = 0.8214 | SRCC = 0.8239 ]
+INFO:root:Average loss=0.23831583674137408
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2422 | LCC = 0.8631 | SRCC = 0.8627 ]
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+INFO:root:
+[Valid][2][UTT][ MSE = 0.2327 | LCC = 0.8692 | SRCC = 0.8681 ]
+INFO:root:Average loss=0.18998175993179664
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2414 | LCC = 0.8773 | SRCC = 0.8761 ]
+INFO:root:Average loss=0.17176221291988325
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2301 | LCC = 0.8779 | SRCC = 0.8752 ]
+INFO:root:Average loss=0.16102282349497843
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2071 | LCC = 0.8827 | SRCC = 0.8810 ]
+INFO:root:Average loss=0.15042097503558183
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2252 | LCC = 0.8841 | SRCC = 0.8839 ]
+INFO:root:Average loss=0.1500413049107943
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2147 | LCC = 0.8898 | SRCC = 0.8888 ]
+INFO:root:Average loss=0.1343009563592764
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2149 | LCC = 0.8847 | SRCC = 0.8844 ]
+INFO:root:Average loss=0.12549458425014448
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2099 | LCC = 0.8854 | SRCC = 0.8855 ]
+INFO:root:Average loss=0.118452283147818
+INFO:root:
+[Valid][10][UTT][ MSE = 0.1954 | LCC = 0.8853 | SRCC = 0.8855 ]
+INFO:root:Average loss=0.11695561959193303
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2030 | LCC = 0.8850 | SRCC = 0.8849 ]
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+INFO:root:
+[Valid][12][UTT][ MSE = 0.2661 | LCC = 0.8827 | SRCC = 0.8827 ]
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+INFO:root:
+[Valid][13][UTT][ MSE = 0.2094 | LCC = 0.8826 | SRCC = 0.8827 ]
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+INFO:root:
+[Valid][14][UTT][ MSE = 0.2042 | LCC = 0.8828 | SRCC = 0.8820 ]
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+INFO:root:
+[Valid][15][UTT][ MSE = 0.2034 | LCC = 0.8821 | SRCC = 0.8822 ]
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+INFO:root:
+[Valid][16][UTT][ MSE = 0.2098 | LCC = 0.8822 | SRCC = 0.8819 ]
+INFO:root:Average loss=0.07741946134811793
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2097 | LCC = 0.8835 | SRCC = 0.8835 ]
+INFO:root:Average loss=0.07501465803346573
+INFO:root:
+[Valid][18][UTT][ MSE = 0.1922 | LCC = 0.8844 | SRCC = 0.8854 ]
+INFO:root:Average loss=0.06483970706661542
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2045 | LCC = 0.8808 | SRCC = 0.8798 ]
+INFO:root:Average loss=0.06476996714870135
+INFO:root:
+[Valid][20][UTT][ MSE = 0.1963 | LCC = 0.8827 | SRCC = 0.8824 ]
+INFO:root:Average loss=0.06267883270405807
+INFO:root:
+[Valid][21][UTT][ MSE = 0.1910 | LCC = 0.8826 | SRCC = 0.8829 ]
+INFO:root:Average loss=0.059919050011115194
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2057 | LCC = 0.8849 | SRCC = 0.8855 ]
+INFO:root:Average loss=0.058464860973449856
+INFO:root:
+[Valid][23][UTT][ MSE = 0.1951 | LCC = 0.8836 | SRCC = 0.8831 ]
+INFO:root:Average loss=0.054061631552684
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2053 | LCC = 0.8788 | SRCC = 0.8791 ]
+INFO:root:Average loss=0.06181652170534317
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2444 | LCC = 0.8788 | SRCC = 0.8790 ]
+INFO:root:Average loss=0.04997319833208353
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2006 | LCC = 0.8832 | SRCC = 0.8827 ]
+INFO:root:Average loss=0.04753041692460195
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2157 | LCC = 0.8831 | SRCC = 0.8835 ]
+INFO:root:Average loss=0.04435277164268952
+INFO:root:
+[Valid][28][UTT][ MSE = 0.1990 | LCC = 0.8830 | SRCC = 0.8829 ]
+INFO:root:Average loss=0.051021514364924185
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2002 | LCC = 0.8829 | SRCC = 0.8832 ]
+INFO:root:Average loss=0.0437215144913166
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2000 | LCC = 0.8837 | SRCC = 0.8837 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2252 | LCC = 0.8754 | SRCC = 0.8736 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer12/run3/config.gin b/results_bvcc/w2v2_xlsr_1b/layer12/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer12/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_xlsr_1b/layer12/run3/model.pt b/results_bvcc/w2v2_xlsr_1b/layer12/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..f0ec8649854b63ec262818a68465f0cfa3175e41
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer12/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:694c3a0d1363d12edf77450f44795b02bd618fdf51b33076769e8596a8f918ad
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer12/run3/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer12/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..bee65a4a3b18dcb169ec0f5eb7c7de771b9f6b63
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer12/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8fe1daad3decfb028bdb61b5d3dce6572a12a6d7af1664af609ff1f3e6d88fe2
+size 4060422
diff --git a/results_bvcc/w2v2_xlsr_1b/layer12/run3/train.log b/results_bvcc/w2v2_xlsr_1b/layer12/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..85d3dbbec65e11b8640781ec82cc75018c408e50
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer12/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=0.46615466953088075
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3111 | LCC = 0.8123 | SRCC = 0.8150 ]
+INFO:root:Average loss=0.2529386110030688
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2635 | LCC = 0.8614 | SRCC = 0.8593 ]
+INFO:root:Average loss=0.21845030326109666
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2647 | LCC = 0.8655 | SRCC = 0.8678 ]
+INFO:root:Average loss=0.2139677620277955
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2675 | LCC = 0.8739 | SRCC = 0.8723 ]
+INFO:root:Average loss=0.17662389480914825
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2249 | LCC = 0.8820 | SRCC = 0.8811 ]
+INFO:root:Average loss=0.17423348606396943
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2405 | LCC = 0.8809 | SRCC = 0.8810 ]
+INFO:root:Average loss=0.16347676859452173
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2073 | LCC = 0.8818 | SRCC = 0.8816 ]
+INFO:root:Average loss=0.1428074469933143
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2245 | LCC = 0.8881 | SRCC = 0.8880 ]
+INFO:root:Average loss=0.132763663545633
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2118 | LCC = 0.8831 | SRCC = 0.8826 ]
+INFO:root:Average loss=0.12875644432810637
+INFO:root:
+[Valid][9][UTT][ MSE = 0.1934 | LCC = 0.8864 | SRCC = 0.8851 ]
+INFO:root:Average loss=0.1241988741243497
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2072 | LCC = 0.8849 | SRCC = 0.8840 ]
+INFO:root:Average loss=0.11185142560265003
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2043 | LCC = 0.8876 | SRCC = 0.8871 ]
+INFO:root:Average loss=0.10968172473785205
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2517 | LCC = 0.8819 | SRCC = 0.8816 ]
+INFO:root:Average loss=0.10760955894604707
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2270 | LCC = 0.8838 | SRCC = 0.8845 ]
+INFO:root:Average loss=0.0981127495567004
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2101 | LCC = 0.8815 | SRCC = 0.8815 ]
+INFO:root:Average loss=0.09316649483755612
+INFO:root:
+[Valid][15][UTT][ MSE = 0.1960 | LCC = 0.8877 | SRCC = 0.8874 ]
+INFO:root:Average loss=0.08658812142526492
+INFO:root:
+[Valid][16][UTT][ MSE = 0.1928 | LCC = 0.8850 | SRCC = 0.8852 ]
+INFO:root:Average loss=0.08068410717906097
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2071 | LCC = 0.8838 | SRCC = 0.8827 ]
+INFO:root:Average loss=0.07722702904198414
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2311 | LCC = 0.8823 | SRCC = 0.8813 ]
+INFO:root:Average loss=0.07101301089502297
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2173 | LCC = 0.8774 | SRCC = 0.8772 ]
+INFO:root:Average loss=0.07143997529951426
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2115 | LCC = 0.8825 | SRCC = 0.8838 ]
+INFO:root:Average loss=0.06560540925233792
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2052 | LCC = 0.8834 | SRCC = 0.8825 ]
+INFO:root:Average loss=0.06682951433154252
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2348 | LCC = 0.8767 | SRCC = 0.8752 ]
+INFO:root:Average loss=0.060737178063927554
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2027 | LCC = 0.8785 | SRCC = 0.8777 ]
+INFO:root:Average loss=0.05443516894219778
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2153 | LCC = 0.8779 | SRCC = 0.8782 ]
+INFO:root:Average loss=0.05327143682501255
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2031 | LCC = 0.8785 | SRCC = 0.8780 ]
+INFO:root:Average loss=0.0531864898900191
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2011 | LCC = 0.8790 | SRCC = 0.8778 ]
+INFO:root:Average loss=0.04568868417006273
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2219 | LCC = 0.8756 | SRCC = 0.8736 ]
+INFO:root:Average loss=0.04678890226074518
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2150 | LCC = 0.8767 | SRCC = 0.8744 ]
+INFO:root:Average loss=0.05124870759363358
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2076 | LCC = 0.8778 | SRCC = 0.8754 ]
+INFO:root:Average loss=0.04679897241294384
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2224 | LCC = 0.8762 | SRCC = 0.8739 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2325 | LCC = 0.8734 | SRCC = 0.8708 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer12/run4/config.gin b/results_bvcc/w2v2_xlsr_1b/layer12/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer12/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_xlsr_1b/layer12/run4/model.pt b/results_bvcc/w2v2_xlsr_1b/layer12/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..12a6dc6f850eadb74b5e3e58e6613cdb19175a04
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer12/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:16597bf8cb5b1525333aea7788a4583b897a00801c799589c26037490cfeda6d
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer12/run4/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer12/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..d4e411e66aefc2d2e18027187a6fd468e90cb2cf
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer12/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ed7594c94d261f59894e632f613b41a74118f1b4f3dfc67dd3bd25ce70169215
+size 4060422
diff --git a/results_bvcc/w2v2_xlsr_1b/layer12/run4/train.log b/results_bvcc/w2v2_xlsr_1b/layer12/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..451fbbd8dfe09c5ca49f9123c03afcda88d5dc0f
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer12/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.42036110162734985
+INFO:root:
+[Valid][0][UTT][ MSE = 0.2849 | LCC = 0.8326 | SRCC = 0.8325 ]
+INFO:root:Average loss=0.2362875011868966
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2702 | LCC = 0.8645 | SRCC = 0.8603 ]
+INFO:root:Average loss=0.21102608969578376
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2326 | LCC = 0.8738 | SRCC = 0.8718 ]
+INFO:root:Average loss=0.2034547649897062
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2252 | LCC = 0.8763 | SRCC = 0.8738 ]
+INFO:root:Average loss=0.18576040472357702
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2077 | LCC = 0.8832 | SRCC = 0.8819 ]
+INFO:root:Average loss=0.1650955984607721
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2336 | LCC = 0.8835 | SRCC = 0.8843 ]
+INFO:root:Average loss=0.16435434965369028
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2179 | LCC = 0.8858 | SRCC = 0.8835 ]
+INFO:root:Average loss=0.15256677109461564
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2780 | LCC = 0.8828 | SRCC = 0.8835 ]
+INFO:root:Average loss=0.166201814244955
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2229 | LCC = 0.8846 | SRCC = 0.8829 ]
+INFO:root:Average loss=0.13879351852796015
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2355 | LCC = 0.8852 | SRCC = 0.8847 ]
+INFO:root:Average loss=0.12118375091216503
+INFO:root:
+[Valid][10][UTT][ MSE = 0.1895 | LCC = 0.8891 | SRCC = 0.8880 ]
+INFO:root:Average loss=0.11998651921749115
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2095 | LCC = 0.8847 | SRCC = 0.8825 ]
+INFO:root:Average loss=0.12030266225337982
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2217 | LCC = 0.8858 | SRCC = 0.8848 ]
+INFO:root:Average loss=0.11183278291271283
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2174 | LCC = 0.8850 | SRCC = 0.8836 ]
+INFO:root:Average loss=0.10227090483292556
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2071 | LCC = 0.8836 | SRCC = 0.8833 ]
+INFO:root:Average loss=0.09423628411231896
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2168 | LCC = 0.8802 | SRCC = 0.8786 ]
+INFO:root:Average loss=0.0875034710058035
+INFO:root:
+[Valid][16][UTT][ MSE = 0.1982 | LCC = 0.8831 | SRCC = 0.8825 ]
+INFO:root:Average loss=0.09101593585159534
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2484 | LCC = 0.8825 | SRCC = 0.8835 ]
+INFO:root:Average loss=0.08155665938288738
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2007 | LCC = 0.8835 | SRCC = 0.8829 ]
+INFO:root:Average loss=0.07252799017498127
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2049 | LCC = 0.8812 | SRCC = 0.8796 ]
+INFO:root:Average loss=0.06836929640326744
+INFO:root:
+[Valid][20][UTT][ MSE = 0.1946 | LCC = 0.8805 | SRCC = 0.8794 ]
+INFO:root:Average loss=0.07209248616336247
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2518 | LCC = 0.8762 | SRCC = 0.8760 ]
+INFO:root:Average loss=0.06481048097022069
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2018 | LCC = 0.8781 | SRCC = 0.8768 ]
+INFO:root:Average loss=0.05715716123963014
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2216 | LCC = 0.8775 | SRCC = 0.8761 ]
+INFO:root:Average loss=0.05553762165781779
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2050 | LCC = 0.8767 | SRCC = 0.8742 ]
+INFO:root:Average loss=0.05403034255290643
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2087 | LCC = 0.8741 | SRCC = 0.8733 ]
+INFO:root:Average loss=0.055623502852633976
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2078 | LCC = 0.8744 | SRCC = 0.8731 ]
+INFO:root:Average loss=0.04912493428072104
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2163 | LCC = 0.8735 | SRCC = 0.8717 ]
+INFO:root:Average loss=0.04807474712530772
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2003 | LCC = 0.8773 | SRCC = 0.8765 ]
+INFO:root:Average loss=0.049435097771959424
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2133 | LCC = 0.8752 | SRCC = 0.8737 ]
+INFO:root:Average loss=0.05198474772847616
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2064 | LCC = 0.8748 | SRCC = 0.8740 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2190 | LCC = 0.8709 | SRCC = 0.8691 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer14/run0/config.gin b/results_bvcc/w2v2_xlsr_1b/layer14/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer14/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_xlsr_1b/layer14/run0/model.pt b/results_bvcc/w2v2_xlsr_1b/layer14/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..85d1af9b484353fe7ddf8e96b44477320f405404
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer14/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_1b/layer14/run0/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer14/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..33857873310aa93b34aae3726e00ea6d845cd805
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer14/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_1b/layer14/run0/train.log b/results_bvcc/w2v2_xlsr_1b/layer14/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..652c7b7e9d5b408e66b8bbf9efde85b1bc1110fe
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer14/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=0.5808582512231973
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3539 | LCC = 0.7953 | SRCC = 0.8000 ]
+INFO:root:Average loss=0.29432157637217105
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3065 | LCC = 0.8400 | SRCC = 0.8404 ]
+INFO:root:Average loss=0.23388421382659522
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2695 | LCC = 0.8632 | SRCC = 0.8603 ]
+INFO:root:Average loss=0.22004559387763342
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2280 | LCC = 0.8673 | SRCC = 0.8655 ]
+INFO:root:Average loss=0.1975222818362407
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2730 | LCC = 0.8691 | SRCC = 0.8682 ]
+INFO:root:Average loss=0.1871878108344017
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2351 | LCC = 0.8768 | SRCC = 0.8749 ]
+INFO:root:Average loss=0.17925379912440592
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2335 | LCC = 0.8775 | SRCC = 0.8775 ]
+INFO:root:Average loss=0.16777262225365028
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2332 | LCC = 0.8780 | SRCC = 0.8766 ]
+INFO:root:Average loss=0.1900311111448667
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2266 | LCC = 0.8767 | SRCC = 0.8775 ]
+INFO:root:Average loss=0.17237487186988196
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2071 | LCC = 0.8811 | SRCC = 0.8790 ]
+INFO:root:Average loss=0.14543369966439712
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2130 | LCC = 0.8813 | SRCC = 0.8791 ]
+INFO:root:Average loss=0.13500610060798815
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2190 | LCC = 0.8817 | SRCC = 0.8808 ]
+INFO:root:Average loss=0.128372085495637
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2074 | LCC = 0.8823 | SRCC = 0.8810 ]
+INFO:root:Average loss=0.130660953047948
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2205 | LCC = 0.8812 | SRCC = 0.8795 ]
+INFO:root:Average loss=0.12668759137009963
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2011 | LCC = 0.8821 | SRCC = 0.8806 ]
+INFO:root:Average loss=0.11865519694028756
+INFO:root:
+[Valid][15][UTT][ MSE = 0.1990 | LCC = 0.8801 | SRCC = 0.8786 ]
+INFO:root:Average loss=0.12463531318383339
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2188 | LCC = 0.8800 | SRCC = 0.8790 ]
+INFO:root:Average loss=0.10017625710520989
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2041 | LCC = 0.8796 | SRCC = 0.8791 ]
+INFO:root:Average loss=0.09758866583116543
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2027 | LCC = 0.8795 | SRCC = 0.8783 ]
+INFO:root:Average loss=0.10508200831902333
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2063 | LCC = 0.8802 | SRCC = 0.8793 ]
+INFO:root:Average loss=0.09613991643373783
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2213 | LCC = 0.8762 | SRCC = 0.8738 ]
+INFO:root:Average loss=0.09241673054221348
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2099 | LCC = 0.8804 | SRCC = 0.8796 ]
+INFO:root:Average loss=0.09697540534230378
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2197 | LCC = 0.8773 | SRCC = 0.8774 ]
+INFO:root:Average loss=0.08414858665603858
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2092 | LCC = 0.8789 | SRCC = 0.8779 ]
+INFO:root:Average loss=0.08659349305507465
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2157 | LCC = 0.8753 | SRCC = 0.8759 ]
+INFO:root:Average loss=0.0736299936587994
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2405 | LCC = 0.8750 | SRCC = 0.8748 ]
+INFO:root:Average loss=0.07237763167955936
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2620 | LCC = 0.8711 | SRCC = 0.8729 ]
+INFO:root:Average loss=0.06731744487889302
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2004 | LCC = 0.8764 | SRCC = 0.8757 ]
+INFO:root:Average loss=0.07983598218132289
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2202 | LCC = 0.8746 | SRCC = 0.8741 ]
+INFO:root:Average loss=0.06964689813172206
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2260 | LCC = 0.8704 | SRCC = 0.8702 ]
+INFO:root:Average loss=0.0617502500804571
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2146 | LCC = 0.8722 | SRCC = 0.8724 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2238 | LCC = 0.8718 | SRCC = 0.8693 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer14/run1/config.gin b/results_bvcc/w2v2_xlsr_1b/layer14/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer14/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_xlsr_1b/layer14/run1/model.pt b/results_bvcc/w2v2_xlsr_1b/layer14/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..1788586bce0ed717f62dffd35d6a0f89edb9275e
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer14/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:80e19a4226c0d36e5c106ba5dbac1f5b76dbf7b43c9e386f341083b9e63cad7e
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer14/run1/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer14/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..68203eb53955ff2e52732b79777b2184e656c509
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer14/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c9f581e702302625d0dcdedb172de30911aac7bbc95a5755d6ebd2bddd3388b6
+size 4060422
diff --git a/results_bvcc/w2v2_xlsr_1b/layer14/run1/train.log b/results_bvcc/w2v2_xlsr_1b/layer14/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..a0f1c08be0a96f0c35ecd067ed320d448b9eb0f6
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer14/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=0.6425064068574172
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3625 | LCC = 0.7915 | SRCC = 0.8002 ]
+INFO:root:Average loss=0.27683799064312226
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3358 | LCC = 0.8440 | SRCC = 0.8450 ]
+INFO:root:Average loss=0.22644680719345045
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2680 | LCC = 0.8640 | SRCC = 0.8624 ]
+INFO:root:Average loss=0.21361309404556567
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2237 | LCC = 0.8658 | SRCC = 0.8647 ]
+INFO:root:Average loss=0.19101111055948797
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2248 | LCC = 0.8705 | SRCC = 0.8689 ]
+INFO:root:Average loss=0.19681627914691582
+INFO:root:
+[Valid][5][UTT][ MSE = 0.4136 | LCC = 0.8612 | SRCC = 0.8699 ]
+INFO:root:Average loss=0.1740342368109104
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2282 | LCC = 0.8770 | SRCC = 0.8759 ]
+INFO:root:Average loss=0.16082876404890648
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2683 | LCC = 0.8774 | SRCC = 0.8778 ]
+INFO:root:Average loss=0.15582915548330697
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2285 | LCC = 0.8790 | SRCC = 0.8788 ]
+INFO:root:Average loss=0.14788395863695022
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2239 | LCC = 0.8797 | SRCC = 0.8791 ]
+INFO:root:Average loss=0.13722912155282804
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2159 | LCC = 0.8805 | SRCC = 0.8805 ]
+INFO:root:Average loss=0.12804590499936006
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2333 | LCC = 0.8799 | SRCC = 0.8809 ]
+INFO:root:Average loss=0.13098987803245202
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2763 | LCC = 0.8759 | SRCC = 0.8775 ]
+INFO:root:Average loss=0.12362609880092816
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2386 | LCC = 0.8752 | SRCC = 0.8740 ]
+INFO:root:Average loss=0.1106569180981471
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2469 | LCC = 0.8719 | SRCC = 0.8717 ]
+INFO:root:Average loss=0.1047470203290383
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2122 | LCC = 0.8762 | SRCC = 0.8756 ]
+INFO:root:Average loss=0.10447742455662826
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2373 | LCC = 0.8709 | SRCC = 0.8695 ]
+INFO:root:Average loss=0.11241326204095131
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2182 | LCC = 0.8780 | SRCC = 0.8779 ]
+INFO:root:Average loss=0.09105749604984736
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2289 | LCC = 0.8740 | SRCC = 0.8734 ]
+INFO:root:Average loss=0.1003986423691878
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2174 | LCC = 0.8757 | SRCC = 0.8755 ]
+INFO:root:Average loss=0.0962647809050022
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2105 | LCC = 0.8768 | SRCC = 0.8762 ]
+INFO:root:Average loss=0.11203201377812104
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2400 | LCC = 0.8752 | SRCC = 0.8759 ]
+INFO:root:Average loss=0.08961610682308674
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2382 | LCC = 0.8754 | SRCC = 0.8754 ]
+INFO:root:Average loss=0.07840659526678231
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2249 | LCC = 0.8738 | SRCC = 0.8742 ]
+INFO:root:Average loss=0.07332713930652691
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2121 | LCC = 0.8731 | SRCC = 0.8726 ]
+INFO:root:Average loss=0.08980036679750834
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2145 | LCC = 0.8755 | SRCC = 0.8759 ]
+INFO:root:Average loss=0.07490989389136815
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2144 | LCC = 0.8711 | SRCC = 0.8704 ]
+INFO:root:Average loss=0.07023813351033589
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2116 | LCC = 0.8730 | SRCC = 0.8732 ]
+INFO:root:Average loss=0.06754458996538933
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2840 | LCC = 0.8692 | SRCC = 0.8701 ]
+INFO:root:Average loss=0.07359408104839997
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2281 | LCC = 0.8723 | SRCC = 0.8718 ]
+INFO:root:Average loss=0.06044148080624067
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2495 | LCC = 0.8684 | SRCC = 0.8682 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2163 | LCC = 0.8728 | SRCC = 0.8715 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer14/run2/config.gin b/results_bvcc/w2v2_xlsr_1b/layer14/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer14/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_xlsr_1b/layer14/run2/model.pt b/results_bvcc/w2v2_xlsr_1b/layer14/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..8aea0b62733e9625d791834a146aa1088a737df3
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer14/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5560a36a48478ea767e40e8f058540759ced273e609c5acd695cc78bd723a38e
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer14/run2/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer14/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..c1153c48f2bc8b0b3e8413bd96ae0c598a96aac6
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer14/run2/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:220fe1bfdc1c09e3c90372701439b797f97da8e3d93b0733c361ebf67a11c387
+size 4060422
diff --git a/results_bvcc/w2v2_xlsr_1b/layer14/run2/train.log b/results_bvcc/w2v2_xlsr_1b/layer14/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..28bde34dd335087622b8dde98638d843b2c9c1d0
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer14/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=0.47724158144914186
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3243 | LCC = 0.8199 | SRCC = 0.8193 ]
+INFO:root:Average loss=0.2837042510509491
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2662 | LCC = 0.8459 | SRCC = 0.8433 ]
+INFO:root:Average loss=0.23856243300132263
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3495 | LCC = 0.8520 | SRCC = 0.8551 ]
+INFO:root:Average loss=0.2139877299658763
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2392 | LCC = 0.8640 | SRCC = 0.8625 ]
+INFO:root:Average loss=0.20114778115963325
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3016 | LCC = 0.8666 | SRCC = 0.8681 ]
+INFO:root:Average loss=0.19016648886295465
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2614 | LCC = 0.8723 | SRCC = 0.8694 ]
+INFO:root:Average loss=0.19152415505586526
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3449 | LCC = 0.8723 | SRCC = 0.8741 ]
+INFO:root:Average loss=0.17183820244211417
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2838 | LCC = 0.8729 | SRCC = 0.8713 ]
+INFO:root:Average loss=0.17009249730752066
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3280 | LCC = 0.8765 | SRCC = 0.8780 ]
+INFO:root:Average loss=0.17374154868034217
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2205 | LCC = 0.8811 | SRCC = 0.8807 ]
+INFO:root:Average loss=0.1453961360339935
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2134 | LCC = 0.8787 | SRCC = 0.8787 ]
+INFO:root:Average loss=0.13759633507101965
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2301 | LCC = 0.8770 | SRCC = 0.8750 ]
+INFO:root:Average loss=0.13414489611601219
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2739 | LCC = 0.8768 | SRCC = 0.8768 ]
+INFO:root:Average loss=0.12667678630886933
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2336 | LCC = 0.8789 | SRCC = 0.8769 ]
+INFO:root:Average loss=0.1298480429328405
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2550 | LCC = 0.8805 | SRCC = 0.8807 ]
+INFO:root:Average loss=0.11417007121520165
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2288 | LCC = 0.8827 | SRCC = 0.8824 ]
+INFO:root:Average loss=0.12143562409358147
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2158 | LCC = 0.8841 | SRCC = 0.8834 ]
+INFO:root:Average loss=0.10158019345731308
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2075 | LCC = 0.8808 | SRCC = 0.8796 ]
+INFO:root:Average loss=0.1091534069333321
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2370 | LCC = 0.8802 | SRCC = 0.8795 ]
+INFO:root:Average loss=0.09195958087459588
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2237 | LCC = 0.8769 | SRCC = 0.8764 ]
+INFO:root:Average loss=0.09680215517679851
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2198 | LCC = 0.8794 | SRCC = 0.8791 ]
+INFO:root:Average loss=0.09920470316249591
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2504 | LCC = 0.8738 | SRCC = 0.8723 ]
+INFO:root:Average loss=0.09601674252786697
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2006 | LCC = 0.8812 | SRCC = 0.8805 ]
+INFO:root:Average loss=0.07746695316372773
+INFO:root:
+[Valid][23][UTT][ MSE = 0.1986 | LCC = 0.8792 | SRCC = 0.8774 ]
+INFO:root:Average loss=0.07756234662464032
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2113 | LCC = 0.8741 | SRCC = 0.8728 ]
+INFO:root:Average loss=0.07479108817493305
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2321 | LCC = 0.8759 | SRCC = 0.8747 ]
+INFO:root:Average loss=0.07485582407277364
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2022 | LCC = 0.8778 | SRCC = 0.8766 ]
+INFO:root:Average loss=0.07017597350745629
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2698 | LCC = 0.8742 | SRCC = 0.8731 ]
+INFO:root:Average loss=0.0713343873906594
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2325 | LCC = 0.8737 | SRCC = 0.8715 ]
+INFO:root:Average loss=0.06342813100379247
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2080 | LCC = 0.8778 | SRCC = 0.8764 ]
+INFO:root:Average loss=0.06139475933443277
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2084 | LCC = 0.8749 | SRCC = 0.8739 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2239 | LCC = 0.8703 | SRCC = 0.8697 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer14/run3/config.gin b/results_bvcc/w2v2_xlsr_1b/layer14/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer14/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_xlsr_1b/layer14/run3/model.pt b/results_bvcc/w2v2_xlsr_1b/layer14/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..aa5efa5da32e3d3b1f2eb2332c5ade628bc1152c
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer14/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_1b/layer14/run3/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer14/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..90f8d736b16f62f79d4a2301a2e8a47ef2511be6
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer14/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_1b/layer14/run3/train.log b/results_bvcc/w2v2_xlsr_1b/layer14/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..c9b12b8e312acfc7310db071789178367b73b488
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer14/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=0.5042200986391459
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3390 | LCC = 0.8088 | SRCC = 0.8125 ]
+INFO:root:Average loss=0.288893498862401
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2614 | LCC = 0.8465 | SRCC = 0.8437 ]
+INFO:root:Average loss=0.24311760774789712
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2429 | LCC = 0.8568 | SRCC = 0.8546 ]
+INFO:root:Average loss=0.2234023425441522
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2718 | LCC = 0.8607 | SRCC = 0.8596 ]
+INFO:root:Average loss=0.19789114193274424
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2606 | LCC = 0.8679 | SRCC = 0.8670 ]
+INFO:root:Average loss=0.19508637698032918
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2364 | LCC = 0.8688 | SRCC = 0.8651 ]
+INFO:root:Average loss=0.17725855150283912
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2208 | LCC = 0.8734 | SRCC = 0.8720 ]
+INFO:root:Average loss=0.1942910842406444
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2204 | LCC = 0.8724 | SRCC = 0.8698 ]
+INFO:root:Average loss=0.16377464089638147
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2199 | LCC = 0.8757 | SRCC = 0.8731 ]
+INFO:root:Average loss=0.14841945822804403
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2064 | LCC = 0.8745 | SRCC = 0.8727 ]
+INFO:root:Average loss=0.1474990949798853
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2097 | LCC = 0.8767 | SRCC = 0.8763 ]
+INFO:root:Average loss=0.15185707492324022
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2232 | LCC = 0.8762 | SRCC = 0.8751 ]
+INFO:root:Average loss=0.14111888208068335
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2171 | LCC = 0.8750 | SRCC = 0.8745 ]
+INFO:root:Average loss=0.13451995041507941
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2256 | LCC = 0.8725 | SRCC = 0.8714 ]
+INFO:root:Average loss=0.12554359044402075
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2266 | LCC = 0.8775 | SRCC = 0.8776 ]
+INFO:root:Average loss=0.11763608350585668
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2200 | LCC = 0.8755 | SRCC = 0.8740 ]
+INFO:root:Average loss=0.11798820281640077
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2598 | LCC = 0.8773 | SRCC = 0.8780 ]
+INFO:root:Average loss=0.12006051867054059
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2061 | LCC = 0.8792 | SRCC = 0.8781 ]
+INFO:root:Average loss=0.11149645119141309
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2269 | LCC = 0.8761 | SRCC = 0.8746 ]
+INFO:root:Average loss=0.10172654478213726
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2421 | LCC = 0.8763 | SRCC = 0.8767 ]
+INFO:root:Average loss=0.10171202169014858
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2105 | LCC = 0.8739 | SRCC = 0.8735 ]
+INFO:root:Average loss=0.09100562634949501
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2157 | LCC = 0.8731 | SRCC = 0.8732 ]
+INFO:root:Average loss=0.09209875915295039
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2196 | LCC = 0.8742 | SRCC = 0.8742 ]
+INFO:root:Average loss=0.10426975270876518
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2148 | LCC = 0.8727 | SRCC = 0.8708 ]
+INFO:root:Average loss=0.07798410235689236
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2103 | LCC = 0.8730 | SRCC = 0.8721 ]
+INFO:root:Average loss=0.07701626921502444
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2223 | LCC = 0.8700 | SRCC = 0.8692 ]
+INFO:root:Average loss=0.07539831660687923
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2055 | LCC = 0.8725 | SRCC = 0.8720 ]
+INFO:root:Average loss=0.07111725812921157
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2168 | LCC = 0.8699 | SRCC = 0.8693 ]
+INFO:root:Average loss=0.07320505710175404
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2101 | LCC = 0.8733 | SRCC = 0.8736 ]
+INFO:root:Average loss=0.07314105952779452
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2571 | LCC = 0.8689 | SRCC = 0.8689 ]
+INFO:root:Average loss=0.0637265063631229
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2150 | LCC = 0.8701 | SRCC = 0.8700 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2198 | LCC = 0.8675 | SRCC = 0.8657 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer14/run4/config.gin b/results_bvcc/w2v2_xlsr_1b/layer14/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer14/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_xlsr_1b/layer14/run4/model.pt b/results_bvcc/w2v2_xlsr_1b/layer14/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..945085301ea4a1f8e1b6faf6ced5a718b263f1b7
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer14/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_1b/layer14/run4/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer14/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..9b013783646f3f76bc58e9804b13622bc0abceb8
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer14/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_1b/layer14/run4/train.log b/results_bvcc/w2v2_xlsr_1b/layer14/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..95f6477bfbb078303b4d42bddad371f0d6d011c7
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer14/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.5144082953532537
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4040 | LCC = 0.8095 | SRCC = 0.8149 ]
+INFO:root:Average loss=0.28453721239780766
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2676 | LCC = 0.8469 | SRCC = 0.8444 ]
+INFO:root:Average loss=0.24129707347124052
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2512 | LCC = 0.8614 | SRCC = 0.8580 ]
+INFO:root:Average loss=0.22122705727815628
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2575 | LCC = 0.8660 | SRCC = 0.8636 ]
+INFO:root:Average loss=0.19780061489496475
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2315 | LCC = 0.8688 | SRCC = 0.8653 ]
+INFO:root:Average loss=0.1886933249158737
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2286 | LCC = 0.8757 | SRCC = 0.8726 ]
+INFO:root:Average loss=0.17936808100113502
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2269 | LCC = 0.8733 | SRCC = 0.8704 ]
+INFO:root:Average loss=0.18128686063946822
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2322 | LCC = 0.8775 | SRCC = 0.8756 ]
+INFO:root:Average loss=0.15712249364990455
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2235 | LCC = 0.8792 | SRCC = 0.8777 ]
+INFO:root:Average loss=0.1551358811557293
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2197 | LCC = 0.8817 | SRCC = 0.8812 ]
+INFO:root:Average loss=0.14678850980141225
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2171 | LCC = 0.8817 | SRCC = 0.8797 ]
+INFO:root:Average loss=0.14208111443962806
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2073 | LCC = 0.8843 | SRCC = 0.8826 ]
+INFO:root:Average loss=0.1402167073236062
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2667 | LCC = 0.8793 | SRCC = 0.8813 ]
+INFO:root:Average loss=0.12414847428982075
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2019 | LCC = 0.8823 | SRCC = 0.8807 ]
+INFO:root:Average loss=0.12038171549256031
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2434 | LCC = 0.8846 | SRCC = 0.8847 ]
+INFO:root:Average loss=0.12577614169090223
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2221 | LCC = 0.8818 | SRCC = 0.8802 ]
+INFO:root:Average loss=0.10880123995817624
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2085 | LCC = 0.8828 | SRCC = 0.8820 ]
+INFO:root:Average loss=0.10811500580838093
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2308 | LCC = 0.8782 | SRCC = 0.8767 ]
+INFO:root:Average loss=0.10339120221443665
+INFO:root:
+[Valid][18][UTT][ MSE = 0.1996 | LCC = 0.8807 | SRCC = 0.8794 ]
+INFO:root:Average loss=0.09650491455044502
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2032 | LCC = 0.8790 | SRCC = 0.8772 ]
+INFO:root:Average loss=0.08895634960096616
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2062 | LCC = 0.8796 | SRCC = 0.8787 ]
+INFO:root:Average loss=0.08358578235866168
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2114 | LCC = 0.8763 | SRCC = 0.8746 ]
+INFO:root:Average loss=0.09321376724311939
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2152 | LCC = 0.8754 | SRCC = 0.8736 ]
+INFO:root:Average loss=0.07883509673560277
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2098 | LCC = 0.8754 | SRCC = 0.8734 ]
+INFO:root:Average loss=0.07903975167144568
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2087 | LCC = 0.8755 | SRCC = 0.8733 ]
+INFO:root:Average loss=0.07430445598677182
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2156 | LCC = 0.8796 | SRCC = 0.8778 ]
+INFO:root:Average loss=0.08283440257685307
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2181 | LCC = 0.8773 | SRCC = 0.8751 ]
+INFO:root:Average loss=0.06594587055345376
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2095 | LCC = 0.8808 | SRCC = 0.8785 ]
+INFO:root:Average loss=0.070059512479183
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2081 | LCC = 0.8756 | SRCC = 0.8737 ]
+INFO:root:Average loss=0.062104962909450896
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2109 | LCC = 0.8758 | SRCC = 0.8742 ]
+INFO:root:Average loss=0.06424840573125924
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2192 | LCC = 0.8793 | SRCC = 0.8780 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2933 | LCC = 0.8676 | SRCC = 0.8695 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer16/run0/config.gin b/results_bvcc/w2v2_xlsr_1b/layer16/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer16/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_xlsr_1b/layer16/run0/model.pt b/results_bvcc/w2v2_xlsr_1b/layer16/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ef0457cb89a35809d2089b65221143412704f3ae
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer16/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer16/run0/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer16/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..200a7e51f9607ba61f5e9ecd1c260fbd19571dad
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer16/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_1b/layer16/run0/train.log b/results_bvcc/w2v2_xlsr_1b/layer16/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..c4acd571079691b289c1e94de4fdaff65aa6358e
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer16/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=0.603762751015333
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3637 | LCC = 0.7947 | SRCC = 0.7989 ]
+INFO:root:Average loss=0.30657876340242535
+INFO:root:
+[Valid][1][UTT][ MSE = 0.4623 | LCC = 0.8196 | SRCC = 0.8260 ]
+INFO:root:Average loss=0.26700863815270937
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2864 | LCC = 0.8459 | SRCC = 0.8432 ]
+INFO:root:Average loss=0.23032353016046378
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2982 | LCC = 0.8497 | SRCC = 0.8493 ]
+INFO:root:Average loss=0.21004255784627718
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2854 | LCC = 0.8591 | SRCC = 0.8563 ]
+INFO:root:Average loss=0.2018808654676645
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3109 | LCC = 0.8592 | SRCC = 0.8605 ]
+INFO:root:Average loss=0.1969044746305698
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2504 | LCC = 0.8655 | SRCC = 0.8627 ]
+INFO:root:Average loss=0.17774002970411226
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2297 | LCC = 0.8666 | SRCC = 0.8624 ]
+INFO:root:Average loss=0.18016730688321284
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2670 | LCC = 0.8665 | SRCC = 0.8635 ]
+INFO:root:Average loss=0.17435697332406655
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2586 | LCC = 0.8698 | SRCC = 0.8684 ]
+INFO:root:Average loss=0.15864381757684243
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3189 | LCC = 0.8700 | SRCC = 0.8720 ]
+INFO:root:Average loss=0.14116490164246315
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2277 | LCC = 0.8740 | SRCC = 0.8713 ]
+INFO:root:Average loss=0.13506933358999398
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2628 | LCC = 0.8742 | SRCC = 0.8717 ]
+INFO:root:Average loss=0.13480679939190546
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2428 | LCC = 0.8711 | SRCC = 0.8697 ]
+INFO:root:Average loss=0.12731489496162304
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2198 | LCC = 0.8742 | SRCC = 0.8719 ]
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+INFO:root:
+[Valid][15][UTT][ MSE = 0.2304 | LCC = 0.8705 | SRCC = 0.8679 ]
+INFO:root:Average loss=0.12868486679135224
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2472 | LCC = 0.8706 | SRCC = 0.8679 ]
+INFO:root:Average loss=0.11893155416234946
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2277 | LCC = 0.8715 | SRCC = 0.8678 ]
+INFO:root:Average loss=0.1098173687664362
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2659 | LCC = 0.8713 | SRCC = 0.8695 ]
+INFO:root:Average loss=0.10021330091433647
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2302 | LCC = 0.8701 | SRCC = 0.8665 ]
+INFO:root:Average loss=0.09577320100596318
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2085 | LCC = 0.8713 | SRCC = 0.8681 ]
+INFO:root:Average loss=0.09610024581734951
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2433 | LCC = 0.8692 | SRCC = 0.8668 ]
+INFO:root:Average loss=0.0980784514775643
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2332 | LCC = 0.8671 | SRCC = 0.8661 ]
+INFO:root:Average loss=0.09237053646491124
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2282 | LCC = 0.8663 | SRCC = 0.8628 ]
+INFO:root:Average loss=0.08940099609585908
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2245 | LCC = 0.8666 | SRCC = 0.8632 ]
+INFO:root:Average loss=0.07780569815673889
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2719 | LCC = 0.8637 | SRCC = 0.8614 ]
+INFO:root:Average loss=0.08269242693980534
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2271 | LCC = 0.8678 | SRCC = 0.8657 ]
+INFO:root:Average loss=0.07588838623502316
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2409 | LCC = 0.8691 | SRCC = 0.8667 ]
+INFO:root:Average loss=0.10348605097104342
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2206 | LCC = 0.8703 | SRCC = 0.8675 ]
+INFO:root:Average loss=0.07990122161423549
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2283 | LCC = 0.8686 | SRCC = 0.8655 ]
+INFO:root:Average loss=0.07002862657491978
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2610 | LCC = 0.8648 | SRCC = 0.8619 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2424 | LCC = 0.8725 | SRCC = 0.8704 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer16/run1/config.gin b/results_bvcc/w2v2_xlsr_1b/layer16/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer16/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_xlsr_1b/layer16/run1/model.pt b/results_bvcc/w2v2_xlsr_1b/layer16/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..1633095bd307209a4c8503a6634728be9f1b74c6
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer16/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:968398539fd7fcf9a46b34a5d1a15c77ff08e233368fb82faeaad2b13dad6ac7
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer16/run1/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer16/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..f728739b29a0b466b33e12c5589e5f7d5ef6ec6e
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer16/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4f71f0f66d188615982d106167a245092ecdb90c7be417f57d65ff49b8694370
+size 4060422
diff --git a/results_bvcc/w2v2_xlsr_1b/layer16/run1/train.log b/results_bvcc/w2v2_xlsr_1b/layer16/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..2516f37718b2c5b00d849934abc0b8d5c9388e38
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer16/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=0.5394741831681668
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3250 | LCC = 0.8046 | SRCC = 0.8097 ]
+INFO:root:Average loss=0.292202611382191
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2970 | LCC = 0.8309 | SRCC = 0.8336 ]
+INFO:root:Average loss=0.2526494862559514
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2664 | LCC = 0.8494 | SRCC = 0.8477 ]
+INFO:root:Average loss=0.23106718751100394
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2749 | LCC = 0.8548 | SRCC = 0.8542 ]
+INFO:root:Average loss=0.2062947432964276
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2510 | LCC = 0.8637 | SRCC = 0.8611 ]
+INFO:root:Average loss=0.19024611226259133
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2378 | LCC = 0.8667 | SRCC = 0.8657 ]
+INFO:root:Average loss=0.17796607305988288
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2329 | LCC = 0.8708 | SRCC = 0.8694 ]
+INFO:root:Average loss=0.17479535602988341
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2404 | LCC = 0.8719 | SRCC = 0.8705 ]
+INFO:root:Average loss=0.16646513438377625
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2437 | LCC = 0.8681 | SRCC = 0.8683 ]
+INFO:root:Average loss=0.16888344641297293
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2261 | LCC = 0.8708 | SRCC = 0.8696 ]
+INFO:root:Average loss=0.16713112965226173
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2309 | LCC = 0.8721 | SRCC = 0.8722 ]
+INFO:root:Average loss=0.14589707247721842
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2410 | LCC = 0.8747 | SRCC = 0.8742 ]
+INFO:root:Average loss=0.13812891986125556
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2765 | LCC = 0.8756 | SRCC = 0.8799 ]
+INFO:root:Average loss=0.13576402266820273
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2203 | LCC = 0.8734 | SRCC = 0.8731 ]
+INFO:root:Average loss=0.1495472185122661
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2445 | LCC = 0.8759 | SRCC = 0.8745 ]
+INFO:root:Average loss=0.13760299254686403
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2359 | LCC = 0.8724 | SRCC = 0.8735 ]
+INFO:root:Average loss=0.11740895503988633
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2336 | LCC = 0.8708 | SRCC = 0.8741 ]
+INFO:root:Average loss=0.10919546460111935
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2244 | LCC = 0.8771 | SRCC = 0.8756 ]
+INFO:root:Average loss=0.10942623449059632
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2254 | LCC = 0.8755 | SRCC = 0.8749 ]
+INFO:root:Average loss=0.11164192110300064
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2432 | LCC = 0.8721 | SRCC = 0.8747 ]
+INFO:root:Average loss=0.09662724095277297
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2192 | LCC = 0.8754 | SRCC = 0.8752 ]
+INFO:root:Average loss=0.09562312849821189
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2045 | LCC = 0.8732 | SRCC = 0.8732 ]
+INFO:root:Average loss=0.0970614557273877
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2566 | LCC = 0.8659 | SRCC = 0.8694 ]
+INFO:root:Average loss=0.08927540266169952
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2268 | LCC = 0.8735 | SRCC = 0.8739 ]
+INFO:root:Average loss=0.08342448421395741
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2199 | LCC = 0.8709 | SRCC = 0.8715 ]
+INFO:root:Average loss=0.08868938426558788
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2228 | LCC = 0.8698 | SRCC = 0.8695 ]
+INFO:root:Average loss=0.08087065113851657
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2107 | LCC = 0.8724 | SRCC = 0.8731 ]
+INFO:root:Average loss=0.08889206804526158
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2308 | LCC = 0.8686 | SRCC = 0.8694 ]
+INFO:root:Average loss=0.08973731664128792
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2222 | LCC = 0.8709 | SRCC = 0.8709 ]
+INFO:root:Average loss=0.08111553548429257
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2266 | LCC = 0.8737 | SRCC = 0.8732 ]
+INFO:root:Average loss=0.08713842469912308
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2176 | LCC = 0.8744 | SRCC = 0.8751 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2565 | LCC = 0.8697 | SRCC = 0.8693 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer16/run2/config.gin b/results_bvcc/w2v2_xlsr_1b/layer16/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer16/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_xlsr_1b/layer16/run2/model.pt b/results_bvcc/w2v2_xlsr_1b/layer16/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4f26412a2fd0bd67a8e96baa12ff03d2d6c38367
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer16/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6346e3aebadfebfd98393d73dc62862a6db518ac5910276ff7e92abc6802204e
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer16/run2/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer16/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..1af7f1811199a0fb09fd63f88699ac6b6125af1f
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer16/run2/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:415f1545c0e28c266e7998ba15c13c01e24f140416d7c48b57b0eead3d66114f
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diff --git a/results_bvcc/w2v2_xlsr_1b/layer16/run2/train.log b/results_bvcc/w2v2_xlsr_1b/layer16/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..33f8cba6f25c186009451ecdc2466bc2b4237341
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer16/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=0.5033107056067541
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3210 | LCC = 0.8168 | SRCC = 0.8149 ]
+INFO:root:Average loss=0.2772424734937839
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2805 | LCC = 0.8387 | SRCC = 0.8358 ]
+INFO:root:Average loss=0.26484212030967075
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2775 | LCC = 0.8502 | SRCC = 0.8485 ]
+INFO:root:Average loss=0.22967042525609335
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2487 | LCC = 0.8582 | SRCC = 0.8548 ]
+INFO:root:Average loss=0.21015439392664495
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2464 | LCC = 0.8609 | SRCC = 0.8587 ]
+INFO:root:Average loss=0.20109408788191965
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2483 | LCC = 0.8647 | SRCC = 0.8616 ]
+INFO:root:Average loss=0.19193654450086448
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2658 | LCC = 0.8662 | SRCC = 0.8636 ]
+INFO:root:Average loss=0.18493842639220068
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2484 | LCC = 0.8716 | SRCC = 0.8694 ]
+INFO:root:Average loss=0.1738592560092608
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2264 | LCC = 0.8701 | SRCC = 0.8675 ]
+INFO:root:Average loss=0.1731852028423395
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2920 | LCC = 0.8723 | SRCC = 0.8708 ]
+INFO:root:Average loss=0.16745602224881834
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2447 | LCC = 0.8750 | SRCC = 0.8740 ]
+INFO:root:Average loss=0.14735249726053995
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2310 | LCC = 0.8776 | SRCC = 0.8753 ]
+INFO:root:Average loss=0.14194211325584313
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2215 | LCC = 0.8720 | SRCC = 0.8682 ]
+INFO:root:Average loss=0.14735939325048372
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2344 | LCC = 0.8769 | SRCC = 0.8746 ]
+INFO:root:Average loss=0.14228096900460047
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2463 | LCC = 0.8761 | SRCC = 0.8751 ]
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+INFO:root:
+[Valid][15][UTT][ MSE = 0.2258 | LCC = 0.8784 | SRCC = 0.8769 ]
+INFO:root:Average loss=0.13990470891197523
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2777 | LCC = 0.8709 | SRCC = 0.8711 ]
+INFO:root:Average loss=0.1201216526902639
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2758 | LCC = 0.8746 | SRCC = 0.8744 ]
+INFO:root:Average loss=0.12167806846973224
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2209 | LCC = 0.8731 | SRCC = 0.8716 ]
+INFO:root:Average loss=0.10970190635476357
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2227 | LCC = 0.8699 | SRCC = 0.8691 ]
+INFO:root:Average loss=0.10167107559167422
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2092 | LCC = 0.8712 | SRCC = 0.8682 ]
+INFO:root:Average loss=0.10526326905267361
+INFO:root:
+[Valid][21][UTT][ MSE = 0.3024 | LCC = 0.8700 | SRCC = 0.8720 ]
+INFO:root:Average loss=0.10865587573976089
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2201 | LCC = 0.8761 | SRCC = 0.8746 ]
+INFO:root:Average loss=0.09946137943711036
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2123 | LCC = 0.8748 | SRCC = 0.8738 ]
+INFO:root:Average loss=0.09802642192405003
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2199 | LCC = 0.8740 | SRCC = 0.8721 ]
+INFO:root:Average loss=0.09198912987724328
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2177 | LCC = 0.8738 | SRCC = 0.8724 ]
+INFO:root:Average loss=0.08344626159240039
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2287 | LCC = 0.8744 | SRCC = 0.8728 ]
+INFO:root:Average loss=0.08413701585661142
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2172 | LCC = 0.8725 | SRCC = 0.8704 ]
+INFO:root:Average loss=0.07870740964053533
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2391 | LCC = 0.8714 | SRCC = 0.8706 ]
+INFO:root:Average loss=0.08070077665914328
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2691 | LCC = 0.8694 | SRCC = 0.8713 ]
+INFO:root:Average loss=0.08345349400471418
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2098 | LCC = 0.8740 | SRCC = 0.8729 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2139 | LCC = 0.8718 | SRCC = 0.8706 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer16/run3/config.gin b/results_bvcc/w2v2_xlsr_1b/layer16/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer16/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_xlsr_1b/layer16/run3/model.pt b/results_bvcc/w2v2_xlsr_1b/layer16/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..117152a3deb875bbbc4f898c2d14ca5fe9d80bcd
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer16/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_1b/layer16/run3/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer16/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..f7e0bece9ed30a5acb44917a5b6b4c67afd79342
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer16/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_1b/layer16/run3/train.log b/results_bvcc/w2v2_xlsr_1b/layer16/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..e52b2b117cd7e115b99cfcb9773e6e22f1c34035
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer16/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=0.6347107820403881
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3714 | LCC = 0.7892 | SRCC = 0.7982 ]
+INFO:root:Average loss=0.2838220913440753
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2873 | LCC = 0.8407 | SRCC = 0.8382 ]
+INFO:root:Average loss=0.2603709579278261
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2677 | LCC = 0.8497 | SRCC = 0.8472 ]
+INFO:root:Average loss=0.23061504769019592
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2584 | LCC = 0.8587 | SRCC = 0.8568 ]
+INFO:root:Average loss=0.20644389895292428
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2811 | LCC = 0.8658 | SRCC = 0.8625 ]
+INFO:root:Average loss=0.21644365520049363
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2685 | LCC = 0.8666 | SRCC = 0.8629 ]
+INFO:root:Average loss=0.19096117619520578
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2461 | LCC = 0.8727 | SRCC = 0.8708 ]
+INFO:root:Average loss=0.18229750792185465
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2338 | LCC = 0.8749 | SRCC = 0.8721 ]
+INFO:root:Average loss=0.17375171127227637
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2224 | LCC = 0.8760 | SRCC = 0.8734 ]
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+INFO:root:
+[Valid][9][UTT][ MSE = 0.2380 | LCC = 0.8762 | SRCC = 0.8743 ]
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+INFO:root:
+[Valid][10][UTT][ MSE = 0.3238 | LCC = 0.8726 | SRCC = 0.8741 ]
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+INFO:root:
+[Valid][11][UTT][ MSE = 0.3836 | LCC = 0.8702 | SRCC = 0.8751 ]
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+INFO:root:
+[Valid][12][UTT][ MSE = 0.2250 | LCC = 0.8781 | SRCC = 0.8754 ]
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+INFO:root:
+[Valid][13][UTT][ MSE = 0.2110 | LCC = 0.8766 | SRCC = 0.8750 ]
+INFO:root:Average loss=0.1362514765216754
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2279 | LCC = 0.8766 | SRCC = 0.8743 ]
+INFO:root:Average loss=0.15037074226599473
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2280 | LCC = 0.8780 | SRCC = 0.8761 ]
+INFO:root:Average loss=0.11896026335083522
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2630 | LCC = 0.8753 | SRCC = 0.8751 ]
+INFO:root:Average loss=0.12506804300042298
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2330 | LCC = 0.8712 | SRCC = 0.8699 ]
+INFO:root:Average loss=0.12775429233144492
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2115 | LCC = 0.8728 | SRCC = 0.8716 ]
+INFO:root:Average loss=0.10805787690556966
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2135 | LCC = 0.8766 | SRCC = 0.8760 ]
+INFO:root:Average loss=0.10199574390665078
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2186 | LCC = 0.8735 | SRCC = 0.8727 ]
+INFO:root:Average loss=0.10601126440824607
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2175 | LCC = 0.8737 | SRCC = 0.8729 ]
+INFO:root:Average loss=0.09417667330648655
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2867 | LCC = 0.8714 | SRCC = 0.8714 ]
+INFO:root:Average loss=0.0973740225801101
+INFO:root:
+[Valid][23][UTT][ MSE = 0.3053 | LCC = 0.8714 | SRCC = 0.8726 ]
+INFO:root:Average loss=0.08933393552135198
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2557 | LCC = 0.8701 | SRCC = 0.8705 ]
+INFO:root:Average loss=0.09700202459517197
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2251 | LCC = 0.8746 | SRCC = 0.8733 ]
+INFO:root:Average loss=0.07923064481180447
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2262 | LCC = 0.8728 | SRCC = 0.8716 ]
+INFO:root:Average loss=0.09048867512207764
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2681 | LCC = 0.8690 | SRCC = 0.8694 ]
+INFO:root:Average loss=0.08294695066526914
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2836 | LCC = 0.8696 | SRCC = 0.8719 ]
+INFO:root:Average loss=0.0707528035228069
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2515 | LCC = 0.8692 | SRCC = 0.8690 ]
+INFO:root:Average loss=0.07064848622450462
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2448 | LCC = 0.8705 | SRCC = 0.8710 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2245 | LCC = 0.8696 | SRCC = 0.8690 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer16/run4/config.gin b/results_bvcc/w2v2_xlsr_1b/layer16/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer16/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_xlsr_1b/layer16/run4/model.pt b/results_bvcc/w2v2_xlsr_1b/layer16/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..1aa50200f21aca6e82da9c3a66029458be0a86ff
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer16/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ea44524ec8e2a71397eb22c21a043b32789c22cc39ee40ab13ae29717eff4c93
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer16/run4/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer16/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e60bba7b038235435b30617798d6ed0fe25c344e
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer16/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:88437cf0cfb9d1e74e4e864fbbfaf82d9e52d5687c9c608de695ae2f6e968814
+size 4060422
diff --git a/results_bvcc/w2v2_xlsr_1b/layer16/run4/train.log b/results_bvcc/w2v2_xlsr_1b/layer16/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..a5d7bdc965de96d58d51d529498349aae956a916
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer16/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.5070583346562508
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3262 | LCC = 0.8099 | SRCC = 0.8089 ]
+INFO:root:Average loss=0.27815504639576644
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2796 | LCC = 0.8357 | SRCC = 0.8337 ]
+INFO:root:Average loss=0.2566745556317843
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2891 | LCC = 0.8448 | SRCC = 0.8419 ]
+INFO:root:Average loss=0.23431945439332572
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2677 | LCC = 0.8552 | SRCC = 0.8535 ]
+INFO:root:Average loss=0.22812954928630438
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2641 | LCC = 0.8531 | SRCC = 0.8516 ]
+INFO:root:Average loss=0.19786918277923876
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2484 | LCC = 0.8582 | SRCC = 0.8556 ]
+INFO:root:Average loss=0.18540373263068688
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2425 | LCC = 0.8611 | SRCC = 0.8598 ]
+INFO:root:Average loss=0.18935212645775232
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2374 | LCC = 0.8652 | SRCC = 0.8617 ]
+INFO:root:Average loss=0.17906469813524148
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2379 | LCC = 0.8669 | SRCC = 0.8639 ]
+INFO:root:Average loss=0.16285331384875837
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2349 | LCC = 0.8691 | SRCC = 0.8661 ]
+INFO:root:Average loss=0.14966251089786872
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2320 | LCC = 0.8712 | SRCC = 0.8673 ]
+INFO:root:Average loss=0.14931544011984116
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2393 | LCC = 0.8671 | SRCC = 0.8665 ]
+INFO:root:Average loss=0.14125197829726416
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2389 | LCC = 0.8695 | SRCC = 0.8681 ]
+INFO:root:Average loss=0.14446096007640546
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2357 | LCC = 0.8675 | SRCC = 0.8664 ]
+INFO:root:Average loss=0.14997684401579392
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2301 | LCC = 0.8702 | SRCC = 0.8664 ]
+INFO:root:Average loss=0.12298187083349778
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2328 | LCC = 0.8719 | SRCC = 0.8685 ]
+INFO:root:Average loss=0.12998782289333832
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2639 | LCC = 0.8701 | SRCC = 0.8703 ]
+INFO:root:Average loss=0.12391391730843446
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2309 | LCC = 0.8707 | SRCC = 0.8678 ]
+INFO:root:Average loss=0.12027062208224566
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2168 | LCC = 0.8746 | SRCC = 0.8715 ]
+INFO:root:Average loss=0.10953356163241924
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2060 | LCC = 0.8776 | SRCC = 0.8754 ]
+INFO:root:Average loss=0.10171671784841098
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2199 | LCC = 0.8739 | SRCC = 0.8705 ]
+INFO:root:Average loss=0.09346672348104991
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2228 | LCC = 0.8685 | SRCC = 0.8655 ]
+INFO:root:Average loss=0.09375823804965386
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2188 | LCC = 0.8714 | SRCC = 0.8686 ]
+INFO:root:Average loss=0.0911939334219847
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2191 | LCC = 0.8722 | SRCC = 0.8697 ]
+INFO:root:Average loss=0.08352276085852048
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2165 | LCC = 0.8706 | SRCC = 0.8687 ]
+INFO:root:Average loss=0.09191627886432868
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2170 | LCC = 0.8710 | SRCC = 0.8679 ]
+INFO:root:Average loss=0.0866073033748529
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2335 | LCC = 0.8685 | SRCC = 0.8659 ]
+INFO:root:Average loss=0.07536760197044948
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2219 | LCC = 0.8676 | SRCC = 0.8659 ]
+INFO:root:Average loss=0.0824306704199467
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2247 | LCC = 0.8705 | SRCC = 0.8687 ]
+INFO:root:Average loss=0.07084994428814986
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2171 | LCC = 0.8716 | SRCC = 0.8696 ]
+INFO:root:Average loss=0.0729462251258202
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2572 | LCC = 0.8662 | SRCC = 0.8656 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2334 | LCC = 0.8689 | SRCC = 0.8679 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer18/run0/config.gin b/results_bvcc/w2v2_xlsr_1b/layer18/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer18/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_xlsr_1b/layer18/run0/model.pt b/results_bvcc/w2v2_xlsr_1b/layer18/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4f58f09fc53cb89671cd965ae76249a6f7a37441
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer18/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2a6d4850b4f63208eceb17a64963f36e1a226fbe871688fb064b476710880368
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer18/run0/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer18/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..384d5a2a9c9fbdd6bfdfe7739bc77ca11bf4c656
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer18/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3d3652177236d5aab45503bad936763ad308bc04e38cfa16ba3765eab829113a
+size 4060422
diff --git a/results_bvcc/w2v2_xlsr_1b/layer18/run0/train.log b/results_bvcc/w2v2_xlsr_1b/layer18/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..b49a0faf0c29e2cad254f079107902f6ce80fa5c
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer18/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=0.5386581999751238
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3685 | LCC = 0.7994 | SRCC = 0.8043 ]
+INFO:root:Average loss=0.3003598256753041
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2938 | LCC = 0.8326 | SRCC = 0.8300 ]
+INFO:root:Average loss=0.2654484531436211
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3387 | LCC = 0.8363 | SRCC = 0.8407 ]
+INFO:root:Average loss=0.24124334274958342
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2585 | LCC = 0.8542 | SRCC = 0.8508 ]
+INFO:root:Average loss=0.21565476212746057
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2775 | LCC = 0.8600 | SRCC = 0.8562 ]
+INFO:root:Average loss=0.2121282764352285
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2735 | LCC = 0.8614 | SRCC = 0.8593 ]
+INFO:root:Average loss=0.19284822075412825
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2574 | LCC = 0.8593 | SRCC = 0.8562 ]
+INFO:root:Average loss=0.17432974259822798
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2506 | LCC = 0.8650 | SRCC = 0.8631 ]
+INFO:root:Average loss=0.1971756518842318
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2370 | LCC = 0.8632 | SRCC = 0.8629 ]
+INFO:root:Average loss=0.16250200445453325
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2652 | LCC = 0.8581 | SRCC = 0.8573 ]
+INFO:root:Average loss=0.1631037681721724
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2254 | LCC = 0.8612 | SRCC = 0.8599 ]
+INFO:root:Average loss=0.14870439699062935
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3443 | LCC = 0.8565 | SRCC = 0.8575 ]
+INFO:root:Average loss=0.1515487997004619
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2179 | LCC = 0.8677 | SRCC = 0.8660 ]
+INFO:root:Average loss=0.14354101291451699
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3112 | LCC = 0.8604 | SRCC = 0.8622 ]
+INFO:root:Average loss=0.1333692574348205
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2198 | LCC = 0.8632 | SRCC = 0.8611 ]
+INFO:root:Average loss=0.13503950194288522
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2065 | LCC = 0.8692 | SRCC = 0.8690 ]
+INFO:root:Average loss=0.11899973127322319
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2470 | LCC = 0.8635 | SRCC = 0.8602 ]
+INFO:root:Average loss=0.11482441941132912
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2274 | LCC = 0.8642 | SRCC = 0.8616 ]
+INFO:root:Average loss=0.11751644236919208
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2323 | LCC = 0.8663 | SRCC = 0.8662 ]
+INFO:root:Average loss=0.1118999302196197
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2296 | LCC = 0.8625 | SRCC = 0.8618 ]
+INFO:root:Average loss=0.1066186452905337
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2424 | LCC = 0.8646 | SRCC = 0.8625 ]
+INFO:root:Average loss=0.09102895980079968
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2253 | LCC = 0.8642 | SRCC = 0.8616 ]
+INFO:root:Average loss=0.1019239400823911
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2474 | LCC = 0.8599 | SRCC = 0.8592 ]
+INFO:root:Average loss=0.09517885940388227
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2371 | LCC = 0.8577 | SRCC = 0.8574 ]
+INFO:root:Average loss=0.09516554707900071
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2463 | LCC = 0.8544 | SRCC = 0.8507 ]
+INFO:root:Average loss=0.07956998866911118
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2141 | LCC = 0.8626 | SRCC = 0.8617 ]
+INFO:root:Average loss=0.07851930430684334
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2307 | LCC = 0.8590 | SRCC = 0.8584 ]
+INFO:root:Average loss=0.07866866948703925
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2346 | LCC = 0.8603 | SRCC = 0.8597 ]
+INFO:root:Average loss=0.07676612576230979
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2519 | LCC = 0.8605 | SRCC = 0.8605 ]
+INFO:root:Average loss=0.068352822214365
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2693 | LCC = 0.8555 | SRCC = 0.8587 ]
+INFO:root:Average loss=0.07349365032636203
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2366 | LCC = 0.8578 | SRCC = 0.8575 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2200 | LCC = 0.8646 | SRCC = 0.8662 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer18/run1/config.gin b/results_bvcc/w2v2_xlsr_1b/layer18/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer18/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_xlsr_1b/layer18/run1/model.pt b/results_bvcc/w2v2_xlsr_1b/layer18/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..8645e25571aa05578fe3985c0454a143700aa5ef
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer18/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_1b/layer18/run1/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer18/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..6ee1ff22d197d49f6772b95a9dc8355d62e670cf
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer18/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_xlsr_1b/layer18/run1/train.log b/results_bvcc/w2v2_xlsr_1b/layer18/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..c9a26a44b3bbe3127283edec43e2d5aa1e85b553
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer18/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=0.5890896175152216
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3664 | LCC = 0.8027 | SRCC = 0.8017 ]
+INFO:root:Average loss=0.30882537097502977
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2945 | LCC = 0.8300 | SRCC = 0.8269 ]
+INFO:root:Average loss=0.2629457215468089
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3078 | LCC = 0.8424 | SRCC = 0.8385 ]
+INFO:root:Average loss=0.24529572576284409
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2604 | LCC = 0.8508 | SRCC = 0.8480 ]
+INFO:root:Average loss=0.21756750421646315
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2599 | LCC = 0.8584 | SRCC = 0.8554 ]
+INFO:root:Average loss=0.20419633369415235
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3503 | LCC = 0.8538 | SRCC = 0.8575 ]
+INFO:root:Average loss=0.1981538094771214
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2620 | LCC = 0.8641 | SRCC = 0.8650 ]
+INFO:root:Average loss=0.20352838293482095
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2595 | LCC = 0.8606 | SRCC = 0.8604 ]
+INFO:root:Average loss=0.181121131644035
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2758 | LCC = 0.8650 | SRCC = 0.8660 ]
+INFO:root:Average loss=0.1679032299763117
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2448 | LCC = 0.8686 | SRCC = 0.8666 ]
+INFO:root:Average loss=0.20889762588418448
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2864 | LCC = 0.8658 | SRCC = 0.8664 ]
+INFO:root:Average loss=0.18375708210544708
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2183 | LCC = 0.8698 | SRCC = 0.8681 ]
+INFO:root:Average loss=0.1669422332675029
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2259 | LCC = 0.8699 | SRCC = 0.8672 ]
+INFO:root:Average loss=0.16306456827964538
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2537 | LCC = 0.8712 | SRCC = 0.8714 ]
+INFO:root:Average loss=0.14207992683618498
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2285 | LCC = 0.8688 | SRCC = 0.8682 ]
+INFO:root:Average loss=0.14412515237927437
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2217 | LCC = 0.8702 | SRCC = 0.8690 ]
+INFO:root:Average loss=0.12732320441267428
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2491 | LCC = 0.8689 | SRCC = 0.8707 ]
+INFO:root:Average loss=0.12252670440536279
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2212 | LCC = 0.8696 | SRCC = 0.8676 ]
+INFO:root:Average loss=0.11760120819776486
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2226 | LCC = 0.8691 | SRCC = 0.8677 ]
+INFO:root:Average loss=0.10912178251414727
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2276 | LCC = 0.8706 | SRCC = 0.8693 ]
+INFO:root:Average loss=0.10542535657684009
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2502 | LCC = 0.8658 | SRCC = 0.8670 ]
+INFO:root:Average loss=0.10965767464576623
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2290 | LCC = 0.8648 | SRCC = 0.8633 ]
+INFO:root:Average loss=0.09739839505308713
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2249 | LCC = 0.8675 | SRCC = 0.8666 ]
+INFO:root:Average loss=0.09770976250561383
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2432 | LCC = 0.8674 | SRCC = 0.8692 ]
+INFO:root:Average loss=0.10678761108563496
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2366 | LCC = 0.8665 | SRCC = 0.8651 ]
+INFO:root:Average loss=0.08709290996193886
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2196 | LCC = 0.8680 | SRCC = 0.8677 ]
+INFO:root:Average loss=0.08411152870991291
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2300 | LCC = 0.8682 | SRCC = 0.8677 ]
+INFO:root:Average loss=0.0821109120375835
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2519 | LCC = 0.8644 | SRCC = 0.8656 ]
+INFO:root:Average loss=0.08380503049836709
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2277 | LCC = 0.8680 | SRCC = 0.8664 ]
+INFO:root:Average loss=0.07767197585258728
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2273 | LCC = 0.8633 | SRCC = 0.8623 ]
+INFO:root:Average loss=0.07622897075727963
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2390 | LCC = 0.8680 | SRCC = 0.8670 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2356 | LCC = 0.8678 | SRCC = 0.8665 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer18/run2/config.gin b/results_bvcc/w2v2_xlsr_1b/layer18/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer18/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_xlsr_1b/layer18/run2/model.pt b/results_bvcc/w2v2_xlsr_1b/layer18/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..6a7e673bb0e9b5b106e889b99caca2f4ff678c8d
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer18/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7f656ff5607990b16c6e2e162ff23b80ed538d6522094aeab6a0e6bd9054f69d
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer18/run2/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer18/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..daa5225a1838fe383f91c1b09c8c89c15798f927
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer18/run2/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e6d0252ec91197d768992e14a6d31682b1af0d8b7e1d26b0bf1f27ab3d34777a
+size 4060422
diff --git a/results_bvcc/w2v2_xlsr_1b/layer18/run2/train.log b/results_bvcc/w2v2_xlsr_1b/layer18/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..9849d50caedd0ebbc86a62b175237f62738481f6
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer18/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=0.6275935826393274
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3785 | LCC = 0.7722 | SRCC = 0.7853 ]
+INFO:root:Average loss=0.2996870613633058
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3278 | LCC = 0.8246 | SRCC = 0.8202 ]
+INFO:root:Average loss=0.2544982672119752
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2668 | LCC = 0.8410 | SRCC = 0.8366 ]
+INFO:root:Average loss=0.23460599932915124
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2480 | LCC = 0.8464 | SRCC = 0.8435 ]
+INFO:root:Average loss=0.23819162811224276
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2502 | LCC = 0.8536 | SRCC = 0.8500 ]
+INFO:root:Average loss=0.20548543162070787
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2482 | LCC = 0.8584 | SRCC = 0.8542 ]
+INFO:root:Average loss=0.188154903646463
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2374 | LCC = 0.8644 | SRCC = 0.8611 ]
+INFO:root:Average loss=0.1994065492390058
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2449 | LCC = 0.8641 | SRCC = 0.8637 ]
+INFO:root:Average loss=0.1730035454607927
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2468 | LCC = 0.8622 | SRCC = 0.8595 ]
+INFO:root:Average loss=0.16841046770031637
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2232 | LCC = 0.8653 | SRCC = 0.8625 ]
+INFO:root:Average loss=0.1592861912571467
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2768 | LCC = 0.8633 | SRCC = 0.8603 ]
+INFO:root:Average loss=0.1564312433012021
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2390 | LCC = 0.8642 | SRCC = 0.8628 ]
+INFO:root:Average loss=0.14243934370386294
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2358 | LCC = 0.8646 | SRCC = 0.8613 ]
+INFO:root:Average loss=0.13846485211681098
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2459 | LCC = 0.8637 | SRCC = 0.8612 ]
+INFO:root:Average loss=0.12911208384694198
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2293 | LCC = 0.8677 | SRCC = 0.8651 ]
+INFO:root:Average loss=0.12505030975891993
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2342 | LCC = 0.8647 | SRCC = 0.8630 ]
+INFO:root:Average loss=0.11614017694806442
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2233 | LCC = 0.8682 | SRCC = 0.8665 ]
+INFO:root:Average loss=0.11573263057149373
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2251 | LCC = 0.8638 | SRCC = 0.8618 ]
+INFO:root:Average loss=0.10811955691912235
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2996 | LCC = 0.8617 | SRCC = 0.8606 ]
+INFO:root:Average loss=0.11235458661730473
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2295 | LCC = 0.8638 | SRCC = 0.8606 ]
+INFO:root:Average loss=0.0976768240141563
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2386 | LCC = 0.8621 | SRCC = 0.8590 ]
+INFO:root:Average loss=0.10335706365414155
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2584 | LCC = 0.8646 | SRCC = 0.8618 ]
+INFO:root:Average loss=0.09551197925630288
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2283 | LCC = 0.8603 | SRCC = 0.8590 ]
+INFO:root:Average loss=0.10309096392339621
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2378 | LCC = 0.8602 | SRCC = 0.8585 ]
+INFO:root:Average loss=0.09344733912402238
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2280 | LCC = 0.8627 | SRCC = 0.8598 ]
+INFO:root:Average loss=0.07923643286220539
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2430 | LCC = 0.8608 | SRCC = 0.8598 ]
+INFO:root:Average loss=0.08295194723476203
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2460 | LCC = 0.8538 | SRCC = 0.8512 ]
+INFO:root:Average loss=0.07864927194821529
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2379 | LCC = 0.8625 | SRCC = 0.8612 ]
+INFO:root:Average loss=0.08295536700349587
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2474 | LCC = 0.8623 | SRCC = 0.8588 ]
+INFO:root:Average loss=0.07889425190977561
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2486 | LCC = 0.8603 | SRCC = 0.8605 ]
+INFO:root:Average loss=0.07366956565051506
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2269 | LCC = 0.8606 | SRCC = 0.8581 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2419 | LCC = 0.8644 | SRCC = 0.8634 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer18/run3/config.gin b/results_bvcc/w2v2_xlsr_1b/layer18/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer18/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_xlsr_1b/layer18/run3/model.pt b/results_bvcc/w2v2_xlsr_1b/layer18/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ff66770ad2adf9a5d537df064fb2a88b18634a62
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer18/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7da0721f70f97d581d469ffc84b5afe09ce8873b486090394fa87ef2761c2395
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer18/run3/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer18/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..3822c684c56ca04a33b86f531c8cfdb762842d3a
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer18/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0bb9e9ba44625be629a958161853cb90c2b49dad01f997b1e52b6cb30e01247b
+size 4060422
diff --git a/results_bvcc/w2v2_xlsr_1b/layer18/run3/train.log b/results_bvcc/w2v2_xlsr_1b/layer18/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..ef5350a727646aaa2fd1dcbf16d29b7f23be65f2
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer18/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=0.4997540058997961
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3301 | LCC = 0.8094 | SRCC = 0.8067 ]
+INFO:root:Average loss=0.2753620023528735
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3250 | LCC = 0.8389 | SRCC = 0.8356 ]
+INFO:root:Average loss=0.24793235671061736
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2558 | LCC = 0.8491 | SRCC = 0.8456 ]
+INFO:root:Average loss=0.21972795833761877
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2600 | LCC = 0.8597 | SRCC = 0.8581 ]
+INFO:root:Average loss=0.20948796375439718
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2344 | LCC = 0.8580 | SRCC = 0.8562 ]
+INFO:root:Average loss=0.19203967944933817
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2252 | LCC = 0.8654 | SRCC = 0.8641 ]
+INFO:root:Average loss=0.19729440181683272
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2743 | LCC = 0.8605 | SRCC = 0.8609 ]
+INFO:root:Average loss=0.19483885207237342
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2227 | LCC = 0.8676 | SRCC = 0.8653 ]
+INFO:root:Average loss=0.17451353075030523
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2292 | LCC = 0.8679 | SRCC = 0.8656 ]
+INFO:root:Average loss=0.1801484367595269
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2251 | LCC = 0.8703 | SRCC = 0.8689 ]
+INFO:root:Average loss=0.1537506924225734
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2287 | LCC = 0.8695 | SRCC = 0.8672 ]
+INFO:root:Average loss=0.1498238776738827
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2400 | LCC = 0.8687 | SRCC = 0.8664 ]
+INFO:root:Average loss=0.1358485453021832
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2212 | LCC = 0.8690 | SRCC = 0.8679 ]
+INFO:root:Average loss=0.15590168258700615
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2259 | LCC = 0.8670 | SRCC = 0.8641 ]
+INFO:root:Average loss=0.14523203202929252
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2246 | LCC = 0.8692 | SRCC = 0.8672 ]
+INFO:root:Average loss=0.12252770555325043
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2489 | LCC = 0.8669 | SRCC = 0.8643 ]
+INFO:root:Average loss=0.11910871521402629
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2535 | LCC = 0.8730 | SRCC = 0.8719 ]
+INFO:root:Average loss=0.12253973633050919
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2151 | LCC = 0.8694 | SRCC = 0.8671 ]
+INFO:root:Average loss=0.12329510102669398
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2179 | LCC = 0.8702 | SRCC = 0.8677 ]
+INFO:root:Average loss=0.10061966484555832
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2231 | LCC = 0.8668 | SRCC = 0.8637 ]
+INFO:root:Average loss=0.09904332946126278
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2399 | LCC = 0.8640 | SRCC = 0.8618 ]
+INFO:root:Average loss=0.08988697707462005
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2668 | LCC = 0.8651 | SRCC = 0.8637 ]
+INFO:root:Average loss=0.10355227903868908
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2301 | LCC = 0.8630 | SRCC = 0.8602 ]
+INFO:root:Average loss=0.09487126204065788
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2252 | LCC = 0.8647 | SRCC = 0.8610 ]
+INFO:root:Average loss=0.08442618702657712
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2356 | LCC = 0.8651 | SRCC = 0.8626 ]
+INFO:root:Average loss=0.08821662314809285
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2233 | LCC = 0.8652 | SRCC = 0.8627 ]
+INFO:root:Average loss=0.08108434864343741
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2467 | LCC = 0.8636 | SRCC = 0.8637 ]
+INFO:root:Average loss=0.08640893758871616
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2425 | LCC = 0.8622 | SRCC = 0.8596 ]
+INFO:root:Average loss=0.0714156282826876
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2314 | LCC = 0.8586 | SRCC = 0.8545 ]
+INFO:root:Average loss=0.06815615898141494
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2498 | LCC = 0.8661 | SRCC = 0.8649 ]
+INFO:root:Average loss=0.07253017849647082
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2460 | LCC = 0.8650 | SRCC = 0.8627 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2318 | LCC = 0.8688 | SRCC = 0.8672 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer18/run4/config.gin b/results_bvcc/w2v2_xlsr_1b/layer18/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer18/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_xlsr_1b/layer18/run4/model.pt b/results_bvcc/w2v2_xlsr_1b/layer18/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..39b4c321c9c6bf97aa9f4d0eb29c8b5b463f1090
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer18/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer18/run4/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer18/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..55b13f96026a3b7d51dc32ef9b04e3913bbd672d
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer18/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_1b/layer18/run4/train.log b/results_bvcc/w2v2_xlsr_1b/layer18/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..4312a9e7446e9d5558472bb290adb6b0f8222257
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer18/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.5302289995627526
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3309 | LCC = 0.8023 | SRCC = 0.8041 ]
+INFO:root:Average loss=0.3122049174629725
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3543 | LCC = 0.8236 | SRCC = 0.8244 ]
+INFO:root:Average loss=0.2507900922344281
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2626 | LCC = 0.8491 | SRCC = 0.8459 ]
+INFO:root:Average loss=0.22947920572299224
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2714 | LCC = 0.8570 | SRCC = 0.8555 ]
+INFO:root:Average loss=0.2073055156148397
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2631 | LCC = 0.8649 | SRCC = 0.8637 ]
+INFO:root:Average loss=0.22121091912954283
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2405 | LCC = 0.8629 | SRCC = 0.8600 ]
+INFO:root:Average loss=0.1928570209405361
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2519 | LCC = 0.8620 | SRCC = 0.8591 ]
+INFO:root:Average loss=0.17701042166505104
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2492 | LCC = 0.8632 | SRCC = 0.8632 ]
+INFO:root:Average loss=0.1914299410314132
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2331 | LCC = 0.8663 | SRCC = 0.8638 ]
+INFO:root:Average loss=0.17028302689775443
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2596 | LCC = 0.8654 | SRCC = 0.8678 ]
+INFO:root:Average loss=0.17264917473762464
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2271 | LCC = 0.8690 | SRCC = 0.8667 ]
+INFO:root:Average loss=0.16146562477717033
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2583 | LCC = 0.8673 | SRCC = 0.8660 ]
+INFO:root:Average loss=0.15048999559038725
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2322 | LCC = 0.8683 | SRCC = 0.8678 ]
+INFO:root:Average loss=0.14390885495604613
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2378 | LCC = 0.8642 | SRCC = 0.8625 ]
+INFO:root:Average loss=0.12961361557245255
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2229 | LCC = 0.8686 | SRCC = 0.8678 ]
+INFO:root:Average loss=0.1252153066870494
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2420 | LCC = 0.8656 | SRCC = 0.8667 ]
+INFO:root:Average loss=0.14047958854681405
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2363 | LCC = 0.8671 | SRCC = 0.8676 ]
+INFO:root:Average loss=0.11863910836669114
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2318 | LCC = 0.8640 | SRCC = 0.8628 ]
+INFO:root:Average loss=0.11063321899527158
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2235 | LCC = 0.8658 | SRCC = 0.8646 ]
+INFO:root:Average loss=0.11386821614817166
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2252 | LCC = 0.8621 | SRCC = 0.8626 ]
+INFO:root:Average loss=0.10361208757146811
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2544 | LCC = 0.8661 | SRCC = 0.8652 ]
+INFO:root:Average loss=0.09843854204966472
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2284 | LCC = 0.8621 | SRCC = 0.8619 ]
+INFO:root:Average loss=0.10011765083823448
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2241 | LCC = 0.8640 | SRCC = 0.8644 ]
+INFO:root:Average loss=0.08910031110430375
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2487 | LCC = 0.8591 | SRCC = 0.8623 ]
+INFO:root:Average loss=0.0884557199688294
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2405 | LCC = 0.8604 | SRCC = 0.8613 ]
+INFO:root:Average loss=0.08722360140811174
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2366 | LCC = 0.8631 | SRCC = 0.8625 ]
+INFO:root:Average loss=0.08111221295518753
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2636 | LCC = 0.8611 | SRCC = 0.8655 ]
+INFO:root:Average loss=0.08148880470066498
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2502 | LCC = 0.8648 | SRCC = 0.8667 ]
+INFO:root:Average loss=0.07202871707387459
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2202 | LCC = 0.8659 | SRCC = 0.8666 ]
+INFO:root:Average loss=0.06832389318599151
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2297 | LCC = 0.8608 | SRCC = 0.8591 ]
+INFO:root:Average loss=0.06804324643543133
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2200 | LCC = 0.8651 | SRCC = 0.8645 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2289 | LCC = 0.8653 | SRCC = 0.8641 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer2/run0/config.gin b/results_bvcc/w2v2_xlsr_1b/layer2/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/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_xlsr_1b/layer2/run0/model.pt b/results_bvcc/w2v2_xlsr_1b/layer2/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..cba7f2bddce9274744dc76aa0b7be2938f04239f
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer2/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer2/run0/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer2/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..3b49509aee26b7dbe441f48e337d37f0f222be1d
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer2/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 4060422
diff --git a/results_bvcc/w2v2_xlsr_1b/layer2/run0/train.log b/results_bvcc/w2v2_xlsr_1b/layer2/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..fd9a35f781ae1df64b1ff32c8977227eb2571f10
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer2/run0/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.5866591166227292
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4316 | LCC = 0.7339 | SRCC = 0.7391 ]
+INFO:root:Average loss=0.3217455362662291
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3329 | LCC = 0.7914 | SRCC = 0.7917 ]
+INFO:root:Average loss=0.2781482455440057
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2995 | LCC = 0.8095 | SRCC = 0.8119 ]
+INFO:root:Average loss=0.2532828582020906
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2784 | LCC = 0.8299 | SRCC = 0.8301 ]
+INFO:root:Average loss=0.24254557948846084
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2945 | LCC = 0.8328 | SRCC = 0.8322 ]
+INFO:root:Average loss=0.229658971230189
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2523 | LCC = 0.8412 | SRCC = 0.8403 ]
+INFO:root:Average loss=0.22988903331450927
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2605 | LCC = 0.8372 | SRCC = 0.8372 ]
+INFO:root:Average loss=0.20167800650382653
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2801 | LCC = 0.8420 | SRCC = 0.8402 ]
+INFO:root:Average loss=0.21078724757983133
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2634 | LCC = 0.8552 | SRCC = 0.8527 ]
+INFO:root:Average loss=0.2012441030297524
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2512 | LCC = 0.8526 | SRCC = 0.8512 ]
+INFO:root:Average loss=0.17952769383406028
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2676 | LCC = 0.8499 | SRCC = 0.8546 ]
+INFO:root:Average loss=0.2052436001980916
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2606 | LCC = 0.8536 | SRCC = 0.8522 ]
+INFO:root:Average loss=0.1653317746061545
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2354 | LCC = 0.8558 | SRCC = 0.8538 ]
+INFO:root:Average loss=0.16247433089675048
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2699 | LCC = 0.8562 | SRCC = 0.8539 ]
+INFO:root:Average loss=0.1644233648593609
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2396 | LCC = 0.8537 | SRCC = 0.8521 ]
+INFO:root:Average loss=0.15754049815810645
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2500 | LCC = 0.8530 | SRCC = 0.8502 ]
+INFO:root:Average loss=0.1457397704705214
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2356 | LCC = 0.8576 | SRCC = 0.8570 ]
+INFO:root:Average loss=0.14341550349042967
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2409 | LCC = 0.8592 | SRCC = 0.8590 ]
+INFO:root:Average loss=0.13486773730852666
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2451 | LCC = 0.8580 | SRCC = 0.8566 ]
+INFO:root:Average loss=0.12480456057267311
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2691 | LCC = 0.8590 | SRCC = 0.8561 ]
+INFO:root:Average loss=0.12378329411149025
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2574 | LCC = 0.8585 | SRCC = 0.8576 ]
+INFO:root:Average loss=0.11831223534849974
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2358 | LCC = 0.8563 | SRCC = 0.8553 ]
+INFO:root:Average loss=0.11682858700171495
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2477 | LCC = 0.8544 | SRCC = 0.8533 ]
+INFO:root:Average loss=0.10586545129234974
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2531 | LCC = 0.8561 | SRCC = 0.8532 ]
+INFO:root:Average loss=0.1038444737593333
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2362 | LCC = 0.8552 | SRCC = 0.8537 ]
+INFO:root:Average loss=0.09768049972943771
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2838 | LCC = 0.8518 | SRCC = 0.8503 ]
+INFO:root:Average loss=0.10120248789779651
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2335 | LCC = 0.8538 | SRCC = 0.8537 ]
+INFO:root:Average loss=0.09086587174962728
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2288 | LCC = 0.8593 | SRCC = 0.8577 ]
+INFO:root:Average loss=0.08803541886691864
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2339 | LCC = 0.8509 | SRCC = 0.8504 ]
+INFO:root:Average loss=0.08655976771544187
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2309 | LCC = 0.8578 | SRCC = 0.8551 ]
+INFO:root:Average loss=0.08455159639318784
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2300 | LCC = 0.8605 | SRCC = 0.8574 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2400 | LCC = 0.8540 | SRCC = 0.8527 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer2/run1/config.gin b/results_bvcc/w2v2_xlsr_1b/layer2/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/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_xlsr_1b/layer2/run1/model.pt b/results_bvcc/w2v2_xlsr_1b/layer2/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..09c252993f7ac68767c1e8d27d1636902f889b1c
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer2/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fa00fb87163507ee6d1755e7908e59531845deb68bf15b7e9deafb86e204f91d
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer2/run1/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer2/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..92a0acede70605c9078d1c168d57e2dcc22745b6
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer2/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b68a02ce73f22da807f1ed9d61f952f4e406bb6aa042b6034e527df2eb85bd20
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diff --git a/results_bvcc/w2v2_xlsr_1b/layer2/run1/train.log b/results_bvcc/w2v2_xlsr_1b/layer2/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..4d5ab4e497740e494c4aad885bc35b7f2336063d
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer2/run1/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.5917246968318255
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3999 | LCC = 0.7431 | SRCC = 0.7499 ]
+INFO:root:Average loss=0.3182789765489407
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3226 | LCC = 0.7939 | SRCC = 0.7978 ]
+INFO:root:Average loss=0.27591672501502895
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3063 | LCC = 0.8175 | SRCC = 0.8245 ]
+INFO:root:Average loss=0.2522294546167056
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3060 | LCC = 0.8316 | SRCC = 0.8312 ]
+INFO:root:Average loss=0.22678223577065346
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2572 | LCC = 0.8405 | SRCC = 0.8396 ]
+INFO:root:Average loss=0.21537515291800866
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2638 | LCC = 0.8439 | SRCC = 0.8431 ]
+INFO:root:Average loss=0.20458380514994645
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3020 | LCC = 0.8488 | SRCC = 0.8489 ]
+INFO:root:Average loss=0.19230962200806692
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2640 | LCC = 0.8514 | SRCC = 0.8523 ]
+INFO:root:Average loss=0.18579027820856142
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2448 | LCC = 0.8580 | SRCC = 0.8556 ]
+INFO:root:Average loss=0.1798763448993365
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2504 | LCC = 0.8561 | SRCC = 0.8520 ]
+INFO:root:Average loss=0.16910588120420775
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2628 | LCC = 0.8550 | SRCC = 0.8518 ]
+INFO:root:Average loss=0.15816270598234275
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2571 | LCC = 0.8560 | SRCC = 0.8519 ]
+INFO:root:Average loss=0.15939089531699815
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2235 | LCC = 0.8571 | SRCC = 0.8555 ]
+INFO:root:Average loss=0.14374838635707513
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2359 | LCC = 0.8534 | SRCC = 0.8517 ]
+INFO:root:Average loss=0.14114677418883032
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2500 | LCC = 0.8522 | SRCC = 0.8502 ]
+INFO:root:Average loss=0.1363776112214113
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2272 | LCC = 0.8563 | SRCC = 0.8545 ]
+INFO:root:Average loss=0.14459139118209863
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2363 | LCC = 0.8544 | SRCC = 0.8553 ]
+INFO:root:Average loss=0.13146991788958892
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2937 | LCC = 0.8510 | SRCC = 0.8499 ]
+INFO:root:Average loss=0.12179846784625298
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2411 | LCC = 0.8552 | SRCC = 0.8519 ]
+INFO:root:Average loss=0.11506358720362186
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2315 | LCC = 0.8536 | SRCC = 0.8530 ]
+INFO:root:Average loss=0.11091547698164597
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2355 | LCC = 0.8540 | SRCC = 0.8543 ]
+INFO:root:Average loss=0.12579044527732408
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2476 | LCC = 0.8539 | SRCC = 0.8512 ]
+INFO:root:Average loss=0.11388975974076833
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2364 | LCC = 0.8543 | SRCC = 0.8527 ]
+INFO:root:Average loss=0.10042861772653384
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2303 | LCC = 0.8539 | SRCC = 0.8537 ]
+INFO:root:Average loss=0.09745888106333904
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2342 | LCC = 0.8549 | SRCC = 0.8541 ]
+INFO:root:Average loss=0.09652167033308591
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2513 | LCC = 0.8517 | SRCC = 0.8511 ]
+INFO:root:Average loss=0.09177139821725014
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2906 | LCC = 0.8449 | SRCC = 0.8446 ]
+INFO:root:Average loss=0.08895683398422523
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2246 | LCC = 0.8541 | SRCC = 0.8542 ]
+INFO:root:Average loss=0.09693855329010731
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2720 | LCC = 0.8511 | SRCC = 0.8499 ]
+INFO:root:Average loss=0.08523224303737664
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2325 | LCC = 0.8493 | SRCC = 0.8488 ]
+INFO:root:Average loss=0.07556721816460292
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2350 | LCC = 0.8518 | SRCC = 0.8502 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2497 | LCC = 0.8546 | SRCC = 0.8513 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer2/run2/config.gin b/results_bvcc/w2v2_xlsr_1b/layer2/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/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_xlsr_1b/layer2/run2/model.pt b/results_bvcc/w2v2_xlsr_1b/layer2/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ed0f3f4ec9d65a15b606dd406943961ab013c655
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer2/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b51893f3b119baf7761739720fd4c350f29d14f28d88c1fd91444677dd27629c
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer2/run2/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer2/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ab65e1fc0569e62c66f66739cf65eb06cb0d3d8e
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer2/run2/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ede5f07dc1e7b2fe4165b6ec55bf535bebf8f6b7fb25dd88506abb3aa1449ec0
+size 4060422
diff --git a/results_bvcc/w2v2_xlsr_1b/layer2/run2/train.log b/results_bvcc/w2v2_xlsr_1b/layer2/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..b4efd78e299ab3d4f4f460cc0074ded8a3814a7f
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer2/run2/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.55994340357108
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4138 | LCC = 0.7463 | SRCC = 0.7528 ]
+INFO:root:Average loss=0.3211949429450891
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3674 | LCC = 0.7967 | SRCC = 0.7923 ]
+INFO:root:Average loss=0.2829137270649274
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3258 | LCC = 0.8238 | SRCC = 0.8224 ]
+INFO:root:Average loss=0.25707720678586227
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2840 | LCC = 0.8230 | SRCC = 0.8248 ]
+INFO:root:Average loss=0.27281742218213206
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3293 | LCC = 0.8254 | SRCC = 0.8249 ]
+INFO:root:Average loss=0.2347723906620955
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2838 | LCC = 0.8374 | SRCC = 0.8348 ]
+INFO:root:Average loss=0.2230532108209072
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3661 | LCC = 0.8393 | SRCC = 0.8371 ]
+INFO:root:Average loss=0.2189389432852085
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2907 | LCC = 0.8389 | SRCC = 0.8377 ]
+INFO:root:Average loss=0.20737625696720222
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2705 | LCC = 0.8410 | SRCC = 0.8383 ]
+INFO:root:Average loss=0.19200708707555747
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2571 | LCC = 0.8498 | SRCC = 0.8468 ]
+INFO:root:Average loss=0.1861936371677961
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2646 | LCC = 0.8484 | SRCC = 0.8484 ]
+INFO:root:Average loss=0.17207608572565591
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2672 | LCC = 0.8501 | SRCC = 0.8476 ]
+INFO:root:Average loss=0.16661173382248634
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2934 | LCC = 0.8554 | SRCC = 0.8517 ]
+INFO:root:Average loss=0.17583504032630187
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2869 | LCC = 0.8480 | SRCC = 0.8471 ]
+INFO:root:Average loss=0.15769669728783461
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2395 | LCC = 0.8532 | SRCC = 0.8498 ]
+INFO:root:Average loss=0.1445325712362925
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2363 | LCC = 0.8553 | SRCC = 0.8526 ]
+INFO:root:Average loss=0.14567117326152632
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2969 | LCC = 0.8508 | SRCC = 0.8522 ]
+INFO:root:Average loss=0.14262492238329008
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2757 | LCC = 0.8515 | SRCC = 0.8500 ]
+INFO:root:Average loss=0.12480653129900113
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2529 | LCC = 0.8539 | SRCC = 0.8503 ]
+INFO:root:Average loss=0.12602281952515626
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2672 | LCC = 0.8499 | SRCC = 0.8451 ]
+INFO:root:Average loss=0.12280875387100074
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2523 | LCC = 0.8560 | SRCC = 0.8544 ]
+INFO:root:Average loss=0.11529993504667893
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2373 | LCC = 0.8544 | SRCC = 0.8506 ]
+INFO:root:Average loss=0.1183504957992297
+INFO:root:
+[Valid][22][UTT][ MSE = 0.3367 | LCC = 0.8477 | SRCC = 0.8468 ]
+INFO:root:Average loss=0.10916377221926665
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2304 | LCC = 0.8573 | SRCC = 0.8533 ]
+INFO:root:Average loss=0.10620191253912754
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2751 | LCC = 0.8478 | SRCC = 0.8454 ]
+INFO:root:Average loss=0.10379398432679665
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2286 | LCC = 0.8566 | SRCC = 0.8548 ]
+INFO:root:Average loss=0.09621613377179855
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2337 | LCC = 0.8583 | SRCC = 0.8550 ]
+INFO:root:Average loss=0.0964566773424546
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2510 | LCC = 0.8567 | SRCC = 0.8552 ]
+INFO:root:Average loss=0.08798327593085094
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2446 | LCC = 0.8538 | SRCC = 0.8509 ]
+INFO:root:Average loss=0.08673680588029899
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2429 | LCC = 0.8496 | SRCC = 0.8467 ]
+INFO:root:Average loss=0.08771376192378692
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2390 | LCC = 0.8544 | SRCC = 0.8500 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2285 | LCC = 0.8571 | SRCC = 0.8537 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer2/run3/config.gin b/results_bvcc/w2v2_xlsr_1b/layer2/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/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_xlsr_1b/layer2/run3/model.pt b/results_bvcc/w2v2_xlsr_1b/layer2/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..1bda60d66420b160be119b23334e4cc311d1c288
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer2/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6afccb20c2c1897ed8d567fe7bf69822901c7064f728ea303cc9d640b1d4aab1
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer2/run3/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer2/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..949c109cd66f57d5afa1c959e4037cd89e62bb8a
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer2/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:60de5fb4a5f568e26e25928a9845a3fe954750235532f360620ecb98f541720e
+size 4060422
diff --git a/results_bvcc/w2v2_xlsr_1b/layer2/run3/train.log b/results_bvcc/w2v2_xlsr_1b/layer2/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..e299e5f3a25e22a7a64a1dcd3cdcb6e0ca92dd2e
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer2/run3/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.6234318491740104
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4061 | LCC = 0.7377 | SRCC = 0.7419 ]
+INFO:root:Average loss=0.3302725490469199
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3234 | LCC = 0.7967 | SRCC = 0.7949 ]
+INFO:root:Average loss=0.27429154209601575
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2944 | LCC = 0.8120 | SRCC = 0.8158 ]
+INFO:root:Average loss=0.2547806551059087
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2974 | LCC = 0.8259 | SRCC = 0.8218 ]
+INFO:root:Average loss=0.24902046586458498
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2820 | LCC = 0.8286 | SRCC = 0.8293 ]
+INFO:root:Average loss=0.2248585012096625
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2753 | LCC = 0.8401 | SRCC = 0.8397 ]
+INFO:root:Average loss=0.2096481051009435
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2510 | LCC = 0.8401 | SRCC = 0.8411 ]
+INFO:root:Average loss=0.19617040273852837
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2545 | LCC = 0.8430 | SRCC = 0.8431 ]
+INFO:root:Average loss=0.20226770543899292
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2601 | LCC = 0.8432 | SRCC = 0.8438 ]
+INFO:root:Average loss=0.18489398004917
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2548 | LCC = 0.8417 | SRCC = 0.8445 ]
+INFO:root:Average loss=0.18163497020036745
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2650 | LCC = 0.8513 | SRCC = 0.8469 ]
+INFO:root:Average loss=0.1724178011600788
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2463 | LCC = 0.8474 | SRCC = 0.8481 ]
+INFO:root:Average loss=0.16218877230317164
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2757 | LCC = 0.8454 | SRCC = 0.8487 ]
+INFO:root:Average loss=0.15701459653866598
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2633 | LCC = 0.8500 | SRCC = 0.8510 ]
+INFO:root:Average loss=0.1576876483666591
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2433 | LCC = 0.8448 | SRCC = 0.8468 ]
+INFO:root:Average loss=0.1471279765932988
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2415 | LCC = 0.8507 | SRCC = 0.8519 ]
+INFO:root:Average loss=0.13232155707784188
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2494 | LCC = 0.8448 | SRCC = 0.8450 ]
+INFO:root:Average loss=0.13577833017095542
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2273 | LCC = 0.8543 | SRCC = 0.8540 ]
+INFO:root:Average loss=0.13171006395266607
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2317 | LCC = 0.8588 | SRCC = 0.8566 ]
+INFO:root:Average loss=0.135131317931108
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2457 | LCC = 0.8580 | SRCC = 0.8548 ]
+INFO:root:Average loss=0.12076641208468339
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2382 | LCC = 0.8500 | SRCC = 0.8493 ]
+INFO:root:Average loss=0.1144196986196897
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2383 | LCC = 0.8584 | SRCC = 0.8558 ]
+INFO:root:Average loss=0.1125564462481401
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2929 | LCC = 0.8560 | SRCC = 0.8569 ]
+INFO:root:Average loss=0.12317764950104249
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2299 | LCC = 0.8539 | SRCC = 0.8524 ]
+INFO:root:Average loss=0.10476212332455012
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2361 | LCC = 0.8550 | SRCC = 0.8531 ]
+INFO:root:Average loss=0.10237679191124745
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2432 | LCC = 0.8578 | SRCC = 0.8555 ]
+INFO:root:Average loss=0.10335488884876935
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2273 | LCC = 0.8597 | SRCC = 0.8596 ]
+INFO:root:Average loss=0.1007207179776369
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2211 | LCC = 0.8611 | SRCC = 0.8582 ]
+INFO:root:Average loss=0.09618131114313236
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2329 | LCC = 0.8571 | SRCC = 0.8554 ]
+INFO:root:Average loss=0.09092012133735877
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2434 | LCC = 0.8585 | SRCC = 0.8548 ]
+INFO:root:Average loss=0.08511676801702915
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2249 | LCC = 0.8569 | SRCC = 0.8549 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2548 | LCC = 0.8507 | SRCC = 0.8492 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer2/run4/config.gin b/results_bvcc/w2v2_xlsr_1b/layer2/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/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_xlsr_1b/layer2/run4/model.pt b/results_bvcc/w2v2_xlsr_1b/layer2/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4162e6fe5e9b5385e598070032aecd4224f2389d
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer2/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer2/run4/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer2/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e93fb9b60e8d757627589167ace32877435ce227
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer2/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_1b/layer2/run4/train.log b/results_bvcc/w2v2_xlsr_1b/layer2/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..909b6cb9b47156cbc3178ca8bbfdbc4fe8c36376
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer2/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.5431282149675565
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3820 | LCC = 0.7557 | SRCC = 0.7596 ]
+INFO:root:Average loss=0.3101944014047965
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3077 | LCC = 0.7967 | SRCC = 0.7989 ]
+INFO:root:Average loss=0.27681914812479264
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3086 | LCC = 0.8146 | SRCC = 0.8108 ]
+INFO:root:Average loss=0.2682565309298344
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3191 | LCC = 0.8091 | SRCC = 0.8158 ]
+INFO:root:Average loss=0.24856947228694573
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2971 | LCC = 0.8355 | SRCC = 0.8331 ]
+INFO:root:Average loss=0.23145297379829946
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2662 | LCC = 0.8384 | SRCC = 0.8376 ]
+INFO:root:Average loss=0.21699660290510225
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2735 | LCC = 0.8491 | SRCC = 0.8453 ]
+INFO:root:Average loss=0.20880587685566682
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2600 | LCC = 0.8420 | SRCC = 0.8398 ]
+INFO:root:Average loss=0.19852121460896271
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2600 | LCC = 0.8410 | SRCC = 0.8436 ]
+INFO:root:Average loss=0.1865922497251095
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2561 | LCC = 0.8465 | SRCC = 0.8434 ]
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+INFO:root:
+[Valid][10][UTT][ MSE = 0.2600 | LCC = 0.8514 | SRCC = 0.8474 ]
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+INFO:root:
+[Valid][11][UTT][ MSE = 0.2381 | LCC = 0.8533 | SRCC = 0.8526 ]
+INFO:root:Average loss=0.17877714746655562
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2345 | LCC = 0.8492 | SRCC = 0.8492 ]
+INFO:root:Average loss=0.15794223776230445
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2791 | LCC = 0.8399 | SRCC = 0.8447 ]
+INFO:root:Average loss=0.15448700407376656
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2483 | LCC = 0.8535 | SRCC = 0.8524 ]
+INFO:root:Average loss=0.138362601877023
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2474 | LCC = 0.8441 | SRCC = 0.8471 ]
+INFO:root:Average loss=0.13739543398603415
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2616 | LCC = 0.8567 | SRCC = 0.8535 ]
+INFO:root:Average loss=0.12999899790455133
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2504 | LCC = 0.8453 | SRCC = 0.8427 ]
+INFO:root:Average loss=0.13920054259972695
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2337 | LCC = 0.8516 | SRCC = 0.8501 ]
+INFO:root:Average loss=0.12261418926601227
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2384 | LCC = 0.8555 | SRCC = 0.8537 ]
+INFO:root:Average loss=0.12903533751765886
+INFO:root:
+[Valid][20][UTT][ MSE = 0.3476 | LCC = 0.8518 | SRCC = 0.8554 ]
+INFO:root:Average loss=0.12726216065960053
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2363 | LCC = 0.8519 | SRCC = 0.8502 ]
+INFO:root:Average loss=0.11620169314436424
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2382 | LCC = 0.8558 | SRCC = 0.8540 ]
+INFO:root:Average loss=0.10654530473626576
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2352 | LCC = 0.8551 | SRCC = 0.8526 ]
+INFO:root:Average loss=0.10088873673708011
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2450 | LCC = 0.8537 | SRCC = 0.8499 ]
+INFO:root:Average loss=0.1069615567341829
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2574 | LCC = 0.8503 | SRCC = 0.8499 ]
+INFO:root:Average loss=0.09759898870610274
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2267 | LCC = 0.8580 | SRCC = 0.8556 ]
+INFO:root:Average loss=0.08857924066101894
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2414 | LCC = 0.8518 | SRCC = 0.8489 ]
+INFO:root:Average loss=0.08611778599711564
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2346 | LCC = 0.8515 | SRCC = 0.8515 ]
+INFO:root:Average loss=0.08353935865064462
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2330 | LCC = 0.8555 | SRCC = 0.8538 ]
+INFO:root:Average loss=0.07739102873855676
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2343 | LCC = 0.8545 | SRCC = 0.8526 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2361 | LCC = 0.8569 | SRCC = 0.8525 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer20/run0/config.gin b/results_bvcc/w2v2_xlsr_1b/layer20/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer20/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_xlsr_1b/layer20/run0/model.pt b/results_bvcc/w2v2_xlsr_1b/layer20/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..44183626f6697799080b07dc715ba94c00c36a14
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer20/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:814e4cced035fec074684ad3d4a95df84784ad996da6520cd8dac6ae40fb490e
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer20/run0/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer20/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..8e919364affeb4d8c0be4b17bc56074ecbb936bc
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer20/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9d09374aad1d0a81949ccaa75c5f9531e40009400fe5dfe73030806fedbfdf1b
+size 4060422
diff --git a/results_bvcc/w2v2_xlsr_1b/layer20/run0/train.log b/results_bvcc/w2v2_xlsr_1b/layer20/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..b4b8a626ca41429687104d80c4cd813ecdc644e7
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer20/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=0.5258844250287765
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3353 | LCC = 0.8021 | SRCC = 0.8008 ]
+INFO:root:Average loss=0.3093708111689641
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2934 | LCC = 0.8238 | SRCC = 0.8218 ]
+INFO:root:Average loss=0.2691463176638652
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3167 | LCC = 0.8390 | SRCC = 0.8345 ]
+INFO:root:Average loss=0.23524964256928518
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2638 | LCC = 0.8519 | SRCC = 0.8480 ]
+INFO:root:Average loss=0.2216920785796948
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2634 | LCC = 0.8560 | SRCC = 0.8523 ]
+INFO:root:Average loss=0.21373316511893883
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2468 | LCC = 0.8548 | SRCC = 0.8522 ]
+INFO:root:Average loss=0.20093752214541802
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2620 | LCC = 0.8574 | SRCC = 0.8553 ]
+INFO:root:Average loss=0.18252112983893126
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2430 | LCC = 0.8580 | SRCC = 0.8546 ]
+INFO:root:Average loss=0.19149825072441345
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2338 | LCC = 0.8627 | SRCC = 0.8599 ]
+INFO:root:Average loss=0.17115086106917796
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2259 | LCC = 0.8629 | SRCC = 0.8623 ]
+INFO:root:Average loss=0.16969915851950645
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2455 | LCC = 0.8643 | SRCC = 0.8647 ]
+INFO:root:Average loss=0.16327926774437612
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2353 | LCC = 0.8693 | SRCC = 0.8683 ]
+INFO:root:Average loss=0.15195117823970625
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2487 | LCC = 0.8673 | SRCC = 0.8698 ]
+INFO:root:Average loss=0.17169101717762458
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2227 | LCC = 0.8714 | SRCC = 0.8697 ]
+INFO:root:Average loss=0.14410363615323335
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2198 | LCC = 0.8657 | SRCC = 0.8636 ]
+INFO:root:Average loss=0.15279701285255262
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2202 | LCC = 0.8703 | SRCC = 0.8683 ]
+INFO:root:Average loss=0.130188511350216
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2261 | LCC = 0.8668 | SRCC = 0.8668 ]
+INFO:root:Average loss=0.13456496911553237
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2378 | LCC = 0.8654 | SRCC = 0.8642 ]
+INFO:root:Average loss=0.11529261714372879
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2700 | LCC = 0.8582 | SRCC = 0.8602 ]
+INFO:root:Average loss=0.10930373213994198
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2382 | LCC = 0.8638 | SRCC = 0.8638 ]
+INFO:root:Average loss=0.1013698334304186
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2292 | LCC = 0.8630 | SRCC = 0.8621 ]
+INFO:root:Average loss=0.11181200505831303
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2207 | LCC = 0.8617 | SRCC = 0.8609 ]
+INFO:root:Average loss=0.09768712926560487
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2228 | LCC = 0.8631 | SRCC = 0.8625 ]
+INFO:root:Average loss=0.09839700640012057
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2534 | LCC = 0.8629 | SRCC = 0.8620 ]
+INFO:root:Average loss=0.11418869957709923
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2543 | LCC = 0.8580 | SRCC = 0.8612 ]
+INFO:root:Average loss=0.09170923095483047
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2284 | LCC = 0.8597 | SRCC = 0.8610 ]
+INFO:root:Average loss=0.08584955105414757
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2281 | LCC = 0.8594 | SRCC = 0.8594 ]
+INFO:root:Average loss=0.08298547866825874
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2269 | LCC = 0.8601 | SRCC = 0.8596 ]
+INFO:root:Average loss=0.08550616965079919
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2590 | LCC = 0.8562 | SRCC = 0.8583 ]
+INFO:root:Average loss=0.07691845359901588
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2287 | LCC = 0.8611 | SRCC = 0.8611 ]
+INFO:root:Average loss=0.07323950132689415
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2244 | LCC = 0.8633 | SRCC = 0.8625 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2317 | LCC = 0.8675 | SRCC = 0.8674 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer20/run1/config.gin b/results_bvcc/w2v2_xlsr_1b/layer20/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer20/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_xlsr_1b/layer20/run1/model.pt b/results_bvcc/w2v2_xlsr_1b/layer20/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..9ccbc7331bb3416b6f078542958d473c12557bce
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer20/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cab723712138067f15b4f108f080342377dd331d0bbb75e52fa3f33f4d316e8c
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer20/run1/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer20/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..8b0f1c96493dacf5efb52256ebc1ea7b0074e523
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer20/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_xlsr_1b/layer20/run1/train.log b/results_bvcc/w2v2_xlsr_1b/layer20/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..35a0337ff9077fa70d48f7e790921172c1cb392b
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer20/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=0.5322761375170487
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3475 | LCC = 0.7929 | SRCC = 0.7901 ]
+INFO:root:Average loss=0.29513002721927106
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3062 | LCC = 0.8205 | SRCC = 0.8148 ]
+INFO:root:Average loss=0.25221864860027265
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2770 | LCC = 0.8351 | SRCC = 0.8307 ]
+INFO:root:Average loss=0.23200801607125845
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2624 | LCC = 0.8449 | SRCC = 0.8391 ]
+INFO:root:Average loss=0.23184953114161125
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2632 | LCC = 0.8521 | SRCC = 0.8480 ]
+INFO:root:Average loss=0.21859302658301133
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3186 | LCC = 0.8487 | SRCC = 0.8470 ]
+INFO:root:Average loss=0.20124424726535112
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2657 | LCC = 0.8575 | SRCC = 0.8522 ]
+INFO:root:Average loss=0.18265604304197508
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2366 | LCC = 0.8576 | SRCC = 0.8517 ]
+INFO:root:Average loss=0.19370702386666566
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2826 | LCC = 0.8634 | SRCC = 0.8618 ]
+INFO:root:Average loss=0.1664627394041954
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2569 | LCC = 0.8665 | SRCC = 0.8644 ]
+INFO:root:Average loss=0.16331827382628733
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2859 | LCC = 0.8679 | SRCC = 0.8641 ]
+INFO:root:Average loss=0.16211530480247277
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2572 | LCC = 0.8687 | SRCC = 0.8652 ]
+INFO:root:Average loss=0.15652475544275382
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2246 | LCC = 0.8655 | SRCC = 0.8618 ]
+INFO:root:Average loss=0.16305460905035338
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2421 | LCC = 0.8620 | SRCC = 0.8629 ]
+INFO:root:Average loss=0.14830836290732408
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2814 | LCC = 0.8580 | SRCC = 0.8558 ]
+INFO:root:Average loss=0.139091174189861
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2144 | LCC = 0.8690 | SRCC = 0.8658 ]
+INFO:root:Average loss=0.14581835355896217
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2702 | LCC = 0.8612 | SRCC = 0.8613 ]
+INFO:root:Average loss=0.13653762246935797
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2384 | LCC = 0.8649 | SRCC = 0.8610 ]
+INFO:root:Average loss=0.12394364970998886
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2301 | LCC = 0.8636 | SRCC = 0.8600 ]
+INFO:root:Average loss=0.12119375474942036
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2367 | LCC = 0.8630 | SRCC = 0.8581 ]
+INFO:root:Average loss=0.11699576064562187
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2349 | LCC = 0.8650 | SRCC = 0.8631 ]
+INFO:root:Average loss=0.10871571402710217
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2248 | LCC = 0.8620 | SRCC = 0.8593 ]
+INFO:root:Average loss=0.1072979629612886
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2271 | LCC = 0.8636 | SRCC = 0.8609 ]
+INFO:root:Average loss=0.10301549508212468
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2444 | LCC = 0.8649 | SRCC = 0.8618 ]
+INFO:root:Average loss=0.09225656412159786
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2196 | LCC = 0.8630 | SRCC = 0.8595 ]
+INFO:root:Average loss=0.10215155412562382
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2434 | LCC = 0.8638 | SRCC = 0.8601 ]
+INFO:root:Average loss=0.08520244802228916
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2307 | LCC = 0.8640 | SRCC = 0.8620 ]
+INFO:root:Average loss=0.08615736835277997
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2274 | LCC = 0.8634 | SRCC = 0.8604 ]
+INFO:root:Average loss=0.09018856382522827
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2223 | LCC = 0.8638 | SRCC = 0.8626 ]
+INFO:root:Average loss=0.09009731909594475
+INFO:root:
+[Valid][29][UTT][ MSE = 0.3058 | LCC = 0.8529 | SRCC = 0.8556 ]
+INFO:root:Average loss=0.08248456959158947
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2665 | LCC = 0.8598 | SRCC = 0.8578 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2432 | LCC = 0.8616 | SRCC = 0.8622 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer20/run2/config.gin b/results_bvcc/w2v2_xlsr_1b/layer20/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer20/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_xlsr_1b/layer20/run2/model.pt b/results_bvcc/w2v2_xlsr_1b/layer20/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..652ba1d68a21faad42aeb7335fdbd591044066a0
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer20/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer20/run2/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer20/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..0f5d2e414db303be06810ccd7b2331dab470f1e5
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer20/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_xlsr_1b/layer20/run2/train.log b/results_bvcc/w2v2_xlsr_1b/layer20/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..a388341a4e08d1b56f05628bde0d865834a008f7
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer20/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=0.5220163076733931
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3413 | LCC = 0.7982 | SRCC = 0.7980 ]
+INFO:root:Average loss=0.28771989849897533
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3245 | LCC = 0.8310 | SRCC = 0.8266 ]
+INFO:root:Average loss=0.27656098971000087
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3215 | LCC = 0.8372 | SRCC = 0.8364 ]
+INFO:root:Average loss=0.2418604546632522
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3479 | LCC = 0.8357 | SRCC = 0.8453 ]
+INFO:root:Average loss=0.22564801334952697
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2432 | LCC = 0.8570 | SRCC = 0.8545 ]
+INFO:root:Average loss=0.20575321714083353
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2502 | LCC = 0.8525 | SRCC = 0.8507 ]
+INFO:root:Average loss=0.19007271107954857
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2505 | LCC = 0.8579 | SRCC = 0.8580 ]
+INFO:root:Average loss=0.17701604446539512
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2244 | LCC = 0.8634 | SRCC = 0.8624 ]
+INFO:root:Average loss=0.18992854110323465
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2490 | LCC = 0.8622 | SRCC = 0.8609 ]
+INFO:root:Average loss=0.16430555541928
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2375 | LCC = 0.8677 | SRCC = 0.8657 ]
+INFO:root:Average loss=0.16891260531086189
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2345 | LCC = 0.8630 | SRCC = 0.8602 ]
+INFO:root:Average loss=0.15848330933696184
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2627 | LCC = 0.8608 | SRCC = 0.8586 ]
+INFO:root:Average loss=0.15352727711582795
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2842 | LCC = 0.8613 | SRCC = 0.8633 ]
+INFO:root:Average loss=0.1546377926491774
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2540 | LCC = 0.8610 | SRCC = 0.8623 ]
+INFO:root:Average loss=0.14729776118810362
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2286 | LCC = 0.8666 | SRCC = 0.8670 ]
+INFO:root:Average loss=0.12478097891196227
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2206 | LCC = 0.8630 | SRCC = 0.8615 ]
+INFO:root:Average loss=0.13815399173360604
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2626 | LCC = 0.8622 | SRCC = 0.8605 ]
+INFO:root:Average loss=0.13776886358092993
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2268 | LCC = 0.8638 | SRCC = 0.8632 ]
+INFO:root:Average loss=0.10835341927714837
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2934 | LCC = 0.8524 | SRCC = 0.8555 ]
+INFO:root:Average loss=0.1174777199824651
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2468 | LCC = 0.8628 | SRCC = 0.8610 ]
+INFO:root:Average loss=0.10195059176438893
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2256 | LCC = 0.8649 | SRCC = 0.8641 ]
+INFO:root:Average loss=0.11443450034428866
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2235 | LCC = 0.8611 | SRCC = 0.8602 ]
+INFO:root:Average loss=0.09607674453694087
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2274 | LCC = 0.8574 | SRCC = 0.8573 ]
+INFO:root:Average loss=0.09094341003741974
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2320 | LCC = 0.8576 | SRCC = 0.8594 ]
+INFO:root:Average loss=0.10286811853830631
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2269 | LCC = 0.8598 | SRCC = 0.8594 ]
+INFO:root:Average loss=0.08268891284481072
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2258 | LCC = 0.8616 | SRCC = 0.8611 ]
+INFO:root:Average loss=0.08148933407396843
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2277 | LCC = 0.8620 | SRCC = 0.8607 ]
+INFO:root:Average loss=0.08265618072488369
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2450 | LCC = 0.8548 | SRCC = 0.8570 ]
+INFO:root:Average loss=0.07503184346625438
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2291 | LCC = 0.8580 | SRCC = 0.8598 ]
+INFO:root:Average loss=0.06868875380127858
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2355 | LCC = 0.8530 | SRCC = 0.8515 ]
+INFO:root:Average loss=0.06767652226755252
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2321 | LCC = 0.8557 | SRCC = 0.8562 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2668 | LCC = 0.8626 | SRCC = 0.8623 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer20/run3/config.gin b/results_bvcc/w2v2_xlsr_1b/layer20/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer20/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_xlsr_1b/layer20/run3/model.pt b/results_bvcc/w2v2_xlsr_1b/layer20/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..c2616cce33b09877c72f846be76fa635eca6d8ac
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer20/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:160a01341b1b744e5ce7cff8264a18865be4e802a37f7af1e61d065fc7651ca4
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer20/run3/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer20/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..456714adb177113b6060d35ed5bd0809edcff03e
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer20/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9236dec6339e484384559a280de663589d3b7bb2534ecbfc1da91f10e7436dd6
+size 4060422
diff --git a/results_bvcc/w2v2_xlsr_1b/layer20/run3/train.log b/results_bvcc/w2v2_xlsr_1b/layer20/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..971a98f80d5202d8630e40d5ff208270dc2586ae
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer20/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=0.6049688320893508
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3630 | LCC = 0.7810 | SRCC = 0.7892 ]
+INFO:root:Average loss=0.2898780266061807
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2917 | LCC = 0.8199 | SRCC = 0.8185 ]
+INFO:root:Average loss=0.26427647452323866
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3669 | LCC = 0.8346 | SRCC = 0.8355 ]
+INFO:root:Average loss=0.2531062194552177
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2897 | LCC = 0.8425 | SRCC = 0.8379 ]
+INFO:root:Average loss=0.2233659218137081
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2467 | LCC = 0.8559 | SRCC = 0.8531 ]
+INFO:root:Average loss=0.20689498556730074
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2633 | LCC = 0.8554 | SRCC = 0.8531 ]
+INFO:root:Average loss=0.2549882152905831
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2775 | LCC = 0.8539 | SRCC = 0.8512 ]
+INFO:root:Average loss=0.2050058629650336
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2472 | LCC = 0.8621 | SRCC = 0.8594 ]
+INFO:root:Average loss=0.1867763272080666
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2566 | LCC = 0.8607 | SRCC = 0.8578 ]
+INFO:root:Average loss=0.1780466965566843
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2352 | LCC = 0.8620 | SRCC = 0.8600 ]
+INFO:root:Average loss=0.16787131092487237
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2698 | LCC = 0.8619 | SRCC = 0.8588 ]
+INFO:root:Average loss=0.16713150437825766
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2277 | LCC = 0.8640 | SRCC = 0.8617 ]
+INFO:root:Average loss=0.15137329831337318
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2370 | LCC = 0.8597 | SRCC = 0.8578 ]
+INFO:root:Average loss=0.1438620853691529
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2798 | LCC = 0.8629 | SRCC = 0.8640 ]
+INFO:root:Average loss=0.15117121602480227
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2300 | LCC = 0.8654 | SRCC = 0.8639 ]
+INFO:root:Average loss=0.14345367434315193
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2312 | LCC = 0.8663 | SRCC = 0.8631 ]
+INFO:root:Average loss=0.13636953851733452
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2270 | LCC = 0.8673 | SRCC = 0.8653 ]
+INFO:root:Average loss=0.1276624230429148
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2374 | LCC = 0.8660 | SRCC = 0.8647 ]
+INFO:root:Average loss=0.11958050966644898
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2247 | LCC = 0.8618 | SRCC = 0.8581 ]
+INFO:root:Average loss=0.1089564897119999
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2358 | LCC = 0.8636 | SRCC = 0.8612 ]
+INFO:root:Average loss=0.12155128499636284
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2310 | LCC = 0.8641 | SRCC = 0.8628 ]
+INFO:root:Average loss=0.13349712745119363
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2942 | LCC = 0.8592 | SRCC = 0.8562 ]
+INFO:root:Average loss=0.10476989002946095
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2336 | LCC = 0.8640 | SRCC = 0.8605 ]
+INFO:root:Average loss=0.10948806743209179
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2412 | LCC = 0.8594 | SRCC = 0.8579 ]
+INFO:root:Average loss=0.0961990779122481
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2243 | LCC = 0.8656 | SRCC = 0.8635 ]
+INFO:root:Average loss=0.08970712550366536
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2243 | LCC = 0.8682 | SRCC = 0.8665 ]
+INFO:root:Average loss=0.08589670702050893
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2398 | LCC = 0.8600 | SRCC = 0.8575 ]
+INFO:root:Average loss=0.08968869410455227
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2272 | LCC = 0.8665 | SRCC = 0.8653 ]
+INFO:root:Average loss=0.09248758527712944
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2368 | LCC = 0.8645 | SRCC = 0.8637 ]
+INFO:root:Average loss=0.07990406902554707
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2422 | LCC = 0.8621 | SRCC = 0.8606 ]
+INFO:root:Average loss=0.0811177574766752
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2352 | LCC = 0.8665 | SRCC = 0.8648 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2347 | LCC = 0.8618 | SRCC = 0.8598 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer20/run4/config.gin b/results_bvcc/w2v2_xlsr_1b/layer20/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer20/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_xlsr_1b/layer20/run4/model.pt b/results_bvcc/w2v2_xlsr_1b/layer20/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ac4077b4463da1bc34a17800f1122ddd48c76d68
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer20/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b084c6aaf59d18f026117a1b793e76ad212214834f751c4f1df3ed221e690ecf
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer20/run4/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer20/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..c720ac96072b84b447418d78777886653ebcf523
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer20/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d63ada1df9327fe45914b8e237ddb0c3be764c67893bf782244a11c846ca5314
+size 4060422
diff --git a/results_bvcc/w2v2_xlsr_1b/layer20/run4/train.log b/results_bvcc/w2v2_xlsr_1b/layer20/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..a03a7ff6073aa30213f42291e8f98fefdfda181e
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer20/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.5373928317656884
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3438 | LCC = 0.8044 | SRCC = 0.7998 ]
+INFO:root:Average loss=0.30275169205971253
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3345 | LCC = 0.8245 | SRCC = 0.8218 ]
+INFO:root:Average loss=0.26173509886631596
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2825 | LCC = 0.8394 | SRCC = 0.8332 ]
+INFO:root:Average loss=0.2422311327014214
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2752 | LCC = 0.8481 | SRCC = 0.8428 ]
+INFO:root:Average loss=0.22817238439352083
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2881 | LCC = 0.8512 | SRCC = 0.8478 ]
+INFO:root:Average loss=0.21730512686264822
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2486 | LCC = 0.8544 | SRCC = 0.8510 ]
+INFO:root:Average loss=0.20514492719219282
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3052 | LCC = 0.8520 | SRCC = 0.8513 ]
+INFO:root:Average loss=0.21181284941923925
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2349 | LCC = 0.8621 | SRCC = 0.8587 ]
+INFO:root:Average loss=0.18664139967698318
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2365 | LCC = 0.8643 | SRCC = 0.8621 ]
+INFO:root:Average loss=0.17366576748780715
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2451 | LCC = 0.8608 | SRCC = 0.8563 ]
+INFO:root:Average loss=0.16716301202391967
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2361 | LCC = 0.8621 | SRCC = 0.8594 ]
+INFO:root:Average loss=0.16295009192365867
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2261 | LCC = 0.8622 | SRCC = 0.8580 ]
+INFO:root:Average loss=0.16133552159254366
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2558 | LCC = 0.8628 | SRCC = 0.8603 ]
+INFO:root:Average loss=0.14611924573397025
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2386 | LCC = 0.8629 | SRCC = 0.8589 ]
+INFO:root:Average loss=0.15665433794642106
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2493 | LCC = 0.8645 | SRCC = 0.8640 ]
+INFO:root:Average loss=0.1402106542044725
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2524 | LCC = 0.8683 | SRCC = 0.8670 ]
+INFO:root:Average loss=0.14851494515553498
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2300 | LCC = 0.8662 | SRCC = 0.8630 ]
+INFO:root:Average loss=0.1345321387052536
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2318 | LCC = 0.8640 | SRCC = 0.8621 ]
+INFO:root:Average loss=0.11479059301125698
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2416 | LCC = 0.8636 | SRCC = 0.8620 ]
+INFO:root:Average loss=0.12533882823892128
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2620 | LCC = 0.8616 | SRCC = 0.8618 ]
+INFO:root:Average loss=0.11026827093118276
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2252 | LCC = 0.8662 | SRCC = 0.8637 ]
+INFO:root:Average loss=0.12525326911455545
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2264 | LCC = 0.8647 | SRCC = 0.8615 ]
+INFO:root:Average loss=0.09837457255866283
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2391 | LCC = 0.8623 | SRCC = 0.8612 ]
+INFO:root:Average loss=0.09644819676685028
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2352 | LCC = 0.8587 | SRCC = 0.8587 ]
+INFO:root:Average loss=0.09353963505381192
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2620 | LCC = 0.8561 | SRCC = 0.8551 ]
+INFO:root:Average loss=0.09745853203229415
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2336 | LCC = 0.8620 | SRCC = 0.8611 ]
+INFO:root:Average loss=0.08102617326837319
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2448 | LCC = 0.8612 | SRCC = 0.8622 ]
+INFO:root:Average loss=0.09810870733016576
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2715 | LCC = 0.8615 | SRCC = 0.8636 ]
+INFO:root:Average loss=0.07830960422945328
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2384 | LCC = 0.8593 | SRCC = 0.8592 ]
+INFO:root:Average loss=0.08770383058641201
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2465 | LCC = 0.8590 | SRCC = 0.8585 ]
+INFO:root:Average loss=0.07728551758023408
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2806 | LCC = 0.8560 | SRCC = 0.8566 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2402 | LCC = 0.8623 | SRCC = 0.8603 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer22/run0/config.gin b/results_bvcc/w2v2_xlsr_1b/layer22/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer22/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_xlsr_1b/layer22/run0/model.pt b/results_bvcc/w2v2_xlsr_1b/layer22/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..548a11aeec7bf604308ccedc4a190faff9790884
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer22/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a1e8f89bcdc56a75efd6f375f436111671a63970f2277dead8c90e3119df56df
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer22/run0/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer22/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..d4846977f2cd9fbcb55d827aa8bf26d6615ada3a
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer22/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 4060422
diff --git a/results_bvcc/w2v2_xlsr_1b/layer22/run0/train.log b/results_bvcc/w2v2_xlsr_1b/layer22/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..bc6da24452efd1381ec71078117b2ba8bcc6fa74
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer22/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=0.6453318542394882
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4178 | LCC = 0.7676 | SRCC = 0.7701 ]
+INFO:root:Average loss=0.31782742857168883
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3195 | LCC = 0.8153 | SRCC = 0.8179 ]
+INFO:root:Average loss=0.2876507676182649
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3313 | LCC = 0.8364 | SRCC = 0.8320 ]
+INFO:root:Average loss=0.25882171380978364
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2605 | LCC = 0.8454 | SRCC = 0.8409 ]
+INFO:root:Average loss=0.2375143200923235
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2772 | LCC = 0.8533 | SRCC = 0.8478 ]
+INFO:root:Average loss=0.24010621183193648
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2479 | LCC = 0.8550 | SRCC = 0.8507 ]
+INFO:root:Average loss=0.20207187676658997
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2417 | LCC = 0.8614 | SRCC = 0.8564 ]
+INFO:root:Average loss=0.19560770766857344
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2323 | LCC = 0.8624 | SRCC = 0.8611 ]
+INFO:root:Average loss=0.17916732472486985
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2504 | LCC = 0.8664 | SRCC = 0.8639 ]
+INFO:root:Average loss=0.16306889152679688
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2448 | LCC = 0.8657 | SRCC = 0.8622 ]
+INFO:root:Average loss=0.1660279671733196
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2629 | LCC = 0.8629 | SRCC = 0.8602 ]
+INFO:root:Average loss=0.15619902513348138
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2441 | LCC = 0.8690 | SRCC = 0.8658 ]
+INFO:root:Average loss=0.16056749902856657
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2261 | LCC = 0.8685 | SRCC = 0.8664 ]
+INFO:root:Average loss=0.15790651079553825
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2394 | LCC = 0.8671 | SRCC = 0.8645 ]
+INFO:root:Average loss=0.15262045606206626
+INFO:root:
+[Valid][14][UTT][ MSE = 0.3010 | LCC = 0.8654 | SRCC = 0.8652 ]
+INFO:root:Average loss=0.14060433476399153
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2575 | LCC = 0.8686 | SRCC = 0.8663 ]
+INFO:root:Average loss=0.14779051546102914
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2342 | LCC = 0.8639 | SRCC = 0.8631 ]
+INFO:root:Average loss=0.12768567372591066
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2246 | LCC = 0.8660 | SRCC = 0.8648 ]
+INFO:root:Average loss=0.11865615519957665
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2305 | LCC = 0.8634 | SRCC = 0.8612 ]
+INFO:root:Average loss=0.11147563140361737
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2379 | LCC = 0.8635 | SRCC = 0.8622 ]
+INFO:root:Average loss=0.10826500963706237
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2296 | LCC = 0.8620 | SRCC = 0.8599 ]
+INFO:root:Average loss=0.1040297706062213
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2797 | LCC = 0.8547 | SRCC = 0.8572 ]
+INFO:root:Average loss=0.1033595298918394
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2395 | LCC = 0.8621 | SRCC = 0.8605 ]
+INFO:root:Average loss=0.09427791337172191
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2282 | LCC = 0.8618 | SRCC = 0.8596 ]
+INFO:root:Average loss=0.09685091363886993
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2321 | LCC = 0.8572 | SRCC = 0.8576 ]
+INFO:root:Average loss=0.0937919767621236
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2266 | LCC = 0.8588 | SRCC = 0.8559 ]
+INFO:root:Average loss=0.08451276726256578
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2202 | LCC = 0.8616 | SRCC = 0.8598 ]
+INFO:root:Average loss=0.10233641310762136
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2614 | LCC = 0.8581 | SRCC = 0.8588 ]
+INFO:root:Average loss=0.07705062890473084
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2320 | LCC = 0.8562 | SRCC = 0.8537 ]
+INFO:root:Average loss=0.08944115080894569
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2326 | LCC = 0.8614 | SRCC = 0.8598 ]
+INFO:root:Average loss=0.08921706619170996
+INFO:root:
+[Valid][30][UTT][ MSE = 0.3081 | LCC = 0.8582 | SRCC = 0.8578 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2794 | LCC = 0.8662 | SRCC = 0.8670 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer22/run1/config.gin b/results_bvcc/w2v2_xlsr_1b/layer22/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer22/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_xlsr_1b/layer22/run1/model.pt b/results_bvcc/w2v2_xlsr_1b/layer22/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..80e464577d98c108720c7b6f07d98c50c803c70e
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer22/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7ad506f978224f4d6706dff3555dd96e4f0a6a6931750c33bb8bb680a3fe4f3f
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer22/run1/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer22/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..5a91b42588c22c6dcbcabe4f50bcdd98cd98a0ac
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer22/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b360d1803cf4192605b41a8f4820dc3b8fbda7f42058f6652e9e31772ef85611
+size 4060422
diff --git a/results_bvcc/w2v2_xlsr_1b/layer22/run1/train.log b/results_bvcc/w2v2_xlsr_1b/layer22/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..84f53c4fbc25b866a729ffca109cf3d562bba1fd
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer22/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=0.5180180733784651
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4917 | LCC = 0.7823 | SRCC = 0.7889 ]
+INFO:root:Average loss=0.3136533414706206
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3151 | LCC = 0.8202 | SRCC = 0.8136 ]
+INFO:root:Average loss=0.32241932035256654
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3791 | LCC = 0.8243 | SRCC = 0.8240 ]
+INFO:root:Average loss=0.26189613074828416
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2739 | LCC = 0.8381 | SRCC = 0.8350 ]
+INFO:root:Average loss=0.23712759350354856
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2817 | LCC = 0.8456 | SRCC = 0.8408 ]
+INFO:root:Average loss=0.23965060481658348
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2643 | LCC = 0.8465 | SRCC = 0.8411 ]
+INFO:root:Average loss=0.20051646137084717
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2863 | LCC = 0.8540 | SRCC = 0.8504 ]
+INFO:root:Average loss=0.1923371506616091
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2387 | LCC = 0.8601 | SRCC = 0.8561 ]
+INFO:root:Average loss=0.1913954380613107
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2723 | LCC = 0.8589 | SRCC = 0.8557 ]
+INFO:root:Average loss=0.18688664900568816
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2423 | LCC = 0.8595 | SRCC = 0.8560 ]
+INFO:root:Average loss=0.17525145029410338
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3154 | LCC = 0.8588 | SRCC = 0.8558 ]
+INFO:root:Average loss=0.17647515036738837
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2454 | LCC = 0.8592 | SRCC = 0.8558 ]
+INFO:root:Average loss=0.1585596498961632
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2544 | LCC = 0.8631 | SRCC = 0.8602 ]
+INFO:root:Average loss=0.1550421116825862
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2629 | LCC = 0.8658 | SRCC = 0.8632 ]
+INFO:root:Average loss=0.14689945553739867
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2327 | LCC = 0.8624 | SRCC = 0.8596 ]
+INFO:root:Average loss=0.13187655644156995
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2358 | LCC = 0.8613 | SRCC = 0.8582 ]
+INFO:root:Average loss=0.12761100123708063
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2272 | LCC = 0.8651 | SRCC = 0.8623 ]
+INFO:root:Average loss=0.13468540841952348
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2362 | LCC = 0.8625 | SRCC = 0.8607 ]
+INFO:root:Average loss=0.13370051215856504
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2131 | LCC = 0.8669 | SRCC = 0.8644 ]
+INFO:root:Average loss=0.11214740822712581
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2196 | LCC = 0.8661 | SRCC = 0.8630 ]
+INFO:root:Average loss=0.10826628941756028
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2291 | LCC = 0.8651 | SRCC = 0.8628 ]
+INFO:root:Average loss=0.10703701048325269
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2275 | LCC = 0.8637 | SRCC = 0.8612 ]
+INFO:root:Average loss=0.12180208027935945
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2599 | LCC = 0.8638 | SRCC = 0.8623 ]
+INFO:root:Average loss=0.10711288652740993
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2415 | LCC = 0.8593 | SRCC = 0.8559 ]
+INFO:root:Average loss=0.10152988049846429
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2818 | LCC = 0.8592 | SRCC = 0.8566 ]
+INFO:root:Average loss=0.08895817785882033
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2553 | LCC = 0.8571 | SRCC = 0.8558 ]
+INFO:root:Average loss=0.09626411851973106
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2353 | LCC = 0.8622 | SRCC = 0.8612 ]
+INFO:root:Average loss=0.08111188317147586
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2259 | LCC = 0.8577 | SRCC = 0.8552 ]
+INFO:root:Average loss=0.07931982362881684
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2329 | LCC = 0.8592 | SRCC = 0.8570 ]
+INFO:root:Average loss=0.08398373783207856
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2603 | LCC = 0.8564 | SRCC = 0.8558 ]
+INFO:root:Average loss=0.07481449780364831
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2261 | LCC = 0.8613 | SRCC = 0.8589 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2269 | LCC = 0.8620 | SRCC = 0.8608 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer22/run2/config.gin b/results_bvcc/w2v2_xlsr_1b/layer22/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer22/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_xlsr_1b/layer22/run2/model.pt b/results_bvcc/w2v2_xlsr_1b/layer22/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..68a67f4a2eb7cc0b92aa76ab161622f280bc2d97
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer22/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b853bfea359b4dd10d0b328c4ad293054150b4bd1ac1170c781833e30769e77a
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer22/run2/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer22/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..69ca84b3d5087ee3f93a5a040647e2fa7fcf3840
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer22/run2/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c820357d70802bb0833c7a3593bc4a97c17e1b2016e7d2b115c142edc71a6690
+size 4060422
diff --git a/results_bvcc/w2v2_xlsr_1b/layer22/run2/train.log b/results_bvcc/w2v2_xlsr_1b/layer22/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..a5e2295c53ba130a5d096b7074be6b89123939ab
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer22/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=0.54364330913776
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3578 | LCC = 0.7978 | SRCC = 0.7951 ]
+INFO:root:Average loss=0.2940159084705206
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2987 | LCC = 0.8286 | SRCC = 0.8240 ]
+INFO:root:Average loss=0.2559306739996641
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3092 | LCC = 0.8362 | SRCC = 0.8330 ]
+INFO:root:Average loss=0.23388606844804224
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3015 | LCC = 0.8466 | SRCC = 0.8447 ]
+INFO:root:Average loss=0.24392051421678984
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3369 | LCC = 0.8447 | SRCC = 0.8435 ]
+INFO:root:Average loss=0.2220739292410704
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2644 | LCC = 0.8544 | SRCC = 0.8499 ]
+INFO:root:Average loss=0.20577716559935838
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2647 | LCC = 0.8565 | SRCC = 0.8517 ]
+INFO:root:Average loss=0.1810518053288643
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2428 | LCC = 0.8616 | SRCC = 0.8572 ]
+INFO:root:Average loss=0.19026420389612517
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2584 | LCC = 0.8612 | SRCC = 0.8568 ]
+INFO:root:Average loss=0.17318926780269697
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3201 | LCC = 0.8576 | SRCC = 0.8598 ]
+INFO:root:Average loss=0.19374350678080168
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2662 | LCC = 0.8599 | SRCC = 0.8581 ]
+INFO:root:Average loss=0.1710712724389174
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2441 | LCC = 0.8616 | SRCC = 0.8576 ]
+INFO:root:Average loss=0.15870117778197312
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2895 | LCC = 0.8582 | SRCC = 0.8572 ]
+INFO:root:Average loss=0.1438934931006187
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2714 | LCC = 0.8562 | SRCC = 0.8542 ]
+INFO:root:Average loss=0.15367269086150023
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2503 | LCC = 0.8636 | SRCC = 0.8616 ]
+INFO:root:Average loss=0.13338068672097647
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2373 | LCC = 0.8540 | SRCC = 0.8494 ]
+INFO:root:Average loss=0.1312729505201181
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2627 | LCC = 0.8570 | SRCC = 0.8538 ]
+INFO:root:Average loss=0.12197160883209644
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2286 | LCC = 0.8611 | SRCC = 0.8576 ]
+INFO:root:Average loss=0.11968222480171765
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2381 | LCC = 0.8641 | SRCC = 0.8611 ]
+INFO:root:Average loss=0.12921160698319092
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2388 | LCC = 0.8593 | SRCC = 0.8550 ]
+INFO:root:Average loss=0.11558785786231358
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2352 | LCC = 0.8613 | SRCC = 0.8587 ]
+INFO:root:Average loss=0.11211107613948676
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2944 | LCC = 0.8539 | SRCC = 0.8552 ]
+INFO:root:Average loss=0.10578673906051196
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2452 | LCC = 0.8572 | SRCC = 0.8550 ]
+INFO:root:Average loss=0.11029505806091504
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2390 | LCC = 0.8604 | SRCC = 0.8597 ]
+INFO:root:Average loss=0.09869064170962726
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2350 | LCC = 0.8579 | SRCC = 0.8572 ]
+INFO:root:Average loss=0.0967630793650945
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2507 | LCC = 0.8624 | SRCC = 0.8605 ]
+INFO:root:Average loss=0.10425834367290521
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2577 | LCC = 0.8600 | SRCC = 0.8594 ]
+INFO:root:Average loss=0.09934133902574196
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2325 | LCC = 0.8613 | SRCC = 0.8592 ]
+INFO:root:Average loss=0.0815221795764489
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2328 | LCC = 0.8590 | SRCC = 0.8567 ]
+INFO:root:Average loss=0.08859693593321702
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2493 | LCC = 0.8596 | SRCC = 0.8586 ]
+INFO:root:Average loss=0.08739541705029133
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2495 | LCC = 0.8601 | SRCC = 0.8592 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2600 | LCC = 0.8615 | SRCC = 0.8627 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer22/run3/config.gin b/results_bvcc/w2v2_xlsr_1b/layer22/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer22/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_xlsr_1b/layer22/run3/model.pt b/results_bvcc/w2v2_xlsr_1b/layer22/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e500f71de5150028c1822c8dfb85db4e34119907
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer22/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4961e4183a5ee9fb47189ae4087b9e8abdadfe4d075dab34c676a87af0022af2
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer22/run3/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer22/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b1f6622374db1414e14fd34411e50319a432e58f
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer22/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ec7346ebe0804303df96a8eeeda5e9c55812eaa4af7b0903a9df4d8c3a6e311b
+size 4060422
diff --git a/results_bvcc/w2v2_xlsr_1b/layer22/run3/train.log b/results_bvcc/w2v2_xlsr_1b/layer22/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..bf27653d76b98e52dd7eb6c1183a593d93c7029e
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer22/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=0.4646237958700229
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3234 | LCC = 0.8009 | SRCC = 0.7975 ]
+INFO:root:Average loss=0.29216368668354475
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3630 | LCC = 0.8100 | SRCC = 0.8146 ]
+INFO:root:Average loss=0.26668377010486066
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2865 | LCC = 0.8343 | SRCC = 0.8297 ]
+INFO:root:Average loss=0.24925373399104828
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3260 | LCC = 0.8385 | SRCC = 0.8341 ]
+INFO:root:Average loss=0.24031289246601936
+INFO:root:
+[Valid][4][UTT][ MSE = 0.4179 | LCC = 0.8368 | SRCC = 0.8383 ]
+INFO:root:Average loss=0.223332642744749
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2491 | LCC = 0.8487 | SRCC = 0.8450 ]
+INFO:root:Average loss=0.2057494851641166
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2509 | LCC = 0.8505 | SRCC = 0.8458 ]
+INFO:root:Average loss=0.19670737697145876
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2476 | LCC = 0.8567 | SRCC = 0.8519 ]
+INFO:root:Average loss=0.18754842495306945
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2631 | LCC = 0.8608 | SRCC = 0.8566 ]
+INFO:root:Average loss=0.1805880798552281
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2569 | LCC = 0.8584 | SRCC = 0.8532 ]
+INFO:root:Average loss=0.1765533165098765
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2578 | LCC = 0.8549 | SRCC = 0.8519 ]
+INFO:root:Average loss=0.16365654136125857
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3479 | LCC = 0.8545 | SRCC = 0.8541 ]
+INFO:root:Average loss=0.16420980533346152
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2336 | LCC = 0.8608 | SRCC = 0.8576 ]
+INFO:root:Average loss=0.14990554434748796
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2653 | LCC = 0.8569 | SRCC = 0.8586 ]
+INFO:root:Average loss=0.15808078828148353
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2410 | LCC = 0.8633 | SRCC = 0.8644 ]
+INFO:root:Average loss=0.14175908544506782
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2283 | LCC = 0.8638 | SRCC = 0.8598 ]
+INFO:root:Average loss=0.12044353066728665
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2308 | LCC = 0.8628 | SRCC = 0.8588 ]
+INFO:root:Average loss=0.12266927231580783
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2241 | LCC = 0.8665 | SRCC = 0.8641 ]
+INFO:root:Average loss=0.14344352292708862
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2227 | LCC = 0.8665 | SRCC = 0.8633 ]
+INFO:root:Average loss=0.10823700615228751
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2326 | LCC = 0.8649 | SRCC = 0.8606 ]
+INFO:root:Average loss=0.1111146157177595
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2291 | LCC = 0.8677 | SRCC = 0.8652 ]
+INFO:root:Average loss=0.1056336638254997
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2428 | LCC = 0.8680 | SRCC = 0.8656 ]
+INFO:root:Average loss=0.12231082903842132
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2321 | LCC = 0.8636 | SRCC = 0.8606 ]
+INFO:root:Average loss=0.10209176426705642
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2317 | LCC = 0.8633 | SRCC = 0.8599 ]
+INFO:root:Average loss=0.0944724877197773
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2741 | LCC = 0.8649 | SRCC = 0.8625 ]
+INFO:root:Average loss=0.11318625032137601
+INFO:root:
+[Valid][25][UTT][ MSE = 0.3176 | LCC = 0.8603 | SRCC = 0.8582 ]
+INFO:root:Average loss=0.08519922812970784
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2383 | LCC = 0.8635 | SRCC = 0.8598 ]
+INFO:root:Average loss=0.08160786526516461
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2280 | LCC = 0.8603 | SRCC = 0.8565 ]
+INFO:root:Average loss=0.0841108074841591
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2605 | LCC = 0.8625 | SRCC = 0.8595 ]
+INFO:root:Average loss=0.08915269422607544
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2390 | LCC = 0.8563 | SRCC = 0.8544 ]
+INFO:root:Average loss=0.07876499809133701
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2300 | LCC = 0.8598 | SRCC = 0.8571 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2884 | LCC = 0.8551 | SRCC = 0.8541 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer22/run4/config.gin b/results_bvcc/w2v2_xlsr_1b/layer22/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer22/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_xlsr_1b/layer22/run4/model.pt b/results_bvcc/w2v2_xlsr_1b/layer22/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..3fae60fb053b0a65ed5fc8cbd7b5ad1921156d2e
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer22/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:83960ed6986a74f058d5d1db3c9f878f178ea3b7b393222708c3122005e9cbf8
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer22/run4/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer22/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..197650f2d55a51155fa7e1472206f1c43e34011e
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer22/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_1b/layer22/run4/train.log b/results_bvcc/w2v2_xlsr_1b/layer22/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..e1ee45228750ea2ed60d40f42ef5b311ad33431a
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer22/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.5281757857554998
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3649 | LCC = 0.8028 | SRCC = 0.7986 ]
+INFO:root:Average loss=0.29592790015232867
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3387 | LCC = 0.8249 | SRCC = 0.8243 ]
+INFO:root:Average loss=0.264556117164783
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2955 | LCC = 0.8406 | SRCC = 0.8349 ]
+INFO:root:Average loss=0.24260468303393096
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2838 | LCC = 0.8452 | SRCC = 0.8416 ]
+INFO:root:Average loss=0.23597520245955542
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2649 | LCC = 0.8554 | SRCC = 0.8511 ]
+INFO:root:Average loss=0.23639153727354148
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2664 | LCC = 0.8591 | SRCC = 0.8552 ]
+INFO:root:Average loss=0.19921576308134276
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2561 | LCC = 0.8553 | SRCC = 0.8537 ]
+INFO:root:Average loss=0.21488462006434417
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3185 | LCC = 0.8590 | SRCC = 0.8585 ]
+INFO:root:Average loss=0.1933045816154052
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2536 | LCC = 0.8636 | SRCC = 0.8613 ]
+INFO:root:Average loss=0.1813885776851422
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2442 | LCC = 0.8654 | SRCC = 0.8627 ]
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+INFO:root:
+[Valid][10][UTT][ MSE = 0.2448 | LCC = 0.8650 | SRCC = 0.8628 ]
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+INFO:root:
+[Valid][11][UTT][ MSE = 0.2534 | LCC = 0.8662 | SRCC = 0.8635 ]
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+[Valid][12][UTT][ MSE = 0.2464 | LCC = 0.8650 | SRCC = 0.8622 ]
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+[Valid][13][UTT][ MSE = 0.2328 | LCC = 0.8671 | SRCC = 0.8643 ]
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+INFO:root:
+[Valid][14][UTT][ MSE = 0.3170 | LCC = 0.8571 | SRCC = 0.8601 ]
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+INFO:root:
+[Valid][15][UTT][ MSE = 0.2547 | LCC = 0.8612 | SRCC = 0.8611 ]
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+[Valid][16][UTT][ MSE = 0.2311 | LCC = 0.8658 | SRCC = 0.8642 ]
+INFO:root:Average loss=0.13497231776515642
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2335 | LCC = 0.8643 | SRCC = 0.8635 ]
+INFO:root:Average loss=0.12640587460154143
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2544 | LCC = 0.8607 | SRCC = 0.8592 ]
+INFO:root:Average loss=0.12472166636815438
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2304 | LCC = 0.8611 | SRCC = 0.8580 ]
+INFO:root:Average loss=0.11187898864348729
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2508 | LCC = 0.8603 | SRCC = 0.8582 ]
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+INFO:root:
+[Valid][21][UTT][ MSE = 0.2282 | LCC = 0.8640 | SRCC = 0.8618 ]
+INFO:root:Average loss=0.10151641577100143
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2519 | LCC = 0.8608 | SRCC = 0.8583 ]
+INFO:root:Average loss=0.10042648810224655
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2248 | LCC = 0.8612 | SRCC = 0.8595 ]
+INFO:root:Average loss=0.09911563705939513
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2413 | LCC = 0.8606 | SRCC = 0.8582 ]
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+INFO:root:
+[Valid][25][UTT][ MSE = 0.2262 | LCC = 0.8592 | SRCC = 0.8566 ]
+INFO:root:Average loss=0.09225218107876106
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2743 | LCC = 0.8569 | SRCC = 0.8577 ]
+INFO:root:Average loss=0.12764341618197086
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2272 | LCC = 0.8611 | SRCC = 0.8589 ]
+INFO:root:Average loss=0.09390199795747414
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2535 | LCC = 0.8626 | SRCC = 0.8607 ]
+INFO:root:Average loss=0.09702739014457433
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2320 | LCC = 0.8636 | SRCC = 0.8621 ]
+INFO:root:Average loss=0.08344245052490479
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2965 | LCC = 0.8605 | SRCC = 0.8613 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2299 | LCC = 0.8618 | SRCC = 0.8595 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer24/run0/config.gin b/results_bvcc/w2v2_xlsr_1b/layer24/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer24/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_xlsr_1b/layer24/run0/model.pt b/results_bvcc/w2v2_xlsr_1b/layer24/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..045b1597b446fdd3ee4c1f9a5a689c38b9e5f4cb
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer24/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_1b/layer24/run0/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer24/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..a4687021960bb336e7687a56d8740f3fa9dd8935
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer24/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_1b/layer24/run0/train.log b/results_bvcc/w2v2_xlsr_1b/layer24/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..6f02d39f96abb772a37b932e8e44a3c7e7149ca7
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer24/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=0.5899481819226191
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3855 | LCC = 0.7684 | SRCC = 0.7618 ]
+INFO:root:Average loss=0.3406225102834212
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3542 | LCC = 0.8038 | SRCC = 0.7977 ]
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+[Valid][2][UTT][ MSE = 0.3408 | LCC = 0.8224 | SRCC = 0.8185 ]
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+INFO:root:
+[Valid][3][UTT][ MSE = 0.3135 | LCC = 0.8304 | SRCC = 0.8276 ]
+INFO:root:Average loss=0.25418112044915175
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3565 | LCC = 0.8359 | SRCC = 0.8354 ]
+INFO:root:Average loss=0.23653145955923277
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2783 | LCC = 0.8388 | SRCC = 0.8346 ]
+INFO:root:Average loss=0.21889465818038353
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2500 | LCC = 0.8462 | SRCC = 0.8419 ]
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+INFO:root:
+[Valid][7][UTT][ MSE = 0.3049 | LCC = 0.8429 | SRCC = 0.8411 ]
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+INFO:root:
+[Valid][8][UTT][ MSE = 0.2764 | LCC = 0.8499 | SRCC = 0.8451 ]
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+INFO:root:
+[Valid][9][UTT][ MSE = 0.2469 | LCC = 0.8492 | SRCC = 0.8446 ]
+INFO:root:Average loss=0.17469918976227441
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2744 | LCC = 0.8411 | SRCC = 0.8336 ]
+INFO:root:Average loss=0.18834853917360306
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2553 | LCC = 0.8461 | SRCC = 0.8415 ]
+INFO:root:Average loss=0.1725234194443776
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2647 | LCC = 0.8483 | SRCC = 0.8462 ]
+INFO:root:Average loss=0.14894996115412468
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2514 | LCC = 0.8467 | SRCC = 0.8406 ]
+INFO:root:Average loss=0.15206924711282438
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2557 | LCC = 0.8478 | SRCC = 0.8434 ]
+INFO:root:Average loss=0.1414451627777173
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2744 | LCC = 0.8429 | SRCC = 0.8396 ]
+INFO:root:Average loss=0.1620605733150091
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2565 | LCC = 0.8467 | SRCC = 0.8425 ]
+INFO:root:Average loss=0.13032647050344026
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2450 | LCC = 0.8476 | SRCC = 0.8429 ]
+INFO:root:Average loss=0.11848289175675465
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2549 | LCC = 0.8417 | SRCC = 0.8373 ]
+INFO:root:Average loss=0.1348278897886093
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2540 | LCC = 0.8487 | SRCC = 0.8463 ]
+INFO:root:Average loss=0.14211426789943987
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2616 | LCC = 0.8529 | SRCC = 0.8522 ]
+INFO:root:Average loss=0.1273592769717559
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2659 | LCC = 0.8462 | SRCC = 0.8434 ]
+INFO:root:Average loss=0.11474240107987171
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2745 | LCC = 0.8443 | SRCC = 0.8442 ]
+INFO:root:Average loss=0.10866355322874509
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2384 | LCC = 0.8494 | SRCC = 0.8465 ]
+INFO:root:Average loss=0.10332863190426277
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2433 | LCC = 0.8499 | SRCC = 0.8469 ]
+INFO:root:Average loss=0.0991194843290708
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2881 | LCC = 0.8477 | SRCC = 0.8461 ]
+INFO:root:Average loss=0.09512130390757169
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2575 | LCC = 0.8442 | SRCC = 0.8400 ]
+INFO:root:Average loss=0.08583468537873183
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2420 | LCC = 0.8477 | SRCC = 0.8440 ]
+INFO:root:Average loss=0.08764484405326538
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2548 | LCC = 0.8467 | SRCC = 0.8445 ]
+INFO:root:Average loss=0.08317718664423013
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2413 | LCC = 0.8499 | SRCC = 0.8470 ]
+INFO:root:Average loss=0.07882574768975759
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2744 | LCC = 0.8460 | SRCC = 0.8440 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2282 | LCC = 0.8638 | SRCC = 0.8626 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer24/run1/config.gin b/results_bvcc/w2v2_xlsr_1b/layer24/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer24/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_xlsr_1b/layer24/run1/model.pt b/results_bvcc/w2v2_xlsr_1b/layer24/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..83f3a45a3413aeb6a93170e7cc6320cbe49acbad
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer24/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5896adae53273a4eb30294bb76979132e2e0d9b72b6110b9c37b522eba7c6ddb
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer24/run1/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer24/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..7d75f3dfd07c74aa97f2f9fc18af8e484dfc4812
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer24/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a78a68c9dee1b28893ebf1cb5f5db99cb0d574b9c3e479752fe461d3bd74673a
+size 4060358
diff --git a/results_bvcc/w2v2_xlsr_1b/layer24/run1/train.log b/results_bvcc/w2v2_xlsr_1b/layer24/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..a9a270029b867bd40d307fdbaf0b9718a035ad23
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer24/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=0.5907481054847057
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4001 | LCC = 0.7803 | SRCC = 0.7810 ]
+INFO:root:Average loss=0.3256821580804311
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3728 | LCC = 0.8093 | SRCC = 0.8088 ]
+INFO:root:Average loss=0.27078360395553785
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3218 | LCC = 0.8303 | SRCC = 0.8269 ]
+INFO:root:Average loss=0.2443853551760698
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3260 | LCC = 0.8285 | SRCC = 0.8294 ]
+INFO:root:Average loss=0.247320501659161
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3199 | LCC = 0.8412 | SRCC = 0.8359 ]
+INFO:root:Average loss=0.21925436648038718
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3263 | LCC = 0.8418 | SRCC = 0.8419 ]
+INFO:root:Average loss=0.22167799106011024
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2805 | LCC = 0.8487 | SRCC = 0.8454 ]
+INFO:root:Average loss=0.20452896419626015
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3821 | LCC = 0.8465 | SRCC = 0.8477 ]
+INFO:root:Average loss=0.19776236046201143
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2488 | LCC = 0.8536 | SRCC = 0.8500 ]
+INFO:root:Average loss=0.2006421544804023
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2464 | LCC = 0.8555 | SRCC = 0.8511 ]
+INFO:root:Average loss=0.19043439044020113
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2402 | LCC = 0.8542 | SRCC = 0.8506 ]
+INFO:root:Average loss=0.16324809537484095
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2368 | LCC = 0.8572 | SRCC = 0.8534 ]
+INFO:root:Average loss=0.16260969629272437
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3872 | LCC = 0.8459 | SRCC = 0.8530 ]
+INFO:root:Average loss=0.14757272524711412
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2391 | LCC = 0.8548 | SRCC = 0.8513 ]
+INFO:root:Average loss=0.15209632519728097
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2624 | LCC = 0.8558 | SRCC = 0.8550 ]
+INFO:root:Average loss=0.1740534073458268
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3163 | LCC = 0.8571 | SRCC = 0.8572 ]
+INFO:root:Average loss=0.12526113482622
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2824 | LCC = 0.8509 | SRCC = 0.8506 ]
+INFO:root:Average loss=0.12443489438066116
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2925 | LCC = 0.8543 | SRCC = 0.8560 ]
+INFO:root:Average loss=0.12107260315082012
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2337 | LCC = 0.8553 | SRCC = 0.8510 ]
+INFO:root:Average loss=0.12413727673582542
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2409 | LCC = 0.8548 | SRCC = 0.8508 ]
+INFO:root:Average loss=0.10880463708860752
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2460 | LCC = 0.8532 | SRCC = 0.8504 ]
+INFO:root:Average loss=0.1148793223576668
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2374 | LCC = 0.8553 | SRCC = 0.8515 ]
+INFO:root:Average loss=0.11373814090322225
+INFO:root:
+[Valid][22][UTT][ MSE = 0.3073 | LCC = 0.8534 | SRCC = 0.8548 ]
+INFO:root:Average loss=0.10233265118530163
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2401 | LCC = 0.8551 | SRCC = 0.8516 ]
+INFO:root:Average loss=0.09418712900235103
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2360 | LCC = 0.8540 | SRCC = 0.8501 ]
+INFO:root:Average loss=0.10984427147568801
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2537 | LCC = 0.8542 | SRCC = 0.8538 ]
+INFO:root:Average loss=0.09237065748908581
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2801 | LCC = 0.8506 | SRCC = 0.8511 ]
+INFO:root:Average loss=0.08187285266243495
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2922 | LCC = 0.8516 | SRCC = 0.8525 ]
+INFO:root:Average loss=0.0824537948729136
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2374 | LCC = 0.8534 | SRCC = 0.8516 ]
+INFO:root:Average loss=0.12435113485807027
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2381 | LCC = 0.8541 | SRCC = 0.8496 ]
+INFO:root:Average loss=0.07598234278460343
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2326 | LCC = 0.8531 | SRCC = 0.8492 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2286 | LCC = 0.8599 | SRCC = 0.8589 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer24/run2/config.gin b/results_bvcc/w2v2_xlsr_1b/layer24/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer24/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_xlsr_1b/layer24/run2/model.pt b/results_bvcc/w2v2_xlsr_1b/layer24/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..6e7a98a043fb0d3a176e1e26c254a482218da5be
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer24/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1312e2342526fe84e809f356889b73a246c2707e26214c5c8e40036cde5fa0b0
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer24/run2/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer24/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..f0e33505e3129e021a796d2012b4119242b80b09
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer24/run2/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:927b7cefdd1d15ef74728bd41acb3ccd1576d674bef96c94f96e95ca0c80d6ff
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diff --git a/results_bvcc/w2v2_xlsr_1b/layer24/run2/train.log b/results_bvcc/w2v2_xlsr_1b/layer24/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..5fc35c99aa70d8e4b8c568f79a9ae369c66842c6
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer24/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=0.6034637464162631
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4013 | LCC = 0.7716 | SRCC = 0.7706 ]
+INFO:root:Average loss=0.34384506959945726
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3518 | LCC = 0.8068 | SRCC = 0.8012 ]
+INFO:root:Average loss=0.29506434347385013
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3521 | LCC = 0.8206 | SRCC = 0.8170 ]
+INFO:root:Average loss=0.25400505119409317
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2889 | LCC = 0.8320 | SRCC = 0.8269 ]
+INFO:root:Average loss=0.24592778869928458
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2685 | LCC = 0.8392 | SRCC = 0.8346 ]
+INFO:root:Average loss=0.2339337433759983
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2678 | LCC = 0.8433 | SRCC = 0.8380 ]
+INFO:root:Average loss=0.206419743788548
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2719 | LCC = 0.8454 | SRCC = 0.8419 ]
+INFO:root:Average loss=0.22846853494262084
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2575 | LCC = 0.8480 | SRCC = 0.8441 ]
+INFO:root:Average loss=0.21031395661143157
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2840 | LCC = 0.8470 | SRCC = 0.8415 ]
+INFO:root:Average loss=0.1817803252965976
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2601 | LCC = 0.8480 | SRCC = 0.8443 ]
+INFO:root:Average loss=0.1710654636606192
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3052 | LCC = 0.8448 | SRCC = 0.8469 ]
+INFO:root:Average loss=0.16735239556202522
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2661 | LCC = 0.8489 | SRCC = 0.8472 ]
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+INFO:root:
+[Valid][12][UTT][ MSE = 0.2407 | LCC = 0.8521 | SRCC = 0.8474 ]
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+INFO:root:
+[Valid][13][UTT][ MSE = 0.2585 | LCC = 0.8489 | SRCC = 0.8439 ]
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+INFO:root:
+[Valid][14][UTT][ MSE = 0.2604 | LCC = 0.8450 | SRCC = 0.8411 ]
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+INFO:root:
+[Valid][15][UTT][ MSE = 0.2471 | LCC = 0.8514 | SRCC = 0.8477 ]
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+INFO:root:
+[Valid][16][UTT][ MSE = 0.2373 | LCC = 0.8561 | SRCC = 0.8537 ]
+INFO:root:Average loss=0.1252008410027394
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2702 | LCC = 0.8524 | SRCC = 0.8531 ]
+INFO:root:Average loss=0.11078676619590858
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2419 | LCC = 0.8467 | SRCC = 0.8427 ]
+INFO:root:Average loss=0.11073678340285252
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2787 | LCC = 0.8434 | SRCC = 0.8382 ]
+INFO:root:Average loss=0.11184992784490952
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2483 | LCC = 0.8505 | SRCC = 0.8475 ]
+INFO:root:Average loss=0.10414009717985606
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2789 | LCC = 0.8464 | SRCC = 0.8418 ]
+INFO:root:Average loss=0.10745881249507268
+INFO:root:
+[Valid][22][UTT][ MSE = 0.3136 | LCC = 0.8512 | SRCC = 0.8552 ]
+INFO:root:Average loss=0.10390848193604213
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2349 | LCC = 0.8509 | SRCC = 0.8476 ]
+INFO:root:Average loss=0.09082182286641537
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2800 | LCC = 0.8494 | SRCC = 0.8499 ]
+INFO:root:Average loss=0.09117024926803051
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2426 | LCC = 0.8498 | SRCC = 0.8457 ]
+INFO:root:Average loss=0.0944358015862795
+INFO:root:
+[Valid][26][UTT][ MSE = 0.3935 | LCC = 0.8460 | SRCC = 0.8496 ]
+INFO:root:Average loss=0.08803766612441112
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2425 | LCC = 0.8506 | SRCC = 0.8485 ]
+INFO:root:Average loss=0.07623160592256448
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2539 | LCC = 0.8491 | SRCC = 0.8487 ]
+INFO:root:Average loss=0.07569783563033128
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2453 | LCC = 0.8510 | SRCC = 0.8479 ]
+INFO:root:Average loss=0.07490665986178777
+INFO:root:
+[Valid][30][UTT][ MSE = 0.3382 | LCC = 0.8485 | SRCC = 0.8528 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2420 | LCC = 0.8560 | SRCC = 0.8559 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer24/run3/config.gin b/results_bvcc/w2v2_xlsr_1b/layer24/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer24/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_xlsr_1b/layer24/run3/model.pt b/results_bvcc/w2v2_xlsr_1b/layer24/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b6805bb074ac16148ca26b10a506c86a8bf80597
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer24/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer24/run3/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer24/run3/model_best.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer24/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_1b/layer24/run3/train.log b/results_bvcc/w2v2_xlsr_1b/layer24/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..617854fdf49d2ae5224fa00bb6c9d92739f97d86
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer24/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=0.5521187004752648
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3735 | LCC = 0.7792 | SRCC = 0.7745 ]
+INFO:root:Average loss=0.3148125329842934
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3106 | LCC = 0.8099 | SRCC = 0.8053 ]
+INFO:root:Average loss=0.30228473513554305
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3222 | LCC = 0.8214 | SRCC = 0.8147 ]
+INFO:root:Average loss=0.2547601423202417
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2982 | LCC = 0.8356 | SRCC = 0.8305 ]
+INFO:root:Average loss=0.24509935252941573
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2852 | LCC = 0.8438 | SRCC = 0.8384 ]
+INFO:root:Average loss=0.25012936987555945
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2543 | LCC = 0.8455 | SRCC = 0.8412 ]
+INFO:root:Average loss=0.21282886732847262
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3025 | LCC = 0.8460 | SRCC = 0.8429 ]
+INFO:root:Average loss=0.2079168934470568
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2628 | LCC = 0.8502 | SRCC = 0.8452 ]
+INFO:root:Average loss=0.1770080229601799
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2428 | LCC = 0.8497 | SRCC = 0.8453 ]
+INFO:root:Average loss=0.17530701701075602
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2743 | LCC = 0.8481 | SRCC = 0.8428 ]
+INFO:root:Average loss=0.16822617778029197
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2474 | LCC = 0.8540 | SRCC = 0.8500 ]
+INFO:root:Average loss=0.16831999090619576
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2480 | LCC = 0.8503 | SRCC = 0.8445 ]
+INFO:root:Average loss=0.1595653978486856
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2414 | LCC = 0.8529 | SRCC = 0.8474 ]
+INFO:root:Average loss=0.14034180983136862
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2342 | LCC = 0.8550 | SRCC = 0.8518 ]
+INFO:root:Average loss=0.14148646258772948
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2860 | LCC = 0.8532 | SRCC = 0.8494 ]
+INFO:root:Average loss=0.15445621961202377
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2502 | LCC = 0.8549 | SRCC = 0.8509 ]
+INFO:root:Average loss=0.13405688355366388
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2546 | LCC = 0.8537 | SRCC = 0.8497 ]
+INFO:root:Average loss=0.1234972289739511
+INFO:root:
+[Valid][17][UTT][ MSE = 0.3019 | LCC = 0.8475 | SRCC = 0.8473 ]
+INFO:root:Average loss=0.12627426133706018
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2567 | LCC = 0.8571 | SRCC = 0.8566 ]
+INFO:root:Average loss=0.12088717300540362
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2467 | LCC = 0.8539 | SRCC = 0.8491 ]
+INFO:root:Average loss=0.11959695691863696
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2460 | LCC = 0.8562 | SRCC = 0.8539 ]
+INFO:root:Average loss=0.0991320184026009
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2400 | LCC = 0.8547 | SRCC = 0.8502 ]
+INFO:root:Average loss=0.13543327673314473
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2897 | LCC = 0.8535 | SRCC = 0.8497 ]
+INFO:root:Average loss=0.10417278139637066
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2406 | LCC = 0.8517 | SRCC = 0.8478 ]
+INFO:root:Average loss=0.1036486539703149
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2929 | LCC = 0.8486 | SRCC = 0.8489 ]
+INFO:root:Average loss=0.09540000954308571
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2403 | LCC = 0.8527 | SRCC = 0.8487 ]
+INFO:root:Average loss=0.10201542848386826
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2552 | LCC = 0.8535 | SRCC = 0.8502 ]
+INFO:root:Average loss=0.08781828162952876
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2480 | LCC = 0.8491 | SRCC = 0.8454 ]
+INFO:root:Average loss=0.08728788133997184
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2369 | LCC = 0.8521 | SRCC = 0.8476 ]
+INFO:root:Average loss=0.07744685995082061
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2430 | LCC = 0.8505 | SRCC = 0.8455 ]
+INFO:root:Average loss=0.0752896311191412
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2617 | LCC = 0.8448 | SRCC = 0.8401 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2367 | LCC = 0.8569 | SRCC = 0.8563 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer24/run4/config.gin b/results_bvcc/w2v2_xlsr_1b/layer24/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer24/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_xlsr_1b/layer24/run4/model.pt b/results_bvcc/w2v2_xlsr_1b/layer24/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..5ac5feb3065df7d5453c59f9005830c228cfcd2c
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer24/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:01148aefaf499dca5a962ae3cc17c59e4dcede044b5f6ba8d8f6a1b0157da069
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer24/run4/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer24/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..7f26c2103b28876530cfe346bf74094b77627f49
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer24/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:02df1cf1ab3e18e92ab6306abbbda5180424c20ec20bb73745bc036719a2028f
+size 4060358
diff --git a/results_bvcc/w2v2_xlsr_1b/layer24/run4/train.log b/results_bvcc/w2v2_xlsr_1b/layer24/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..eaa8f92ed3396cdab22f25d4740b81439e0a6ff2
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer24/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.7336788456409405
+INFO:root:
+[Valid][0][UTT][ MSE = 0.5256 | LCC = 0.7159 | SRCC = 0.7067 ]
+INFO:root:Average loss=0.34524171761213207
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3285 | LCC = 0.8120 | SRCC = 0.8082 ]
+INFO:root:Average loss=0.2753581083737887
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2858 | LCC = 0.8235 | SRCC = 0.8187 ]
+INFO:root:Average loss=0.25705388761483705
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2999 | LCC = 0.8265 | SRCC = 0.8260 ]
+INFO:root:Average loss=0.2345079665000622
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2662 | LCC = 0.8326 | SRCC = 0.8320 ]
+INFO:root:Average loss=0.22141422254916948
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2781 | LCC = 0.8495 | SRCC = 0.8458 ]
+INFO:root:Average loss=0.21697842301084444
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2618 | LCC = 0.8416 | SRCC = 0.8355 ]
+INFO:root:Average loss=0.20822065524183786
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2684 | LCC = 0.8499 | SRCC = 0.8456 ]
+INFO:root:Average loss=0.1785735908227089
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2578 | LCC = 0.8549 | SRCC = 0.8512 ]
+INFO:root:Average loss=0.17164502598536321
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2802 | LCC = 0.8482 | SRCC = 0.8448 ]
+INFO:root:Average loss=0.17402191660725153
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2516 | LCC = 0.8538 | SRCC = 0.8504 ]
+INFO:root:Average loss=0.15083313179321778
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2475 | LCC = 0.8518 | SRCC = 0.8485 ]
+INFO:root:Average loss=0.151907571997398
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2659 | LCC = 0.8493 | SRCC = 0.8459 ]
+INFO:root:Average loss=0.15231469741616493
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2526 | LCC = 0.8510 | SRCC = 0.8474 ]
+INFO:root:Average loss=0.14250028744722024
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2342 | LCC = 0.8563 | SRCC = 0.8544 ]
+INFO:root:Average loss=0.1339040904855117
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2427 | LCC = 0.8518 | SRCC = 0.8497 ]
+INFO:root:Average loss=0.11917369707654683
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2337 | LCC = 0.8574 | SRCC = 0.8549 ]
+INFO:root:Average loss=0.12231387503636189
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2451 | LCC = 0.8501 | SRCC = 0.8474 ]
+INFO:root:Average loss=0.12142091148938888
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3020 | LCC = 0.8469 | SRCC = 0.8437 ]
+INFO:root:Average loss=0.10623855578402679
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2481 | LCC = 0.8476 | SRCC = 0.8457 ]
+INFO:root:Average loss=0.10797692429369841
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2532 | LCC = 0.8438 | SRCC = 0.8410 ]
+INFO:root:Average loss=0.10560853774539936
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2768 | LCC = 0.8505 | SRCC = 0.8484 ]
+INFO:root:Average loss=0.11479430206311055
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2457 | LCC = 0.8448 | SRCC = 0.8421 ]
+INFO:root:Average loss=0.09584955832897088
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2660 | LCC = 0.8495 | SRCC = 0.8468 ]
+INFO:root:Average loss=0.08601698217292626
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2409 | LCC = 0.8471 | SRCC = 0.8462 ]
+INFO:root:Average loss=0.084688314403861
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2423 | LCC = 0.8497 | SRCC = 0.8483 ]
+INFO:root:Average loss=0.0942772154051524
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2397 | LCC = 0.8490 | SRCC = 0.8476 ]
+INFO:root:Average loss=0.07791030636200538
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2873 | LCC = 0.8442 | SRCC = 0.8423 ]
+INFO:root:Average loss=0.07399513500814255
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2555 | LCC = 0.8457 | SRCC = 0.8454 ]
+INFO:root:Average loss=0.07400414462272938
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2583 | LCC = 0.8473 | SRCC = 0.8454 ]
+INFO:root:Average loss=0.06724024506715628
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2352 | LCC = 0.8504 | SRCC = 0.8484 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2500 | LCC = 0.8594 | SRCC = 0.8573 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer26/run0/config.gin b/results_bvcc/w2v2_xlsr_1b/layer26/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer26/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_xlsr_1b/layer26/run0/model.pt b/results_bvcc/w2v2_xlsr_1b/layer26/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..02669d7aec878fb45a81555e65b1931c5b508636
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer26/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6ace895c0ac39e1cbfab45d16261a0917ca219ad88c6e4bd08dba00e5b1364fc
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer26/run0/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer26/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..406e9f4c7433f03688234a30268ac65d038299ea
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer26/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:89beedf1e1568e43131152d0ecfb1d43fa4cde42c7f077a1acf70785a48163ba
+size 4060358
diff --git a/results_bvcc/w2v2_xlsr_1b/layer26/run0/train.log b/results_bvcc/w2v2_xlsr_1b/layer26/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..5e1e063684656e84ada962149a5b30a5c509fd3f
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer26/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=0.5400556467282467
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4112 | LCC = 0.7747 | SRCC = 0.7758 ]
+INFO:root:Average loss=0.3147156244287124
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3409 | LCC = 0.8002 | SRCC = 0.7947 ]
+INFO:root:Average loss=0.28942251262756497
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3362 | LCC = 0.8152 | SRCC = 0.8115 ]
+INFO:root:Average loss=0.2592083412485245
+INFO:root:
+[Valid][3][UTT][ MSE = 0.4474 | LCC = 0.8176 | SRCC = 0.8180 ]
+INFO:root:Average loss=0.24511628024853194
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3031 | LCC = 0.8282 | SRCC = 0.8243 ]
+INFO:root:Average loss=0.22422443731473043
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2952 | LCC = 0.8298 | SRCC = 0.8238 ]
+INFO:root:Average loss=0.21440380792587233
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3709 | LCC = 0.8291 | SRCC = 0.8301 ]
+INFO:root:Average loss=0.19736770932108927
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2748 | LCC = 0.8384 | SRCC = 0.8332 ]
+INFO:root:Average loss=0.19050986338884401
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2567 | LCC = 0.8393 | SRCC = 0.8331 ]
+INFO:root:Average loss=0.19323610065457147
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2758 | LCC = 0.8401 | SRCC = 0.8341 ]
+INFO:root:Average loss=0.17856610308472926
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3092 | LCC = 0.8405 | SRCC = 0.8361 ]
+INFO:root:Average loss=0.19221516106373224
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2622 | LCC = 0.8429 | SRCC = 0.8381 ]
+INFO:root:Average loss=0.17021664069631162
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2667 | LCC = 0.8459 | SRCC = 0.8425 ]
+INFO:root:Average loss=0.16457142193730062
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2993 | LCC = 0.8410 | SRCC = 0.8390 ]
+INFO:root:Average loss=0.15232377709486547
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2792 | LCC = 0.8474 | SRCC = 0.8437 ]
+INFO:root:Average loss=0.14047699259259763
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2439 | LCC = 0.8456 | SRCC = 0.8410 ]
+INFO:root:Average loss=0.1419524107223902
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2922 | LCC = 0.8392 | SRCC = 0.8347 ]
+INFO:root:Average loss=0.13463203312876898
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2526 | LCC = 0.8444 | SRCC = 0.8407 ]
+INFO:root:Average loss=0.13187794759869576
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2895 | LCC = 0.8366 | SRCC = 0.8332 ]
+INFO:root:Average loss=0.1338744356464117
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2621 | LCC = 0.8437 | SRCC = 0.8399 ]
+INFO:root:Average loss=0.11233137567073871
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2669 | LCC = 0.8412 | SRCC = 0.8379 ]
+INFO:root:Average loss=0.11322464048862457
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2552 | LCC = 0.8417 | SRCC = 0.8368 ]
+INFO:root:Average loss=0.11027696442145568
+INFO:root:
+[Valid][22][UTT][ MSE = 0.3281 | LCC = 0.8376 | SRCC = 0.8391 ]
+INFO:root:Average loss=0.10078620767364135
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2752 | LCC = 0.8431 | SRCC = 0.8407 ]
+INFO:root:Average loss=0.09526940053090072
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2712 | LCC = 0.8351 | SRCC = 0.8302 ]
+INFO:root:Average loss=0.10429034100320095
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2720 | LCC = 0.8355 | SRCC = 0.8321 ]
+INFO:root:Average loss=0.0843035426372901
+INFO:root:
+[Valid][26][UTT][ MSE = 0.3169 | LCC = 0.8275 | SRCC = 0.8264 ]
+INFO:root:Average loss=0.09333629729465032
+INFO:root:
+[Valid][27][UTT][ MSE = 0.3211 | LCC = 0.8300 | SRCC = 0.8304 ]
+INFO:root:Average loss=0.08499042527415814
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2496 | LCC = 0.8407 | SRCC = 0.8354 ]
+INFO:root:Average loss=0.07830115455465439
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2825 | LCC = 0.8341 | SRCC = 0.8296 ]
+INFO:root:Average loss=0.07948503280297303
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2853 | LCC = 0.8325 | SRCC = 0.8296 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2439 | LCC = 0.8590 | SRCC = 0.8560 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer26/run1/config.gin b/results_bvcc/w2v2_xlsr_1b/layer26/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer26/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_xlsr_1b/layer26/run1/model.pt b/results_bvcc/w2v2_xlsr_1b/layer26/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..6ef27c10c9ffab2e89fe4592230e920fe533fd1f
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer26/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7f2fb8ffbf8df757bffbfbe88027db40d045c5a0cec7f363ee5cba913c9f4926
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer26/run1/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer26/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..f63dc856261fe193f29c6eadaf9caf1204b51e88
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer26/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a7eb122fdd1aa37060d42ba3bc9e350c50122e56a772b797f8e91c7679dc4977
+size 4060358
diff --git a/results_bvcc/w2v2_xlsr_1b/layer26/run1/train.log b/results_bvcc/w2v2_xlsr_1b/layer26/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..b15860ceba441d1c0264aa985d6b15ac6da7dbe7
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer26/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=0.6591919454244467
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4384 | LCC = 0.7281 | SRCC = 0.7314 ]
+INFO:root:Average loss=0.33101799873969495
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3460 | LCC = 0.8053 | SRCC = 0.8016 ]
+INFO:root:Average loss=0.27727481971184414
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2935 | LCC = 0.8186 | SRCC = 0.8174 ]
+INFO:root:Average loss=0.23987713628090346
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3048 | LCC = 0.8229 | SRCC = 0.8166 ]
+INFO:root:Average loss=0.2441632289152879
+INFO:root:
+[Valid][4][UTT][ MSE = 0.4070 | LCC = 0.8139 | SRCC = 0.8143 ]
+INFO:root:Average loss=0.22644027838340172
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2847 | LCC = 0.8404 | SRCC = 0.8348 ]
+INFO:root:Average loss=0.22357624788314867
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3015 | LCC = 0.8401 | SRCC = 0.8357 ]
+INFO:root:Average loss=0.1899553799094298
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2436 | LCC = 0.8440 | SRCC = 0.8402 ]
+INFO:root:Average loss=0.18248587999588403
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2865 | LCC = 0.8443 | SRCC = 0.8412 ]
+INFO:root:Average loss=0.17714963442622086
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3826 | LCC = 0.8344 | SRCC = 0.8351 ]
+INFO:root:Average loss=0.18972786334462655
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2525 | LCC = 0.8435 | SRCC = 0.8379 ]
+INFO:root:Average loss=0.1601751694121422
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2554 | LCC = 0.8413 | SRCC = 0.8371 ]
+INFO:root:Average loss=0.14200953155373916
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2465 | LCC = 0.8515 | SRCC = 0.8464 ]
+INFO:root:Average loss=0.15068959922362596
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2981 | LCC = 0.8405 | SRCC = 0.8364 ]
+INFO:root:Average loss=0.15689893525380355
+INFO:root:
+[Valid][14][UTT][ MSE = 0.3130 | LCC = 0.8442 | SRCC = 0.8436 ]
+INFO:root:Average loss=0.12544210493946686
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2654 | LCC = 0.8397 | SRCC = 0.8359 ]
+INFO:root:Average loss=0.11774024892693911
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3545 | LCC = 0.8415 | SRCC = 0.8434 ]
+INFO:root:Average loss=0.11940372286316676
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2451 | LCC = 0.8476 | SRCC = 0.8462 ]
+INFO:root:Average loss=0.11567452139197251
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2723 | LCC = 0.8476 | SRCC = 0.8480 ]
+INFO:root:Average loss=0.11003106741760021
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2773 | LCC = 0.8456 | SRCC = 0.8428 ]
+INFO:root:Average loss=0.10667500014488514
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2706 | LCC = 0.8470 | SRCC = 0.8439 ]
+INFO:root:Average loss=0.10179305215103504
+INFO:root:
+[Valid][21][UTT][ MSE = 0.3409 | LCC = 0.8362 | SRCC = 0.8377 ]
+INFO:root:Average loss=0.09433397684150781
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2694 | LCC = 0.8492 | SRCC = 0.8468 ]
+INFO:root:Average loss=0.08770220401959541
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2472 | LCC = 0.8447 | SRCC = 0.8415 ]
+INFO:root:Average loss=0.1242745895511829
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2823 | LCC = 0.8486 | SRCC = 0.8486 ]
+INFO:root:Average loss=0.0847993808774612
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2478 | LCC = 0.8417 | SRCC = 0.8392 ]
+INFO:root:Average loss=0.08545516488643792
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2369 | LCC = 0.8500 | SRCC = 0.8473 ]
+INFO:root:Average loss=0.07475767026727016
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2647 | LCC = 0.8430 | SRCC = 0.8408 ]
+INFO:root:Average loss=0.07451479050975579
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2520 | LCC = 0.8496 | SRCC = 0.8468 ]
+INFO:root:Average loss=0.07411101021063633
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2371 | LCC = 0.8486 | SRCC = 0.8453 ]
+INFO:root:Average loss=0.0731277421880991
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2731 | LCC = 0.8481 | SRCC = 0.8458 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2530 | LCC = 0.8539 | SRCC = 0.8541 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer26/run2/config.gin b/results_bvcc/w2v2_xlsr_1b/layer26/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer26/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_xlsr_1b/layer26/run2/model.pt b/results_bvcc/w2v2_xlsr_1b/layer26/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ce9bcdac238ef4e7da97085b6b82b19daffbc90e
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer26/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:eb23f62d14f89333fc10e39d9544b8284836889129b718179c02fa5fe5c05e2f
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer26/run2/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer26/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..52f37b8298765e92d84be6ec0b26cc94ed39fa54
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer26/run2/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bd2ce3c75ceecbea046b480a16deb6a66e12acef2f1b9a236ed89b28bc553939
+size 4060358
diff --git a/results_bvcc/w2v2_xlsr_1b/layer26/run2/train.log b/results_bvcc/w2v2_xlsr_1b/layer26/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..2073c912959d65dd367a7259651e53deb1f39814
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer26/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=0.6203316316390649
+INFO:root:
+[Valid][0][UTT][ MSE = 0.5098 | LCC = 0.7332 | SRCC = 0.7419 ]
+INFO:root:Average loss=0.35134312472282314
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3440 | LCC = 0.7948 | SRCC = 0.7894 ]
+INFO:root:Average loss=0.28565558657432216
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3249 | LCC = 0.8091 | SRCC = 0.8037 ]
+INFO:root:Average loss=0.2620782915216226
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2911 | LCC = 0.8263 | SRCC = 0.8225 ]
+INFO:root:Average loss=0.2455431253482134
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2796 | LCC = 0.8326 | SRCC = 0.8257 ]
+INFO:root:Average loss=0.24061358204254737
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3022 | LCC = 0.8364 | SRCC = 0.8326 ]
+INFO:root:Average loss=0.22009900708993277
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2973 | LCC = 0.8393 | SRCC = 0.8341 ]
+INFO:root:Average loss=0.20075464248657227
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2627 | LCC = 0.8408 | SRCC = 0.8353 ]
+INFO:root:Average loss=0.19342192386587462
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2725 | LCC = 0.8372 | SRCC = 0.8317 ]
+INFO:root:Average loss=0.17908215350829637
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3017 | LCC = 0.8300 | SRCC = 0.8250 ]
+INFO:root:Average loss=0.17661839971939722
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3221 | LCC = 0.8421 | SRCC = 0.8402 ]
+INFO:root:Average loss=0.1698799052108557
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3241 | LCC = 0.8464 | SRCC = 0.8437 ]
+INFO:root:Average loss=0.17333900527312204
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2618 | LCC = 0.8396 | SRCC = 0.8340 ]
+INFO:root:Average loss=0.15290564088485178
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2657 | LCC = 0.8394 | SRCC = 0.8342 ]
+INFO:root:Average loss=0.16781572156991714
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2834 | LCC = 0.8430 | SRCC = 0.8379 ]
+INFO:root:Average loss=0.15207360379206827
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2559 | LCC = 0.8402 | SRCC = 0.8345 ]
+INFO:root:Average loss=0.13457986158438218
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2406 | LCC = 0.8453 | SRCC = 0.8401 ]
+INFO:root:Average loss=0.13889104939806154
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2678 | LCC = 0.8458 | SRCC = 0.8407 ]
+INFO:root:Average loss=0.1276243261228769
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3156 | LCC = 0.8393 | SRCC = 0.8368 ]
+INFO:root:Average loss=0.11850077477403176
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2527 | LCC = 0.8383 | SRCC = 0.8321 ]
+INFO:root:Average loss=0.11437626192585015
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2637 | LCC = 0.8453 | SRCC = 0.8401 ]
+INFO:root:Average loss=0.11082629319757988
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2940 | LCC = 0.8395 | SRCC = 0.8379 ]
+INFO:root:Average loss=0.11493567396432926
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2454 | LCC = 0.8449 | SRCC = 0.8409 ]
+INFO:root:Average loss=0.09821420640517504
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2960 | LCC = 0.8425 | SRCC = 0.8420 ]
+INFO:root:Average loss=0.09634712968881314
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2514 | LCC = 0.8425 | SRCC = 0.8372 ]
+INFO:root:Average loss=0.08569600896384472
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2481 | LCC = 0.8434 | SRCC = 0.8401 ]
+INFO:root:Average loss=0.08971913536198628
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2601 | LCC = 0.8475 | SRCC = 0.8466 ]
+INFO:root:Average loss=0.0888366347226577
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2541 | LCC = 0.8458 | SRCC = 0.8432 ]
+INFO:root:Average loss=0.08514213452163415
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2561 | LCC = 0.8426 | SRCC = 0.8407 ]
+INFO:root:Average loss=0.08380659707845786
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2504 | LCC = 0.8429 | SRCC = 0.8399 ]
+INFO:root:Average loss=0.07620356036111331
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2764 | LCC = 0.8403 | SRCC = 0.8387 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2326 | LCC = 0.8557 | SRCC = 0.8540 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer26/run3/config.gin b/results_bvcc/w2v2_xlsr_1b/layer26/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer26/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_xlsr_1b/layer26/run3/model.pt b/results_bvcc/w2v2_xlsr_1b/layer26/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..577ad473a7bbcbf1eb849c03ebb7f41432d73590
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer26/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer26/run3/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer26/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..0a3b81cc22e490af6d06bfee6143a5dfb4b9711b
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer26/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_1b/layer26/run3/train.log b/results_bvcc/w2v2_xlsr_1b/layer26/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..0e2d5a75526b7a47ccae93e61a4cb180e29f5e53
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer26/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=0.5894378526852682
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3997 | LCC = 0.7553 | SRCC = 0.7515 ]
+INFO:root:Average loss=0.34820143037881607
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3450 | LCC = 0.8049 | SRCC = 0.7995 ]
+INFO:root:Average loss=0.28268805814859194
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3002 | LCC = 0.8173 | SRCC = 0.8122 ]
+INFO:root:Average loss=0.26951350883031505
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2919 | LCC = 0.8300 | SRCC = 0.8249 ]
+INFO:root:Average loss=0.2551080464170529
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2870 | LCC = 0.8334 | SRCC = 0.8281 ]
+INFO:root:Average loss=0.22494990302202028
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2801 | LCC = 0.8368 | SRCC = 0.8319 ]
+INFO:root:Average loss=0.2035385916630427
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2618 | LCC = 0.8406 | SRCC = 0.8357 ]
+INFO:root:Average loss=0.20336520079618844
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3180 | LCC = 0.8423 | SRCC = 0.8379 ]
+INFO:root:Average loss=0.19928872088591257
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2654 | LCC = 0.8424 | SRCC = 0.8388 ]
+INFO:root:Average loss=0.1738319617624466
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2821 | LCC = 0.8444 | SRCC = 0.8392 ]
+INFO:root:Average loss=0.1658261918868774
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2795 | LCC = 0.8478 | SRCC = 0.8429 ]
+INFO:root:Average loss=0.16392007174018103
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2513 | LCC = 0.8497 | SRCC = 0.8446 ]
+INFO:root:Average loss=0.17810786525026345
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3517 | LCC = 0.8449 | SRCC = 0.8439 ]
+INFO:root:Average loss=0.15882947477392662
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2419 | LCC = 0.8480 | SRCC = 0.8444 ]
+INFO:root:Average loss=0.14462982672147262
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2522 | LCC = 0.8488 | SRCC = 0.8460 ]
+INFO:root:Average loss=0.13316604380424207
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2509 | LCC = 0.8451 | SRCC = 0.8424 ]
+INFO:root:Average loss=0.12425264754356483
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2397 | LCC = 0.8485 | SRCC = 0.8456 ]
+INFO:root:Average loss=0.14253257100398725
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2377 | LCC = 0.8523 | SRCC = 0.8483 ]
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+INFO:root:
+[Valid][18][UTT][ MSE = 0.2465 | LCC = 0.8492 | SRCC = 0.8456 ]
+INFO:root:Average loss=0.11482605901666176
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2471 | LCC = 0.8453 | SRCC = 0.8417 ]
+INFO:root:Average loss=0.1029414248963197
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2512 | LCC = 0.8450 | SRCC = 0.8404 ]
+INFO:root:Average loss=0.1036906249057024
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2556 | LCC = 0.8415 | SRCC = 0.8376 ]
+INFO:root:Average loss=0.10592548147990154
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2675 | LCC = 0.8518 | SRCC = 0.8484 ]
+INFO:root:Average loss=0.08676271732801046
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2494 | LCC = 0.8485 | SRCC = 0.8443 ]
+INFO:root:Average loss=0.09516126371155946
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2467 | LCC = 0.8493 | SRCC = 0.8468 ]
+INFO:root:Average loss=0.09026996963299237
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2464 | LCC = 0.8485 | SRCC = 0.8447 ]
+INFO:root:Average loss=0.08163899914003335
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2489 | LCC = 0.8505 | SRCC = 0.8468 ]
+INFO:root:Average loss=0.07773912841310868
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2402 | LCC = 0.8491 | SRCC = 0.8454 ]
+INFO:root:Average loss=0.0812315216813332
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2605 | LCC = 0.8467 | SRCC = 0.8414 ]
+INFO:root:Average loss=0.07191186446027878
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2818 | LCC = 0.8430 | SRCC = 0.8368 ]
+INFO:root:Average loss=0.07326464173503411
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2648 | LCC = 0.8444 | SRCC = 0.8410 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2564 | LCC = 0.8550 | SRCC = 0.8559 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer26/run4/config.gin b/results_bvcc/w2v2_xlsr_1b/layer26/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer26/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_xlsr_1b/layer26/run4/model.pt b/results_bvcc/w2v2_xlsr_1b/layer26/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..0488b8d51a52d518d4fc9f00a57ef4532c1231a7
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer26/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:49965533fe970e3ed88815a04c0d4838a6e905829aed3d115f2f80d4abeec087
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer26/run4/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer26/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..045d3478f0dc663d1f0db957da392dc486cce72b
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer26/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d79428423499bc700d410816cf5caa3e1f490e4c9f6c3593d9b9549e73b9e98c
+size 4060358
diff --git a/results_bvcc/w2v2_xlsr_1b/layer26/run4/train.log b/results_bvcc/w2v2_xlsr_1b/layer26/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..9cc09d2bd004382505c7d90b1ac7185ab9035490
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer26/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.645623871149161
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4015 | LCC = 0.7455 | SRCC = 0.7464 ]
+INFO:root:Average loss=0.336208419348949
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3442 | LCC = 0.8049 | SRCC = 0.7996 ]
+INFO:root:Average loss=0.29019111222945726
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3083 | LCC = 0.8153 | SRCC = 0.8089 ]
+INFO:root:Average loss=0.25870953232814103
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2929 | LCC = 0.8234 | SRCC = 0.8178 ]
+INFO:root:Average loss=0.24342616437337336
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3064 | LCC = 0.8303 | SRCC = 0.8267 ]
+INFO:root:Average loss=0.22925328425107858
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2897 | LCC = 0.8361 | SRCC = 0.8312 ]
+INFO:root:Average loss=0.23803601146508485
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2667 | LCC = 0.8349 | SRCC = 0.8274 ]
+INFO:root:Average loss=0.2072170602205472
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3125 | LCC = 0.8337 | SRCC = 0.8273 ]
+INFO:root:Average loss=0.19339446666148993
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2671 | LCC = 0.8425 | SRCC = 0.8387 ]
+INFO:root:Average loss=0.17342878018434232
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2710 | LCC = 0.8446 | SRCC = 0.8411 ]
+INFO:root:Average loss=0.17203309807257774
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2771 | LCC = 0.8420 | SRCC = 0.8406 ]
+INFO:root:Average loss=0.16991679083842498
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2428 | LCC = 0.8446 | SRCC = 0.8412 ]
+INFO:root:Average loss=0.15143865557053152
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2591 | LCC = 0.8416 | SRCC = 0.8375 ]
+INFO:root:Average loss=0.15455442265822336
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2566 | LCC = 0.8409 | SRCC = 0.8362 ]
+INFO:root:Average loss=0.14311324814573312
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2544 | LCC = 0.8448 | SRCC = 0.8407 ]
+INFO:root:Average loss=0.13380974578933838
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2565 | LCC = 0.8409 | SRCC = 0.8363 ]
+INFO:root:Average loss=0.15263555342188248
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2412 | LCC = 0.8489 | SRCC = 0.8455 ]
+INFO:root:Average loss=0.13318454359586424
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2667 | LCC = 0.8495 | SRCC = 0.8469 ]
+INFO:root:Average loss=0.1205781920789144
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2438 | LCC = 0.8491 | SRCC = 0.8461 ]
+INFO:root:Average loss=0.11366074446302193
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2536 | LCC = 0.8427 | SRCC = 0.8410 ]
+INFO:root:Average loss=0.1072588209540416
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2622 | LCC = 0.8464 | SRCC = 0.8435 ]
+INFO:root:Average loss=0.11473818983022983
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2704 | LCC = 0.8444 | SRCC = 0.8417 ]
+INFO:root:Average loss=0.11328662951023151
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2785 | LCC = 0.8411 | SRCC = 0.8387 ]
+INFO:root:Average loss=0.10913695380664788
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2448 | LCC = 0.8444 | SRCC = 0.8433 ]
+INFO:root:Average loss=0.09321309912663239
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2483 | LCC = 0.8406 | SRCC = 0.8379 ]
+INFO:root:Average loss=0.09082352188535225
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2681 | LCC = 0.8344 | SRCC = 0.8305 ]
+INFO:root:Average loss=0.08845557511234894
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2555 | LCC = 0.8433 | SRCC = 0.8395 ]
+INFO:root:Average loss=0.08275455976716983
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2575 | LCC = 0.8404 | SRCC = 0.8374 ]
+INFO:root:Average loss=0.07958815638453533
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2476 | LCC = 0.8429 | SRCC = 0.8410 ]
+INFO:root:Average loss=0.09226034787029792
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2571 | LCC = 0.8399 | SRCC = 0.8367 ]
+INFO:root:Average loss=0.07848187817785984
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2469 | LCC = 0.8409 | SRCC = 0.8382 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2987 | LCC = 0.8548 | SRCC = 0.8547 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer28/run0/config.gin b/results_bvcc/w2v2_xlsr_1b/layer28/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer28/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_xlsr_1b/layer28/run0/model.pt b/results_bvcc/w2v2_xlsr_1b/layer28/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e1e0797860752589fa39d109058d84bd22005095
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer28/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:24930e716a71bdd44ac31f1705f72587a5cbd528a6868bc34ed056bed7d659d1
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer28/run0/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer28/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..f51ce47ef28946b31702468767a8975a23eacdca
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer28/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:860b83e3551fabd6f7d5fd4249fd79362b427d91730002ff5ccab7ebc634982d
+size 4060358
diff --git a/results_bvcc/w2v2_xlsr_1b/layer28/run0/train.log b/results_bvcc/w2v2_xlsr_1b/layer28/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..9015438e1cbc917f0db000622f78dd29952a2aa8
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer28/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=0.5663034740166787
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4198 | LCC = 0.7785 | SRCC = 0.7793 ]
+INFO:root:Average loss=0.33490303598153287
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3879 | LCC = 0.7976 | SRCC = 0.8018 ]
+INFO:root:Average loss=0.2998541880112428
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3358 | LCC = 0.8176 | SRCC = 0.8136 ]
+INFO:root:Average loss=0.2599918767809868
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3142 | LCC = 0.8271 | SRCC = 0.8203 ]
+INFO:root:Average loss=0.23127776556290114
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2794 | LCC = 0.8306 | SRCC = 0.8265 ]
+INFO:root:Average loss=0.23493147794252786
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2728 | LCC = 0.8333 | SRCC = 0.8277 ]
+INFO:root:Average loss=0.21130763825315696
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3536 | LCC = 0.8362 | SRCC = 0.8333 ]
+INFO:root:Average loss=0.20902927984029818
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2777 | LCC = 0.8383 | SRCC = 0.8330 ]
+INFO:root:Average loss=0.2053402154109417
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3311 | LCC = 0.8358 | SRCC = 0.8326 ]
+INFO:root:Average loss=0.19314535477986702
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2901 | LCC = 0.8398 | SRCC = 0.8365 ]
+INFO:root:Average loss=0.16958212069211862
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2799 | LCC = 0.8401 | SRCC = 0.8345 ]
+INFO:root:Average loss=0.1691911332309246
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3040 | LCC = 0.8439 | SRCC = 0.8416 ]
+INFO:root:Average loss=0.1551267381470937
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2714 | LCC = 0.8449 | SRCC = 0.8409 ]
+INFO:root:Average loss=0.14189445485289282
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2609 | LCC = 0.8419 | SRCC = 0.8393 ]
+INFO:root:Average loss=0.1556158609306201
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2596 | LCC = 0.8384 | SRCC = 0.8364 ]
+INFO:root:Average loss=0.14844445740947357
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2769 | LCC = 0.8362 | SRCC = 0.8346 ]
+INFO:root:Average loss=0.13188287768608484
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2589 | LCC = 0.8414 | SRCC = 0.8375 ]
+INFO:root:Average loss=0.12278866882507618
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2825 | LCC = 0.8419 | SRCC = 0.8382 ]
+INFO:root:Average loss=0.1264830260322644
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2523 | LCC = 0.8429 | SRCC = 0.8412 ]
+INFO:root:Average loss=0.1176429801644423
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2583 | LCC = 0.8411 | SRCC = 0.8382 ]
+INFO:root:Average loss=0.14846577008183187
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2798 | LCC = 0.8429 | SRCC = 0.8398 ]
+INFO:root:Average loss=0.10264312858000779
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2745 | LCC = 0.8394 | SRCC = 0.8387 ]
+INFO:root:Average loss=0.09930263717587177
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2538 | LCC = 0.8415 | SRCC = 0.8402 ]
+INFO:root:Average loss=0.10188423082805596
+INFO:root:
+[Valid][23][UTT][ MSE = 0.3536 | LCC = 0.8385 | SRCC = 0.8435 ]
+INFO:root:Average loss=0.0912108675409586
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2566 | LCC = 0.8432 | SRCC = 0.8409 ]
+INFO:root:Average loss=0.08861994251417808
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2713 | LCC = 0.8412 | SRCC = 0.8408 ]
+INFO:root:Average loss=0.11645837901876523
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2904 | LCC = 0.8437 | SRCC = 0.8423 ]
+INFO:root:Average loss=0.07973348865142235
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2843 | LCC = 0.8352 | SRCC = 0.8363 ]
+INFO:root:Average loss=0.08406137398038155
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2715 | LCC = 0.8360 | SRCC = 0.8323 ]
+INFO:root:Average loss=0.07296183862938331
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2616 | LCC = 0.8396 | SRCC = 0.8360 ]
+INFO:root:Average loss=0.08173288858662812
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2816 | LCC = 0.8391 | SRCC = 0.8366 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2874 | LCC = 0.8553 | SRCC = 0.8548 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer28/run1/config.gin b/results_bvcc/w2v2_xlsr_1b/layer28/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer28/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_xlsr_1b/layer28/run1/model.pt b/results_bvcc/w2v2_xlsr_1b/layer28/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..06f6579987cb70d4901aca0b447d6cd9513d6c7c
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer28/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer28/run1/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer28/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..016e73d6660dfa3f3473ffb33b7d0a13575062f6
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer28/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 4060358
diff --git a/results_bvcc/w2v2_xlsr_1b/layer28/run1/train.log b/results_bvcc/w2v2_xlsr_1b/layer28/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..ea01316875d2f909f84a81d4fea32daff0e34830
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer28/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=0.6214268635480832
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3802 | LCC = 0.7705 | SRCC = 0.7743 ]
+INFO:root:Average loss=0.32877716995202577
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3412 | LCC = 0.8040 | SRCC = 0.7994 ]
+INFO:root:Average loss=0.2879274810353915
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3114 | LCC = 0.8168 | SRCC = 0.8118 ]
+INFO:root:Average loss=0.26832820551517683
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3106 | LCC = 0.8245 | SRCC = 0.8198 ]
+INFO:root:Average loss=0.24322847104989564
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3057 | LCC = 0.8245 | SRCC = 0.8226 ]
+INFO:root:Average loss=0.22204535683760276
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3007 | LCC = 0.8354 | SRCC = 0.8309 ]
+INFO:root:Average loss=0.2315033026612722
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2708 | LCC = 0.8357 | SRCC = 0.8308 ]
+INFO:root:Average loss=0.22033145431524667
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2936 | LCC = 0.8327 | SRCC = 0.8274 ]
+INFO:root:Average loss=0.19799079325718758
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3225 | LCC = 0.8256 | SRCC = 0.8252 ]
+INFO:root:Average loss=0.2013840778515889
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3068 | LCC = 0.8437 | SRCC = 0.8389 ]
+INFO:root:Average loss=0.1913457195728253
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3146 | LCC = 0.8389 | SRCC = 0.8336 ]
+INFO:root:Average loss=0.17282821218936872
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2754 | LCC = 0.8421 | SRCC = 0.8406 ]
+INFO:root:Average loss=0.16614962120850882
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2733 | LCC = 0.8450 | SRCC = 0.8401 ]
+INFO:root:Average loss=0.15141446582781962
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2733 | LCC = 0.8407 | SRCC = 0.8388 ]
+INFO:root:Average loss=0.1522235588576549
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2564 | LCC = 0.8416 | SRCC = 0.8382 ]
+INFO:root:Average loss=0.1329856065985484
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2721 | LCC = 0.8409 | SRCC = 0.8399 ]
+INFO:root:Average loss=0.13051836813489595
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2836 | LCC = 0.8437 | SRCC = 0.8426 ]
+INFO:root:Average loss=0.12115896731997147
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2600 | LCC = 0.8493 | SRCC = 0.8451 ]
+INFO:root:Average loss=0.13694638586961305
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2926 | LCC = 0.8384 | SRCC = 0.8361 ]
+INFO:root:Average loss=0.11284378524392079
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2675 | LCC = 0.8400 | SRCC = 0.8387 ]
+INFO:root:Average loss=0.1326061747968197
+INFO:root:
+[Valid][20][UTT][ MSE = 0.3157 | LCC = 0.8372 | SRCC = 0.8391 ]
+INFO:root:Average loss=0.11585468034713696
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2480 | LCC = 0.8449 | SRCC = 0.8411 ]
+INFO:root:Average loss=0.10029923915863037
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2494 | LCC = 0.8413 | SRCC = 0.8375 ]
+INFO:root:Average loss=0.11273188220384793
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2646 | LCC = 0.8435 | SRCC = 0.8404 ]
+INFO:root:Average loss=0.10024769260333134
+INFO:root:
+[Valid][24][UTT][ MSE = 0.3273 | LCC = 0.8395 | SRCC = 0.8419 ]
+INFO:root:Average loss=0.09468857705211028
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2851 | LCC = 0.8400 | SRCC = 0.8411 ]
+INFO:root:Average loss=0.1048075282611908
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2846 | LCC = 0.8433 | SRCC = 0.8444 ]
+INFO:root:Average loss=0.08059274467329185
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2780 | LCC = 0.8453 | SRCC = 0.8450 ]
+INFO:root:Average loss=0.09657682387683636
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2496 | LCC = 0.8477 | SRCC = 0.8467 ]
+INFO:root:Average loss=0.08342814818024635
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2923 | LCC = 0.8394 | SRCC = 0.8413 ]
+INFO:root:Average loss=0.07895362701935646
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2551 | LCC = 0.8463 | SRCC = 0.8469 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2900 | LCC = 0.8604 | SRCC = 0.8608 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer28/run2/config.gin b/results_bvcc/w2v2_xlsr_1b/layer28/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer28/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_xlsr_1b/layer28/run2/model.pt b/results_bvcc/w2v2_xlsr_1b/layer28/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4722aa84bb08a55aa91a369bbe8bc0e9c7422b21
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer28/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:921dc48d234e31ccacc9cf59a72fbbb2f0e5b35c66df7d8d0f9a4c6c7afc4de4
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer28/run2/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer28/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..877c134667671d2ad0079609f9fa0321425dc243
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer28/run2/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c87a5cfcc486a51212bbcf5b1934b51ffa8d0bd36d25e777140a0483d1c31879
+size 4060358
diff --git a/results_bvcc/w2v2_xlsr_1b/layer28/run2/train.log b/results_bvcc/w2v2_xlsr_1b/layer28/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..66b16bc5cb9de78d51fb03f079e9d1ed825c30ef
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer28/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=0.549145625378841
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3603 | LCC = 0.7846 | SRCC = 0.7829 ]
+INFO:root:Average loss=0.31333386038358396
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3348 | LCC = 0.8055 | SRCC = 0.8010 ]
+INFO:root:Average loss=0.2668641058680339
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2870 | LCC = 0.8229 | SRCC = 0.8187 ]
+INFO:root:Average loss=0.24428488638920662
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3450 | LCC = 0.8305 | SRCC = 0.8284 ]
+INFO:root:Average loss=0.241889748053673
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3008 | LCC = 0.8409 | SRCC = 0.8362 ]
+INFO:root:Average loss=0.20701621549251753
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2636 | LCC = 0.8438 | SRCC = 0.8396 ]
+INFO:root:Average loss=0.1967977327414048
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2550 | LCC = 0.8447 | SRCC = 0.8405 ]
+INFO:root:Average loss=0.19500614740909675
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2455 | LCC = 0.8460 | SRCC = 0.8438 ]
+INFO:root:Average loss=0.1835483058522909
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2974 | LCC = 0.8450 | SRCC = 0.8427 ]
+INFO:root:Average loss=0.17526193106403717
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2911 | LCC = 0.8486 | SRCC = 0.8467 ]
+INFO:root:Average loss=0.1562808875281077
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2657 | LCC = 0.8521 | SRCC = 0.8482 ]
+INFO:root:Average loss=0.1602542877006225
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2498 | LCC = 0.8484 | SRCC = 0.8473 ]
+INFO:root:Average loss=0.14490702165625033
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2555 | LCC = 0.8486 | SRCC = 0.8446 ]
+INFO:root:Average loss=0.1369563816831662
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2559 | LCC = 0.8435 | SRCC = 0.8400 ]
+INFO:root:Average loss=0.14054352178787574
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2606 | LCC = 0.8461 | SRCC = 0.8449 ]
+INFO:root:Average loss=0.13500201205412546
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3204 | LCC = 0.8385 | SRCC = 0.8421 ]
+INFO:root:Average loss=0.14373983729344147
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2654 | LCC = 0.8475 | SRCC = 0.8462 ]
+INFO:root:Average loss=0.1196319223023378
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2558 | LCC = 0.8482 | SRCC = 0.8455 ]
+INFO:root:Average loss=0.1073008944781927
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2555 | LCC = 0.8418 | SRCC = 0.8385 ]
+INFO:root:Average loss=0.10278716454139122
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2403 | LCC = 0.8482 | SRCC = 0.8464 ]
+INFO:root:Average loss=0.11188699577290279
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2689 | LCC = 0.8390 | SRCC = 0.8394 ]
+INFO:root:Average loss=0.11071859481625068
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2439 | LCC = 0.8483 | SRCC = 0.8463 ]
+INFO:root:Average loss=0.13111423381055012
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2510 | LCC = 0.8430 | SRCC = 0.8409 ]
+INFO:root:Average loss=0.10067816498952034
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2500 | LCC = 0.8440 | SRCC = 0.8415 ]
+INFO:root:Average loss=0.09043278669317563
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2481 | LCC = 0.8430 | SRCC = 0.8410 ]
+INFO:root:Average loss=0.08190379535349515
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2409 | LCC = 0.8472 | SRCC = 0.8451 ]
+INFO:root:Average loss=0.09656929563826476
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2752 | LCC = 0.8472 | SRCC = 0.8451 ]
+INFO:root:Average loss=0.09902102323487783
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2715 | LCC = 0.8423 | SRCC = 0.8389 ]
+INFO:root:Average loss=0.07774903840170456
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2504 | LCC = 0.8435 | SRCC = 0.8409 ]
+INFO:root:Average loss=0.07410566422801751
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2444 | LCC = 0.8450 | SRCC = 0.8436 ]
+INFO:root:Average loss=0.06955093675507949
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2596 | LCC = 0.8406 | SRCC = 0.8380 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2898 | LCC = 0.8580 | SRCC = 0.8592 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer28/run3/config.gin b/results_bvcc/w2v2_xlsr_1b/layer28/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer28/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_xlsr_1b/layer28/run3/model.pt b/results_bvcc/w2v2_xlsr_1b/layer28/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..a027d2e0f9c6a5450aac2b1006dea94f04a448df
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer28/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c810f0fec2ca7b867bdf3112b5c1185043e313fb4b8545089fcf8289f0216d06
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer28/run3/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer28/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..6f3696cf345f6078ecdfe1925a842726dd01f541
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer28/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6df4c36e9da2a624a5fba4e04624c123cdbcda702eaf5ba1a9ff9811ffd109cd
+size 4060358
diff --git a/results_bvcc/w2v2_xlsr_1b/layer28/run3/train.log b/results_bvcc/w2v2_xlsr_1b/layer28/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..3ad94ad836ea9fcbdd6ef19d91e9140fdad1dda9
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer28/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=0.5443353935694083
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3866 | LCC = 0.7781 | SRCC = 0.7781 ]
+INFO:root:Average loss=0.32673939699545884
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3603 | LCC = 0.7975 | SRCC = 0.7973 ]
+INFO:root:Average loss=0.2736456585236085
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3182 | LCC = 0.8218 | SRCC = 0.8177 ]
+INFO:root:Average loss=0.259588245397959
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3001 | LCC = 0.8335 | SRCC = 0.8286 ]
+INFO:root:Average loss=0.23109862838800138
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2787 | LCC = 0.8358 | SRCC = 0.8313 ]
+INFO:root:Average loss=0.22425024268718866
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3090 | LCC = 0.8363 | SRCC = 0.8324 ]
+INFO:root:Average loss=0.22156002171910727
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2818 | LCC = 0.8418 | SRCC = 0.8388 ]
+INFO:root:Average loss=0.19116230557362238
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2595 | LCC = 0.8438 | SRCC = 0.8391 ]
+INFO:root:Average loss=0.18427174920455003
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2614 | LCC = 0.8452 | SRCC = 0.8412 ]
+INFO:root:Average loss=0.17010251270272794
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2776 | LCC = 0.8408 | SRCC = 0.8352 ]
+INFO:root:Average loss=0.17680480493566927
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2845 | LCC = 0.8378 | SRCC = 0.8355 ]
+INFO:root:Average loss=0.15738966822242126
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2476 | LCC = 0.8461 | SRCC = 0.8408 ]
+INFO:root:Average loss=0.15537992931711367
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2578 | LCC = 0.8475 | SRCC = 0.8426 ]
+INFO:root:Average loss=0.14983127533625334
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2661 | LCC = 0.8424 | SRCC = 0.8369 ]
+INFO:root:Average loss=0.1528090576712902
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2861 | LCC = 0.8442 | SRCC = 0.8447 ]
+INFO:root:Average loss=0.1421474689283432
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2811 | LCC = 0.8455 | SRCC = 0.8450 ]
+INFO:root:Average loss=0.1313948639883445
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2851 | LCC = 0.8474 | SRCC = 0.8476 ]
+INFO:root:Average loss=0.11737997619769512
+INFO:root:
+[Valid][17][UTT][ MSE = 0.3029 | LCC = 0.8390 | SRCC = 0.8408 ]
+INFO:root:Average loss=0.11990352366597225
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2446 | LCC = 0.8481 | SRCC = 0.8447 ]
+INFO:root:Average loss=0.10676780085151012
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2601 | LCC = 0.8438 | SRCC = 0.8412 ]
+INFO:root:Average loss=0.10146367951081349
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2455 | LCC = 0.8462 | SRCC = 0.8428 ]
+INFO:root:Average loss=0.09897403161113079
+INFO:root:
+[Valid][21][UTT][ MSE = 0.3107 | LCC = 0.8431 | SRCC = 0.8419 ]
+INFO:root:Average loss=0.10740625485777855
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2405 | LCC = 0.8476 | SRCC = 0.8442 ]
+INFO:root:Average loss=0.08744129839424904
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2593 | LCC = 0.8477 | SRCC = 0.8454 ]
+INFO:root:Average loss=0.09439463531359649
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2542 | LCC = 0.8488 | SRCC = 0.8454 ]
+INFO:root:Average loss=0.08545539680963908
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2513 | LCC = 0.8478 | SRCC = 0.8444 ]
+INFO:root:Average loss=0.08240664258408241
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2340 | LCC = 0.8538 | SRCC = 0.8522 ]
+INFO:root:Average loss=0.07539985835170135
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2456 | LCC = 0.8456 | SRCC = 0.8424 ]
+INFO:root:Average loss=0.0739742500277666
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2480 | LCC = 0.8484 | SRCC = 0.8461 ]
+INFO:root:Average loss=0.07591588876377313
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2566 | LCC = 0.8459 | SRCC = 0.8441 ]
+INFO:root:Average loss=0.07112733804835723
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2552 | LCC = 0.8455 | SRCC = 0.8442 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2279 | LCC = 0.8606 | SRCC = 0.8610 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer28/run4/config.gin b/results_bvcc/w2v2_xlsr_1b/layer28/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer28/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_xlsr_1b/layer28/run4/model.pt b/results_bvcc/w2v2_xlsr_1b/layer28/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..db0866d69a88e257574dc12ffd74cb3fdb2e96c4
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer28/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer28/run4/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer28/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..0b210515ac5795e16d6fb26e71211276cd614bda
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer28/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_1b/layer28/run4/train.log b/results_bvcc/w2v2_xlsr_1b/layer28/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..b59f24d45ac80fac3a5e2f0a15f4db4a71199385
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer28/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.5853846638630598
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4017 | LCC = 0.7643 | SRCC = 0.7681 ]
+INFO:root:Average loss=0.3221125459441772
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3979 | LCC = 0.7945 | SRCC = 0.7962 ]
+INFO:root:Average loss=0.28932440491058886
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3059 | LCC = 0.8207 | SRCC = 0.8154 ]
+INFO:root:Average loss=0.2649921253323555
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3045 | LCC = 0.8260 | SRCC = 0.8201 ]
+INFO:root:Average loss=0.24769448584470993
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2730 | LCC = 0.8313 | SRCC = 0.8261 ]
+INFO:root:Average loss=0.24929306350457361
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2892 | LCC = 0.8384 | SRCC = 0.8319 ]
+INFO:root:Average loss=0.21671953014074227
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2869 | LCC = 0.8338 | SRCC = 0.8274 ]
+INFO:root:Average loss=0.226204959436869
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2661 | LCC = 0.8328 | SRCC = 0.8274 ]
+INFO:root:Average loss=0.20109849910323435
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2780 | LCC = 0.8361 | SRCC = 0.8295 ]
+INFO:root:Average loss=0.18314362021210867
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2624 | LCC = 0.8405 | SRCC = 0.8372 ]
+INFO:root:Average loss=0.17150406644512445
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2434 | LCC = 0.8458 | SRCC = 0.8428 ]
+INFO:root:Average loss=0.1767400490740935
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2774 | LCC = 0.8387 | SRCC = 0.8376 ]
+INFO:root:Average loss=0.15624486626340792
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2644 | LCC = 0.8436 | SRCC = 0.8409 ]
+INFO:root:Average loss=0.1578331861931544
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3449 | LCC = 0.8330 | SRCC = 0.8342 ]
+INFO:root:Average loss=0.1598033168568061
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2846 | LCC = 0.8379 | SRCC = 0.8359 ]
+INFO:root:Average loss=0.14465675541223624
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2625 | LCC = 0.8416 | SRCC = 0.8398 ]
+INFO:root:Average loss=0.1420350772065994
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2458 | LCC = 0.8455 | SRCC = 0.8429 ]
+INFO:root:Average loss=0.13054690958979803
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2419 | LCC = 0.8470 | SRCC = 0.8433 ]
+INFO:root:Average loss=0.11698543719756298
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2585 | LCC = 0.8379 | SRCC = 0.8349 ]
+INFO:root:Average loss=0.12290556294222672
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2997 | LCC = 0.8377 | SRCC = 0.8387 ]
+INFO:root:Average loss=0.11371636400238061
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2605 | LCC = 0.8361 | SRCC = 0.8342 ]
+INFO:root:Average loss=0.09480706721735306
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2498 | LCC = 0.8406 | SRCC = 0.8378 ]
+INFO:root:Average loss=0.09894444592870198
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2596 | LCC = 0.8398 | SRCC = 0.8371 ]
+INFO:root:Average loss=0.09160415770915839
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2540 | LCC = 0.8368 | SRCC = 0.8353 ]
+INFO:root:Average loss=0.08988852283129325
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2526 | LCC = 0.8385 | SRCC = 0.8357 ]
+INFO:root:Average loss=0.09331381860642861
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2708 | LCC = 0.8402 | SRCC = 0.8398 ]
+INFO:root:Average loss=0.08008230491899528
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2469 | LCC = 0.8414 | SRCC = 0.8390 ]
+INFO:root:Average loss=0.07885401032100885
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2613 | LCC = 0.8382 | SRCC = 0.8353 ]
+INFO:root:Average loss=0.08464651096325654
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2500 | LCC = 0.8404 | SRCC = 0.8400 ]
+INFO:root:Average loss=0.0825800369374263
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2648 | LCC = 0.8377 | SRCC = 0.8367 ]
+INFO:root:Average loss=0.06975471099408773
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2646 | LCC = 0.8354 | SRCC = 0.8331 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2373 | LCC = 0.8622 | SRCC = 0.8624 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer30/run0/config.gin b/results_bvcc/w2v2_xlsr_1b/layer30/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer30/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_xlsr_1b/layer30/run0/model.pt b/results_bvcc/w2v2_xlsr_1b/layer30/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..a43bf2fae3364b3717edc98eb2e1101b6cb25b02
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer30/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:98385eb4a57baf6bedc42e73428340d99853646034ae64d613944930e4f68915
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer30/run0/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer30/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..9e572b83c01bea0ef3051d1d011ef0d894bd421d
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer30/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c60aa81aa6ae15e079ba4a93cfb002d018d31d9b27e67f496d13b2344e2ae3be
+size 4060358
diff --git a/results_bvcc/w2v2_xlsr_1b/layer30/run0/train.log b/results_bvcc/w2v2_xlsr_1b/layer30/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..0cdb63a9cad5382158f2be70e6dc2b07d1bcbf09
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer30/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=0.6263571708248212
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4309 | LCC = 0.7555 | SRCC = 0.7537 ]
+INFO:root:Average loss=0.37366473025236374
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3458 | LCC = 0.7900 | SRCC = 0.7862 ]
+INFO:root:Average loss=0.30443996974290943
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3477 | LCC = 0.7999 | SRCC = 0.7967 ]
+INFO:root:Average loss=0.25868929024690235
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3081 | LCC = 0.8152 | SRCC = 0.8112 ]
+INFO:root:Average loss=0.26446351179709804
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3281 | LCC = 0.8248 | SRCC = 0.8217 ]
+INFO:root:Average loss=0.2314336141332602
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2899 | LCC = 0.8308 | SRCC = 0.8268 ]
+INFO:root:Average loss=0.21036538730065027
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3031 | LCC = 0.8315 | SRCC = 0.8273 ]
+INFO:root:Average loss=0.2009437384131627
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3334 | LCC = 0.8185 | SRCC = 0.8173 ]
+INFO:root:Average loss=0.20991886464449075
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2907 | LCC = 0.8290 | SRCC = 0.8245 ]
+INFO:root:Average loss=0.20742733690601128
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2779 | LCC = 0.8358 | SRCC = 0.8315 ]
+INFO:root:Average loss=0.18212701198764336
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3376 | LCC = 0.8251 | SRCC = 0.8226 ]
+INFO:root:Average loss=0.1699043502792334
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2945 | LCC = 0.8372 | SRCC = 0.8339 ]
+INFO:root:Average loss=0.16155874834228784
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3080 | LCC = 0.8385 | SRCC = 0.8353 ]
+INFO:root:Average loss=0.17294752521392626
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2854 | LCC = 0.8373 | SRCC = 0.8341 ]
+INFO:root:Average loss=0.13930480401867476
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2841 | LCC = 0.8345 | SRCC = 0.8314 ]
+INFO:root:Average loss=0.1423560595856263
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2821 | LCC = 0.8288 | SRCC = 0.8235 ]
+INFO:root:Average loss=0.14599918277981955
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3030 | LCC = 0.8375 | SRCC = 0.8355 ]
+INFO:root:Average loss=0.12680611472863418
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2715 | LCC = 0.8385 | SRCC = 0.8380 ]
+INFO:root:Average loss=0.11681418665326558
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3097 | LCC = 0.8355 | SRCC = 0.8322 ]
+INFO:root:Average loss=0.12871681803312057
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2573 | LCC = 0.8431 | SRCC = 0.8386 ]
+INFO:root:Average loss=0.1044238992035389
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2526 | LCC = 0.8400 | SRCC = 0.8357 ]
+INFO:root:Average loss=0.11336921079036517
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2847 | LCC = 0.8418 | SRCC = 0.8398 ]
+INFO:root:Average loss=0.0995346989769202
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2611 | LCC = 0.8372 | SRCC = 0.8330 ]
+INFO:root:Average loss=0.10876439650280353
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2630 | LCC = 0.8440 | SRCC = 0.8406 ]
+INFO:root:Average loss=0.09401008959573048
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2593 | LCC = 0.8421 | SRCC = 0.8388 ]
+INFO:root:Average loss=0.0897708152158138
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2570 | LCC = 0.8444 | SRCC = 0.8399 ]
+INFO:root:Average loss=0.08875640161717549
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2579 | LCC = 0.8388 | SRCC = 0.8343 ]
+INFO:root:Average loss=0.08823337897849388
+INFO:root:
+[Valid][27][UTT][ MSE = 0.3309 | LCC = 0.8311 | SRCC = 0.8314 ]
+INFO:root:Average loss=0.08806507728802852
+INFO:root:
+[Valid][28][UTT][ MSE = 0.3176 | LCC = 0.8302 | SRCC = 0.8300 ]
+INFO:root:Average loss=0.08318254370719959
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2613 | LCC = 0.8358 | SRCC = 0.8322 ]
+INFO:root:Average loss=0.07293984723778871
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2619 | LCC = 0.8354 | SRCC = 0.8326 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2589 | LCC = 0.8572 | SRCC = 0.8557 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer30/run1/config.gin b/results_bvcc/w2v2_xlsr_1b/layer30/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer30/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_xlsr_1b/layer30/run1/model.pt b/results_bvcc/w2v2_xlsr_1b/layer30/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..9d01c69480a45abfdd84fe184b68ce7bb7e0ef9e
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer30/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:17c6e49dde049eb89316e1f82254c1eb42e9ecb2d4f13ff793d3c9a0a4476e9b
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer30/run1/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer30/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..7d63042d4730430526fc0437ba5d18e7591fb31e
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer30/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:eba9c6ca1c96835829b2774967c288db1ca76eb28d0f0de97e04235610266b32
+size 4060358
diff --git a/results_bvcc/w2v2_xlsr_1b/layer30/run1/train.log b/results_bvcc/w2v2_xlsr_1b/layer30/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..e416d5ca166ee5dc525f925d9c1d1f261ecc5390
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer30/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=0.5755783048195716
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3926 | LCC = 0.7567 | SRCC = 0.7540 ]
+INFO:root:Average loss=0.31774726338111436
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3336 | LCC = 0.7988 | SRCC = 0.7927 ]
+INFO:root:Average loss=0.2716405913233757
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3419 | LCC = 0.7965 | SRCC = 0.7941 ]
+INFO:root:Average loss=0.2702736075107868
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3538 | LCC = 0.8055 | SRCC = 0.8058 ]
+INFO:root:Average loss=0.23588721339519209
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3096 | LCC = 0.8244 | SRCC = 0.8177 ]
+INFO:root:Average loss=0.22544001463132027
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2812 | LCC = 0.8299 | SRCC = 0.8274 ]
+INFO:root:Average loss=0.21027787621968833
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2707 | LCC = 0.8362 | SRCC = 0.8329 ]
+INFO:root:Average loss=0.2082980594191796
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2824 | LCC = 0.8285 | SRCC = 0.8248 ]
+INFO:root:Average loss=0.22684893642480558
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3270 | LCC = 0.8218 | SRCC = 0.8213 ]
+INFO:root:Average loss=0.18577858261190927
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2678 | LCC = 0.8384 | SRCC = 0.8347 ]
+INFO:root:Average loss=0.18412559278882468
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2763 | LCC = 0.8393 | SRCC = 0.8381 ]
+INFO:root:Average loss=0.16282316383260947
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2858 | LCC = 0.8403 | SRCC = 0.8360 ]
+INFO:root:Average loss=0.16472524461837915
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2722 | LCC = 0.8457 | SRCC = 0.8420 ]
+INFO:root:Average loss=0.16216812416529044
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3095 | LCC = 0.8468 | SRCC = 0.8444 ]
+INFO:root:Average loss=0.16135375574231148
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2993 | LCC = 0.8464 | SRCC = 0.8441 ]
+INFO:root:Average loss=0.14132712991573873
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2662 | LCC = 0.8438 | SRCC = 0.8417 ]
+INFO:root:Average loss=0.12858391419435158
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2548 | LCC = 0.8490 | SRCC = 0.8457 ]
+INFO:root:Average loss=0.1471772348651519
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2603 | LCC = 0.8400 | SRCC = 0.8367 ]
+INFO:root:Average loss=0.1232049147096964
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3330 | LCC = 0.8312 | SRCC = 0.8354 ]
+INFO:root:Average loss=0.1306768693985083
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2679 | LCC = 0.8427 | SRCC = 0.8419 ]
+INFO:root:Average loss=0.11757494404147832
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2964 | LCC = 0.8455 | SRCC = 0.8443 ]
+INFO:root:Average loss=0.10830784159211013
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2580 | LCC = 0.8461 | SRCC = 0.8464 ]
+INFO:root:Average loss=0.11360931047835411
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2552 | LCC = 0.8443 | SRCC = 0.8419 ]
+INFO:root:Average loss=0.1037437877116295
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2628 | LCC = 0.8435 | SRCC = 0.8410 ]
+INFO:root:Average loss=0.1180074316664384
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2613 | LCC = 0.8435 | SRCC = 0.8424 ]
+INFO:root:Average loss=0.0910275749480113
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2531 | LCC = 0.8461 | SRCC = 0.8440 ]
+INFO:root:Average loss=0.08575523052460109
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2549 | LCC = 0.8431 | SRCC = 0.8414 ]
+INFO:root:Average loss=0.08421452625248677
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2544 | LCC = 0.8385 | SRCC = 0.8379 ]
+INFO:root:Average loss=0.08290216689690566
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2571 | LCC = 0.8399 | SRCC = 0.8359 ]
+INFO:root:Average loss=0.09612279786513402
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2618 | LCC = 0.8435 | SRCC = 0.8420 ]
+INFO:root:Average loss=0.08495942684702384
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2500 | LCC = 0.8425 | SRCC = 0.8411 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2553 | LCC = 0.8576 | SRCC = 0.8579 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer30/run2/config.gin b/results_bvcc/w2v2_xlsr_1b/layer30/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer30/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_xlsr_1b/layer30/run2/model.pt b/results_bvcc/w2v2_xlsr_1b/layer30/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..0db09f6c3b8c979c635c68b1c711cd9bb1201242
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer30/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer30/run2/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer30/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..8acc1f2f2535098d4d7b39616ad4a3ca07b6599e
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer30/run2/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1133255b608805904c70e7927352a1cf8d54afb87f9652657d6188683df7af6a
+size 4060358
diff --git a/results_bvcc/w2v2_xlsr_1b/layer30/run2/train.log b/results_bvcc/w2v2_xlsr_1b/layer30/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..0659a9fdb03c71274817c2f304d7f95a77569ff0
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer30/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=0.6655792223337369
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4530 | LCC = 0.7343 | SRCC = 0.7535 ]
+INFO:root:Average loss=0.3495295703029021
+INFO:root:
+[Valid][1][UTT][ MSE = 0.4377 | LCC = 0.7908 | SRCC = 0.7939 ]
+INFO:root:Average loss=0.30231902423577434
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3329 | LCC = 0.8012 | SRCC = 0.7986 ]
+INFO:root:Average loss=0.27130589748804385
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3900 | LCC = 0.8171 | SRCC = 0.8155 ]
+INFO:root:Average loss=0.27601407659359467
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3313 | LCC = 0.8217 | SRCC = 0.8187 ]
+INFO:root:Average loss=0.2394034948486548
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3199 | LCC = 0.8250 | SRCC = 0.8216 ]
+INFO:root:Average loss=0.22222886110345522
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2865 | LCC = 0.8233 | SRCC = 0.8189 ]
+INFO:root:Average loss=0.21011822384137374
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2697 | LCC = 0.8370 | SRCC = 0.8343 ]
+INFO:root:Average loss=0.191844431635661
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2703 | LCC = 0.8340 | SRCC = 0.8301 ]
+INFO:root:Average loss=0.18627025951177645
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2847 | LCC = 0.8372 | SRCC = 0.8366 ]
+INFO:root:Average loss=0.18667692156174245
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2918 | LCC = 0.8375 | SRCC = 0.8351 ]
+INFO:root:Average loss=0.17716824177366036
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2669 | LCC = 0.8391 | SRCC = 0.8364 ]
+INFO:root:Average loss=0.15874255878420976
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2583 | LCC = 0.8406 | SRCC = 0.8376 ]
+INFO:root:Average loss=0.15138458976378807
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2546 | LCC = 0.8432 | SRCC = 0.8401 ]
+INFO:root:Average loss=0.14572574809575692
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2753 | LCC = 0.8419 | SRCC = 0.8414 ]
+INFO:root:Average loss=0.14135266133607963
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3271 | LCC = 0.8333 | SRCC = 0.8392 ]
+INFO:root:Average loss=0.1556537842903382
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2546 | LCC = 0.8410 | SRCC = 0.8390 ]
+INFO:root:Average loss=0.12335216607420872
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2723 | LCC = 0.8365 | SRCC = 0.8332 ]
+INFO:root:Average loss=0.1304247457629595
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2774 | LCC = 0.8398 | SRCC = 0.8398 ]
+INFO:root:Average loss=0.11719184808242016
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2766 | LCC = 0.8405 | SRCC = 0.8424 ]
+INFO:root:Average loss=0.11966790817677975
+INFO:root:
+[Valid][20][UTT][ MSE = 0.3181 | LCC = 0.8336 | SRCC = 0.8379 ]
+INFO:root:Average loss=0.10785436334136204
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2627 | LCC = 0.8386 | SRCC = 0.8399 ]
+INFO:root:Average loss=0.10006918672185677
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2665 | LCC = 0.8384 | SRCC = 0.8380 ]
+INFO:root:Average loss=0.09774506841905606
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2598 | LCC = 0.8374 | SRCC = 0.8355 ]
+INFO:root:Average loss=0.091464530199002
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2524 | LCC = 0.8402 | SRCC = 0.8390 ]
+INFO:root:Average loss=0.08933305577971996
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2672 | LCC = 0.8347 | SRCC = 0.8340 ]
+INFO:root:Average loss=0.10837330038730915
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2835 | LCC = 0.8402 | SRCC = 0.8376 ]
+INFO:root:Average loss=0.08771980754457988
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2518 | LCC = 0.8402 | SRCC = 0.8381 ]
+INFO:root:Average loss=0.08345586133117859
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2560 | LCC = 0.8404 | SRCC = 0.8372 ]
+INFO:root:Average loss=0.07840574002609803
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2502 | LCC = 0.8416 | SRCC = 0.8403 ]
+INFO:root:Average loss=0.08167016883500111
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2614 | LCC = 0.8422 | SRCC = 0.8420 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2454 | LCC = 0.8523 | SRCC = 0.8510 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer30/run3/config.gin b/results_bvcc/w2v2_xlsr_1b/layer30/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer30/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_xlsr_1b/layer30/run3/model.pt b/results_bvcc/w2v2_xlsr_1b/layer30/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..82573903fd3e1fee495a98528032917eab84515d
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer30/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f0d5e5f7e67562547fe5610792c34aa6f5c1f345348ead3e4d68a1767409b540
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer30/run3/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer30/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..9ec86ef3b4d45ba5fd98c5949e49e79a3db9c385
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer30/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_1b/layer30/run3/train.log b/results_bvcc/w2v2_xlsr_1b/layer30/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..6e3c3d86bdf35dffb3e46417bc5b25a7b3eb3d1d
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer30/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=0.6029297675077732
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3680 | LCC = 0.7713 | SRCC = 0.7702 ]
+INFO:root:Average loss=0.3368140065517181
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3269 | LCC = 0.7995 | SRCC = 0.7952 ]
+INFO:root:Average loss=0.29393383459402966
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3021 | LCC = 0.8133 | SRCC = 0.8087 ]
+INFO:root:Average loss=0.2770807126011604
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3037 | LCC = 0.8131 | SRCC = 0.8087 ]
+INFO:root:Average loss=0.24886303395032883
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3006 | LCC = 0.8228 | SRCC = 0.8200 ]
+INFO:root:Average loss=0.2309585165901062
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2900 | LCC = 0.8247 | SRCC = 0.8207 ]
+INFO:root:Average loss=0.23065722962984672
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2817 | LCC = 0.8305 | SRCC = 0.8279 ]
+INFO:root:Average loss=0.22132751364738512
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2848 | LCC = 0.8333 | SRCC = 0.8291 ]
+INFO:root:Average loss=0.20151398674799845
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3130 | LCC = 0.8292 | SRCC = 0.8278 ]
+INFO:root:Average loss=0.21816041502050865
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3845 | LCC = 0.8254 | SRCC = 0.8280 ]
+INFO:root:Average loss=0.19743249689539275
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3062 | LCC = 0.8420 | SRCC = 0.8398 ]
+INFO:root:Average loss=0.1758450856193518
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2690 | LCC = 0.8444 | SRCC = 0.8412 ]
+INFO:root:Average loss=0.15960903905141047
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2634 | LCC = 0.8408 | SRCC = 0.8371 ]
+INFO:root:Average loss=0.16390506999614912
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2903 | LCC = 0.8416 | SRCC = 0.8409 ]
+INFO:root:Average loss=0.16431811365943688
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2575 | LCC = 0.8419 | SRCC = 0.8376 ]
+INFO:root:Average loss=0.14400324779443252
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2514 | LCC = 0.8477 | SRCC = 0.8451 ]
+INFO:root:Average loss=0.13636042865423056
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2610 | LCC = 0.8414 | SRCC = 0.8381 ]
+INFO:root:Average loss=0.13112716701550362
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2507 | LCC = 0.8436 | SRCC = 0.8422 ]
+INFO:root:Average loss=0.13111972111539963
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2645 | LCC = 0.8432 | SRCC = 0.8406 ]
+INFO:root:Average loss=0.12495966972066806
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2578 | LCC = 0.8451 | SRCC = 0.8420 ]
+INFO:root:Average loss=0.1298267292097593
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2733 | LCC = 0.8435 | SRCC = 0.8429 ]
+INFO:root:Average loss=0.11182045850616235
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2672 | LCC = 0.8372 | SRCC = 0.8343 ]
+INFO:root:Average loss=0.11319834681657645
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2571 | LCC = 0.8426 | SRCC = 0.8404 ]
+INFO:root:Average loss=0.10452039983983223
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2673 | LCC = 0.8386 | SRCC = 0.8347 ]
+INFO:root:Average loss=0.11230164422438695
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2720 | LCC = 0.8421 | SRCC = 0.8396 ]
+INFO:root:Average loss=0.10303928674413608
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2921 | LCC = 0.8386 | SRCC = 0.8356 ]
+INFO:root:Average loss=0.09332739857909007
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2573 | LCC = 0.8403 | SRCC = 0.8380 ]
+INFO:root:Average loss=0.08799224819701451
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2505 | LCC = 0.8457 | SRCC = 0.8440 ]
+INFO:root:Average loss=0.09697767987083165
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2644 | LCC = 0.8449 | SRCC = 0.8417 ]
+INFO:root:Average loss=0.0954691933420224
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2671 | LCC = 0.8453 | SRCC = 0.8460 ]
+INFO:root:Average loss=0.08534204472716038
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2792 | LCC = 0.8359 | SRCC = 0.8375 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2631 | LCC = 0.8511 | SRCC = 0.8511 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer30/run4/config.gin b/results_bvcc/w2v2_xlsr_1b/layer30/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer30/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_xlsr_1b/layer30/run4/model.pt b/results_bvcc/w2v2_xlsr_1b/layer30/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..bfdf71ad8aa2a2a19ca05b18cc9127c8a87eff4e
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer30/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_1b/layer30/run4/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer30/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..da7923df62022d92d72ad79ca9831d9d68405215
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer30/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_1b/layer30/run4/train.log b/results_bvcc/w2v2_xlsr_1b/layer30/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..284b5e31e6b0ac85d90b1792426dd38d03c986f8
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer30/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.652475119401247
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4275 | LCC = 0.7588 | SRCC = 0.7585 ]
+INFO:root:Average loss=0.32744220682443714
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3278 | LCC = 0.8077 | SRCC = 0.8039 ]
+INFO:root:Average loss=0.28817799362616664
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3092 | LCC = 0.8165 | SRCC = 0.8117 ]
+INFO:root:Average loss=0.2512915008343183
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3194 | LCC = 0.8196 | SRCC = 0.8140 ]
+INFO:root:Average loss=0.23774267733097076
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3270 | LCC = 0.8271 | SRCC = 0.8231 ]
+INFO:root:Average loss=0.225778579329833
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2952 | LCC = 0.8317 | SRCC = 0.8289 ]
+INFO:root:Average loss=0.23237257240674433
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2826 | LCC = 0.8352 | SRCC = 0.8310 ]
+INFO:root:Average loss=0.20079739640156427
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3283 | LCC = 0.8347 | SRCC = 0.8348 ]
+INFO:root:Average loss=0.20343532909949621
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3372 | LCC = 0.8368 | SRCC = 0.8361 ]
+INFO:root:Average loss=0.1805356047474421
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2784 | LCC = 0.8410 | SRCC = 0.8369 ]
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+INFO:root:
+[Valid][10][UTT][ MSE = 0.2670 | LCC = 0.8417 | SRCC = 0.8375 ]
+INFO:root:Average loss=0.16272602077478018
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2744 | LCC = 0.8392 | SRCC = 0.8345 ]
+INFO:root:Average loss=0.1589770872050371
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2743 | LCC = 0.8424 | SRCC = 0.8400 ]
+INFO:root:Average loss=0.15439950560147947
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2585 | LCC = 0.8450 | SRCC = 0.8402 ]
+INFO:root:Average loss=0.14222390424364653
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2615 | LCC = 0.8426 | SRCC = 0.8400 ]
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+INFO:root:
+[Valid][15][UTT][ MSE = 0.2870 | LCC = 0.8414 | SRCC = 0.8385 ]
+INFO:root:Average loss=0.14156997041442457
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3318 | LCC = 0.8471 | SRCC = 0.8493 ]
+INFO:root:Average loss=0.13452033517070305
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2680 | LCC = 0.8469 | SRCC = 0.8456 ]
+INFO:root:Average loss=0.12590725739032793
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2567 | LCC = 0.8450 | SRCC = 0.8409 ]
+INFO:root:Average loss=0.12319729075982021
+INFO:root:
+[Valid][19][UTT][ MSE = 0.3039 | LCC = 0.8418 | SRCC = 0.8392 ]
+INFO:root:Average loss=0.1252092604453747
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2511 | LCC = 0.8473 | SRCC = 0.8441 ]
+INFO:root:Average loss=0.11044681554612441
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2755 | LCC = 0.8409 | SRCC = 0.8379 ]
+INFO:root:Average loss=0.09722516723932365
+INFO:root:
+[Valid][22][UTT][ MSE = 0.3617 | LCC = 0.8369 | SRCC = 0.8401 ]
+INFO:root:Average loss=0.10364858868221442
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2585 | LCC = 0.8452 | SRCC = 0.8422 ]
+INFO:root:Average loss=0.09299478727655533
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2789 | LCC = 0.8409 | SRCC = 0.8388 ]
+INFO:root:Average loss=0.10021459292142819
+INFO:root:
+[Valid][25][UTT][ MSE = 0.3140 | LCC = 0.8344 | SRCC = 0.8327 ]
+INFO:root:Average loss=0.0890317544914209
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2502 | LCC = 0.8430 | SRCC = 0.8392 ]
+INFO:root:Average loss=0.09173184222517869
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2880 | LCC = 0.8451 | SRCC = 0.8432 ]
+INFO:root:Average loss=0.09536425654704754
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2542 | LCC = 0.8445 | SRCC = 0.8418 ]
+INFO:root:Average loss=0.08235083305491851
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2635 | LCC = 0.8439 | SRCC = 0.8401 ]
+INFO:root:Average loss=0.08625975332390039
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2770 | LCC = 0.8386 | SRCC = 0.8366 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2668 | LCC = 0.8505 | SRCC = 0.8528 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer32/run0/config.gin b/results_bvcc/w2v2_xlsr_1b/layer32/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer32/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_xlsr_1b/layer32/run0/model.pt b/results_bvcc/w2v2_xlsr_1b/layer32/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..3d8d207ef3d2b4851cf7b9b03caf8cafa0793fb4
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer32/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f2529e4bfacbd8068132135d44ccb177f52c09de2f9585dd057aaab059f53638
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer32/run0/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer32/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..0bad72b575bfdf76baea6abff48ec0794dd9cbbe
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer32/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c659302a619ad70143eb7ec18d64751b262fbf1ea988f3e2cbf799db6b290e85
+size 4060422
diff --git a/results_bvcc/w2v2_xlsr_1b/layer32/run0/train.log b/results_bvcc/w2v2_xlsr_1b/layer32/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..4006b9584c6a4022f8c69ede3f2bf3ba803ad7eb
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer32/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=0.5841981592850808
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3976 | LCC = 0.7628 | SRCC = 0.7578 ]
+INFO:root:Average loss=0.34192595267907167
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3336 | LCC = 0.7969 | SRCC = 0.7907 ]
+INFO:root:Average loss=0.2940526862557118
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3164 | LCC = 0.8169 | SRCC = 0.8129 ]
+INFO:root:Average loss=0.2599095513041203
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3105 | LCC = 0.8175 | SRCC = 0.8126 ]
+INFO:root:Average loss=0.2449298415046472
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3390 | LCC = 0.8230 | SRCC = 0.8199 ]
+INFO:root:Average loss=0.22954115940210146
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2811 | LCC = 0.8333 | SRCC = 0.8275 ]
+INFO:root:Average loss=0.24882077654966941
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3414 | LCC = 0.8298 | SRCC = 0.8269 ]
+INFO:root:Average loss=0.2083099472981233
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3222 | LCC = 0.8304 | SRCC = 0.8294 ]
+INFO:root:Average loss=0.2042025384039451
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2872 | LCC = 0.8378 | SRCC = 0.8347 ]
+INFO:root:Average loss=0.1972693224939016
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2749 | LCC = 0.8436 | SRCC = 0.8385 ]
+INFO:root:Average loss=0.1846376019410598
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2521 | LCC = 0.8428 | SRCC = 0.8380 ]
+INFO:root:Average loss=0.18061614103424242
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2616 | LCC = 0.8441 | SRCC = 0.8392 ]
+INFO:root:Average loss=0.15600258293442237
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2559 | LCC = 0.8446 | SRCC = 0.8414 ]
+INFO:root:Average loss=0.14788349163837922
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2522 | LCC = 0.8428 | SRCC = 0.8387 ]
+INFO:root:Average loss=0.1444454068938891
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2584 | LCC = 0.8463 | SRCC = 0.8440 ]
+INFO:root:Average loss=0.14927519093721342
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2572 | LCC = 0.8443 | SRCC = 0.8400 ]
+INFO:root:Average loss=0.13672791383205316
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2582 | LCC = 0.8452 | SRCC = 0.8417 ]
+INFO:root:Average loss=0.1360771317894642
+INFO:root:
+[Valid][17][UTT][ MSE = 0.3066 | LCC = 0.8424 | SRCC = 0.8413 ]
+INFO:root:Average loss=0.1401686277718116
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3128 | LCC = 0.8435 | SRCC = 0.8431 ]
+INFO:root:Average loss=0.12838594386210808
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2962 | LCC = 0.8447 | SRCC = 0.8425 ]
+INFO:root:Average loss=0.12658565424573728
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2986 | LCC = 0.8346 | SRCC = 0.8315 ]
+INFO:root:Average loss=0.11419870847692856
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2579 | LCC = 0.8478 | SRCC = 0.8458 ]
+INFO:root:Average loss=0.11151205757871652
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2782 | LCC = 0.8429 | SRCC = 0.8408 ]
+INFO:root:Average loss=0.10607821503892922
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2456 | LCC = 0.8485 | SRCC = 0.8432 ]
+INFO:root:Average loss=0.1002847521733015
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2536 | LCC = 0.8488 | SRCC = 0.8460 ]
+INFO:root:Average loss=0.10112770637258506
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2591 | LCC = 0.8468 | SRCC = 0.8434 ]
+INFO:root:Average loss=0.09912740123959687
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2635 | LCC = 0.8493 | SRCC = 0.8462 ]
+INFO:root:Average loss=0.08665535173928127
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2502 | LCC = 0.8470 | SRCC = 0.8441 ]
+INFO:root:Average loss=0.08600411043526271
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2505 | LCC = 0.8463 | SRCC = 0.8441 ]
+INFO:root:Average loss=0.07999380305409431
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2459 | LCC = 0.8487 | SRCC = 0.8471 ]
+INFO:root:Average loss=0.0841115671568192
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2536 | LCC = 0.8514 | SRCC = 0.8480 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2447 | LCC = 0.8498 | SRCC = 0.8479 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer32/run1/config.gin b/results_bvcc/w2v2_xlsr_1b/layer32/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer32/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_xlsr_1b/layer32/run1/model.pt b/results_bvcc/w2v2_xlsr_1b/layer32/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..c7a99fdffc6adbc75ec423f097b0289efc7f4f1c
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer32/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ca6ddb390fad38299f3c4dc6bd0c82939af3eb7b02f71c6b07cebed08114b924
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer32/run1/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer32/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..d2d9c93bcd3e05512213007fedc0c092ade4b682
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer32/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 4060422
diff --git a/results_bvcc/w2v2_xlsr_1b/layer32/run1/train.log b/results_bvcc/w2v2_xlsr_1b/layer32/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..b479f977b4b322bc251131ae3b713d3e293b2095
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer32/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=0.6348444597843366
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3785 | LCC = 0.7673 | SRCC = 0.7677 ]
+INFO:root:Average loss=0.3277699643602738
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3468 | LCC = 0.8007 | SRCC = 0.7960 ]
+INFO:root:Average loss=0.28164043239293957
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3414 | LCC = 0.8196 | SRCC = 0.8148 ]
+INFO:root:Average loss=0.2677770864505034
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3419 | LCC = 0.8168 | SRCC = 0.8152 ]
+INFO:root:Average loss=0.2343361700574557
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3412 | LCC = 0.8299 | SRCC = 0.8290 ]
+INFO:root:Average loss=0.22152692136856225
+INFO:root:
+[Valid][5][UTT][ MSE = 0.4286 | LCC = 0.8255 | SRCC = 0.8257 ]
+INFO:root:Average loss=0.22135505519616297
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3328 | LCC = 0.8315 | SRCC = 0.8291 ]
+INFO:root:Average loss=0.21489840612197533
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3380 | LCC = 0.8377 | SRCC = 0.8343 ]
+INFO:root:Average loss=0.2085337299758043
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2744 | LCC = 0.8377 | SRCC = 0.8352 ]
+INFO:root:Average loss=0.19704432632678595
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2746 | LCC = 0.8325 | SRCC = 0.8271 ]
+INFO:root:Average loss=0.18292588396714285
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2694 | LCC = 0.8424 | SRCC = 0.8382 ]
+INFO:root:Average loss=0.1674216466072278
+INFO:root:
+[Valid][11][UTT][ MSE = 0.4015 | LCC = 0.8318 | SRCC = 0.8361 ]
+INFO:root:Average loss=0.17071850941731379
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3794 | LCC = 0.8373 | SRCC = 0.8407 ]
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+INFO:root:
+[Valid][13][UTT][ MSE = 0.2561 | LCC = 0.8412 | SRCC = 0.8375 ]
+INFO:root:Average loss=0.15016517558923134
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2619 | LCC = 0.8452 | SRCC = 0.8420 ]
+INFO:root:Average loss=0.14205782745893186
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2649 | LCC = 0.8429 | SRCC = 0.8417 ]
+INFO:root:Average loss=0.13478243799927908
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2767 | LCC = 0.8363 | SRCC = 0.8368 ]
+INFO:root:Average loss=0.12722876209479111
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2696 | LCC = 0.8469 | SRCC = 0.8449 ]
+INFO:root:Average loss=0.11422353911285217
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2399 | LCC = 0.8511 | SRCC = 0.8488 ]
+INFO:root:Average loss=0.12119139367953324
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2496 | LCC = 0.8487 | SRCC = 0.8462 ]
+INFO:root:Average loss=0.11402350224745579
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2430 | LCC = 0.8504 | SRCC = 0.8482 ]
+INFO:root:Average loss=0.10881088120050919
+INFO:root:
+[Valid][21][UTT][ MSE = 0.3040 | LCC = 0.8433 | SRCC = 0.8437 ]
+INFO:root:Average loss=0.10624142163074933
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2535 | LCC = 0.8459 | SRCC = 0.8443 ]
+INFO:root:Average loss=0.10568639440223193
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2464 | LCC = 0.8449 | SRCC = 0.8441 ]
+INFO:root:Average loss=0.10287718866498043
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2973 | LCC = 0.8444 | SRCC = 0.8438 ]
+INFO:root:Average loss=0.09813262402820282
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2379 | LCC = 0.8501 | SRCC = 0.8473 ]
+INFO:root:Average loss=0.092177588158311
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2584 | LCC = 0.8509 | SRCC = 0.8489 ]
+INFO:root:Average loss=0.08561588513354461
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2699 | LCC = 0.8465 | SRCC = 0.8461 ]
+INFO:root:Average loss=0.07648641214920925
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2519 | LCC = 0.8442 | SRCC = 0.8424 ]
+INFO:root:Average loss=0.08056859127604045
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2593 | LCC = 0.8488 | SRCC = 0.8467 ]
+INFO:root:Average loss=0.07229958197627312
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2716 | LCC = 0.8478 | SRCC = 0.8468 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2526 | LCC = 0.8440 | SRCC = 0.8446 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer32/run2/config.gin b/results_bvcc/w2v2_xlsr_1b/layer32/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer32/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_xlsr_1b/layer32/run2/model.pt b/results_bvcc/w2v2_xlsr_1b/layer32/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..1e0cbc4891c6cc1cc0dffbd06009231a5c7937ca
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer32/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_1b/layer32/run2/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer32/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ab273d10c7d1c168b435503fd0ba2ae2fa93ff25
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer32/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_xlsr_1b/layer32/run2/train.log b/results_bvcc/w2v2_xlsr_1b/layer32/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..fedb9d812187c1799a7812d0bd49a103ae0904d5
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer32/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=0.5573943755947627
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3698 | LCC = 0.7806 | SRCC = 0.7774 ]
+INFO:root:Average loss=0.3183114276482509
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3582 | LCC = 0.7997 | SRCC = 0.8035 ]
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+INFO:root:
+[Valid][2][UTT][ MSE = 0.3108 | LCC = 0.8241 | SRCC = 0.8188 ]
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+INFO:root:
+[Valid][3][UTT][ MSE = 0.2755 | LCC = 0.8290 | SRCC = 0.8249 ]
+INFO:root:Average loss=0.25208420230027956
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2835 | LCC = 0.8302 | SRCC = 0.8260 ]
+INFO:root:Average loss=0.22847101799188516
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2835 | LCC = 0.8343 | SRCC = 0.8347 ]
+INFO:root:Average loss=0.21089503302788123
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3082 | LCC = 0.8323 | SRCC = 0.8375 ]
+INFO:root:Average loss=0.21085964191036347
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3003 | LCC = 0.8377 | SRCC = 0.8338 ]
+INFO:root:Average loss=0.18912750883744314
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2646 | LCC = 0.8430 | SRCC = 0.8379 ]
+INFO:root:Average loss=0.19665526159298727
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2693 | LCC = 0.8387 | SRCC = 0.8346 ]
+INFO:root:Average loss=0.17439132537215185
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2626 | LCC = 0.8372 | SRCC = 0.8337 ]
+INFO:root:Average loss=0.17156559821122733
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2737 | LCC = 0.8302 | SRCC = 0.8284 ]
+INFO:root:Average loss=0.15719194796222907
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2600 | LCC = 0.8397 | SRCC = 0.8361 ]
+INFO:root:Average loss=0.16886829164547798
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2772 | LCC = 0.8373 | SRCC = 0.8357 ]
+INFO:root:Average loss=0.16104358893174392
+INFO:root:
+[Valid][14][UTT][ MSE = 0.3859 | LCC = 0.8212 | SRCC = 0.8274 ]
+INFO:root:Average loss=0.16244381341414574
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2716 | LCC = 0.8406 | SRCC = 0.8372 ]
+INFO:root:Average loss=0.1464108776014585
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2477 | LCC = 0.8416 | SRCC = 0.8392 ]
+INFO:root:Average loss=0.12287484195369941
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2593 | LCC = 0.8365 | SRCC = 0.8340 ]
+INFO:root:Average loss=0.12484696096716782
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2644 | LCC = 0.8380 | SRCC = 0.8331 ]
+INFO:root:Average loss=0.12189805765564625
+INFO:root:
+[Valid][19][UTT][ MSE = 0.3159 | LCC = 0.8307 | SRCC = 0.8324 ]
+INFO:root:Average loss=0.11172235919496952
+INFO:root:
+[Valid][20][UTT][ MSE = 0.3025 | LCC = 0.8338 | SRCC = 0.8376 ]
+INFO:root:Average loss=0.10516497979943569
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2468 | LCC = 0.8410 | SRCC = 0.8381 ]
+INFO:root:Average loss=0.11726209578605798
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2756 | LCC = 0.8465 | SRCC = 0.8448 ]
+INFO:root:Average loss=0.10203386475451481
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2671 | LCC = 0.8364 | SRCC = 0.8365 ]
+INFO:root:Average loss=0.09412754212434475
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2790 | LCC = 0.8355 | SRCC = 0.8381 ]
+INFO:root:Average loss=0.08656277837088475
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2523 | LCC = 0.8433 | SRCC = 0.8407 ]
+INFO:root:Average loss=0.09549363191502216
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2521 | LCC = 0.8437 | SRCC = 0.8413 ]
+INFO:root:Average loss=0.08614616578397079
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2696 | LCC = 0.8352 | SRCC = 0.8337 ]
+INFO:root:Average loss=0.1044151276254501
+INFO:root:
+[Valid][28][UTT][ MSE = 0.3077 | LCC = 0.8424 | SRCC = 0.8411 ]
+INFO:root:Average loss=0.10367419016666901
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2500 | LCC = 0.8439 | SRCC = 0.8407 ]
+INFO:root:Average loss=0.07660816796123981
+INFO:root:
+[Valid][30][UTT][ MSE = 0.3077 | LCC = 0.8353 | SRCC = 0.8399 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.3247 | LCC = 0.8498 | SRCC = 0.8548 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer32/run3/config.gin b/results_bvcc/w2v2_xlsr_1b/layer32/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer32/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_xlsr_1b/layer32/run3/model.pt b/results_bvcc/w2v2_xlsr_1b/layer32/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..469853fe086de9685159703c112b6f51d9a773ca
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer32/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6ef290bcc68df41ac577469e664215e2bc1803d31edd6bea098fb9e7c3114018
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer32/run3/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer32/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..8f6361ee1013abda1c1f60610b955776f739e861
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer32/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:352072753f478fd76740f8472d5c1ee2f0e2a26e7abae80e49e96c47633ec649
+size 4060422
diff --git a/results_bvcc/w2v2_xlsr_1b/layer32/run3/train.log b/results_bvcc/w2v2_xlsr_1b/layer32/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..b606eb40831ef5bc9de227865e72643e18a7a48f
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer32/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=0.5631090391140717
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3582 | LCC = 0.7772 | SRCC = 0.7795 ]
+INFO:root:Average loss=0.3248930554359387
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3275 | LCC = 0.7999 | SRCC = 0.7912 ]
+INFO:root:Average loss=0.3076600382725398
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3060 | LCC = 0.8217 | SRCC = 0.8165 ]
+INFO:root:Average loss=0.27043957244127226
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2917 | LCC = 0.8273 | SRCC = 0.8200 ]
+INFO:root:Average loss=0.23960344703533712
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2977 | LCC = 0.8375 | SRCC = 0.8332 ]
+INFO:root:Average loss=0.2442944164459522
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3127 | LCC = 0.8382 | SRCC = 0.8349 ]
+INFO:root:Average loss=0.21412885609345558
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2607 | LCC = 0.8404 | SRCC = 0.8374 ]
+INFO:root:Average loss=0.2044399693990365
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2709 | LCC = 0.8431 | SRCC = 0.8395 ]
+INFO:root:Average loss=0.20034554791756165
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2714 | LCC = 0.8414 | SRCC = 0.8375 ]
+INFO:root:Average loss=0.18785328150559694
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2628 | LCC = 0.8475 | SRCC = 0.8444 ]
+INFO:root:Average loss=0.17784418251651984
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2525 | LCC = 0.8458 | SRCC = 0.8424 ]
+INFO:root:Average loss=0.18636814619486147
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2534 | LCC = 0.8482 | SRCC = 0.8447 ]
+INFO:root:Average loss=0.1655860079977757
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3259 | LCC = 0.8386 | SRCC = 0.8417 ]
+INFO:root:Average loss=0.17161315249708983
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2533 | LCC = 0.8485 | SRCC = 0.8467 ]
+INFO:root:Average loss=0.1417620151470869
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2685 | LCC = 0.8430 | SRCC = 0.8385 ]
+INFO:root:Average loss=0.14856480635129488
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2539 | LCC = 0.8467 | SRCC = 0.8440 ]
+INFO:root:Average loss=0.1341332949889012
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2617 | LCC = 0.8392 | SRCC = 0.8366 ]
+INFO:root:Average loss=0.12239236900439629
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2497 | LCC = 0.8423 | SRCC = 0.8395 ]
+INFO:root:Average loss=0.13307054178454938
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2481 | LCC = 0.8493 | SRCC = 0.8463 ]
+INFO:root:Average loss=0.12242380978587346
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2504 | LCC = 0.8446 | SRCC = 0.8426 ]
+INFO:root:Average loss=0.11136401645266093
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2582 | LCC = 0.8409 | SRCC = 0.8392 ]
+INFO:root:Average loss=0.11258353407566364
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2909 | LCC = 0.8468 | SRCC = 0.8467 ]
+INFO:root:Average loss=0.1173331085114907
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2465 | LCC = 0.8466 | SRCC = 0.8444 ]
+INFO:root:Average loss=0.12440642685844348
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2630 | LCC = 0.8469 | SRCC = 0.8459 ]
+INFO:root:Average loss=0.09940291602068986
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2556 | LCC = 0.8496 | SRCC = 0.8493 ]
+INFO:root:Average loss=0.09047014089540029
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2535 | LCC = 0.8482 | SRCC = 0.8477 ]
+INFO:root:Average loss=0.09480397780545247
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2573 | LCC = 0.8388 | SRCC = 0.8376 ]
+INFO:root:Average loss=0.0879161504503244
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2465 | LCC = 0.8466 | SRCC = 0.8452 ]
+INFO:root:Average loss=0.09035859533991569
+INFO:root:
+[Valid][28][UTT][ MSE = 0.3213 | LCC = 0.8376 | SRCC = 0.8389 ]
+INFO:root:Average loss=0.08295917429794104
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2689 | LCC = 0.8390 | SRCC = 0.8378 ]
+INFO:root:Average loss=0.08586895513610962
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2517 | LCC = 0.8415 | SRCC = 0.8397 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.3106 | LCC = 0.8483 | SRCC = 0.8492 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer32/run4/config.gin b/results_bvcc/w2v2_xlsr_1b/layer32/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer32/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_xlsr_1b/layer32/run4/model.pt b/results_bvcc/w2v2_xlsr_1b/layer32/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..2cac759fb8c932a45131558252c63bf2c73b637a
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer32/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a4cc14f68131dd98bad7d1749fac770242c9e1a9a5606b332616f39fa135096e
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer32/run4/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer32/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4243d76f865136895e1f5afe04a980fc5ab4dc87
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer32/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a298390717f954d4f67d5c2a2dc0ab2bf8d64444f14dd36910e9a928312b6397
+size 4060358
diff --git a/results_bvcc/w2v2_xlsr_1b/layer32/run4/train.log b/results_bvcc/w2v2_xlsr_1b/layer32/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..d93bb35f1491eaba366e5fd2d8df1f2a0b79c247
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer32/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.5740628723914807
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4473 | LCC = 0.7530 | SRCC = 0.7587 ]
+INFO:root:Average loss=0.33181411276261014
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3569 | LCC = 0.8034 | SRCC = 0.7991 ]
+INFO:root:Average loss=0.2960125379837476
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3219 | LCC = 0.8145 | SRCC = 0.8086 ]
+INFO:root:Average loss=0.26543777073040986
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2911 | LCC = 0.8232 | SRCC = 0.8178 ]
+INFO:root:Average loss=0.25750574679710925
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3127 | LCC = 0.8223 | SRCC = 0.8167 ]
+INFO:root:Average loss=0.23768869863870817
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2787 | LCC = 0.8317 | SRCC = 0.8289 ]
+INFO:root:Average loss=0.23109430074691772
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2846 | LCC = 0.8343 | SRCC = 0.8300 ]
+INFO:root:Average loss=0.20838023301882622
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2844 | LCC = 0.8339 | SRCC = 0.8313 ]
+INFO:root:Average loss=0.1962349048982828
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2749 | LCC = 0.8362 | SRCC = 0.8322 ]
+INFO:root:Average loss=0.18661065657551473
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3408 | LCC = 0.8289 | SRCC = 0.8299 ]
+INFO:root:Average loss=0.19028669949143362
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2905 | LCC = 0.8325 | SRCC = 0.8325 ]
+INFO:root:Average loss=0.17709483445072785
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3459 | LCC = 0.8396 | SRCC = 0.8374 ]
+INFO:root:Average loss=0.16966137605217788
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2708 | LCC = 0.8435 | SRCC = 0.8399 ]
+INFO:root:Average loss=0.1510444580553434
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2606 | LCC = 0.8377 | SRCC = 0.8326 ]
+INFO:root:Average loss=0.150934893064774
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2773 | LCC = 0.8296 | SRCC = 0.8267 ]
+INFO:root:Average loss=0.1475943986995098
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2650 | LCC = 0.8444 | SRCC = 0.8393 ]
+INFO:root:Average loss=0.14587751346138808
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2824 | LCC = 0.8384 | SRCC = 0.8413 ]
+INFO:root:Average loss=0.12910123446430916
+INFO:root:
+[Valid][17][UTT][ MSE = 0.3025 | LCC = 0.8411 | SRCC = 0.8368 ]
+INFO:root:Average loss=0.13001270993397787
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2651 | LCC = 0.8456 | SRCC = 0.8407 ]
+INFO:root:Average loss=0.13075593419564077
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2672 | LCC = 0.8421 | SRCC = 0.8382 ]
+INFO:root:Average loss=0.1123411374596449
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2644 | LCC = 0.8426 | SRCC = 0.8388 ]
+INFO:root:Average loss=0.10839096939143462
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2978 | LCC = 0.8332 | SRCC = 0.8368 ]
+INFO:root:Average loss=0.11738169365204297
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2694 | LCC = 0.8393 | SRCC = 0.8378 ]
+INFO:root:Average loss=0.10023549089256005
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2606 | LCC = 0.8403 | SRCC = 0.8403 ]
+INFO:root:Average loss=0.10045580967114522
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2443 | LCC = 0.8436 | SRCC = 0.8430 ]
+INFO:root:Average loss=0.09848543762778625
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2908 | LCC = 0.8369 | SRCC = 0.8397 ]
+INFO:root:Average loss=0.11323323482886338
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2749 | LCC = 0.8473 | SRCC = 0.8438 ]
+INFO:root:Average loss=0.09121223486577854
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2613 | LCC = 0.8429 | SRCC = 0.8393 ]
+INFO:root:Average loss=0.0874516936735465
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2586 | LCC = 0.8391 | SRCC = 0.8379 ]
+INFO:root:Average loss=0.08777916006361827
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2547 | LCC = 0.8420 | SRCC = 0.8412 ]
+INFO:root:Average loss=0.08134075373602219
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2624 | LCC = 0.8402 | SRCC = 0.8403 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.3382 | LCC = 0.8483 | SRCC = 0.8509 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer34/run0/config.gin b/results_bvcc/w2v2_xlsr_1b/layer34/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer34/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_xlsr_1b/layer34/run0/model.pt b/results_bvcc/w2v2_xlsr_1b/layer34/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..0e2eee5daa3f4c257163f20f934f465b92efb2c9
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer34/run0/model.pt
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diff --git a/results_bvcc/w2v2_xlsr_1b/layer34/run0/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer34/run0/model_best.pt
new file mode 100644
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--- /dev/null
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@@ -0,0 +1,3 @@
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diff --git a/results_bvcc/w2v2_xlsr_1b/layer34/run0/train.log b/results_bvcc/w2v2_xlsr_1b/layer34/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..7c89974d79a9154feba444f794efa43fb8ed21ba
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer34/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=0.6000333023376954
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4066 | LCC = 0.7740 | SRCC = 0.7713 ]
+INFO:root:Average loss=0.31096833906112575
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3309 | LCC = 0.8185 | SRCC = 0.8161 ]
+INFO:root:Average loss=0.27544559977757627
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3281 | LCC = 0.8213 | SRCC = 0.8173 ]
+INFO:root:Average loss=0.259609321753184
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3062 | LCC = 0.8307 | SRCC = 0.8282 ]
+INFO:root:Average loss=0.23503845662642747
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2867 | LCC = 0.8392 | SRCC = 0.8359 ]
+INFO:root:Average loss=0.2406994702342229
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2778 | LCC = 0.8441 | SRCC = 0.8409 ]
+INFO:root:Average loss=0.21100519884091157
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2849 | LCC = 0.8419 | SRCC = 0.8397 ]
+INFO:root:Average loss=0.20102547634488496
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2812 | LCC = 0.8440 | SRCC = 0.8405 ]
+INFO:root:Average loss=0.2050313535027015
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2869 | LCC = 0.8474 | SRCC = 0.8436 ]
+INFO:root:Average loss=0.18807347978536898
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2931 | LCC = 0.8440 | SRCC = 0.8411 ]
+INFO:root:Average loss=0.1890496714757039
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2471 | LCC = 0.8537 | SRCC = 0.8504 ]
+INFO:root:Average loss=0.1656955402248945
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2540 | LCC = 0.8479 | SRCC = 0.8435 ]
+INFO:root:Average loss=0.17113526585774544
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3338 | LCC = 0.8436 | SRCC = 0.8439 ]
+INFO:root:Average loss=0.16606831025236693
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2691 | LCC = 0.8463 | SRCC = 0.8435 ]
+INFO:root:Average loss=0.1552139301903737
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2706 | LCC = 0.8489 | SRCC = 0.8462 ]
+INFO:root:Average loss=0.14890856849841583
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2432 | LCC = 0.8518 | SRCC = 0.8490 ]
+INFO:root:Average loss=0.13614796264431414
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2783 | LCC = 0.8448 | SRCC = 0.8435 ]
+INFO:root:Average loss=0.1321360787902123
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2491 | LCC = 0.8476 | SRCC = 0.8434 ]
+INFO:root:Average loss=0.12469557739603214
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2486 | LCC = 0.8478 | SRCC = 0.8452 ]
+INFO:root:Average loss=0.12137698286618942
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2511 | LCC = 0.8508 | SRCC = 0.8501 ]
+INFO:root:Average loss=0.11777048214123799
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2473 | LCC = 0.8475 | SRCC = 0.8455 ]
+INFO:root:Average loss=0.11323188818418063
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2593 | LCC = 0.8471 | SRCC = 0.8458 ]
+INFO:root:Average loss=0.11127824298082253
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2820 | LCC = 0.8435 | SRCC = 0.8431 ]
+INFO:root:Average loss=0.1036721996198862
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2445 | LCC = 0.8499 | SRCC = 0.8467 ]
+INFO:root:Average loss=0.10195996855887082
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2508 | LCC = 0.8465 | SRCC = 0.8431 ]
+INFO:root:Average loss=0.11266578891529487
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2842 | LCC = 0.8468 | SRCC = 0.8485 ]
+INFO:root:Average loss=0.10097733407448499
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2505 | LCC = 0.8452 | SRCC = 0.8414 ]
+INFO:root:Average loss=0.10010647191069065
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2533 | LCC = 0.8487 | SRCC = 0.8501 ]
+INFO:root:Average loss=0.08874589028075719
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2349 | LCC = 0.8528 | SRCC = 0.8509 ]
+INFO:root:Average loss=0.08630012596646945
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2683 | LCC = 0.8473 | SRCC = 0.8476 ]
+INFO:root:Average loss=0.08512130551613294
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2541 | LCC = 0.8489 | SRCC = 0.8463 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2396 | LCC = 0.8573 | SRCC = 0.8585 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer34/run1/config.gin b/results_bvcc/w2v2_xlsr_1b/layer34/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer34/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_xlsr_1b/layer34/run1/model.pt b/results_bvcc/w2v2_xlsr_1b/layer34/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..31266045a84e1a92104d7f5fd380768e3498f445
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer34/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_1b/layer34/run1/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer34/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e6b7cef5b8c0332dffa4ab0e0b4ed3d259f88441
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer34/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_xlsr_1b/layer34/run1/train.log b/results_bvcc/w2v2_xlsr_1b/layer34/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..3e454ffaefdcd221c2ef060a49a3400de1fd24f8
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer34/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=0.5691226052168088
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4901 | LCC = 0.7579 | SRCC = 0.7784 ]
+INFO:root:Average loss=0.32719847311576206
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3949 | LCC = 0.8153 | SRCC = 0.8158 ]
+INFO:root:Average loss=0.28672446597080964
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2933 | LCC = 0.8285 | SRCC = 0.8224 ]
+INFO:root:Average loss=0.2731295787753203
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3033 | LCC = 0.8348 | SRCC = 0.8305 ]
+INFO:root:Average loss=0.26533430432661986
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2614 | LCC = 0.8483 | SRCC = 0.8449 ]
+INFO:root:Average loss=0.22321879921051171
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2939 | LCC = 0.8458 | SRCC = 0.8415 ]
+INFO:root:Average loss=0.21460678390203378
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2923 | LCC = 0.8472 | SRCC = 0.8471 ]
+INFO:root:Average loss=0.21107288163441879
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2652 | LCC = 0.8502 | SRCC = 0.8477 ]
+INFO:root:Average loss=0.18629668547939032
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2588 | LCC = 0.8564 | SRCC = 0.8535 ]
+INFO:root:Average loss=0.17748343218595553
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2785 | LCC = 0.8456 | SRCC = 0.8450 ]
+INFO:root:Average loss=0.1733037063326591
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2884 | LCC = 0.8480 | SRCC = 0.8453 ]
+INFO:root:Average loss=0.1642012891287987
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2540 | LCC = 0.8534 | SRCC = 0.8492 ]
+INFO:root:Average loss=0.15973352000881463
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2413 | LCC = 0.8576 | SRCC = 0.8550 ]
+INFO:root:Average loss=0.167048254265235
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2489 | LCC = 0.8591 | SRCC = 0.8578 ]
+INFO:root:Average loss=0.15483642312196585
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2383 | LCC = 0.8578 | SRCC = 0.8557 ]
+INFO:root:Average loss=0.13340415643193784
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2449 | LCC = 0.8515 | SRCC = 0.8488 ]
+INFO:root:Average loss=0.15039340998881903
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2731 | LCC = 0.8525 | SRCC = 0.8505 ]
+INFO:root:Average loss=0.12841886195998925
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2846 | LCC = 0.8467 | SRCC = 0.8497 ]
+INFO:root:Average loss=0.12795518797177535
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2465 | LCC = 0.8545 | SRCC = 0.8524 ]
+INFO:root:Average loss=0.12292726844167098
+INFO:root:
+[Valid][19][UTT][ MSE = 0.3280 | LCC = 0.8475 | SRCC = 0.8515 ]
+INFO:root:Average loss=0.1322459286222091
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2622 | LCC = 0.8538 | SRCC = 0.8551 ]
+INFO:root:Average loss=0.13027526848973373
+INFO:root:
+[Valid][21][UTT][ MSE = 0.3026 | LCC = 0.8468 | SRCC = 0.8485 ]
+INFO:root:Average loss=0.10968143703081669
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2552 | LCC = 0.8495 | SRCC = 0.8469 ]
+INFO:root:Average loss=0.1032656153711753
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2498 | LCC = 0.8477 | SRCC = 0.8454 ]
+INFO:root:Average loss=0.09574031008359714
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2555 | LCC = 0.8448 | SRCC = 0.8437 ]
+INFO:root:Average loss=0.11281683912070897
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2581 | LCC = 0.8451 | SRCC = 0.8442 ]
+INFO:root:Average loss=0.10930169717623638
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2621 | LCC = 0.8467 | SRCC = 0.8477 ]
+INFO:root:Average loss=0.0865102533537608
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2462 | LCC = 0.8512 | SRCC = 0.8522 ]
+INFO:root:Average loss=0.10412205636310272
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2364 | LCC = 0.8521 | SRCC = 0.8513 ]
+INFO:root:Average loss=0.08330276732643445
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2465 | LCC = 0.8502 | SRCC = 0.8501 ]
+INFO:root:Average loss=0.0789346526353023
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2482 | LCC = 0.8485 | SRCC = 0.8460 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2720 | LCC = 0.8569 | SRCC = 0.8555 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer34/run2/config.gin b/results_bvcc/w2v2_xlsr_1b/layer34/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer34/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_xlsr_1b/layer34/run2/model.pt b/results_bvcc/w2v2_xlsr_1b/layer34/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..1c85f04fd32d54ffa8a7e91197537cbe12fcfe40
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer34/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer34/run2/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer34/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..3467bd494dcd2070b089e5399210331236b16b7a
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer34/run2/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 4060358
diff --git a/results_bvcc/w2v2_xlsr_1b/layer34/run2/train.log b/results_bvcc/w2v2_xlsr_1b/layer34/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..72c02fb2df796e5981693cf4b0598f09f2a5d99b
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer34/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=0.5564342187001154
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3705 | LCC = 0.7747 | SRCC = 0.7741 ]
+INFO:root:Average loss=0.32757681875656813
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3566 | LCC = 0.8147 | SRCC = 0.8110 ]
+INFO:root:Average loss=0.28457130854710555
+INFO:root:
+[Valid][2][UTT][ MSE = 0.4292 | LCC = 0.8085 | SRCC = 0.8218 ]
+INFO:root:Average loss=0.2790930001781537
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3198 | LCC = 0.8297 | SRCC = 0.8323 ]
+INFO:root:Average loss=0.2376194812166385
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2777 | LCC = 0.8495 | SRCC = 0.8439 ]
+INFO:root:Average loss=0.221580452643908
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2620 | LCC = 0.8477 | SRCC = 0.8462 ]
+INFO:root:Average loss=0.21364134550094604
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2767 | LCC = 0.8502 | SRCC = 0.8440 ]
+INFO:root:Average loss=0.21598040503569138
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3192 | LCC = 0.8469 | SRCC = 0.8479 ]
+INFO:root:Average loss=0.1949382919149521
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2716 | LCC = 0.8469 | SRCC = 0.8432 ]
+INFO:root:Average loss=0.18848917709711271
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3659 | LCC = 0.8369 | SRCC = 0.8411 ]
+INFO:root:Average loss=0.1796987890624083
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2492 | LCC = 0.8547 | SRCC = 0.8492 ]
+INFO:root:Average loss=0.16296847604024103
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2474 | LCC = 0.8524 | SRCC = 0.8491 ]
+INFO:root:Average loss=0.18761735696059006
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3976 | LCC = 0.8456 | SRCC = 0.8448 ]
+INFO:root:Average loss=0.18897783718047997
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2822 | LCC = 0.8551 | SRCC = 0.8514 ]
+INFO:root:Average loss=0.17446694341607583
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2638 | LCC = 0.8458 | SRCC = 0.8437 ]
+INFO:root:Average loss=0.14521777811340797
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2612 | LCC = 0.8520 | SRCC = 0.8488 ]
+INFO:root:Average loss=0.14343735814476624
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2445 | LCC = 0.8518 | SRCC = 0.8498 ]
+INFO:root:Average loss=0.13954188789312655
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2571 | LCC = 0.8532 | SRCC = 0.8518 ]
+INFO:root:Average loss=0.12855571126326537
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2568 | LCC = 0.8534 | SRCC = 0.8542 ]
+INFO:root:Average loss=0.1212221601834664
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2563 | LCC = 0.8535 | SRCC = 0.8515 ]
+INFO:root:Average loss=0.12389115960552143
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2474 | LCC = 0.8532 | SRCC = 0.8515 ]
+INFO:root:Average loss=0.11750965527234933
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2652 | LCC = 0.8493 | SRCC = 0.8489 ]
+INFO:root:Average loss=0.10926438371340434
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2741 | LCC = 0.8491 | SRCC = 0.8488 ]
+INFO:root:Average loss=0.11221847482598744
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2594 | LCC = 0.8444 | SRCC = 0.8410 ]
+INFO:root:Average loss=0.10743854443232219
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2927 | LCC = 0.8414 | SRCC = 0.8403 ]
+INFO:root:Average loss=0.09913785851154572
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2585 | LCC = 0.8506 | SRCC = 0.8480 ]
+INFO:root:Average loss=0.10351180519240025
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2786 | LCC = 0.8523 | SRCC = 0.8494 ]
+INFO:root:Average loss=0.10287920786784245
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2602 | LCC = 0.8457 | SRCC = 0.8427 ]
+INFO:root:Average loss=0.09301196554532418
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2545 | LCC = 0.8465 | SRCC = 0.8446 ]
+INFO:root:Average loss=0.08856961694665444
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2450 | LCC = 0.8516 | SRCC = 0.8498 ]
+INFO:root:Average loss=0.08691539897177464
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2510 | LCC = 0.8463 | SRCC = 0.8418 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.3058 | LCC = 0.8566 | SRCC = 0.8565 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer34/run3/config.gin b/results_bvcc/w2v2_xlsr_1b/layer34/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer34/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_xlsr_1b/layer34/run3/model.pt b/results_bvcc/w2v2_xlsr_1b/layer34/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..81b375dc50826d68e1aefab4ab08d8726a292a6e
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer34/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f9c0112fdf13d459d97576f158ec152a3d3ee5f1c3de8f3f3765547ddd75cba9
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer34/run3/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer34/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ef88c70f8b8e79c04b0d32ec5c924cc79f4cc589
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer34/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:aad5d988d1bc5f961e7cc980aa501cc8f431bfc7d623b63dc31f7bd2d358a498
+size 4060422
diff --git a/results_bvcc/w2v2_xlsr_1b/layer34/run3/train.log b/results_bvcc/w2v2_xlsr_1b/layer34/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..76913eca54ad77a5d0612c0e75e55727a9c7c4c1
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer34/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=0.5938237880667051
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3996 | LCC = 0.7744 | SRCC = 0.7756 ]
+INFO:root:Average loss=0.31954587403780377
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3167 | LCC = 0.8066 | SRCC = 0.8027 ]
+INFO:root:Average loss=0.28268098334471387
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2979 | LCC = 0.8222 | SRCC = 0.8173 ]
+INFO:root:Average loss=0.2629953792844063
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3073 | LCC = 0.8271 | SRCC = 0.8249 ]
+INFO:root:Average loss=0.24781663486590752
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2996 | LCC = 0.8347 | SRCC = 0.8319 ]
+INFO:root:Average loss=0.22003550722430915
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2892 | LCC = 0.8442 | SRCC = 0.8405 ]
+INFO:root:Average loss=0.21380559460092813
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2704 | LCC = 0.8463 | SRCC = 0.8426 ]
+INFO:root:Average loss=0.2274759982067805
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3625 | LCC = 0.8365 | SRCC = 0.8372 ]
+INFO:root:Average loss=0.196819844440772
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2720 | LCC = 0.8425 | SRCC = 0.8362 ]
+INFO:root:Average loss=0.18410146351043993
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2834 | LCC = 0.8436 | SRCC = 0.8380 ]
+INFO:root:Average loss=0.19056351798085067
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2811 | LCC = 0.8483 | SRCC = 0.8462 ]
+INFO:root:Average loss=0.1850482743137922
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2586 | LCC = 0.8529 | SRCC = 0.8486 ]
+INFO:root:Average loss=0.16338499922018784
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2465 | LCC = 0.8526 | SRCC = 0.8494 ]
+INFO:root:Average loss=0.17362280495655844
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2395 | LCC = 0.8553 | SRCC = 0.8528 ]
+INFO:root:Average loss=0.16172940589678594
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2435 | LCC = 0.8557 | SRCC = 0.8526 ]
+INFO:root:Average loss=0.14892551847375357
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2660 | LCC = 0.8507 | SRCC = 0.8502 ]
+INFO:root:Average loss=0.16221671981307176
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3319 | LCC = 0.8495 | SRCC = 0.8520 ]
+INFO:root:Average loss=0.13692810940436828
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2583 | LCC = 0.8480 | SRCC = 0.8440 ]
+INFO:root:Average loss=0.1394721846549939
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3546 | LCC = 0.8441 | SRCC = 0.8509 ]
+INFO:root:Average loss=0.12846981055843523
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2858 | LCC = 0.8538 | SRCC = 0.8522 ]
+INFO:root:Average loss=0.122892482062945
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2777 | LCC = 0.8542 | SRCC = 0.8553 ]
+INFO:root:Average loss=0.11590308925280204
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2482 | LCC = 0.8523 | SRCC = 0.8505 ]
+INFO:root:Average loss=0.11063905289539924
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2569 | LCC = 0.8527 | SRCC = 0.8501 ]
+INFO:root:Average loss=0.11979256455714886
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2552 | LCC = 0.8525 | SRCC = 0.8533 ]
+INFO:root:Average loss=0.10692525282502174
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2525 | LCC = 0.8558 | SRCC = 0.8573 ]
+INFO:root:Average loss=0.11273093120409892
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2846 | LCC = 0.8525 | SRCC = 0.8541 ]
+INFO:root:Average loss=0.11170002521994786
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2483 | LCC = 0.8506 | SRCC = 0.8504 ]
+INFO:root:Average loss=0.09289603575299947
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2549 | LCC = 0.8522 | SRCC = 0.8514 ]
+INFO:root:Average loss=0.10268045875888604
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2479 | LCC = 0.8491 | SRCC = 0.8466 ]
+INFO:root:Average loss=0.08662606068910697
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2405 | LCC = 0.8510 | SRCC = 0.8500 ]
+INFO:root:Average loss=0.10494163369712158
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2458 | LCC = 0.8493 | SRCC = 0.8474 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2359 | LCC = 0.8525 | SRCC = 0.8507 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer34/run4/config.gin b/results_bvcc/w2v2_xlsr_1b/layer34/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer34/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_xlsr_1b/layer34/run4/model.pt b/results_bvcc/w2v2_xlsr_1b/layer34/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..2f31a498396c2f5468fa4f85fdb4217999c1fa23
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer34/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:aa52745c8fb32046ee7a526e3d1ed37caefaafe5ec735d37d47fc76124f6f14e
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer34/run4/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer34/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..8ce4ac70d114e18b31821521b159ab04eba416d6
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer34/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2469c90e80c3a48d1bd295753b1786ffa24ca040fe6276deba77a80e5ed3f612
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diff --git a/results_bvcc/w2v2_xlsr_1b/layer34/run4/train.log b/results_bvcc/w2v2_xlsr_1b/layer34/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..e2ee34e513ceadb13f8525498343386bdfa3a04c
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer34/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.5380966884967608
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3792 | LCC = 0.7690 | SRCC = 0.7692 ]
+INFO:root:Average loss=0.32986467675520825
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3511 | LCC = 0.8088 | SRCC = 0.8028 ]
+INFO:root:Average loss=0.29763874144126207
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3034 | LCC = 0.8266 | SRCC = 0.8206 ]
+INFO:root:Average loss=0.277663983977758
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2948 | LCC = 0.8312 | SRCC = 0.8267 ]
+INFO:root:Average loss=0.2742961370027982
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2872 | LCC = 0.8382 | SRCC = 0.8360 ]
+INFO:root:Average loss=0.24515592688933396
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3440 | LCC = 0.8289 | SRCC = 0.8319 ]
+INFO:root:Average loss=0.22616030390446
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2693 | LCC = 0.8452 | SRCC = 0.8418 ]
+INFO:root:Average loss=0.21653119321817008
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3452 | LCC = 0.8368 | SRCC = 0.8411 ]
+INFO:root:Average loss=0.20832035938898721
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3206 | LCC = 0.8406 | SRCC = 0.8462 ]
+INFO:root:Average loss=0.2029228592530275
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2733 | LCC = 0.8510 | SRCC = 0.8481 ]
+INFO:root:Average loss=0.18824187207680482
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2525 | LCC = 0.8526 | SRCC = 0.8502 ]
+INFO:root:Average loss=0.174430500715971
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2577 | LCC = 0.8466 | SRCC = 0.8428 ]
+INFO:root:Average loss=0.16430213073125252
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2451 | LCC = 0.8530 | SRCC = 0.8500 ]
+INFO:root:Average loss=0.15355102192514983
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2506 | LCC = 0.8487 | SRCC = 0.8473 ]
+INFO:root:Average loss=0.14477384539368826
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2885 | LCC = 0.8432 | SRCC = 0.8491 ]
+INFO:root:Average loss=0.15206726831503403
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2497 | LCC = 0.8517 | SRCC = 0.8507 ]
+INFO:root:Average loss=0.14265715263974973
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2443 | LCC = 0.8552 | SRCC = 0.8535 ]
+INFO:root:Average loss=0.13630637908593202
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2735 | LCC = 0.8414 | SRCC = 0.8397 ]
+INFO:root:Average loss=0.12846798745867533
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2733 | LCC = 0.8442 | SRCC = 0.8460 ]
+INFO:root:Average loss=0.12502994846839172
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2781 | LCC = 0.8456 | SRCC = 0.8490 ]
+INFO:root:Average loss=0.11039570690347598
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2525 | LCC = 0.8452 | SRCC = 0.8443 ]
+INFO:root:Average loss=0.11253200815274166
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2509 | LCC = 0.8478 | SRCC = 0.8461 ]
+INFO:root:Average loss=0.10817256149573204
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2527 | LCC = 0.8480 | SRCC = 0.8468 ]
+INFO:root:Average loss=0.12336866624462299
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2390 | LCC = 0.8520 | SRCC = 0.8516 ]
+INFO:root:Average loss=0.10234897937148045
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2494 | LCC = 0.8460 | SRCC = 0.8458 ]
+INFO:root:Average loss=0.0919378362596035
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2617 | LCC = 0.8440 | SRCC = 0.8407 ]
+INFO:root:Average loss=0.0970775717152999
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2638 | LCC = 0.8433 | SRCC = 0.8458 ]
+INFO:root:Average loss=0.09811093123295368
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2612 | LCC = 0.8509 | SRCC = 0.8495 ]
+INFO:root:Average loss=0.09636533991075479
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2567 | LCC = 0.8412 | SRCC = 0.8425 ]
+INFO:root:Average loss=0.08827972999558999
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2607 | LCC = 0.8456 | SRCC = 0.8430 ]
+INFO:root:Average loss=0.08565787622370781
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2489 | LCC = 0.8409 | SRCC = 0.8407 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2655 | LCC = 0.8534 | SRCC = 0.8530 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer36/run0/config.gin b/results_bvcc/w2v2_xlsr_1b/layer36/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer36/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_xlsr_1b/layer36/run0/model.pt b/results_bvcc/w2v2_xlsr_1b/layer36/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ca6acea324027f7021b9589c2869562b4ae0ad66
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer36/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer36/run0/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer36/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..5aafa202df085070a9dae6a66917e7dbb7cb2d5e
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer36/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_1b/layer36/run0/train.log b/results_bvcc/w2v2_xlsr_1b/layer36/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..5e3fde30ab23e244840b1f44643730d88ea44ee1
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer36/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=0.6067643070068115
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3604 | LCC = 0.7775 | SRCC = 0.7836 ]
+INFO:root:Average loss=0.30351906575453586
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3066 | LCC = 0.8295 | SRCC = 0.8279 ]
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+INFO:root:
+[Valid][2][UTT][ MSE = 0.3358 | LCC = 0.8371 | SRCC = 0.8394 ]
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+INFO:root:
+[Valid][3][UTT][ MSE = 0.2736 | LCC = 0.8527 | SRCC = 0.8493 ]
+INFO:root:Average loss=0.21483881370379374
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2682 | LCC = 0.8566 | SRCC = 0.8560 ]
+INFO:root:Average loss=0.19521199787656465
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2448 | LCC = 0.8571 | SRCC = 0.8574 ]
+INFO:root:Average loss=0.19112253981905106
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2654 | LCC = 0.8591 | SRCC = 0.8589 ]
+INFO:root:Average loss=0.18047308281828195
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2943 | LCC = 0.8560 | SRCC = 0.8567 ]
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+INFO:root:
+[Valid][8][UTT][ MSE = 0.2487 | LCC = 0.8583 | SRCC = 0.8589 ]
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+INFO:root:
+[Valid][9][UTT][ MSE = 0.2390 | LCC = 0.8623 | SRCC = 0.8613 ]
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+INFO:root:
+[Valid][10][UTT][ MSE = 0.2288 | LCC = 0.8648 | SRCC = 0.8642 ]
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+INFO:root:
+[Valid][11][UTT][ MSE = 0.3618 | LCC = 0.8540 | SRCC = 0.8612 ]
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+INFO:root:
+[Valid][12][UTT][ MSE = 0.2486 | LCC = 0.8582 | SRCC = 0.8577 ]
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+INFO:root:
+[Valid][13][UTT][ MSE = 0.2320 | LCC = 0.8621 | SRCC = 0.8616 ]
+INFO:root:Average loss=0.13813570418801063
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2419 | LCC = 0.8607 | SRCC = 0.8619 ]
+INFO:root:Average loss=0.11535281745287088
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2526 | LCC = 0.8616 | SRCC = 0.8626 ]
+INFO:root:Average loss=0.11788480442303878
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2346 | LCC = 0.8619 | SRCC = 0.8621 ]
+INFO:root:Average loss=0.11595482818591289
+INFO:root:
+[Valid][17][UTT][ MSE = 0.3243 | LCC = 0.8551 | SRCC = 0.8577 ]
+INFO:root:Average loss=0.11651165506396538
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2327 | LCC = 0.8578 | SRCC = 0.8568 ]
+INFO:root:Average loss=0.11083300187228581
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2964 | LCC = 0.8529 | SRCC = 0.8553 ]
+INFO:root:Average loss=0.10391306299238633
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2434 | LCC = 0.8585 | SRCC = 0.8582 ]
+INFO:root:Average loss=0.09697433990927842
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2460 | LCC = 0.8583 | SRCC = 0.8600 ]
+INFO:root:Average loss=0.09299905536075433
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2334 | LCC = 0.8568 | SRCC = 0.8580 ]
+INFO:root:Average loss=0.09916929637965484
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2663 | LCC = 0.8563 | SRCC = 0.8587 ]
+INFO:root:Average loss=0.08580644581562434
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2390 | LCC = 0.8551 | SRCC = 0.8554 ]
+INFO:root:Average loss=0.09823084293076625
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2388 | LCC = 0.8580 | SRCC = 0.8571 ]
+INFO:root:Average loss=0.08487348917585152
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2449 | LCC = 0.8560 | SRCC = 0.8558 ]
+INFO:root:Average loss=0.0883884330590566
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2385 | LCC = 0.8609 | SRCC = 0.8607 ]
+INFO:root:Average loss=0.07156441375040092
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2350 | LCC = 0.8551 | SRCC = 0.8564 ]
+INFO:root:Average loss=0.07963048590299411
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2393 | LCC = 0.8579 | SRCC = 0.8593 ]
+INFO:root:Average loss=0.07148661932502037
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2346 | LCC = 0.8544 | SRCC = 0.8538 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2364 | LCC = 0.8569 | SRCC = 0.8559 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer36/run1/config.gin b/results_bvcc/w2v2_xlsr_1b/layer36/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer36/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_xlsr_1b/layer36/run1/model.pt b/results_bvcc/w2v2_xlsr_1b/layer36/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..7b0fdc72758ae7db80052c60078ed6a0ed399f8c
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer36/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:64d51dfc6399ace03252ed7e6b0f74dce8fa7b2b4ce51b96b855c07a66822bd7
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer36/run1/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer36/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..c35f58d6042a29bb6619b8bf0a6c4af46a6a4055
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer36/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:99220cc08fdf03a7fc93fbc445453c8cacaa4a80c3bfac05a516be2d540898d4
+size 4060422
diff --git a/results_bvcc/w2v2_xlsr_1b/layer36/run1/train.log b/results_bvcc/w2v2_xlsr_1b/layer36/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..771cdd81a49e055fb710846c884d71f7930cf7d3
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer36/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=0.5408249545173768
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3116 | LCC = 0.8029 | SRCC = 0.8027 ]
+INFO:root:Average loss=0.29075677119768584
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2773 | LCC = 0.8309 | SRCC = 0.8286 ]
+INFO:root:Average loss=0.25519589888743865
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2861 | LCC = 0.8359 | SRCC = 0.8328 ]
+INFO:root:Average loss=0.23857713204163772
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2535 | LCC = 0.8506 | SRCC = 0.8486 ]
+INFO:root:Average loss=0.24361896744141212
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2500 | LCC = 0.8526 | SRCC = 0.8519 ]
+INFO:root:Average loss=0.204584842786575
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2529 | LCC = 0.8601 | SRCC = 0.8583 ]
+INFO:root:Average loss=0.19663765778144202
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2542 | LCC = 0.8581 | SRCC = 0.8565 ]
+INFO:root:Average loss=0.19067759028612039
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2587 | LCC = 0.8573 | SRCC = 0.8549 ]
+INFO:root:Average loss=0.17335091397548333
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2546 | LCC = 0.8594 | SRCC = 0.8588 ]
+INFO:root:Average loss=0.1674806467997722
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2457 | LCC = 0.8588 | SRCC = 0.8576 ]
+INFO:root:Average loss=0.16119053463141123
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2271 | LCC = 0.8618 | SRCC = 0.8610 ]
+INFO:root:Average loss=0.14450099729956725
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2407 | LCC = 0.8617 | SRCC = 0.8610 ]
+INFO:root:Average loss=0.1461592530592894
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2271 | LCC = 0.8649 | SRCC = 0.8644 ]
+INFO:root:Average loss=0.13970520356908822
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2679 | LCC = 0.8618 | SRCC = 0.8634 ]
+INFO:root:Average loss=0.14451590256813246
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2526 | LCC = 0.8638 | SRCC = 0.8652 ]
+INFO:root:Average loss=0.127561387916406
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2809 | LCC = 0.8558 | SRCC = 0.8589 ]
+INFO:root:Average loss=0.12036191194485395
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2887 | LCC = 0.8559 | SRCC = 0.8578 ]
+INFO:root:Average loss=0.12076836213087425
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2372 | LCC = 0.8589 | SRCC = 0.8585 ]
+INFO:root:Average loss=0.10915581413950676
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2475 | LCC = 0.8615 | SRCC = 0.8636 ]
+INFO:root:Average loss=0.1170935856226163
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2443 | LCC = 0.8617 | SRCC = 0.8615 ]
+INFO:root:Average loss=0.11169296741867676
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2227 | LCC = 0.8646 | SRCC = 0.8638 ]
+INFO:root:Average loss=0.13186095798244843
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2436 | LCC = 0.8637 | SRCC = 0.8630 ]
+INFO:root:Average loss=0.10251458180256379
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2199 | LCC = 0.8618 | SRCC = 0.8619 ]
+INFO:root:Average loss=0.09565523176048046
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2185 | LCC = 0.8624 | SRCC = 0.8609 ]
+INFO:root:Average loss=0.09131161051873977
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2337 | LCC = 0.8635 | SRCC = 0.8625 ]
+INFO:root:Average loss=0.08690421789502487
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2248 | LCC = 0.8623 | SRCC = 0.8605 ]
+INFO:root:Average loss=0.08267065070760556
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2371 | LCC = 0.8585 | SRCC = 0.8571 ]
+INFO:root:Average loss=0.08112412184858933
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2269 | LCC = 0.8604 | SRCC = 0.8590 ]
+INFO:root:Average loss=0.07585571453166313
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2305 | LCC = 0.8586 | SRCC = 0.8571 ]
+INFO:root:Average loss=0.08086499738960694
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2449 | LCC = 0.8546 | SRCC = 0.8529 ]
+INFO:root:Average loss=0.07436502084900172
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2150 | LCC = 0.8630 | SRCC = 0.8632 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2543 | LCC = 0.8617 | SRCC = 0.8621 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer36/run2/config.gin b/results_bvcc/w2v2_xlsr_1b/layer36/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer36/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_xlsr_1b/layer36/run2/model.pt b/results_bvcc/w2v2_xlsr_1b/layer36/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..3ec6e74125867e65d9dc0c5f9e8682cef75a5d3c
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer36/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bcfe5ab352e6554285d035f996e9abd0ae6ce47b977f46c7bc6e72a1e1bd6afb
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer36/run2/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer36/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..1ee9a042b029e20a2cbd673485d36a10d7755b67
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer36/run2/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 4060422
diff --git a/results_bvcc/w2v2_xlsr_1b/layer36/run2/train.log b/results_bvcc/w2v2_xlsr_1b/layer36/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..a80f712b33ff80399b4ef46ea0efbbb60f4886fd
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer36/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=0.5174622514691108
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3792 | LCC = 0.7872 | SRCC = 0.8059 ]
+INFO:root:Average loss=0.2915771187115938
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3181 | LCC = 0.8297 | SRCC = 0.8267 ]
+INFO:root:Average loss=0.2540471444909389
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3028 | LCC = 0.8384 | SRCC = 0.8378 ]
+INFO:root:Average loss=0.22763090829054514
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2586 | LCC = 0.8513 | SRCC = 0.8481 ]
+INFO:root:Average loss=0.2135379549402457
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2596 | LCC = 0.8483 | SRCC = 0.8431 ]
+INFO:root:Average loss=0.1963886022567749
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2569 | LCC = 0.8541 | SRCC = 0.8524 ]
+INFO:root:Average loss=0.19116014500076955
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2795 | LCC = 0.8558 | SRCC = 0.8575 ]
+INFO:root:Average loss=0.19380320474887505
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2533 | LCC = 0.8539 | SRCC = 0.8531 ]
+INFO:root:Average loss=0.18244558515457007
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2470 | LCC = 0.8602 | SRCC = 0.8579 ]
+INFO:root:Average loss=0.17116090655326843
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2500 | LCC = 0.8598 | SRCC = 0.8587 ]
+INFO:root:Average loss=0.18867291538761213
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2523 | LCC = 0.8520 | SRCC = 0.8551 ]
+INFO:root:Average loss=0.15002409655314225
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2298 | LCC = 0.8611 | SRCC = 0.8605 ]
+INFO:root:Average loss=0.14693455866132027
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2523 | LCC = 0.8559 | SRCC = 0.8561 ]
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+INFO:root:
+[Valid][13][UTT][ MSE = 0.2780 | LCC = 0.8531 | SRCC = 0.8556 ]
+INFO:root:Average loss=0.15004682970734742
+INFO:root:
+[Valid][14][UTT][ MSE = 0.3406 | LCC = 0.8492 | SRCC = 0.8550 ]
+INFO:root:Average loss=0.13425613968418196
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2365 | LCC = 0.8597 | SRCC = 0.8620 ]
+INFO:root:Average loss=0.13483978034212038
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3043 | LCC = 0.8529 | SRCC = 0.8573 ]
+INFO:root:Average loss=0.1313819431532652
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2810 | LCC = 0.8535 | SRCC = 0.8556 ]
+INFO:root:Average loss=0.1252352118683167
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2281 | LCC = 0.8588 | SRCC = 0.8563 ]
+INFO:root:Average loss=0.11191855905911861
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2581 | LCC = 0.8558 | SRCC = 0.8570 ]
+INFO:root:Average loss=0.1062318035043203
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2388 | LCC = 0.8576 | SRCC = 0.8586 ]
+INFO:root:Average loss=0.10134637403564575
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2287 | LCC = 0.8611 | SRCC = 0.8599 ]
+INFO:root:Average loss=0.09863235428929329
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2648 | LCC = 0.8526 | SRCC = 0.8536 ]
+INFO:root:Average loss=0.09462612437514159
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2182 | LCC = 0.8627 | SRCC = 0.8624 ]
+INFO:root:Average loss=0.09859827714852798
+INFO:root:
+[Valid][24][UTT][ MSE = 0.3080 | LCC = 0.8557 | SRCC = 0.8559 ]
+INFO:root:Average loss=0.08630374518151467
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2328 | LCC = 0.8611 | SRCC = 0.8586 ]
+INFO:root:Average loss=0.08376130662285365
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2503 | LCC = 0.8573 | SRCC = 0.8583 ]
+INFO:root:Average loss=0.08159561655842341
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2356 | LCC = 0.8615 | SRCC = 0.8614 ]
+INFO:root:Average loss=0.07906367710958688
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2430 | LCC = 0.8623 | SRCC = 0.8620 ]
+INFO:root:Average loss=0.07345694547089246
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2335 | LCC = 0.8574 | SRCC = 0.8564 ]
+INFO:root:Average loss=0.08275828749323502
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2638 | LCC = 0.8602 | SRCC = 0.8593 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2390 | LCC = 0.8560 | SRCC = 0.8541 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer36/run3/config.gin b/results_bvcc/w2v2_xlsr_1b/layer36/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer36/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_xlsr_1b/layer36/run3/model.pt b/results_bvcc/w2v2_xlsr_1b/layer36/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..dc45b97fd1cdb7322d36f2ec5f2975ba804e2234
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer36/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_1b/layer36/run3/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer36/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..c6ffa657395fc9b24ab546fcaf072f571c49229d
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer36/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_1b/layer36/run3/train.log b/results_bvcc/w2v2_xlsr_1b/layer36/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..a39fc49c7e5615890589c73b800400f289f0d620
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer36/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=0.6147273362447054
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3264 | LCC = 0.7940 | SRCC = 0.8000 ]
+INFO:root:Average loss=0.2915923087260662
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2786 | LCC = 0.8359 | SRCC = 0.8354 ]
+INFO:root:Average loss=0.2507900223135948
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2733 | LCC = 0.8473 | SRCC = 0.8462 ]
+INFO:root:Average loss=0.2531005882490904
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2551 | LCC = 0.8523 | SRCC = 0.8515 ]
+INFO:root:Average loss=0.22117230085990366
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2739 | LCC = 0.8513 | SRCC = 0.8509 ]
+INFO:root:Average loss=0.20055718414294413
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2376 | LCC = 0.8583 | SRCC = 0.8566 ]
+INFO:root:Average loss=0.19778554781507224
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2587 | LCC = 0.8557 | SRCC = 0.8561 ]
+INFO:root:Average loss=0.18023272431813753
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2523 | LCC = 0.8600 | SRCC = 0.8587 ]
+INFO:root:Average loss=0.17350297612257493
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2416 | LCC = 0.8633 | SRCC = 0.8633 ]
+INFO:root:Average loss=0.16560148237607417
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2227 | LCC = 0.8635 | SRCC = 0.8631 ]
+INFO:root:Average loss=0.15625973074482039
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2327 | LCC = 0.8645 | SRCC = 0.8632 ]
+INFO:root:Average loss=0.16033097194173399
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2259 | LCC = 0.8665 | SRCC = 0.8655 ]
+INFO:root:Average loss=0.14908860184443304
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2281 | LCC = 0.8591 | SRCC = 0.8581 ]
+INFO:root:Average loss=0.13094491406511038
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2280 | LCC = 0.8627 | SRCC = 0.8627 ]
+INFO:root:Average loss=0.1269198637933303
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2242 | LCC = 0.8626 | SRCC = 0.8619 ]
+INFO:root:Average loss=0.12326542125680508
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2414 | LCC = 0.8594 | SRCC = 0.8593 ]
+INFO:root:Average loss=0.11722844619399463
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2184 | LCC = 0.8628 | SRCC = 0.8627 ]
+INFO:root:Average loss=0.13040726598447713
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2318 | LCC = 0.8613 | SRCC = 0.8608 ]
+INFO:root:Average loss=0.10748078826910411
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2477 | LCC = 0.8624 | SRCC = 0.8623 ]
+INFO:root:Average loss=0.10757289482997014
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2287 | LCC = 0.8586 | SRCC = 0.8581 ]
+INFO:root:Average loss=0.12005039829856311
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2162 | LCC = 0.8654 | SRCC = 0.8642 ]
+INFO:root:Average loss=0.10533978279011372
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2520 | LCC = 0.8604 | SRCC = 0.8610 ]
+INFO:root:Average loss=0.0956674454590449
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2346 | LCC = 0.8617 | SRCC = 0.8623 ]
+INFO:root:Average loss=0.09571816351933357
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2570 | LCC = 0.8610 | SRCC = 0.8626 ]
+INFO:root:Average loss=0.08719877167963065
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2262 | LCC = 0.8620 | SRCC = 0.8615 ]
+INFO:root:Average loss=0.08237575615445773
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2549 | LCC = 0.8566 | SRCC = 0.8581 ]
+INFO:root:Average loss=0.07807053233950566
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2552 | LCC = 0.8576 | SRCC = 0.8578 ]
+INFO:root:Average loss=0.08441076666498795
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2172 | LCC = 0.8620 | SRCC = 0.8626 ]
+INFO:root:Average loss=0.06980820181660163
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2280 | LCC = 0.8620 | SRCC = 0.8621 ]
+INFO:root:Average loss=0.06589225412179263
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2284 | LCC = 0.8580 | SRCC = 0.8580 ]
+INFO:root:Average loss=0.07114365190649644
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2258 | LCC = 0.8602 | SRCC = 0.8602 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2347 | LCC = 0.8603 | SRCC = 0.8582 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer36/run4/config.gin b/results_bvcc/w2v2_xlsr_1b/layer36/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer36/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_xlsr_1b/layer36/run4/model.pt b/results_bvcc/w2v2_xlsr_1b/layer36/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..22dd802cc3337e67f2f1669b17de7d6eb7adfb65
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer36/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:edc092f839b625ca1b4d450db1e92b4fc0f2c619f463ee7e1f970b34a075d0b5
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer36/run4/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer36/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..c3fd977bf394e3c0794dca4db6cf9d0fd8b2ac8d
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer36/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e5bc47f41c53d0784d112d4c10a5c61704d2c2414402ffa965b33a61d19c411e
+size 4060422
diff --git a/results_bvcc/w2v2_xlsr_1b/layer36/run4/train.log b/results_bvcc/w2v2_xlsr_1b/layer36/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..8778af894bfd6a0befa69099585c7b6b3ef1cda7
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer36/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.5345273466828542
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3279 | LCC = 0.8051 | SRCC = 0.8033 ]
+INFO:root:Average loss=0.2835110943668928
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2961 | LCC = 0.8184 | SRCC = 0.8150 ]
+INFO:root:Average loss=0.2553826794028282
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2678 | LCC = 0.8423 | SRCC = 0.8428 ]
+INFO:root:Average loss=0.2276873292449193
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2690 | LCC = 0.8464 | SRCC = 0.8462 ]
+INFO:root:Average loss=0.21480868623042718
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2851 | LCC = 0.8525 | SRCC = 0.8513 ]
+INFO:root:Average loss=0.19992522933544257
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2867 | LCC = 0.8517 | SRCC = 0.8547 ]
+INFO:root:Average loss=0.18313588994817856
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2933 | LCC = 0.8522 | SRCC = 0.8504 ]
+INFO:root:Average loss=0.19072809528846008
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2822 | LCC = 0.8479 | SRCC = 0.8522 ]
+INFO:root:Average loss=0.17546186615259218
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2464 | LCC = 0.8550 | SRCC = 0.8559 ]
+INFO:root:Average loss=0.16307444603015214
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2444 | LCC = 0.8550 | SRCC = 0.8544 ]
+INFO:root:Average loss=0.15928870296249023
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2548 | LCC = 0.8579 | SRCC = 0.8597 ]
+INFO:root:Average loss=0.1539536140477046
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2627 | LCC = 0.8552 | SRCC = 0.8558 ]
+INFO:root:Average loss=0.14777607260606226
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2332 | LCC = 0.8608 | SRCC = 0.8614 ]
+INFO:root:Average loss=0.13779697968409613
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3275 | LCC = 0.8512 | SRCC = 0.8599 ]
+INFO:root:Average loss=0.1665129854510992
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2342 | LCC = 0.8616 | SRCC = 0.8612 ]
+INFO:root:Average loss=0.13307067828300673
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2370 | LCC = 0.8600 | SRCC = 0.8597 ]
+INFO:root:Average loss=0.1500712658923406
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2292 | LCC = 0.8618 | SRCC = 0.8619 ]
+INFO:root:Average loss=0.11716375098778652
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2297 | LCC = 0.8637 | SRCC = 0.8637 ]
+INFO:root:Average loss=0.12265924039559487
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2638 | LCC = 0.8553 | SRCC = 0.8594 ]
+INFO:root:Average loss=0.10790864894023308
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2506 | LCC = 0.8535 | SRCC = 0.8525 ]
+INFO:root:Average loss=0.10163848617902169
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2808 | LCC = 0.8610 | SRCC = 0.8599 ]
+INFO:root:Average loss=0.11567776793470749
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2367 | LCC = 0.8575 | SRCC = 0.8570 ]
+INFO:root:Average loss=0.09739035334533606
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2380 | LCC = 0.8537 | SRCC = 0.8537 ]
+INFO:root:Average loss=0.09019427278485054
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2522 | LCC = 0.8565 | SRCC = 0.8570 ]
+INFO:root:Average loss=0.0896495193338547
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2886 | LCC = 0.8548 | SRCC = 0.8598 ]
+INFO:root:Average loss=0.08035196292285736
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2345 | LCC = 0.8620 | SRCC = 0.8619 ]
+INFO:root:Average loss=0.07482632965995716
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2347 | LCC = 0.8608 | SRCC = 0.8610 ]
+INFO:root:Average loss=0.07473993621384487
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2350 | LCC = 0.8637 | SRCC = 0.8634 ]
+INFO:root:Average loss=0.09351949570461726
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2404 | LCC = 0.8584 | SRCC = 0.8600 ]
+INFO:root:Average loss=0.07034991619487603
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2586 | LCC = 0.8568 | SRCC = 0.8607 ]
+INFO:root:Average loss=0.07825908762140152
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2367 | LCC = 0.8583 | SRCC = 0.8590 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2733 | LCC = 0.8601 | SRCC = 0.8587 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer38/run0/config.gin b/results_bvcc/w2v2_xlsr_1b/layer38/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer38/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_xlsr_1b/layer38/run0/model.pt b/results_bvcc/w2v2_xlsr_1b/layer38/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..8696d565fac3f03fd702c57b623784cc1d31b4f0
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer38/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:157913376bf6bb46889fc607aad4be97d4c6d75e6d6791943c3a466de1faac7c
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer38/run0/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer38/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..da64e9e311512e451cd64cbce91c85d1862579fa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer38/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a81fe10623ef85d4a3895f40ae59b94a8bfdff5e1ff96de49cb5a9567027e100
+size 4060422
diff --git a/results_bvcc/w2v2_xlsr_1b/layer38/run0/train.log b/results_bvcc/w2v2_xlsr_1b/layer38/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..95d300b240f9f0c01a5431041a5c865c15babb2a
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer38/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=0.6415072530508041
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3703 | LCC = 0.7693 | SRCC = 0.7732 ]
+INFO:root:Average loss=0.29999299060839874
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2872 | LCC = 0.8387 | SRCC = 0.8390 ]
+INFO:root:Average loss=0.28292459402328884
+INFO:root:
+[Valid][2][UTT][ MSE = 0.4050 | LCC = 0.8298 | SRCC = 0.8387 ]
+INFO:root:Average loss=0.24089575520692727
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3117 | LCC = 0.8439 | SRCC = 0.8456 ]
+INFO:root:Average loss=0.21909386817461404
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3679 | LCC = 0.8414 | SRCC = 0.8538 ]
+INFO:root:Average loss=0.2028340192941519
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2829 | LCC = 0.8568 | SRCC = 0.8558 ]
+INFO:root:Average loss=0.19684162344305944
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3491 | LCC = 0.8561 | SRCC = 0.8589 ]
+INFO:root:Average loss=0.1827005474613263
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2883 | LCC = 0.8598 | SRCC = 0.8602 ]
+INFO:root:Average loss=0.17310950351067078
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2794 | LCC = 0.8604 | SRCC = 0.8617 ]
+INFO:root:Average loss=0.166943249412072
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2515 | LCC = 0.8624 | SRCC = 0.8608 ]
+INFO:root:Average loss=0.17569793158998856
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2324 | LCC = 0.8647 | SRCC = 0.8636 ]
+INFO:root:Average loss=0.1513125284168965
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2330 | LCC = 0.8669 | SRCC = 0.8649 ]
+INFO:root:Average loss=0.14263405669958162
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2272 | LCC = 0.8668 | SRCC = 0.8644 ]
+INFO:root:Average loss=0.14302369952201843
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2361 | LCC = 0.8649 | SRCC = 0.8644 ]
+INFO:root:Average loss=0.1442004704895692
+INFO:root:
+[Valid][14][UTT][ MSE = 0.3108 | LCC = 0.8511 | SRCC = 0.8551 ]
+INFO:root:Average loss=0.13261792025504968
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2858 | LCC = 0.8596 | SRCC = 0.8646 ]
+INFO:root:Average loss=0.11746905295130534
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2295 | LCC = 0.8635 | SRCC = 0.8620 ]
+INFO:root:Average loss=0.1336506040623555
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2649 | LCC = 0.8563 | SRCC = 0.8551 ]
+INFO:root:Average loss=0.12859739783482674
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2352 | LCC = 0.8621 | SRCC = 0.8606 ]
+INFO:root:Average loss=0.11267518538695115
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2632 | LCC = 0.8581 | SRCC = 0.8580 ]
+INFO:root:Average loss=0.11190633915173702
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2441 | LCC = 0.8603 | SRCC = 0.8587 ]
+INFO:root:Average loss=0.10397643132660633
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2389 | LCC = 0.8621 | SRCC = 0.8610 ]
+INFO:root:Average loss=0.10608535985916089
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2252 | LCC = 0.8612 | SRCC = 0.8608 ]
+INFO:root:Average loss=0.09467515516548584
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2347 | LCC = 0.8614 | SRCC = 0.8614 ]
+INFO:root:Average loss=0.09117922220283593
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2583 | LCC = 0.8599 | SRCC = 0.8607 ]
+INFO:root:Average loss=0.09532264796778178
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2185 | LCC = 0.8652 | SRCC = 0.8656 ]
+INFO:root:Average loss=0.0846474423335913
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2302 | LCC = 0.8597 | SRCC = 0.8591 ]
+INFO:root:Average loss=0.08273747300681396
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2274 | LCC = 0.8619 | SRCC = 0.8598 ]
+INFO:root:Average loss=0.08381220932381275
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2365 | LCC = 0.8610 | SRCC = 0.8607 ]
+INFO:root:Average loss=0.0800285302580167
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2359 | LCC = 0.8558 | SRCC = 0.8546 ]
+INFO:root:Average loss=0.07631577694645295
+INFO:root:
+[Valid][30][UTT][ MSE = 0.3051 | LCC = 0.8579 | SRCC = 0.8594 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2400 | LCC = 0.8617 | SRCC = 0.8603 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer38/run1/config.gin b/results_bvcc/w2v2_xlsr_1b/layer38/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer38/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_xlsr_1b/layer38/run1/model.pt b/results_bvcc/w2v2_xlsr_1b/layer38/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e7665bf2e21102c7c06e956a3aa7179ad95a6516
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer38/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer38/run1/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer38/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..d5c477be98cbf6829221f63ae152b5419cfaecb6
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer38/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_xlsr_1b/layer38/run1/train.log b/results_bvcc/w2v2_xlsr_1b/layer38/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..66133e5dce9e2dba5df4fb00d2e4d217bc6f0e1e
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer38/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=0.6029387097328137
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3590 | LCC = 0.7817 | SRCC = 0.7900 ]
+INFO:root:Average loss=0.3025573988755544
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3054 | LCC = 0.8371 | SRCC = 0.8362 ]
+INFO:root:Average loss=0.2497538523032115
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2847 | LCC = 0.8447 | SRCC = 0.8489 ]
+INFO:root:Average loss=0.22885896590275642
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2517 | LCC = 0.8543 | SRCC = 0.8528 ]
+INFO:root:Average loss=0.2456422544633731
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2701 | LCC = 0.8559 | SRCC = 0.8540 ]
+INFO:root:Average loss=0.20091723029812178
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2398 | LCC = 0.8583 | SRCC = 0.8575 ]
+INFO:root:Average loss=0.18876741893398455
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2544 | LCC = 0.8534 | SRCC = 0.8546 ]
+INFO:root:Average loss=0.17762442601796907
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2652 | LCC = 0.8586 | SRCC = 0.8568 ]
+INFO:root:Average loss=0.18016953374712896
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2878 | LCC = 0.8621 | SRCC = 0.8598 ]
+INFO:root:Average loss=0.1701273103364003
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2546 | LCC = 0.8596 | SRCC = 0.8598 ]
+INFO:root:Average loss=0.17469641986565712
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2194 | LCC = 0.8610 | SRCC = 0.8608 ]
+INFO:root:Average loss=0.1534479221281333
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2286 | LCC = 0.8631 | SRCC = 0.8617 ]
+INFO:root:Average loss=0.14231892570089072
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2846 | LCC = 0.8652 | SRCC = 0.8649 ]
+INFO:root:Average loss=0.1607124017408261
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2701 | LCC = 0.8617 | SRCC = 0.8613 ]
+INFO:root:Average loss=0.1433066715223667
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2281 | LCC = 0.8635 | SRCC = 0.8627 ]
+INFO:root:Average loss=0.12535383409032455
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2273 | LCC = 0.8649 | SRCC = 0.8634 ]
+INFO:root:Average loss=0.12898370480308166
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2531 | LCC = 0.8658 | SRCC = 0.8655 ]
+INFO:root:Average loss=0.11933286191943364
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2540 | LCC = 0.8665 | SRCC = 0.8654 ]
+INFO:root:Average loss=0.11178942215748322
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2329 | LCC = 0.8629 | SRCC = 0.8634 ]
+INFO:root:Average loss=0.11139533649652432
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2312 | LCC = 0.8613 | SRCC = 0.8642 ]
+INFO:root:Average loss=0.11482019235308354
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2187 | LCC = 0.8622 | SRCC = 0.8630 ]
+INFO:root:Average loss=0.10341196024838166
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2198 | LCC = 0.8637 | SRCC = 0.8640 ]
+INFO:root:Average loss=0.10383065980978501
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2169 | LCC = 0.8624 | SRCC = 0.8613 ]
+INFO:root:Average loss=0.0973298226793607
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2486 | LCC = 0.8546 | SRCC = 0.8538 ]
+INFO:root:Average loss=0.10232167256375153
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2931 | LCC = 0.8583 | SRCC = 0.8586 ]
+INFO:root:Average loss=0.09212579969794323
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2420 | LCC = 0.8593 | SRCC = 0.8579 ]
+INFO:root:Average loss=0.08780754792193572
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2255 | LCC = 0.8613 | SRCC = 0.8605 ]
+INFO:root:Average loss=0.08423590598007043
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2196 | LCC = 0.8617 | SRCC = 0.8610 ]
+INFO:root:Average loss=0.08301187937076275
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2681 | LCC = 0.8527 | SRCC = 0.8554 ]
+INFO:root:Average loss=0.08003217215912464
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2243 | LCC = 0.8597 | SRCC = 0.8600 ]
+INFO:root:Average loss=0.074551588927324
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2355 | LCC = 0.8556 | SRCC = 0.8548 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2857 | LCC = 0.8590 | SRCC = 0.8600 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer38/run2/config.gin b/results_bvcc/w2v2_xlsr_1b/layer38/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer38/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_xlsr_1b/layer38/run2/model.pt b/results_bvcc/w2v2_xlsr_1b/layer38/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..455ba5ebe9a0fec1fabd62020c8c138ced3d8f81
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer38/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer38/run2/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer38/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b1ac17d0e566011335f98bb2eba9770e5c08f6e4
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer38/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_xlsr_1b/layer38/run2/train.log b/results_bvcc/w2v2_xlsr_1b/layer38/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..67e5c6b2c49f0dfd7712b51b9d602798f6d3cdcc
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer38/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=0.5297576943651224
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3750 | LCC = 0.8092 | SRCC = 0.8107 ]
+INFO:root:Average loss=0.31710309382432544
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3838 | LCC = 0.8272 | SRCC = 0.8315 ]
+INFO:root:Average loss=0.2501225771430211
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2868 | LCC = 0.8472 | SRCC = 0.8471 ]
+INFO:root:Average loss=0.22552400426222727
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3416 | LCC = 0.8551 | SRCC = 0.8573 ]
+INFO:root:Average loss=0.2294165597130091
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2924 | LCC = 0.8603 | SRCC = 0.8601 ]
+INFO:root:Average loss=0.20666254808505377
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2273 | LCC = 0.8626 | SRCC = 0.8625 ]
+INFO:root:Average loss=0.1907272925361609
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2438 | LCC = 0.8605 | SRCC = 0.8595 ]
+INFO:root:Average loss=0.18390776933385775
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3267 | LCC = 0.8575 | SRCC = 0.8610 ]
+INFO:root:Average loss=0.181493290914939
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2492 | LCC = 0.8644 | SRCC = 0.8637 ]
+INFO:root:Average loss=0.17369985733276758
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2473 | LCC = 0.8654 | SRCC = 0.8635 ]
+INFO:root:Average loss=0.16094060433216584
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3086 | LCC = 0.8606 | SRCC = 0.8645 ]
+INFO:root:Average loss=0.15784929004999307
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2342 | LCC = 0.8636 | SRCC = 0.8638 ]
+INFO:root:Average loss=0.15728221422968766
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2690 | LCC = 0.8637 | SRCC = 0.8648 ]
+INFO:root:Average loss=0.15794267333470857
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2118 | LCC = 0.8684 | SRCC = 0.8680 ]
+INFO:root:Average loss=0.13696847473963714
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2346 | LCC = 0.8655 | SRCC = 0.8645 ]
+INFO:root:Average loss=0.13294327908601516
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2612 | LCC = 0.8656 | SRCC = 0.8660 ]
+INFO:root:Average loss=0.1362774398846504
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2503 | LCC = 0.8700 | SRCC = 0.8693 ]
+INFO:root:Average loss=0.11615609864775951
+INFO:root:
+[Valid][17][UTT][ MSE = 0.3214 | LCC = 0.8629 | SRCC = 0.8671 ]
+INFO:root:Average loss=0.12147316699608779
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2884 | LCC = 0.8633 | SRCC = 0.8657 ]
+INFO:root:Average loss=0.10677764631616764
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2355 | LCC = 0.8651 | SRCC = 0.8644 ]
+INFO:root:Average loss=0.11494350691254322
+INFO:root:
+[Valid][20][UTT][ MSE = 0.3910 | LCC = 0.8593 | SRCC = 0.8628 ]
+INFO:root:Average loss=0.13911240805800146
+INFO:root:
+[Valid][21][UTT][ MSE = 0.3266 | LCC = 0.8620 | SRCC = 0.8650 ]
+INFO:root:Average loss=0.11643676373821038
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2713 | LCC = 0.8620 | SRCC = 0.8626 ]
+INFO:root:Average loss=0.09321931434365419
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2198 | LCC = 0.8644 | SRCC = 0.8651 ]
+INFO:root:Average loss=0.09957009682861659
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2278 | LCC = 0.8642 | SRCC = 0.8647 ]
+INFO:root:Average loss=0.09133103809868678
+INFO:root:
+[Valid][25][UTT][ MSE = 0.3027 | LCC = 0.8564 | SRCC = 0.8598 ]
+INFO:root:Average loss=0.09525548408810909
+INFO:root:
+[Valid][26][UTT][ MSE = 0.3202 | LCC = 0.8562 | SRCC = 0.8633 ]
+INFO:root:Average loss=0.08621342064669499
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2202 | LCC = 0.8647 | SRCC = 0.8658 ]
+INFO:root:Average loss=0.09838265911317788
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2287 | LCC = 0.8647 | SRCC = 0.8656 ]
+INFO:root:Average loss=0.07644028761065923
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2310 | LCC = 0.8607 | SRCC = 0.8613 ]
+INFO:root:Average loss=0.09029038269550373
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2654 | LCC = 0.8612 | SRCC = 0.8636 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2418 | LCC = 0.8644 | SRCC = 0.8628 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer38/run3/config.gin b/results_bvcc/w2v2_xlsr_1b/layer38/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer38/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_xlsr_1b/layer38/run3/model.pt b/results_bvcc/w2v2_xlsr_1b/layer38/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..6331eda1eaaae281c6856ba1996ab413df9e4138
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer38/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_1b/layer38/run3/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer38/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..07d0e17b673368ca03a8d424e4ccf48dff3c6fef
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer38/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 4060422
diff --git a/results_bvcc/w2v2_xlsr_1b/layer38/run3/train.log b/results_bvcc/w2v2_xlsr_1b/layer38/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..2e0c73ff9c20b38584765f250c59b02bf5acda07
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer38/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=0.5893722405800452
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3411 | LCC = 0.7901 | SRCC = 0.7923 ]
+INFO:root:Average loss=0.29401166374102616
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2823 | LCC = 0.8278 | SRCC = 0.8298 ]
+INFO:root:Average loss=0.2589132674993613
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3133 | LCC = 0.8392 | SRCC = 0.8415 ]
+INFO:root:Average loss=0.25574723249062514
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3587 | LCC = 0.8453 | SRCC = 0.8454 ]
+INFO:root:Average loss=0.23399314819238123
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2721 | LCC = 0.8504 | SRCC = 0.8499 ]
+INFO:root:Average loss=0.22264383016870573
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2634 | LCC = 0.8551 | SRCC = 0.8550 ]
+INFO:root:Average loss=0.21486825973559648
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3449 | LCC = 0.8509 | SRCC = 0.8548 ]
+INFO:root:Average loss=0.1935951088865598
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2541 | LCC = 0.8557 | SRCC = 0.8549 ]
+INFO:root:Average loss=0.1883553982927249
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2539 | LCC = 0.8573 | SRCC = 0.8579 ]
+INFO:root:Average loss=0.18072001034250626
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2506 | LCC = 0.8591 | SRCC = 0.8595 ]
+INFO:root:Average loss=0.1661835559285604
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2789 | LCC = 0.8539 | SRCC = 0.8531 ]
+INFO:root:Average loss=0.15371776802035478
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2465 | LCC = 0.8588 | SRCC = 0.8570 ]
+INFO:root:Average loss=0.14768661730564558
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2348 | LCC = 0.8582 | SRCC = 0.8586 ]
+INFO:root:Average loss=0.14258126121682999
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2400 | LCC = 0.8590 | SRCC = 0.8581 ]
+INFO:root:Average loss=0.1495950564933129
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2333 | LCC = 0.8616 | SRCC = 0.8610 ]
+INFO:root:Average loss=0.14655621875173006
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2388 | LCC = 0.8581 | SRCC = 0.8576 ]
+INFO:root:Average loss=0.1266863798865905
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2690 | LCC = 0.8553 | SRCC = 0.8547 ]
+INFO:root:Average loss=0.13007764680645403
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2660 | LCC = 0.8520 | SRCC = 0.8535 ]
+INFO:root:Average loss=0.1240217714355542
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2551 | LCC = 0.8573 | SRCC = 0.8552 ]
+INFO:root:Average loss=0.1124402617987914
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2333 | LCC = 0.8580 | SRCC = 0.8569 ]
+INFO:root:Average loss=0.10906776747642419
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2338 | LCC = 0.8554 | SRCC = 0.8548 ]
+INFO:root:Average loss=0.10967400182898228
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2558 | LCC = 0.8566 | SRCC = 0.8578 ]
+INFO:root:Average loss=0.10183159424326359
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2719 | LCC = 0.8541 | SRCC = 0.8548 ]
+INFO:root:Average loss=0.1044859762948293
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2662 | LCC = 0.8523 | SRCC = 0.8528 ]
+INFO:root:Average loss=0.08937241948949985
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2819 | LCC = 0.8497 | SRCC = 0.8513 ]
+INFO:root:Average loss=0.09073517734232621
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2447 | LCC = 0.8542 | SRCC = 0.8549 ]
+INFO:root:Average loss=0.08180322526739194
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2403 | LCC = 0.8498 | SRCC = 0.8494 ]
+INFO:root:Average loss=0.07867039615909259
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2392 | LCC = 0.8542 | SRCC = 0.8529 ]
+INFO:root:Average loss=0.08432921084264915
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2411 | LCC = 0.8488 | SRCC = 0.8479 ]
+INFO:root:Average loss=0.0719034704260337
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2364 | LCC = 0.8528 | SRCC = 0.8517 ]
+INFO:root:Average loss=0.08626534063846637
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2483 | LCC = 0.8525 | SRCC = 0.8517 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2545 | LCC = 0.8568 | SRCC = 0.8579 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer38/run4/config.gin b/results_bvcc/w2v2_xlsr_1b/layer38/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer38/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_xlsr_1b/layer38/run4/model.pt b/results_bvcc/w2v2_xlsr_1b/layer38/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..1d61ab68a361a13eeea1ca57c59f414c34835140
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer38/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6916bfebbe802e17de82e23e607e00f68bccab646da169099333a08c436804da
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer38/run4/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer38/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b9fd3f83dc8383cb43c5fa4c4aa8f0395278030b
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer38/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2d6a34dff9c8d23d2401774440016da12ea418674778bdda1886bf0445f7eca7
+size 4060422
diff --git a/results_bvcc/w2v2_xlsr_1b/layer38/run4/train.log b/results_bvcc/w2v2_xlsr_1b/layer38/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..9862f1c72598105413d12dd5c03dba8b504690e1
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer38/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.48899685381314695
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3383 | LCC = 0.8088 | SRCC = 0.8171 ]
+INFO:root:Average loss=0.2879372300245823
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2703 | LCC = 0.8440 | SRCC = 0.8441 ]
+INFO:root:Average loss=0.24926769332243845
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2738 | LCC = 0.8471 | SRCC = 0.8505 ]
+INFO:root:Average loss=0.23586046466460595
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3324 | LCC = 0.8538 | SRCC = 0.8552 ]
+INFO:root:Average loss=0.21944293933801162
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2740 | LCC = 0.8544 | SRCC = 0.8538 ]
+INFO:root:Average loss=0.2166441791714766
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2510 | LCC = 0.8617 | SRCC = 0.8609 ]
+INFO:root:Average loss=0.20529397080341974
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2688 | LCC = 0.8584 | SRCC = 0.8559 ]
+INFO:root:Average loss=0.19133991757646585
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2498 | LCC = 0.8579 | SRCC = 0.8561 ]
+INFO:root:Average loss=0.1829956834897017
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2443 | LCC = 0.8631 | SRCC = 0.8615 ]
+INFO:root:Average loss=0.17798062538107237
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2347 | LCC = 0.8651 | SRCC = 0.8637 ]
+INFO:root:Average loss=0.17624685827356118
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2522 | LCC = 0.8618 | SRCC = 0.8616 ]
+INFO:root:Average loss=0.16001040908770683
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2500 | LCC = 0.8658 | SRCC = 0.8643 ]
+INFO:root:Average loss=0.1812431862912117
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2610 | LCC = 0.8654 | SRCC = 0.8652 ]
+INFO:root:Average loss=0.16437691220870385
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3254 | LCC = 0.8563 | SRCC = 0.8616 ]
+INFO:root:Average loss=0.143253677070905
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2323 | LCC = 0.8617 | SRCC = 0.8622 ]
+INFO:root:Average loss=0.14890906778283608
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2373 | LCC = 0.8671 | SRCC = 0.8678 ]
+INFO:root:Average loss=0.1319398167423713
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2258 | LCC = 0.8640 | SRCC = 0.8655 ]
+INFO:root:Average loss=0.12411326322800074
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2198 | LCC = 0.8651 | SRCC = 0.8663 ]
+INFO:root:Average loss=0.11697838149773769
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2350 | LCC = 0.8623 | SRCC = 0.8630 ]
+INFO:root:Average loss=0.12702523983823946
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2278 | LCC = 0.8662 | SRCC = 0.8672 ]
+INFO:root:Average loss=0.10797564909817317
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2344 | LCC = 0.8643 | SRCC = 0.8643 ]
+INFO:root:Average loss=0.11593153547400083
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2577 | LCC = 0.8607 | SRCC = 0.8621 ]
+INFO:root:Average loss=0.1248130715237214
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2407 | LCC = 0.8610 | SRCC = 0.8614 ]
+INFO:root:Average loss=0.10643720994584072
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2146 | LCC = 0.8647 | SRCC = 0.8653 ]
+INFO:root:Average loss=0.09571441702353649
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2189 | LCC = 0.8617 | SRCC = 0.8618 ]
+INFO:root:Average loss=0.0990938576272665
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2414 | LCC = 0.8641 | SRCC = 0.8658 ]
+INFO:root:Average loss=0.09206235518631263
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2266 | LCC = 0.8640 | SRCC = 0.8656 ]
+INFO:root:Average loss=0.08913121625590019
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2483 | LCC = 0.8564 | SRCC = 0.8588 ]
+INFO:root:Average loss=0.09404571387821282
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2291 | LCC = 0.8622 | SRCC = 0.8628 ]
+INFO:root:Average loss=0.08740338869392872
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2355 | LCC = 0.8591 | SRCC = 0.8611 ]
+INFO:root:Average loss=0.07714837555510876
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2314 | LCC = 0.8609 | SRCC = 0.8626 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2487 | LCC = 0.8583 | SRCC = 0.8563 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer4/run0/config.gin b/results_bvcc/w2v2_xlsr_1b/layer4/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/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_xlsr_1b/layer4/run0/model.pt b/results_bvcc/w2v2_xlsr_1b/layer4/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..5e7be03a3a77a375a611ce6c792d3379ebb3f3cf
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer4/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:50ee5d9ebefc77f1875e129552bca2a15f9f745a5f1b863cee33d4222781548b
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer4/run0/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer4/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4cd2e5c595cd16d244c67f004bfcf7c64daf20e8
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer4/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:04ac25fb19f4c774572756b24bf9bfc206d5807d386c0403c90e449c3074b904
+size 4060422
diff --git a/results_bvcc/w2v2_xlsr_1b/layer4/run0/train.log b/results_bvcc/w2v2_xlsr_1b/layer4/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..ccaa48dde37ae5b03944fc9379173b5d32cb6531
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer4/run0/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.6172185463783069
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3975 | LCC = 0.7491 | SRCC = 0.7516 ]
+INFO:root:Average loss=0.3118496481806804
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3265 | LCC = 0.8011 | SRCC = 0.8103 ]
+INFO:root:Average loss=0.24437399647938898
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3307 | LCC = 0.8398 | SRCC = 0.8397 ]
+INFO:root:Average loss=0.2469082786104618
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2616 | LCC = 0.8487 | SRCC = 0.8479 ]
+INFO:root:Average loss=0.1996626703020854
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2437 | LCC = 0.8587 | SRCC = 0.8607 ]
+INFO:root:Average loss=0.1820669628870793
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2615 | LCC = 0.8688 | SRCC = 0.8663 ]
+INFO:root:Average loss=0.1717175477399276
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3106 | LCC = 0.8682 | SRCC = 0.8706 ]
+INFO:root:Average loss=0.17299676791597635
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2636 | LCC = 0.8682 | SRCC = 0.8675 ]
+INFO:root:Average loss=0.15219491767959717
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2443 | LCC = 0.8723 | SRCC = 0.8716 ]
+INFO:root:Average loss=0.14964717473739234
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2109 | LCC = 0.8784 | SRCC = 0.8762 ]
+INFO:root:Average loss=0.13980378019504058
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2089 | LCC = 0.8826 | SRCC = 0.8809 ]
+INFO:root:Average loss=0.12826170237400594
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2143 | LCC = 0.8780 | SRCC = 0.8774 ]
+INFO:root:Average loss=0.12415499870593731
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2419 | LCC = 0.8791 | SRCC = 0.8750 ]
+INFO:root:Average loss=0.11337940165629753
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2049 | LCC = 0.8803 | SRCC = 0.8786 ]
+INFO:root:Average loss=0.10641657570615792
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2078 | LCC = 0.8785 | SRCC = 0.8773 ]
+INFO:root:Average loss=0.09952053867089443
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2099 | LCC = 0.8798 | SRCC = 0.8780 ]
+INFO:root:Average loss=0.09884066994373615
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2198 | LCC = 0.8778 | SRCC = 0.8770 ]
+INFO:root:Average loss=0.09229225111313355
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2048 | LCC = 0.8771 | SRCC = 0.8739 ]
+INFO:root:Average loss=0.09860496719678243
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2021 | LCC = 0.8808 | SRCC = 0.8798 ]
+INFO:root:Average loss=0.08437673876491877
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2083 | LCC = 0.8788 | SRCC = 0.8792 ]
+INFO:root:Average loss=0.08740168938843104
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2077 | LCC = 0.8800 | SRCC = 0.8780 ]
+INFO:root:Average loss=0.08056430700115669
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2249 | LCC = 0.8785 | SRCC = 0.8775 ]
+INFO:root:Average loss=0.0753022263256403
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2346 | LCC = 0.8794 | SRCC = 0.8763 ]
+INFO:root:Average loss=0.0762642728499113
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2092 | LCC = 0.8775 | SRCC = 0.8743 ]
+INFO:root:Average loss=0.07466676387076195
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2061 | LCC = 0.8792 | SRCC = 0.8774 ]
+INFO:root:Average loss=0.06616390386644082
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2253 | LCC = 0.8800 | SRCC = 0.8774 ]
+INFO:root:Average loss=0.061878564075017586
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2056 | LCC = 0.8776 | SRCC = 0.8766 ]
+INFO:root:Average loss=0.06269501722775973
+INFO:root:
+[Valid][27][UTT][ MSE = 0.1955 | LCC = 0.8804 | SRCC = 0.8795 ]
+INFO:root:Average loss=0.05508657200978352
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2118 | LCC = 0.8798 | SRCC = 0.8785 ]
+INFO:root:Average loss=0.052308388818532996
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2052 | LCC = 0.8770 | SRCC = 0.8749 ]
+INFO:root:Average loss=0.05353912672935388
+INFO:root:
+[Valid][30][UTT][ MSE = 0.1970 | LCC = 0.8762 | SRCC = 0.8764 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2297 | LCC = 0.8745 | SRCC = 0.8732 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer4/run1/config.gin b/results_bvcc/w2v2_xlsr_1b/layer4/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/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_xlsr_1b/layer4/run1/model.pt b/results_bvcc/w2v2_xlsr_1b/layer4/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..87e75574971723a9332aacab24b39b3a7541774f
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer4/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer4/run1/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer4/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..3c10391dd60be6cb12d82ae59d6413e488c31bab
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer4/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_1b/layer4/run1/train.log b/results_bvcc/w2v2_xlsr_1b/layer4/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..eb36fd3b5d8e16fb1c274744d9878912bf83e72b
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer4/run1/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.5623147896467111
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3976 | LCC = 0.7439 | SRCC = 0.7513 ]
+INFO:root:Average loss=0.2945588255922
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3232 | LCC = 0.8204 | SRCC = 0.8198 ]
+INFO:root:Average loss=0.2398113245383287
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2581 | LCC = 0.8435 | SRCC = 0.8425 ]
+INFO:root:Average loss=0.2293225652896441
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2552 | LCC = 0.8555 | SRCC = 0.8524 ]
+INFO:root:Average loss=0.20966332463117746
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2688 | LCC = 0.8666 | SRCC = 0.8629 ]
+INFO:root:Average loss=0.18691153929401666
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2472 | LCC = 0.8686 | SRCC = 0.8657 ]
+INFO:root:Average loss=0.17523419350767747
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2730 | LCC = 0.8639 | SRCC = 0.8639 ]
+INFO:root:Average loss=0.1652480925504978
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2144 | LCC = 0.8734 | SRCC = 0.8729 ]
+INFO:root:Average loss=0.149184681284122
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2737 | LCC = 0.8694 | SRCC = 0.8726 ]
+INFO:root:Average loss=0.1406799100148372
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2323 | LCC = 0.8796 | SRCC = 0.8792 ]
+INFO:root:Average loss=0.13344052099646667
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2193 | LCC = 0.8802 | SRCC = 0.8788 ]
+INFO:root:Average loss=0.12257967497675847
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2139 | LCC = 0.8776 | SRCC = 0.8762 ]
+INFO:root:Average loss=0.12472542356222104
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2245 | LCC = 0.8815 | SRCC = 0.8809 ]
+INFO:root:Average loss=0.12639222800349578
+INFO:root:
+[Valid][13][UTT][ MSE = 0.1986 | LCC = 0.8784 | SRCC = 0.8777 ]
+INFO:root:Average loss=0.11096516251564026
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2053 | LCC = 0.8753 | SRCC = 0.8737 ]
+INFO:root:Average loss=0.1040067290648436
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2088 | LCC = 0.8809 | SRCC = 0.8794 ]
+INFO:root:Average loss=0.1027584097897395
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2105 | LCC = 0.8802 | SRCC = 0.8794 ]
+INFO:root:Average loss=0.09100899162391822
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2211 | LCC = 0.8771 | SRCC = 0.8762 ]
+INFO:root:Average loss=0.08785750535436165
+INFO:root:
+[Valid][18][UTT][ MSE = 0.1996 | LCC = 0.8785 | SRCC = 0.8768 ]
+INFO:root:Average loss=0.08513456783615626
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2066 | LCC = 0.8773 | SRCC = 0.8754 ]
+INFO:root:Average loss=0.08357495088607837
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2066 | LCC = 0.8798 | SRCC = 0.8788 ]
+INFO:root:Average loss=0.08250787978370984
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2066 | LCC = 0.8798 | SRCC = 0.8785 ]
+INFO:root:Average loss=0.0817455105865613
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2062 | LCC = 0.8774 | SRCC = 0.8759 ]
+INFO:root:Average loss=0.07515974844304416
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2129 | LCC = 0.8769 | SRCC = 0.8763 ]
+INFO:root:Average loss=0.06708386783989576
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2139 | LCC = 0.8777 | SRCC = 0.8747 ]
+INFO:root:Average loss=0.06522618826383199
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2001 | LCC = 0.8787 | SRCC = 0.8774 ]
+INFO:root:Average loss=0.06473591837745446
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2301 | LCC = 0.8766 | SRCC = 0.8745 ]
+INFO:root:Average loss=0.06260801278627835
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2118 | LCC = 0.8756 | SRCC = 0.8726 ]
+INFO:root:Average loss=0.06653555845602965
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2082 | LCC = 0.8791 | SRCC = 0.8773 ]
+INFO:root:Average loss=0.055567061910644554
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2206 | LCC = 0.8755 | SRCC = 0.8750 ]
+INFO:root:Average loss=0.059921526947082616
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2210 | LCC = 0.8729 | SRCC = 0.8714 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2089 | LCC = 0.8771 | SRCC = 0.8746 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer4/run2/config.gin b/results_bvcc/w2v2_xlsr_1b/layer4/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/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_xlsr_1b/layer4/run2/model.pt b/results_bvcc/w2v2_xlsr_1b/layer4/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..5a7f31b8a6f0daf876b1a335776a323d42231bac
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer4/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2882ce12dd63052a3fb9764c6fb29eb64a8ef821133ebaa9ea1e64c3f2c7aa69
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer4/run2/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer4/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..c257d3dbbf251140762a7ecaf69e528de3b6ab95
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer4/run2/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d4fa3f0012d0f665101a5fcb4a0cef13b2bca31c10cc47eeaf115decd027a0c6
+size 4060422
diff --git a/results_bvcc/w2v2_xlsr_1b/layer4/run2/train.log b/results_bvcc/w2v2_xlsr_1b/layer4/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..d139851711d94591e3fd0d87fce30b90871ac4c4
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer4/run2/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.4756098034290167
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3453 | LCC = 0.7750 | SRCC = 0.7810 ]
+INFO:root:Average loss=0.2654106748791841
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2840 | LCC = 0.8254 | SRCC = 0.8261 ]
+INFO:root:Average loss=0.22794935680352724
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2662 | LCC = 0.8451 | SRCC = 0.8411 ]
+INFO:root:Average loss=0.2101632504700086
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2392 | LCC = 0.8549 | SRCC = 0.8573 ]
+INFO:root:Average loss=0.18818705118237397
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2335 | LCC = 0.8691 | SRCC = 0.8691 ]
+INFO:root:Average loss=0.1804211366061981
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2423 | LCC = 0.8696 | SRCC = 0.8692 ]
+INFO:root:Average loss=0.17252508627298552
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2536 | LCC = 0.8721 | SRCC = 0.8756 ]
+INFO:root:Average loss=0.17280128302100378
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2262 | LCC = 0.8753 | SRCC = 0.8772 ]
+INFO:root:Average loss=0.14841551295457742
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2360 | LCC = 0.8771 | SRCC = 0.8745 ]
+INFO:root:Average loss=0.136074763077956
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2201 | LCC = 0.8818 | SRCC = 0.8800 ]
+INFO:root:Average loss=0.13054001551025954
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2280 | LCC = 0.8840 | SRCC = 0.8816 ]
+INFO:root:Average loss=0.13558833396587616
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2235 | LCC = 0.8809 | SRCC = 0.8785 ]
+INFO:root:Average loss=0.11581485279095478
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2261 | LCC = 0.8717 | SRCC = 0.8716 ]
+INFO:root:Average loss=0.12564540492036405
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2133 | LCC = 0.8727 | SRCC = 0.8721 ]
+INFO:root:Average loss=0.10552897829657946
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2064 | LCC = 0.8814 | SRCC = 0.8800 ]
+INFO:root:Average loss=0.10823268357377785
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2048 | LCC = 0.8766 | SRCC = 0.8753 ]
+INFO:root:Average loss=0.09945758890647155
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2412 | LCC = 0.8684 | SRCC = 0.8715 ]
+INFO:root:Average loss=0.09131762839089601
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2126 | LCC = 0.8768 | SRCC = 0.8746 ]
+INFO:root:Average loss=0.09245923796716408
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2034 | LCC = 0.8793 | SRCC = 0.8780 ]
+INFO:root:Average loss=0.09241525690333965
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2087 | LCC = 0.8772 | SRCC = 0.8760 ]
+INFO:root:Average loss=0.07764629308038797
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2142 | LCC = 0.8766 | SRCC = 0.8748 ]
+INFO:root:Average loss=0.07696550540052928
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2100 | LCC = 0.8806 | SRCC = 0.8795 ]
+INFO:root:Average loss=0.07414916582787648
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2089 | LCC = 0.8794 | SRCC = 0.8781 ]
+INFO:root:Average loss=0.07044309458862512
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2080 | LCC = 0.8777 | SRCC = 0.8759 ]
+INFO:root:Average loss=0.07719788189308766
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2148 | LCC = 0.8770 | SRCC = 0.8754 ]
+INFO:root:Average loss=0.06532884460802262
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2005 | LCC = 0.8793 | SRCC = 0.8776 ]
+INFO:root:Average loss=0.06467117822896211
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2016 | LCC = 0.8787 | SRCC = 0.8776 ]
+INFO:root:Average loss=0.06948497948738244
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2072 | LCC = 0.8783 | SRCC = 0.8758 ]
+INFO:root:Average loss=0.05907358668553524
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2103 | LCC = 0.8780 | SRCC = 0.8752 ]
+INFO:root:Average loss=0.05606853467627214
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2014 | LCC = 0.8768 | SRCC = 0.8745 ]
+INFO:root:Average loss=0.051958673323194184
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2095 | LCC = 0.8781 | SRCC = 0.8755 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2636 | LCC = 0.8788 | SRCC = 0.8781 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer4/run3/config.gin b/results_bvcc/w2v2_xlsr_1b/layer4/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/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_xlsr_1b/layer4/run3/model.pt b/results_bvcc/w2v2_xlsr_1b/layer4/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..69b7daf01f4d03bcaa9336bc1b90df4739bb61ec
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer4/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:69bd9cd9934114bfddbccbdfe76f8f184884cdf17767a9f3a4c901c7774dd38d
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer4/run3/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer4/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..736992afe5377bfca1cab0c633139255e9747eae
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer4/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_1b/layer4/run3/train.log b/results_bvcc/w2v2_xlsr_1b/layer4/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..1530f418d31040af331f5a3e693ce99cad409ae8
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer4/run3/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.4517715443403293
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3465 | LCC = 0.7794 | SRCC = 0.7828 ]
+INFO:root:Average loss=0.26601565705660063
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2699 | LCC = 0.8313 | SRCC = 0.8330 ]
+INFO:root:Average loss=0.2321228895049829
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2453 | LCC = 0.8540 | SRCC = 0.8538 ]
+INFO:root:Average loss=0.20400978930485555
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2382 | LCC = 0.8619 | SRCC = 0.8601 ]
+INFO:root:Average loss=0.18672239952362502
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2562 | LCC = 0.8718 | SRCC = 0.8696 ]
+INFO:root:Average loss=0.18475346974073312
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2694 | LCC = 0.8714 | SRCC = 0.8721 ]
+INFO:root:Average loss=0.18752106403311095
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2193 | LCC = 0.8735 | SRCC = 0.8716 ]
+INFO:root:Average loss=0.16244428280072334
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2835 | LCC = 0.8768 | SRCC = 0.8777 ]
+INFO:root:Average loss=0.1821362396272329
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2159 | LCC = 0.8793 | SRCC = 0.8777 ]
+INFO:root:Average loss=0.14209031991851637
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2290 | LCC = 0.8780 | SRCC = 0.8762 ]
+INFO:root:Average loss=0.14530904084826127
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2115 | LCC = 0.8840 | SRCC = 0.8838 ]
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+INFO:root:
+[Valid][11][UTT][ MSE = 0.2153 | LCC = 0.8811 | SRCC = 0.8806 ]
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+INFO:root:
+[Valid][12][UTT][ MSE = 0.2097 | LCC = 0.8826 | SRCC = 0.8812 ]
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+[Valid][13][UTT][ MSE = 0.2133 | LCC = 0.8837 | SRCC = 0.8834 ]
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+[Valid][14][UTT][ MSE = 0.1995 | LCC = 0.8778 | SRCC = 0.8792 ]
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+[Valid][15][UTT][ MSE = 0.2006 | LCC = 0.8799 | SRCC = 0.8797 ]
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+[Valid][16][UTT][ MSE = 0.2059 | LCC = 0.8828 | SRCC = 0.8824 ]
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+INFO:root:
+[Valid][17][UTT][ MSE = 0.2032 | LCC = 0.8804 | SRCC = 0.8808 ]
+INFO:root:Average loss=0.09370038328835598
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2052 | LCC = 0.8792 | SRCC = 0.8825 ]
+INFO:root:Average loss=0.0898542392712373
+INFO:root:
+[Valid][19][UTT][ MSE = 0.1992 | LCC = 0.8813 | SRCC = 0.8808 ]
+INFO:root:Average loss=0.08032177302699822
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2182 | LCC = 0.8758 | SRCC = 0.8764 ]
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+INFO:root:
+[Valid][21][UTT][ MSE = 0.2005 | LCC = 0.8802 | SRCC = 0.8802 ]
+INFO:root:Average loss=0.09183820848090526
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2254 | LCC = 0.8796 | SRCC = 0.8797 ]
+INFO:root:Average loss=0.07549421861767769
+INFO:root:
+[Valid][23][UTT][ MSE = 0.1999 | LCC = 0.8794 | SRCC = 0.8787 ]
+INFO:root:Average loss=0.07308632861345242
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2158 | LCC = 0.8785 | SRCC = 0.8771 ]
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+INFO:root:
+[Valid][25][UTT][ MSE = 0.2026 | LCC = 0.8794 | SRCC = 0.8779 ]
+INFO:root:Average loss=0.06325821086573295
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2226 | LCC = 0.8761 | SRCC = 0.8767 ]
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+INFO:root:
+[Valid][27][UTT][ MSE = 0.1943 | LCC = 0.8792 | SRCC = 0.8784 ]
+INFO:root:Average loss=0.06069964896409939
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2057 | LCC = 0.8774 | SRCC = 0.8780 ]
+INFO:root:Average loss=0.06184598540839476
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2068 | LCC = 0.8781 | SRCC = 0.8802 ]
+INFO:root:Average loss=0.05736614052110758
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2022 | LCC = 0.8789 | SRCC = 0.8786 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2215 | LCC = 0.8801 | SRCC = 0.8787 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer4/run4/config.gin b/results_bvcc/w2v2_xlsr_1b/layer4/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/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_xlsr_1b/layer4/run4/model.pt b/results_bvcc/w2v2_xlsr_1b/layer4/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..6c533ed311ac9d213f1b776a459d966ebd100a19
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer4/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_1b/layer4/run4/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer4/run4/model_best.pt
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diff --git a/results_bvcc/w2v2_xlsr_1b/layer4/run4/train.log b/results_bvcc/w2v2_xlsr_1b/layer4/run4/train.log
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--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer4/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.5471905072530111
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3643 | LCC = 0.7736 | SRCC = 0.7748 ]
+INFO:root:Average loss=0.2893002696144275
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3118 | LCC = 0.8054 | SRCC = 0.8122 ]
+INFO:root:Average loss=0.25346483347507626
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2856 | LCC = 0.8343 | SRCC = 0.8323 ]
+INFO:root:Average loss=0.23026087574469736
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2607 | LCC = 0.8530 | SRCC = 0.8534 ]
+INFO:root:Average loss=0.21472291552867645
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3079 | LCC = 0.8557 | SRCC = 0.8579 ]
+INFO:root:Average loss=0.22692569784629038
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3600 | LCC = 0.8568 | SRCC = 0.8596 ]
+INFO:root:Average loss=0.17955284661207443
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2830 | LCC = 0.8640 | SRCC = 0.8678 ]
+INFO:root:Average loss=0.17687739565586433
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2536 | LCC = 0.8717 | SRCC = 0.8708 ]
+INFO:root:Average loss=0.16521364565079028
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3147 | LCC = 0.8687 | SRCC = 0.8706 ]
+INFO:root:Average loss=0.16128396405241427
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2633 | LCC = 0.8728 | SRCC = 0.8759 ]
+INFO:root:Average loss=0.14538538188506395
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2187 | LCC = 0.8793 | SRCC = 0.8793 ]
+INFO:root:Average loss=0.1392301392669861
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2095 | LCC = 0.8815 | SRCC = 0.8797 ]
+INFO:root:Average loss=0.13680424684515366
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2115 | LCC = 0.8811 | SRCC = 0.8805 ]
+INFO:root:Average loss=0.12269707043201496
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2102 | LCC = 0.8782 | SRCC = 0.8779 ]
+INFO:root:Average loss=0.12226274389869128
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2134 | LCC = 0.8810 | SRCC = 0.8801 ]
+INFO:root:Average loss=0.11553316983657005
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2116 | LCC = 0.8819 | SRCC = 0.8799 ]
+INFO:root:Average loss=0.10404531036814053
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2095 | LCC = 0.8818 | SRCC = 0.8811 ]
+INFO:root:Average loss=0.09521513432264328
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2390 | LCC = 0.8784 | SRCC = 0.8767 ]
+INFO:root:Average loss=0.08835836528585507
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2049 | LCC = 0.8783 | SRCC = 0.8781 ]
+INFO:root:Average loss=0.08565989084159717
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2144 | LCC = 0.8780 | SRCC = 0.8782 ]
+INFO:root:Average loss=0.09238374916215737
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2290 | LCC = 0.8786 | SRCC = 0.8784 ]
+INFO:root:Average loss=0.09349983940139794
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2038 | LCC = 0.8812 | SRCC = 0.8806 ]
+INFO:root:Average loss=0.08048434942387618
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2128 | LCC = 0.8796 | SRCC = 0.8779 ]
+INFO:root:Average loss=0.07317907778689495
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2396 | LCC = 0.8721 | SRCC = 0.8710 ]
+INFO:root:Average loss=0.07414347444398281
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2232 | LCC = 0.8752 | SRCC = 0.8734 ]
+INFO:root:Average loss=0.07712235688590087
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2312 | LCC = 0.8756 | SRCC = 0.8748 ]
+INFO:root:Average loss=0.06253701606048988
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2351 | LCC = 0.8786 | SRCC = 0.8768 ]
+INFO:root:Average loss=0.07168879732489586
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2086 | LCC = 0.8767 | SRCC = 0.8762 ]
+INFO:root:Average loss=0.0653203447850851
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2046 | LCC = 0.8790 | SRCC = 0.8770 ]
+INFO:root:Average loss=0.059936244757129595
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2104 | LCC = 0.8748 | SRCC = 0.8727 ]
+INFO:root:Average loss=0.05677039921283722
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2020 | LCC = 0.8783 | SRCC = 0.8757 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2120 | LCC = 0.8763 | SRCC = 0.8747 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer40/run0/config.gin b/results_bvcc/w2v2_xlsr_1b/layer40/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer40/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_xlsr_1b/layer40/run0/model.pt b/results_bvcc/w2v2_xlsr_1b/layer40/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..a39fc30384bf7ca3b44ecbd5f78b960f816fde00
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer40/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b0df88eaa84eaafc602b11cc42ccd7b30bcadd846b295aa39af252d0bca8419a
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer40/run0/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer40/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..fb5b14bb7a769a92927909b99829cde3d180a171
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer40/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3e9bd538f5f32fe73285b912d64352b8ac5c154ba7187c6bd7915f5cabfdcbbd
+size 4060422
diff --git a/results_bvcc/w2v2_xlsr_1b/layer40/run0/train.log b/results_bvcc/w2v2_xlsr_1b/layer40/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..6c2756fa479997d9e4e529b1f9e48aa3f7d8f77f
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer40/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=0.5801453517797666
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3734 | LCC = 0.8000 | SRCC = 0.8029 ]
+INFO:root:Average loss=0.294827653047366
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2977 | LCC = 0.8376 | SRCC = 0.8395 ]
+INFO:root:Average loss=0.28578301385427135
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2726 | LCC = 0.8429 | SRCC = 0.8453 ]
+INFO:root:Average loss=0.23743288257183173
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2540 | LCC = 0.8549 | SRCC = 0.8555 ]
+INFO:root:Average loss=0.23901374810017073
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3037 | LCC = 0.8529 | SRCC = 0.8572 ]
+INFO:root:Average loss=0.21898623231129768
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2616 | LCC = 0.8587 | SRCC = 0.8571 ]
+INFO:root:Average loss=0.20018746512822616
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2455 | LCC = 0.8622 | SRCC = 0.8616 ]
+INFO:root:Average loss=0.20718118643913513
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2451 | LCC = 0.8610 | SRCC = 0.8607 ]
+INFO:root:Average loss=0.1864696422066444
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2546 | LCC = 0.8610 | SRCC = 0.8606 ]
+INFO:root:Average loss=0.1933337941001623
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2592 | LCC = 0.8611 | SRCC = 0.8635 ]
+INFO:root:Average loss=0.18134733566488975
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2454 | LCC = 0.8650 | SRCC = 0.8642 ]
+INFO:root:Average loss=0.1703829135841284
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2760 | LCC = 0.8595 | SRCC = 0.8614 ]
+INFO:root:Average loss=0.1824414941171805
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2870 | LCC = 0.8566 | SRCC = 0.8608 ]
+INFO:root:Average loss=0.1800247517724832
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2365 | LCC = 0.8598 | SRCC = 0.8607 ]
+INFO:root:Average loss=0.1476968641464527
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2503 | LCC = 0.8625 | SRCC = 0.8613 ]
+INFO:root:Average loss=0.1510261385104595
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2576 | LCC = 0.8643 | SRCC = 0.8637 ]
+INFO:root:Average loss=0.14604009735660675
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2406 | LCC = 0.8647 | SRCC = 0.8639 ]
+INFO:root:Average loss=0.13188054890204698
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2443 | LCC = 0.8646 | SRCC = 0.8638 ]
+INFO:root:Average loss=0.14368254223313087
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2366 | LCC = 0.8616 | SRCC = 0.8611 ]
+INFO:root:Average loss=0.12539049142446274
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2356 | LCC = 0.8610 | SRCC = 0.8609 ]
+INFO:root:Average loss=0.12545848351258498
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2587 | LCC = 0.8672 | SRCC = 0.8665 ]
+INFO:root:Average loss=0.11821252871782352
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2424 | LCC = 0.8642 | SRCC = 0.8635 ]
+INFO:root:Average loss=0.11519529756445152
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2395 | LCC = 0.8633 | SRCC = 0.8637 ]
+INFO:root:Average loss=0.10308431356381147
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2357 | LCC = 0.8576 | SRCC = 0.8582 ]
+INFO:root:Average loss=0.11432065795629452
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2379 | LCC = 0.8607 | SRCC = 0.8624 ]
+INFO:root:Average loss=0.11339005140157846
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2509 | LCC = 0.8610 | SRCC = 0.8634 ]
+INFO:root:Average loss=0.10281309743340199
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2531 | LCC = 0.8623 | SRCC = 0.8617 ]
+INFO:root:Average loss=0.10198376929530731
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2594 | LCC = 0.8599 | SRCC = 0.8605 ]
+INFO:root:Average loss=0.09571865525765297
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2734 | LCC = 0.8564 | SRCC = 0.8593 ]
+INFO:root:Average loss=0.09468827745280205
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2301 | LCC = 0.8611 | SRCC = 0.8609 ]
+INFO:root:Average loss=0.09191359799259748
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2273 | LCC = 0.8575 | SRCC = 0.8591 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2960 | LCC = 0.8634 | SRCC = 0.8643 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer40/run1/config.gin b/results_bvcc/w2v2_xlsr_1b/layer40/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer40/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_xlsr_1b/layer40/run1/model.pt b/results_bvcc/w2v2_xlsr_1b/layer40/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..2fc7c103d5bfaef34dcc5b4de7f6905e72bdb1d4
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer40/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:58e41d138d9c76a30f761deb69ba1c05b2514eebe3f7c06b446ce851c7d327f2
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer40/run1/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer40/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4cb2e5aa63ca98a98f3f55180130cb9507674ceb
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer40/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b14b7c21680f4c14157fab6eebbe2c2dc3908d41ed60669bbcb9200d10346926
+size 4060358
diff --git a/results_bvcc/w2v2_xlsr_1b/layer40/run1/train.log b/results_bvcc/w2v2_xlsr_1b/layer40/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..33ac5d3be01b3c43083ffa88d9d29440dac75e51
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer40/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=0.5244095585285089
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3219 | LCC = 0.8072 | SRCC = 0.8114 ]
+INFO:root:Average loss=0.2943585018316905
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2847 | LCC = 0.8349 | SRCC = 0.8367 ]
+INFO:root:Average loss=0.25399702348006076
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2962 | LCC = 0.8471 | SRCC = 0.8477 ]
+INFO:root:Average loss=0.25471064906853896
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3061 | LCC = 0.8489 | SRCC = 0.8474 ]
+INFO:root:Average loss=0.2255606631246897
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2887 | LCC = 0.8505 | SRCC = 0.8522 ]
+INFO:root:Average loss=0.21312976533021682
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2736 | LCC = 0.8563 | SRCC = 0.8552 ]
+INFO:root:Average loss=0.207502662562407
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3071 | LCC = 0.8557 | SRCC = 0.8591 ]
+INFO:root:Average loss=0.18890387861010355
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3290 | LCC = 0.8547 | SRCC = 0.8564 ]
+INFO:root:Average loss=0.19476810814096376
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2804 | LCC = 0.8543 | SRCC = 0.8560 ]
+INFO:root:Average loss=0.1759853754670192
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2687 | LCC = 0.8564 | SRCC = 0.8567 ]
+INFO:root:Average loss=0.16841809537548286
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2925 | LCC = 0.8588 | SRCC = 0.8596 ]
+INFO:root:Average loss=0.18079336121296272
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2482 | LCC = 0.8569 | SRCC = 0.8560 ]
+INFO:root:Average loss=0.1674337078554508
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2729 | LCC = 0.8580 | SRCC = 0.8581 ]
+INFO:root:Average loss=0.16438137997801489
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2539 | LCC = 0.8616 | SRCC = 0.8607 ]
+INFO:root:Average loss=0.15283692341584426
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2675 | LCC = 0.8566 | SRCC = 0.8553 ]
+INFO:root:Average loss=0.1430808208309687
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2478 | LCC = 0.8594 | SRCC = 0.8588 ]
+INFO:root:Average loss=0.1767629735553876
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2359 | LCC = 0.8609 | SRCC = 0.8599 ]
+INFO:root:Average loss=0.1335342497779773
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2305 | LCC = 0.8601 | SRCC = 0.8600 ]
+INFO:root:Average loss=0.13354613316746858
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2667 | LCC = 0.8520 | SRCC = 0.8516 ]
+INFO:root:Average loss=0.12932816377052894
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2781 | LCC = 0.8542 | SRCC = 0.8562 ]
+INFO:root:Average loss=0.12744546729402664
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2931 | LCC = 0.8509 | SRCC = 0.8561 ]
+INFO:root:Average loss=0.11410913769251262
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2772 | LCC = 0.8527 | SRCC = 0.8556 ]
+INFO:root:Average loss=0.10868081321509984
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2936 | LCC = 0.8494 | SRCC = 0.8519 ]
+INFO:root:Average loss=0.10385568430408454
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2620 | LCC = 0.8521 | SRCC = 0.8541 ]
+INFO:root:Average loss=0.09784279037744571
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2574 | LCC = 0.8540 | SRCC = 0.8550 ]
+INFO:root:Average loss=0.0980925670801065
+INFO:root:
+[Valid][25][UTT][ MSE = 0.3284 | LCC = 0.8419 | SRCC = 0.8458 ]
+INFO:root:Average loss=0.09553508861706807
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2336 | LCC = 0.8546 | SRCC = 0.8538 ]
+INFO:root:Average loss=0.12496335742374261
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2891 | LCC = 0.8490 | SRCC = 0.8509 ]
+INFO:root:Average loss=0.08352971979631828
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2288 | LCC = 0.8586 | SRCC = 0.8577 ]
+INFO:root:Average loss=0.08396976393384811
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2388 | LCC = 0.8529 | SRCC = 0.8536 ]
+INFO:root:Average loss=0.09500708793982482
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2698 | LCC = 0.8479 | SRCC = 0.8496 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2638 | LCC = 0.8634 | SRCC = 0.8655 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer40/run2/config.gin b/results_bvcc/w2v2_xlsr_1b/layer40/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer40/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_xlsr_1b/layer40/run2/model.pt b/results_bvcc/w2v2_xlsr_1b/layer40/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..13e37d1915ab0a283492e54166eb8d0f72aeef0b
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer40/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:844dddc314980623755067ce1518dceb71c73f1c47dcd4e237a0ba8ae9d0c50c
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer40/run2/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer40/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..f5b8beea8c295fb27aee9dabe0b6198499039b05
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer40/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_xlsr_1b/layer40/run2/train.log b/results_bvcc/w2v2_xlsr_1b/layer40/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..43e7d76b451f524fa3b3039a131f1b18a878fe11
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer40/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=0.5009948936028358
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3454 | LCC = 0.8190 | SRCC = 0.8220 ]
+INFO:root:Average loss=0.2855608207293046
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2891 | LCC = 0.8402 | SRCC = 0.8409 ]
+INFO:root:Average loss=0.2772090836213185
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3148 | LCC = 0.8409 | SRCC = 0.8447 ]
+INFO:root:Average loss=0.2557280082733203
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2764 | LCC = 0.8495 | SRCC = 0.8500 ]
+INFO:root:Average loss=0.23727658219062364
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3331 | LCC = 0.8527 | SRCC = 0.8539 ]
+INFO:root:Average loss=0.21600281045987055
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2870 | LCC = 0.8558 | SRCC = 0.8576 ]
+INFO:root:Average loss=0.20981298769131684
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2605 | LCC = 0.8605 | SRCC = 0.8619 ]
+INFO:root:Average loss=0.20190269146592188
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2416 | LCC = 0.8633 | SRCC = 0.8613 ]
+INFO:root:Average loss=0.19003767233628494
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2343 | LCC = 0.8619 | SRCC = 0.8611 ]
+INFO:root:Average loss=0.1867470206358494
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2431 | LCC = 0.8569 | SRCC = 0.8577 ]
+INFO:root:Average loss=0.1691945227674949
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2506 | LCC = 0.8649 | SRCC = 0.8635 ]
+INFO:root:Average loss=0.19931760936593398
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2421 | LCC = 0.8610 | SRCC = 0.8624 ]
+INFO:root:Average loss=0.16780030679626343
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2408 | LCC = 0.8654 | SRCC = 0.8639 ]
+INFO:root:Average loss=0.1650217533684694
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2209 | LCC = 0.8680 | SRCC = 0.8680 ]
+INFO:root:Average loss=0.15835233195087847
+INFO:root:
+[Valid][14][UTT][ MSE = 0.3014 | LCC = 0.8563 | SRCC = 0.8599 ]
+INFO:root:Average loss=0.15227779344870493
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2945 | LCC = 0.8572 | SRCC = 0.8630 ]
+INFO:root:Average loss=0.13842206209515914
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2471 | LCC = 0.8611 | SRCC = 0.8612 ]
+INFO:root:Average loss=0.1326731558984671
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2420 | LCC = 0.8606 | SRCC = 0.8630 ]
+INFO:root:Average loss=0.13510726860318428
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2446 | LCC = 0.8628 | SRCC = 0.8648 ]
+INFO:root:Average loss=0.12255466719850516
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2279 | LCC = 0.8629 | SRCC = 0.8629 ]
+INFO:root:Average loss=0.12800128012895584
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2446 | LCC = 0.8612 | SRCC = 0.8601 ]
+INFO:root:Average loss=0.11876984465962802
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2337 | LCC = 0.8602 | SRCC = 0.8602 ]
+INFO:root:Average loss=0.10645628777834085
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2437 | LCC = 0.8600 | SRCC = 0.8621 ]
+INFO:root:Average loss=0.11635997757697716
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2501 | LCC = 0.8660 | SRCC = 0.8673 ]
+INFO:root:Average loss=0.10923132949914688
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2132 | LCC = 0.8675 | SRCC = 0.8690 ]
+INFO:root:Average loss=0.09724688754440883
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2361 | LCC = 0.8608 | SRCC = 0.8642 ]
+INFO:root:Average loss=0.0982262073801114
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2287 | LCC = 0.8613 | SRCC = 0.8635 ]
+INFO:root:Average loss=0.09146848072608312
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2476 | LCC = 0.8586 | SRCC = 0.8579 ]
+INFO:root:Average loss=0.0942121529712891
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2352 | LCC = 0.8585 | SRCC = 0.8588 ]
+INFO:root:Average loss=0.10525715881242202
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2282 | LCC = 0.8646 | SRCC = 0.8641 ]
+INFO:root:Average loss=0.09072427967419991
+INFO:root:
+[Valid][30][UTT][ MSE = 0.3090 | LCC = 0.8562 | SRCC = 0.8622 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2376 | LCC = 0.8660 | SRCC = 0.8661 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer40/run3/config.gin b/results_bvcc/w2v2_xlsr_1b/layer40/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer40/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_xlsr_1b/layer40/run3/model.pt b/results_bvcc/w2v2_xlsr_1b/layer40/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..93743f4eecf3025ce144abd631ea23bcf95418d8
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer40/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e58e198d74e784b31d78344f1e5be9d1633949201ab7e691e98057d7d623fdba
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer40/run3/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer40/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..415259d43e1c66b999499d5a7ee91ec09d2f5086
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer40/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2cd3b5be860d818efd0e7493db8d28edd52b85aea478d25233b16a5f64ffd8b0
+size 4060358
diff --git a/results_bvcc/w2v2_xlsr_1b/layer40/run3/train.log b/results_bvcc/w2v2_xlsr_1b/layer40/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..000921f7eb0dbcf18da0b4b452e2283a6892a177
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer40/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=0.4974669235257002
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3351 | LCC = 0.8144 | SRCC = 0.8156 ]
+INFO:root:Average loss=0.292611280694986
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3315 | LCC = 0.8283 | SRCC = 0.8341 ]
+INFO:root:Average loss=0.25209406113777405
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2740 | LCC = 0.8513 | SRCC = 0.8516 ]
+INFO:root:Average loss=0.22966682414213815
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2675 | LCC = 0.8464 | SRCC = 0.8504 ]
+INFO:root:Average loss=0.24299623511540583
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2998 | LCC = 0.8534 | SRCC = 0.8530 ]
+INFO:root:Average loss=0.21195530815002245
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3495 | LCC = 0.8420 | SRCC = 0.8540 ]
+INFO:root:Average loss=0.22896708662693316
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2605 | LCC = 0.8590 | SRCC = 0.8586 ]
+INFO:root:Average loss=0.1983818790087333
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3422 | LCC = 0.8457 | SRCC = 0.8552 ]
+INFO:root:Average loss=0.1857227437580243
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2650 | LCC = 0.8569 | SRCC = 0.8619 ]
+INFO:root:Average loss=0.180175220928131
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2546 | LCC = 0.8596 | SRCC = 0.8650 ]
+INFO:root:Average loss=0.17509932176042825
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2494 | LCC = 0.8612 | SRCC = 0.8647 ]
+INFO:root:Average loss=0.18353396367568237
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2591 | LCC = 0.8547 | SRCC = 0.8578 ]
+INFO:root:Average loss=0.17558345943689346
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2586 | LCC = 0.8553 | SRCC = 0.8587 ]
+INFO:root:Average loss=0.15861735473840666
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2229 | LCC = 0.8664 | SRCC = 0.8660 ]
+INFO:root:Average loss=0.1580119801637454
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2641 | LCC = 0.8594 | SRCC = 0.8595 ]
+INFO:root:Average loss=0.16484176797362474
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2273 | LCC = 0.8651 | SRCC = 0.8636 ]
+INFO:root:Average loss=0.13940842258624542
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2232 | LCC = 0.8650 | SRCC = 0.8649 ]
+INFO:root:Average loss=0.12926370898882547
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2421 | LCC = 0.8611 | SRCC = 0.8598 ]
+INFO:root:Average loss=0.1377817475451873
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2514 | LCC = 0.8561 | SRCC = 0.8585 ]
+INFO:root:Average loss=0.12057857950910544
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2465 | LCC = 0.8589 | SRCC = 0.8590 ]
+INFO:root:Average loss=0.11319731596188667
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2483 | LCC = 0.8585 | SRCC = 0.8579 ]
+INFO:root:Average loss=0.12794204333271736
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2368 | LCC = 0.8601 | SRCC = 0.8614 ]
+INFO:root:Average loss=0.11152649785463627
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2495 | LCC = 0.8547 | SRCC = 0.8578 ]
+INFO:root:Average loss=0.10459843975229141
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2731 | LCC = 0.8521 | SRCC = 0.8549 ]
+INFO:root:Average loss=0.09661576357216407
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2510 | LCC = 0.8576 | SRCC = 0.8575 ]
+INFO:root:Average loss=0.09488908024743581
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2597 | LCC = 0.8539 | SRCC = 0.8577 ]
+INFO:root:Average loss=0.09079810585349034
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2357 | LCC = 0.8620 | SRCC = 0.8620 ]
+INFO:root:Average loss=0.09097472014717567
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2200 | LCC = 0.8604 | SRCC = 0.8611 ]
+INFO:root:Average loss=0.08303669166679566
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2237 | LCC = 0.8617 | SRCC = 0.8618 ]
+INFO:root:Average loss=0.08034129803761458
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2331 | LCC = 0.8617 | SRCC = 0.8620 ]
+INFO:root:Average loss=0.08027157464470619
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2347 | LCC = 0.8614 | SRCC = 0.8600 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2428 | LCC = 0.8687 | SRCC = 0.8702 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer40/run4/config.gin b/results_bvcc/w2v2_xlsr_1b/layer40/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer40/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_xlsr_1b/layer40/run4/model.pt b/results_bvcc/w2v2_xlsr_1b/layer40/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..8014e0d5326be05ea8056cf1bbd16feebf7f7042
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer40/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d21a58fa444accfc78c0b2966dac750eab7bfed5dc5c1f907b7859dd2dff3af6
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer40/run4/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer40/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..bc7f61be8c6a24fe20dc2d29b7cab6920a23249b
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer40/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 4060358
diff --git a/results_bvcc/w2v2_xlsr_1b/layer40/run4/train.log b/results_bvcc/w2v2_xlsr_1b/layer40/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..bed3a6fb2e8a555937fb9a353bf9421723cf98f5
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer40/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.5494693932242882
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3220 | LCC = 0.8060 | SRCC = 0.8086 ]
+INFO:root:Average loss=0.3029294273792169
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2975 | LCC = 0.8348 | SRCC = 0.8355 ]
+INFO:root:Average loss=0.264920263336255
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2758 | LCC = 0.8420 | SRCC = 0.8420 ]
+INFO:root:Average loss=0.2568417764627017
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3263 | LCC = 0.8413 | SRCC = 0.8487 ]
+INFO:root:Average loss=0.23020654591994408
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2722 | LCC = 0.8548 | SRCC = 0.8544 ]
+INFO:root:Average loss=0.22090367514353532
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2566 | LCC = 0.8531 | SRCC = 0.8584 ]
+INFO:root:Average loss=0.2006477774717869
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2406 | LCC = 0.8591 | SRCC = 0.8591 ]
+INFO:root:Average loss=0.19639694977265137
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2480 | LCC = 0.8553 | SRCC = 0.8538 ]
+INFO:root:Average loss=0.19388161733364448
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2536 | LCC = 0.8586 | SRCC = 0.8612 ]
+INFO:root:Average loss=0.17679335176944733
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2583 | LCC = 0.8580 | SRCC = 0.8614 ]
+INFO:root:Average loss=0.17653153349573797
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2395 | LCC = 0.8630 | SRCC = 0.8614 ]
+INFO:root:Average loss=0.16288564163140762
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2368 | LCC = 0.8621 | SRCC = 0.8618 ]
+INFO:root:Average loss=0.15970112412021711
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2431 | LCC = 0.8615 | SRCC = 0.8617 ]
+INFO:root:Average loss=0.15738236560271338
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2396 | LCC = 0.8619 | SRCC = 0.8617 ]
+INFO:root:Average loss=0.1482270665657826
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2427 | LCC = 0.8618 | SRCC = 0.8609 ]
+INFO:root:Average loss=0.15750233313212028
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2622 | LCC = 0.8563 | SRCC = 0.8591 ]
+INFO:root:Average loss=0.13539928455765432
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2363 | LCC = 0.8608 | SRCC = 0.8651 ]
+INFO:root:Average loss=0.13539481048400587
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2218 | LCC = 0.8619 | SRCC = 0.8622 ]
+INFO:root:Average loss=0.14106061777625328
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2214 | LCC = 0.8633 | SRCC = 0.8656 ]
+INFO:root:Average loss=0.12326487831962414
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2464 | LCC = 0.8583 | SRCC = 0.8586 ]
+INFO:root:Average loss=0.11579039372885838
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2182 | LCC = 0.8630 | SRCC = 0.8635 ]
+INFO:root:Average loss=0.10639610647773132
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2383 | LCC = 0.8560 | SRCC = 0.8598 ]
+INFO:root:Average loss=0.1238660349104649
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2395 | LCC = 0.8563 | SRCC = 0.8586 ]
+INFO:root:Average loss=0.10842327697154804
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2588 | LCC = 0.8475 | SRCC = 0.8478 ]
+INFO:root:Average loss=0.10841643810272217
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2594 | LCC = 0.8529 | SRCC = 0.8546 ]
+INFO:root:Average loss=0.10149591798201585
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2540 | LCC = 0.8518 | SRCC = 0.8549 ]
+INFO:root:Average loss=0.09732105611608578
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2266 | LCC = 0.8596 | SRCC = 0.8598 ]
+INFO:root:Average loss=0.10060824162493913
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2250 | LCC = 0.8619 | SRCC = 0.8631 ]
+INFO:root:Average loss=0.08466865236942585
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2411 | LCC = 0.8541 | SRCC = 0.8547 ]
+INFO:root:Average loss=0.08790215687491955
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2407 | LCC = 0.8573 | SRCC = 0.8569 ]
+INFO:root:Average loss=0.07906954654325278
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2380 | LCC = 0.8629 | SRCC = 0.8628 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2230 | LCC = 0.8654 | SRCC = 0.8647 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer42/run0/config.gin b/results_bvcc/w2v2_xlsr_1b/layer42/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer42/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_xlsr_1b/layer42/run0/model.pt b/results_bvcc/w2v2_xlsr_1b/layer42/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4ededd03765a826a0664aebbf4baae5ed7780657
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer42/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer42/run0/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer42/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..49abfd7e4e7c2d64ca731f6957f9f63963386422
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer42/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:22818bd2bc8d299505cfa561d278009627e46f210a93038f57fef47adcebd2fc
+size 4060358
diff --git a/results_bvcc/w2v2_xlsr_1b/layer42/run0/train.log b/results_bvcc/w2v2_xlsr_1b/layer42/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..e2815e3ef693d10dab21e39e3aae97fa9cdf5c86
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer42/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=0.5537253188399168
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3545 | LCC = 0.7971 | SRCC = 0.7950 ]
+INFO:root:Average loss=0.3606462790033756
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3222 | LCC = 0.8230 | SRCC = 0.8227 ]
+INFO:root:Average loss=0.3037987483235506
+INFO:root:
+[Valid][2][UTT][ MSE = 0.5627 | LCC = 0.7937 | SRCC = 0.8229 ]
+INFO:root:Average loss=0.29795118115651303
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2893 | LCC = 0.8385 | SRCC = 0.8373 ]
+INFO:root:Average loss=0.2516446826167596
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2901 | LCC = 0.8425 | SRCC = 0.8410 ]
+INFO:root:Average loss=0.3066078069118353
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3312 | LCC = 0.8373 | SRCC = 0.8434 ]
+INFO:root:Average loss=0.2438127203629567
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3518 | LCC = 0.8394 | SRCC = 0.8437 ]
+INFO:root:Average loss=0.2581992111144922
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2770 | LCC = 0.8488 | SRCC = 0.8457 ]
+INFO:root:Average loss=0.2536413581707539
+INFO:root:
+[Valid][8][UTT][ MSE = 0.5397 | LCC = 0.8321 | SRCC = 0.8437 ]
+INFO:root:Average loss=0.24587001288548493
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2751 | LCC = 0.8541 | SRCC = 0.8523 ]
+INFO:root:Average loss=0.23889625913057572
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2779 | LCC = 0.8549 | SRCC = 0.8515 ]
+INFO:root:Average loss=0.22406723378942564
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3927 | LCC = 0.8424 | SRCC = 0.8491 ]
+INFO:root:Average loss=0.22824334964538232
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2815 | LCC = 0.8553 | SRCC = 0.8532 ]
+INFO:root:Average loss=0.2149077612811174
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3791 | LCC = 0.8508 | SRCC = 0.8520 ]
+INFO:root:Average loss=0.2151076323710955
+INFO:root:
+[Valid][14][UTT][ MSE = 0.3040 | LCC = 0.8510 | SRCC = 0.8526 ]
+INFO:root:Average loss=0.2020003344768133
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3216 | LCC = 0.8460 | SRCC = 0.8499 ]
+INFO:root:Average loss=0.19033361264528373
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2544 | LCC = 0.8595 | SRCC = 0.8578 ]
+INFO:root:Average loss=0.190501682078227
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2903 | LCC = 0.8559 | SRCC = 0.8550 ]
+INFO:root:Average loss=0.1874139913572715
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2699 | LCC = 0.8597 | SRCC = 0.8579 ]
+INFO:root:Average loss=0.18310503279551482
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2681 | LCC = 0.8578 | SRCC = 0.8570 ]
+INFO:root:Average loss=0.17439275960891676
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2607 | LCC = 0.8576 | SRCC = 0.8568 ]
+INFO:root:Average loss=0.18947433135830438
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2473 | LCC = 0.8606 | SRCC = 0.8581 ]
+INFO:root:Average loss=0.1969018150598575
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2670 | LCC = 0.8597 | SRCC = 0.8571 ]
+INFO:root:Average loss=0.18242286986265427
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2335 | LCC = 0.8604 | SRCC = 0.8587 ]
+INFO:root:Average loss=0.1650381268790135
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2347 | LCC = 0.8589 | SRCC = 0.8570 ]
+INFO:root:Average loss=0.16094112950257766
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2847 | LCC = 0.8540 | SRCC = 0.8550 ]
+INFO:root:Average loss=0.16255423866021326
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2349 | LCC = 0.8605 | SRCC = 0.8592 ]
+INFO:root:Average loss=0.1730880326567552
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2915 | LCC = 0.8510 | SRCC = 0.8517 ]
+INFO:root:Average loss=0.15285631498465171
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2396 | LCC = 0.8582 | SRCC = 0.8572 ]
+INFO:root:Average loss=0.15105881723455894
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2745 | LCC = 0.8507 | SRCC = 0.8526 ]
+INFO:root:Average loss=0.17848400007455778
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2888 | LCC = 0.8508 | SRCC = 0.8516 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2540 | LCC = 0.8625 | SRCC = 0.8629 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer42/run1/config.gin b/results_bvcc/w2v2_xlsr_1b/layer42/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer42/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_xlsr_1b/layer42/run1/model.pt b/results_bvcc/w2v2_xlsr_1b/layer42/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..9f278ba8296eed4af5432bffdb458c137345d5ad
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer42/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer42/run1/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer42/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..5f67cc39c7a801e40ea28ccce404f988af97b463
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer42/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_xlsr_1b/layer42/run1/train.log b/results_bvcc/w2v2_xlsr_1b/layer42/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..a35ce8c9287ca3f5e54d94633dd45d5fe8578694
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer42/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=0.5323289101704572
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3666 | LCC = 0.7982 | SRCC = 0.7987 ]
+INFO:root:Average loss=0.34527376771737367
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3178 | LCC = 0.8216 | SRCC = 0.8198 ]
+INFO:root:Average loss=0.33944385365033763
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3055 | LCC = 0.8359 | SRCC = 0.8348 ]
+INFO:root:Average loss=0.356058392005089
+INFO:root:
+[Valid][3][UTT][ MSE = 0.5586 | LCC = 0.8157 | SRCC = 0.8315 ]
+INFO:root:Average loss=0.271474081545304
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2838 | LCC = 0.8402 | SRCC = 0.8397 ]
+INFO:root:Average loss=0.26889606087635726
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2976 | LCC = 0.8442 | SRCC = 0.8440 ]
+INFO:root:Average loss=0.2997167538373898
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3725 | LCC = 0.8404 | SRCC = 0.8423 ]
+INFO:root:Average loss=0.23439907015134126
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3063 | LCC = 0.8462 | SRCC = 0.8471 ]
+INFO:root:Average loss=0.24546282595166793
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3151 | LCC = 0.8488 | SRCC = 0.8494 ]
+INFO:root:Average loss=0.2501516441504161
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2548 | LCC = 0.8542 | SRCC = 0.8539 ]
+INFO:root:Average loss=0.2238719023955174
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3806 | LCC = 0.8463 | SRCC = 0.8511 ]
+INFO:root:Average loss=0.23225617695313233
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2848 | LCC = 0.8544 | SRCC = 0.8538 ]
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+INFO:root:
+[Valid][12][UTT][ MSE = 0.4874 | LCC = 0.8434 | SRCC = 0.8541 ]
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+INFO:root:
+[Valid][13][UTT][ MSE = 0.2569 | LCC = 0.8541 | SRCC = 0.8533 ]
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+INFO:root:
+[Valid][14][UTT][ MSE = 0.4304 | LCC = 0.8507 | SRCC = 0.8565 ]
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+INFO:root:
+[Valid][15][UTT][ MSE = 0.3006 | LCC = 0.8596 | SRCC = 0.8586 ]
+INFO:root:Average loss=0.2011750868688791
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3100 | LCC = 0.8553 | SRCC = 0.8566 ]
+INFO:root:Average loss=0.19027117658884096
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2793 | LCC = 0.8595 | SRCC = 0.8596 ]
+INFO:root:Average loss=0.19079937575719294
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3235 | LCC = 0.8581 | SRCC = 0.8601 ]
+INFO:root:Average loss=0.19679642640627348
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2698 | LCC = 0.8605 | SRCC = 0.8594 ]
+INFO:root:Average loss=0.20036125221313575
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2894 | LCC = 0.8602 | SRCC = 0.8588 ]
+INFO:root:Average loss=0.20905187449012047
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2862 | LCC = 0.8591 | SRCC = 0.8592 ]
+INFO:root:Average loss=0.1950149489327883
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2278 | LCC = 0.8599 | SRCC = 0.8599 ]
+INFO:root:Average loss=0.18523934598152453
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2631 | LCC = 0.8591 | SRCC = 0.8574 ]
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+INFO:root:
+[Valid][24][UTT][ MSE = 0.2435 | LCC = 0.8577 | SRCC = 0.8577 ]
+INFO:root:Average loss=0.177916597479429
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2918 | LCC = 0.8575 | SRCC = 0.8565 ]
+INFO:root:Average loss=0.16286695290070313
+INFO:root:
+[Valid][26][UTT][ MSE = 0.3402 | LCC = 0.8578 | SRCC = 0.8603 ]
+INFO:root:Average loss=0.1615022991139155
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2782 | LCC = 0.8575 | SRCC = 0.8584 ]
+INFO:root:Average loss=0.16426669252224457
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2590 | LCC = 0.8581 | SRCC = 0.8562 ]
+INFO:root:Average loss=0.16224003487672561
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2471 | LCC = 0.8597 | SRCC = 0.8587 ]
+INFO:root:Average loss=0.15210221201563492
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2403 | LCC = 0.8604 | SRCC = 0.8592 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2495 | LCC = 0.8593 | SRCC = 0.8594 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer42/run2/config.gin b/results_bvcc/w2v2_xlsr_1b/layer42/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer42/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_xlsr_1b/layer42/run2/model.pt b/results_bvcc/w2v2_xlsr_1b/layer42/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..1249ccd55ad5ae3e8f4697ccc27d54a1c9071371
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer42/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_1b/layer42/run2/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer42/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..2546a232772a7b09676806823f183ee09b00dc81
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer42/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_xlsr_1b/layer42/run2/train.log b/results_bvcc/w2v2_xlsr_1b/layer42/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..bc7d9e388c3a2603609181832d937eb579d32c99
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer42/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=0.682653241050549
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4170 | LCC = 0.7612 | SRCC = 0.7648 ]
+INFO:root:Average loss=0.3248382936685513
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3191 | LCC = 0.8201 | SRCC = 0.8194 ]
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+[Valid][2][UTT][ MSE = 0.2848 | LCC = 0.8270 | SRCC = 0.8268 ]
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+INFO:root:
+[Valid][3][UTT][ MSE = 0.4032 | LCC = 0.8245 | SRCC = 0.8330 ]
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+INFO:root:
+[Valid][4][UTT][ MSE = 0.3003 | LCC = 0.8348 | SRCC = 0.8362 ]
+INFO:root:Average loss=0.2511628182270588
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2758 | LCC = 0.8404 | SRCC = 0.8400 ]
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+INFO:root:
+[Valid][6][UTT][ MSE = 0.3060 | LCC = 0.8440 | SRCC = 0.8433 ]
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+INFO:root:
+[Valid][7][UTT][ MSE = 0.2631 | LCC = 0.8458 | SRCC = 0.8466 ]
+INFO:root:Average loss=0.23439065519815835
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2532 | LCC = 0.8509 | SRCC = 0.8503 ]
+INFO:root:Average loss=0.2455647973678051
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3165 | LCC = 0.8439 | SRCC = 0.8470 ]
+INFO:root:Average loss=0.2334386394956173
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2961 | LCC = 0.8445 | SRCC = 0.8481 ]
+INFO:root:Average loss=0.2318144977474824
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2633 | LCC = 0.8489 | SRCC = 0.8497 ]
+INFO:root:Average loss=0.2234068465156433
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2524 | LCC = 0.8549 | SRCC = 0.8540 ]
+INFO:root:Average loss=0.20958457982692963
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2636 | LCC = 0.8515 | SRCC = 0.8515 ]
+INFO:root:Average loss=0.21525809054191297
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2657 | LCC = 0.8533 | SRCC = 0.8523 ]
+INFO:root:Average loss=0.20597278976287597
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2530 | LCC = 0.8580 | SRCC = 0.8569 ]
+INFO:root:Average loss=0.20066639609061754
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2704 | LCC = 0.8564 | SRCC = 0.8553 ]
+INFO:root:Average loss=0.18405983501519912
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2500 | LCC = 0.8561 | SRCC = 0.8566 ]
+INFO:root:Average loss=0.1930089887136068
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2512 | LCC = 0.8570 | SRCC = 0.8567 ]
+INFO:root:Average loss=0.191578776599505
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2954 | LCC = 0.8487 | SRCC = 0.8519 ]
+INFO:root:Average loss=0.1769438515870999
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2679 | LCC = 0.8525 | SRCC = 0.8536 ]
+INFO:root:Average loss=0.16639626838075808
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2455 | LCC = 0.8550 | SRCC = 0.8542 ]
+INFO:root:Average loss=0.17536261152380553
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2758 | LCC = 0.8545 | SRCC = 0.8543 ]
+INFO:root:Average loss=0.16677392522493997
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2492 | LCC = 0.8527 | SRCC = 0.8517 ]
+INFO:root:Average loss=0.17862512983190706
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2600 | LCC = 0.8555 | SRCC = 0.8541 ]
+INFO:root:Average loss=0.15264826898391431
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2568 | LCC = 0.8534 | SRCC = 0.8540 ]
+INFO:root:Average loss=0.15257573911012748
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2505 | LCC = 0.8554 | SRCC = 0.8553 ]
+INFO:root:Average loss=0.1598023931758526
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2801 | LCC = 0.8541 | SRCC = 0.8550 ]
+INFO:root:Average loss=0.14888596744873586
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2592 | LCC = 0.8556 | SRCC = 0.8542 ]
+INFO:root:Average loss=0.16219801904681402
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2427 | LCC = 0.8572 | SRCC = 0.8578 ]
+INFO:root:Average loss=0.15345213485833925
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2826 | LCC = 0.8544 | SRCC = 0.8544 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2641 | LCC = 0.8536 | SRCC = 0.8541 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer42/run3/config.gin b/results_bvcc/w2v2_xlsr_1b/layer42/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer42/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_xlsr_1b/layer42/run3/model.pt b/results_bvcc/w2v2_xlsr_1b/layer42/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..8ee36a2b3f1ef675ff0b5d5c1de3681be165147f
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer42/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2e48b2c868608b98f1ce55e6719da4c6df3590431d5beac7cd2478804de31e70
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer42/run3/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer42/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..83fc2e978b7eded2bcaf4d7d3e317488f9af7ba8
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer42/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0fc1294c2c814ceb5b12aca47bb0e9d7371cff80bc82bff9abbbe8ad8a93499a
+size 4060422
diff --git a/results_bvcc/w2v2_xlsr_1b/layer42/run3/train.log b/results_bvcc/w2v2_xlsr_1b/layer42/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..7d61b045dfdb2a47d7da723b9d7fe9e669dd2df0
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer42/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=0.7042377935006068
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4393 | LCC = 0.7480 | SRCC = 0.7553 ]
+INFO:root:Average loss=0.41184344773109144
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3282 | LCC = 0.8051 | SRCC = 0.8051 ]
+INFO:root:Average loss=0.33107496263125
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3384 | LCC = 0.8262 | SRCC = 0.8265 ]
+INFO:root:Average loss=0.2773096314989604
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2882 | LCC = 0.8372 | SRCC = 0.8345 ]
+INFO:root:Average loss=0.28592575799960357
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2923 | LCC = 0.8396 | SRCC = 0.8385 ]
+INFO:root:Average loss=0.2583030118392064
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2895 | LCC = 0.8384 | SRCC = 0.8422 ]
+INFO:root:Average loss=0.24423516045014063
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3017 | LCC = 0.8449 | SRCC = 0.8471 ]
+INFO:root:Average loss=0.27210149780297893
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3189 | LCC = 0.8517 | SRCC = 0.8501 ]
+INFO:root:Average loss=0.25464620574926716
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3237 | LCC = 0.8440 | SRCC = 0.8455 ]
+INFO:root:Average loss=0.23121783385674158
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2546 | LCC = 0.8548 | SRCC = 0.8528 ]
+INFO:root:Average loss=0.21533289265174133
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2398 | LCC = 0.8537 | SRCC = 0.8522 ]
+INFO:root:Average loss=0.22909158028853246
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3171 | LCC = 0.8472 | SRCC = 0.8518 ]
+INFO:root:Average loss=0.2158726530197339
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2746 | LCC = 0.8549 | SRCC = 0.8525 ]
+INFO:root:Average loss=0.21625343815256387
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2849 | LCC = 0.8591 | SRCC = 0.8567 ]
+INFO:root:Average loss=0.2017036953415626
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2495 | LCC = 0.8571 | SRCC = 0.8556 ]
+INFO:root:Average loss=0.20174369750878748
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2458 | LCC = 0.8600 | SRCC = 0.8578 ]
+INFO:root:Average loss=0.18409195551887536
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3773 | LCC = 0.8485 | SRCC = 0.8526 ]
+INFO:root:Average loss=0.1868344029554954
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2502 | LCC = 0.8598 | SRCC = 0.8576 ]
+INFO:root:Average loss=0.19343681089006937
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2416 | LCC = 0.8618 | SRCC = 0.8602 ]
+INFO:root:Average loss=0.18510470749476018
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2408 | LCC = 0.8601 | SRCC = 0.8579 ]
+INFO:root:Average loss=0.17776622030979547
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2550 | LCC = 0.8629 | SRCC = 0.8606 ]
+INFO:root:Average loss=0.1773283548462085
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2528 | LCC = 0.8606 | SRCC = 0.8576 ]
+INFO:root:Average loss=0.17415485884516668
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2538 | LCC = 0.8634 | SRCC = 0.8612 ]
+INFO:root:Average loss=0.16486575559545785
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2776 | LCC = 0.8552 | SRCC = 0.8571 ]
+INFO:root:Average loss=0.17593738121482042
+INFO:root:
+[Valid][24][UTT][ MSE = 0.3077 | LCC = 0.8578 | SRCC = 0.8592 ]
+INFO:root:Average loss=0.16764227253122208
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2485 | LCC = 0.8628 | SRCC = 0.8611 ]
+INFO:root:Average loss=0.16557317771590674
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2300 | LCC = 0.8624 | SRCC = 0.8612 ]
+INFO:root:Average loss=0.1581032769038127
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2348 | LCC = 0.8574 | SRCC = 0.8554 ]
+INFO:root:Average loss=0.14932053555280733
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2380 | LCC = 0.8586 | SRCC = 0.8566 ]
+INFO:root:Average loss=0.15676947960104698
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2433 | LCC = 0.8612 | SRCC = 0.8619 ]
+INFO:root:Average loss=0.1399681243376854
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2459 | LCC = 0.8594 | SRCC = 0.8570 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2665 | LCC = 0.8570 | SRCC = 0.8570 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer42/run4/config.gin b/results_bvcc/w2v2_xlsr_1b/layer42/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer42/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_xlsr_1b/layer42/run4/model.pt b/results_bvcc/w2v2_xlsr_1b/layer42/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..7ba61d4a27e3959b08cd20621356220aa3c78c4b
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer42/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:661f1f33eb9960a8ce21c2e69731e203100b2b39aad0839a28150d66760b1d39
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer42/run4/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer42/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..13c22efeab29cb3f77028d528f684583c4335268
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer42/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ab641221d8a2d25cd86b6f4022df3c667cd750d79ccad1db11483f313876ed46
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diff --git a/results_bvcc/w2v2_xlsr_1b/layer42/run4/train.log b/results_bvcc/w2v2_xlsr_1b/layer42/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..643b0963a66083e62edcc366d3c10137c94563c7
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer42/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.7542159981452502
+INFO:root:
+[Valid][0][UTT][ MSE = 0.5611 | LCC = 0.7085 | SRCC = 0.7067 ]
+INFO:root:Average loss=0.409104803051704
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3703 | LCC = 0.7901 | SRCC = 0.8040 ]
+INFO:root:Average loss=0.2908763486223343
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3126 | LCC = 0.8264 | SRCC = 0.8300 ]
+INFO:root:Average loss=0.28089646517466277
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2873 | LCC = 0.8379 | SRCC = 0.8372 ]
+INFO:root:Average loss=0.27195030240676343
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2703 | LCC = 0.8431 | SRCC = 0.8416 ]
+INFO:root:Average loss=0.265634070795316
+INFO:root:
+[Valid][5][UTT][ MSE = 0.4175 | LCC = 0.8231 | SRCC = 0.8435 ]
+INFO:root:Average loss=0.2782726083428432
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2729 | LCC = 0.8454 | SRCC = 0.8462 ]
+INFO:root:Average loss=0.26337848813870013
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2780 | LCC = 0.8476 | SRCC = 0.8482 ]
+INFO:root:Average loss=0.21827388784060112
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2681 | LCC = 0.8479 | SRCC = 0.8509 ]
+INFO:root:Average loss=0.21482859227137688
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2768 | LCC = 0.8522 | SRCC = 0.8509 ]
+INFO:root:Average loss=0.217378763625255
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2538 | LCC = 0.8525 | SRCC = 0.8538 ]
+INFO:root:Average loss=0.22590097059042025
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2770 | LCC = 0.8490 | SRCC = 0.8545 ]
+INFO:root:Average loss=0.20731995541315812
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2429 | LCC = 0.8566 | SRCC = 0.8554 ]
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+INFO:root:
+[Valid][13][UTT][ MSE = 0.2557 | LCC = 0.8567 | SRCC = 0.8579 ]
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+INFO:root:
+[Valid][14][UTT][ MSE = 0.3430 | LCC = 0.8581 | SRCC = 0.8575 ]
+INFO:root:Average loss=0.20005373943310517
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2776 | LCC = 0.8613 | SRCC = 0.8604 ]
+INFO:root:Average loss=0.2003050334751606
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2403 | LCC = 0.8589 | SRCC = 0.8588 ]
+INFO:root:Average loss=0.1870830682798838
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2858 | LCC = 0.8523 | SRCC = 0.8575 ]
+INFO:root:Average loss=0.19359622179315641
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2682 | LCC = 0.8596 | SRCC = 0.8575 ]
+INFO:root:Average loss=0.18219572248367163
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2788 | LCC = 0.8613 | SRCC = 0.8602 ]
+INFO:root:Average loss=0.17788339788332963
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2891 | LCC = 0.8565 | SRCC = 0.8584 ]
+INFO:root:Average loss=0.17575564913642713
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2990 | LCC = 0.8611 | SRCC = 0.8605 ]
+INFO:root:Average loss=0.1854951407473821
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2371 | LCC = 0.8600 | SRCC = 0.8592 ]
+INFO:root:Average loss=0.18539420992900163
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2318 | LCC = 0.8608 | SRCC = 0.8607 ]
+INFO:root:Average loss=0.16658465124857733
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2392 | LCC = 0.8609 | SRCC = 0.8612 ]
+INFO:root:Average loss=0.15909610612270159
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2828 | LCC = 0.8528 | SRCC = 0.8559 ]
+INFO:root:Average loss=0.16078884708575714
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2570 | LCC = 0.8571 | SRCC = 0.8572 ]
+INFO:root:Average loss=0.15421292663384706
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2770 | LCC = 0.8560 | SRCC = 0.8574 ]
+INFO:root:Average loss=0.1503117884007784
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2340 | LCC = 0.8634 | SRCC = 0.8629 ]
+INFO:root:Average loss=0.14318880228660044
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2630 | LCC = 0.8537 | SRCC = 0.8578 ]
+INFO:root:Average loss=0.1509243070315092
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2577 | LCC = 0.8623 | SRCC = 0.8609 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2589 | LCC = 0.8610 | SRCC = 0.8623 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer44/run0/config.gin b/results_bvcc/w2v2_xlsr_1b/layer44/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer44/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_xlsr_1b/layer44/run0/model.pt b/results_bvcc/w2v2_xlsr_1b/layer44/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..7de39c418823dd34f4f73732d71876bb9889e20a
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer44/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_1b/layer44/run0/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer44/run0/model_best.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer44/run0/model_best.pt
@@ -0,0 +1,3 @@
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diff --git a/results_bvcc/w2v2_xlsr_1b/layer44/run0/train.log b/results_bvcc/w2v2_xlsr_1b/layer44/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..d270b12f8f6c3dfd3dd6f1afb5f484a1f20f7471
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer44/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=0.7760410022277099
+INFO:root:
+[Valid][0][UTT][ MSE = 0.7379 | LCC = 0.3504 | SRCC = 0.3259 ]
+INFO:root:Average loss=0.5115271776150434
+INFO:root:
+[Valid][1][UTT][ MSE = 0.4157 | LCC = 0.7730 | SRCC = 0.7693 ]
+INFO:root:Average loss=0.37898701161910325
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3867 | LCC = 0.7829 | SRCC = 0.7859 ]
+INFO:root:Average loss=0.3660112426449091
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3783 | LCC = 0.8072 | SRCC = 0.8050 ]
+INFO:root:Average loss=0.3855658339766356
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3858 | LCC = 0.8013 | SRCC = 0.8070 ]
+INFO:root:Average loss=0.349346698476718
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3759 | LCC = 0.8212 | SRCC = 0.8194 ]
+INFO:root:Average loss=0.31967693471755737
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3212 | LCC = 0.8192 | SRCC = 0.8205 ]
+INFO:root:Average loss=0.30786337474217784
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3341 | LCC = 0.8243 | SRCC = 0.8217 ]
+INFO:root:Average loss=0.3660265121322412
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3583 | LCC = 0.8204 | SRCC = 0.8224 ]
+INFO:root:Average loss=0.30193223231113875
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3116 | LCC = 0.8261 | SRCC = 0.8239 ]
+INFO:root:Average loss=0.28703266821610623
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3155 | LCC = 0.8296 | SRCC = 0.8278 ]
+INFO:root:Average loss=0.2865393501825822
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3787 | LCC = 0.8321 | SRCC = 0.8345 ]
+INFO:root:Average loss=0.2988107380194542
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3258 | LCC = 0.8373 | SRCC = 0.8349 ]
+INFO:root:Average loss=0.2619636704524358
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2897 | LCC = 0.8386 | SRCC = 0.8368 ]
+INFO:root:Average loss=0.30761932180478024
+INFO:root:
+[Valid][14][UTT][ MSE = 0.4228 | LCC = 0.8308 | SRCC = 0.8342 ]
+INFO:root:Average loss=0.3193129929594504
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2832 | LCC = 0.8419 | SRCC = 0.8390 ]
+INFO:root:Average loss=0.2676519156457522
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3983 | LCC = 0.8336 | SRCC = 0.8376 ]
+INFO:root:Average loss=0.2551505750952623
+INFO:root:
+[Valid][17][UTT][ MSE = 0.3898 | LCC = 0.8323 | SRCC = 0.8345 ]
+INFO:root:Average loss=0.2527455933965169
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2919 | LCC = 0.8397 | SRCC = 0.8389 ]
+INFO:root:Average loss=0.27710409519764095
+INFO:root:
+[Valid][19][UTT][ MSE = 0.3053 | LCC = 0.8438 | SRCC = 0.8415 ]
+INFO:root:Average loss=0.23628272593785554
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2782 | LCC = 0.8488 | SRCC = 0.8461 ]
+INFO:root:Average loss=0.26175541144150954
+INFO:root:
+[Valid][21][UTT][ MSE = 0.3249 | LCC = 0.8424 | SRCC = 0.8419 ]
+INFO:root:Average loss=0.23584075424915704
+INFO:root:
+[Valid][22][UTT][ MSE = 0.3198 | LCC = 0.8480 | SRCC = 0.8460 ]
+INFO:root:Average loss=0.24235713424590918
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2801 | LCC = 0.8487 | SRCC = 0.8463 ]
+INFO:root:Average loss=0.23107891911879563
+INFO:root:
+[Valid][24][UTT][ MSE = 0.3005 | LCC = 0.8477 | SRCC = 0.8464 ]
+INFO:root:Average loss=0.29055400078113264
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2852 | LCC = 0.8470 | SRCC = 0.8456 ]
+INFO:root:Average loss=0.24333928181574896
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2600 | LCC = 0.8511 | SRCC = 0.8488 ]
+INFO:root:Average loss=0.22436236227170014
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2783 | LCC = 0.8504 | SRCC = 0.8482 ]
+INFO:root:Average loss=0.23341975896022257
+INFO:root:
+[Valid][28][UTT][ MSE = 0.3293 | LCC = 0.8457 | SRCC = 0.8471 ]
+INFO:root:Average loss=0.2554286328645853
+INFO:root:
+[Valid][29][UTT][ MSE = 0.3255 | LCC = 0.8471 | SRCC = 0.8468 ]
+INFO:root:Average loss=0.2205643241222088
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2887 | LCC = 0.8523 | SRCC = 0.8506 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2668 | LCC = 0.8556 | SRCC = 0.8544 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer44/run1/config.gin b/results_bvcc/w2v2_xlsr_1b/layer44/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer44/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_xlsr_1b/layer44/run1/model.pt b/results_bvcc/w2v2_xlsr_1b/layer44/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..df07abd0db36cee990c1130d3643089ab2f6a8ec
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer44/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:69c7caf6ba1e2f899d31e6c1b887063bb9f6c8954bb99a981ca34626182939e1
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer44/run1/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer44/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..40951a01ffa1d7afa0e19a9f7aba19db56aa1042
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer44/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3b4b6e3cc5cd9332ddcfcf99bc30bab68a1056ea19ca3872d9b2b024a0ebdefd
+size 4060358
diff --git a/results_bvcc/w2v2_xlsr_1b/layer44/run1/train.log b/results_bvcc/w2v2_xlsr_1b/layer44/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..3726a08b9a150a9718634130ad255869773430cd
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer44/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=0.7862902849148481
+INFO:root:
+[Valid][0][UTT][ MSE = 0.7708 | LCC = 0.3296 | SRCC = 0.3383 ]
+INFO:root:Average loss=0.5694951495298972
+INFO:root:
+[Valid][1][UTT][ MSE = 0.6547 | LCC = 0.6994 | SRCC = 0.7598 ]
+INFO:root:Average loss=0.404054425847836
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3960 | LCC = 0.7744 | SRCC = 0.7851 ]
+INFO:root:Average loss=0.4039905575605539
+INFO:root:
+[Valid][3][UTT][ MSE = 0.4588 | LCC = 0.7950 | SRCC = 0.7996 ]
+INFO:root:Average loss=0.3718853804927606
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3487 | LCC = 0.8054 | SRCC = 0.8029 ]
+INFO:root:Average loss=0.32089661883238035
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3457 | LCC = 0.8132 | SRCC = 0.8136 ]
+INFO:root:Average loss=0.2966514984384561
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3134 | LCC = 0.8186 | SRCC = 0.8154 ]
+INFO:root:Average loss=0.2910256796540358
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3710 | LCC = 0.8232 | SRCC = 0.8232 ]
+INFO:root:Average loss=0.30552769834414506
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2985 | LCC = 0.8291 | SRCC = 0.8257 ]
+INFO:root:Average loss=0.2766239625903276
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3076 | LCC = 0.8292 | SRCC = 0.8269 ]
+INFO:root:Average loss=0.27935228783350724
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3063 | LCC = 0.8308 | SRCC = 0.8288 ]
+INFO:root:Average loss=0.2706871374677389
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2822 | LCC = 0.8348 | SRCC = 0.8327 ]
+INFO:root:Average loss=0.27237408321637374
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3756 | LCC = 0.8333 | SRCC = 0.8354 ]
+INFO:root:Average loss=0.2560144347640184
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2921 | LCC = 0.8390 | SRCC = 0.8363 ]
+INFO:root:Average loss=0.30838889399400127
+INFO:root:
+[Valid][14][UTT][ MSE = 0.3609 | LCC = 0.8307 | SRCC = 0.8359 ]
+INFO:root:Average loss=0.2692111321748831
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3662 | LCC = 0.8357 | SRCC = 0.8380 ]
+INFO:root:Average loss=0.29516837019950914
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3496 | LCC = 0.8369 | SRCC = 0.8385 ]
+INFO:root:Average loss=0.29023338090150785
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2781 | LCC = 0.8424 | SRCC = 0.8407 ]
+INFO:root:Average loss=0.2763021068695264
+INFO:root:
+[Valid][18][UTT][ MSE = 0.4871 | LCC = 0.8285 | SRCC = 0.8382 ]
+INFO:root:Average loss=0.2710424428566908
+INFO:root:
+[Valid][19][UTT][ MSE = 0.3516 | LCC = 0.8381 | SRCC = 0.8385 ]
+INFO:root:Average loss=0.24406633373254386
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2887 | LCC = 0.8425 | SRCC = 0.8434 ]
+INFO:root:Average loss=0.23699298577430922
+INFO:root:
+[Valid][21][UTT][ MSE = 0.3093 | LCC = 0.8397 | SRCC = 0.8416 ]
+INFO:root:Average loss=0.2308081071346234
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2786 | LCC = 0.8479 | SRCC = 0.8458 ]
+INFO:root:Average loss=0.2659476468196282
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2722 | LCC = 0.8477 | SRCC = 0.8455 ]
+INFO:root:Average loss=0.23058786720801622
+INFO:root:
+[Valid][24][UTT][ MSE = 0.3046 | LCC = 0.8448 | SRCC = 0.8442 ]
+INFO:root:Average loss=0.25933659019378513
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2747 | LCC = 0.8464 | SRCC = 0.8435 ]
+INFO:root:Average loss=0.23586959563768828
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2681 | LCC = 0.8463 | SRCC = 0.8450 ]
+INFO:root:Average loss=0.255813693962036
+INFO:root:
+[Valid][27][UTT][ MSE = 0.3256 | LCC = 0.8457 | SRCC = 0.8454 ]
+INFO:root:Average loss=0.2321824903289477
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2562 | LCC = 0.8512 | SRCC = 0.8488 ]
+INFO:root:Average loss=0.23250504735952768
+INFO:root:
+[Valid][29][UTT][ MSE = 0.3046 | LCC = 0.8514 | SRCC = 0.8501 ]
+INFO:root:Average loss=0.2396370814396785
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2605 | LCC = 0.8509 | SRCC = 0.8486 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2871 | LCC = 0.8517 | SRCC = 0.8500 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer44/run2/config.gin b/results_bvcc/w2v2_xlsr_1b/layer44/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer44/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_xlsr_1b/layer44/run2/model.pt b/results_bvcc/w2v2_xlsr_1b/layer44/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b0ad21d3beb18c4da2b1810e47752f9e675d84ea
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer44/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:46467101590366181173f674ecacd7ee9e4f1bd0455b7d945cb95104d939437a
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer44/run2/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer44/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e3ec0151af1e0b48db5e28af21acf2cbed86130e
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer44/run2/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2c3be65c2b859d4177486c10b7ff25f087ea1f9d1ac22f48a622f2472c5a7cee
+size 4060358
diff --git a/results_bvcc/w2v2_xlsr_1b/layer44/run2/train.log b/results_bvcc/w2v2_xlsr_1b/layer44/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..2d6e712b9ea08c2d404d283ede16dacf929ab14d
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer44/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=0.7591605686988586
+INFO:root:
+[Valid][0][UTT][ MSE = 0.8131 | LCC = 0.4800 | SRCC = 0.5062 ]
+INFO:root:Average loss=0.5537975155390226
+INFO:root:
+[Valid][1][UTT][ MSE = 0.4490 | LCC = 0.7582 | SRCC = 0.7641 ]
+INFO:root:Average loss=0.3942700211818402
+INFO:root:
+[Valid][2][UTT][ MSE = 0.5886 | LCC = 0.7564 | SRCC = 0.7901 ]
+INFO:root:Average loss=0.36129510154326755
+INFO:root:
+[Valid][3][UTT][ MSE = 0.4347 | LCC = 0.7914 | SRCC = 0.8045 ]
+INFO:root:Average loss=0.36071492865299565
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3652 | LCC = 0.8167 | SRCC = 0.8137 ]
+INFO:root:Average loss=0.3102549381363086
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3181 | LCC = 0.8250 | SRCC = 0.8228 ]
+INFO:root:Average loss=0.3488260797965221
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3315 | LCC = 0.8252 | SRCC = 0.8252 ]
+INFO:root:Average loss=0.30977060072697127
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3092 | LCC = 0.8325 | SRCC = 0.8303 ]
+INFO:root:Average loss=0.34612433459514225
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3711 | LCC = 0.8234 | SRCC = 0.8284 ]
+INFO:root:Average loss=0.3766114824475386
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2802 | LCC = 0.8313 | SRCC = 0.8285 ]
+INFO:root:Average loss=0.2847632931975218
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2835 | LCC = 0.8329 | SRCC = 0.8293 ]
+INFO:root:Average loss=0.2985843777274474
+INFO:root:
+[Valid][11][UTT][ MSE = 0.4825 | LCC = 0.8196 | SRCC = 0.8262 ]
+INFO:root:Average loss=0.31224569640098476
+INFO:root:
+[Valid][12][UTT][ MSE = 0.4788 | LCC = 0.8176 | SRCC = 0.8310 ]
+INFO:root:Average loss=0.30112036489523375
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3057 | LCC = 0.8376 | SRCC = 0.8342 ]
+INFO:root:Average loss=0.26762363696709657
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2856 | LCC = 0.8402 | SRCC = 0.8372 ]
+INFO:root:Average loss=0.2714549794028967
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3053 | LCC = 0.8369 | SRCC = 0.8373 ]
+INFO:root:Average loss=0.26790028734084886
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2963 | LCC = 0.8437 | SRCC = 0.8407 ]
+INFO:root:Average loss=0.31526916130230975
+INFO:root:
+[Valid][17][UTT][ MSE = 0.3197 | LCC = 0.8434 | SRCC = 0.8401 ]
+INFO:root:Average loss=0.2547437302195109
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3880 | LCC = 0.8374 | SRCC = 0.8424 ]
+INFO:root:Average loss=0.26074424443336636
+INFO:root:
+[Valid][19][UTT][ MSE = 0.3060 | LCC = 0.8372 | SRCC = 0.8370 ]
+INFO:root:Average loss=0.2869819702628331
+INFO:root:
+[Valid][20][UTT][ MSE = 0.3436 | LCC = 0.8391 | SRCC = 0.8406 ]
+INFO:root:Average loss=0.29629419629390424
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2830 | LCC = 0.8454 | SRCC = 0.8431 ]
+INFO:root:Average loss=0.29046652370538467
+INFO:root:
+[Valid][22][UTT][ MSE = 0.3003 | LCC = 0.8400 | SRCC = 0.8409 ]
+INFO:root:Average loss=0.25488807604863095
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2847 | LCC = 0.8440 | SRCC = 0.8409 ]
+INFO:root:Average loss=0.25491953163574904
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2903 | LCC = 0.8437 | SRCC = 0.8448 ]
+INFO:root:Average loss=0.23611876091513878
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2992 | LCC = 0.8462 | SRCC = 0.8454 ]
+INFO:root:Average loss=0.26144878757305634
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2781 | LCC = 0.8483 | SRCC = 0.8456 ]
+INFO:root:Average loss=0.25031863439541596
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2931 | LCC = 0.8506 | SRCC = 0.8484 ]
+INFO:root:Average loss=0.2604379180150154
+INFO:root:
+[Valid][28][UTT][ MSE = 0.4765 | LCC = 0.8323 | SRCC = 0.8429 ]
+INFO:root:Average loss=0.265966451416413
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2667 | LCC = 0.8497 | SRCC = 0.8474 ]
+INFO:root:Average loss=0.24139523181395653
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2801 | LCC = 0.8490 | SRCC = 0.8477 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2987 | LCC = 0.8513 | SRCC = 0.8520 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer44/run3/config.gin b/results_bvcc/w2v2_xlsr_1b/layer44/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer44/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_xlsr_1b/layer44/run3/model.pt b/results_bvcc/w2v2_xlsr_1b/layer44/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..c711580109720206fb0e4e5a914faeedef390976
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer44/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:953c2540ee3de0b434986505d3f554384a5362eed933e5dc77764fd1ef0235ec
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer44/run3/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer44/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..0c690e2237b320e4abbd16201461c289d3940244
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer44/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a01d18a8ca0209852ea5dd2a6f740d8cbdb74b12185a53a86f26b1155982b9db
+size 4060358
diff --git a/results_bvcc/w2v2_xlsr_1b/layer44/run3/train.log b/results_bvcc/w2v2_xlsr_1b/layer44/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..475e1ca116ca1ba103b9815b3e47b0e17901b562
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer44/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=0.8007045372938498
+INFO:root:
+[Valid][0][UTT][ MSE = 0.8102 | LCC = 0.3193 | SRCC = 0.2834 ]
+INFO:root:Average loss=0.6244937655253288
+INFO:root:
+[Valid][1][UTT][ MSE = 0.5320 | LCC = 0.7018 | SRCC = 0.7319 ]
+INFO:root:Average loss=0.44260832075125134
+INFO:root:
+[Valid][2][UTT][ MSE = 0.4116 | LCC = 0.7716 | SRCC = 0.7765 ]
+INFO:root:Average loss=0.36837385270075923
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3602 | LCC = 0.7980 | SRCC = 0.7975 ]
+INFO:root:Average loss=0.34493811161090165
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3968 | LCC = 0.8083 | SRCC = 0.8097 ]
+INFO:root:Average loss=0.35111215462287265
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3612 | LCC = 0.8104 | SRCC = 0.8117 ]
+INFO:root:Average loss=0.30775972704092663
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3164 | LCC = 0.8183 | SRCC = 0.8180 ]
+INFO:root:Average loss=0.3198587669011874
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3020 | LCC = 0.8241 | SRCC = 0.8212 ]
+INFO:root:Average loss=0.3102727589698938
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3210 | LCC = 0.8165 | SRCC = 0.8125 ]
+INFO:root:Average loss=0.29470187482925564
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2978 | LCC = 0.8296 | SRCC = 0.8269 ]
+INFO:root:Average loss=0.3026917446882297
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3183 | LCC = 0.8332 | SRCC = 0.8309 ]
+INFO:root:Average loss=0.2954017829436522
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2849 | LCC = 0.8297 | SRCC = 0.8268 ]
+INFO:root:Average loss=0.2802303378016521
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3076 | LCC = 0.8320 | SRCC = 0.8299 ]
+INFO:root:Average loss=0.26111845614818424
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2832 | LCC = 0.8376 | SRCC = 0.8351 ]
+INFO:root:Average loss=0.29205138866718
+INFO:root:
+[Valid][14][UTT][ MSE = 0.3199 | LCC = 0.8252 | SRCC = 0.8321 ]
+INFO:root:Average loss=0.26812254962248677
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3211 | LCC = 0.8336 | SRCC = 0.8338 ]
+INFO:root:Average loss=0.25883134473592806
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3278 | LCC = 0.8264 | SRCC = 0.8278 ]
+INFO:root:Average loss=0.26403002746594256
+INFO:root:
+[Valid][17][UTT][ MSE = 0.3255 | LCC = 0.8412 | SRCC = 0.8389 ]
+INFO:root:Average loss=0.2795871356740976
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2834 | LCC = 0.8389 | SRCC = 0.8368 ]
+INFO:root:Average loss=0.2498970933449574
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2736 | LCC = 0.8424 | SRCC = 0.8419 ]
+INFO:root:Average loss=0.2617710129572795
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2832 | LCC = 0.8427 | SRCC = 0.8409 ]
+INFO:root:Average loss=0.26251614743318313
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2848 | LCC = 0.8456 | SRCC = 0.8425 ]
+INFO:root:Average loss=0.24573928423416921
+INFO:root:
+[Valid][22][UTT][ MSE = 0.4484 | LCC = 0.8430 | SRCC = 0.8457 ]
+INFO:root:Average loss=0.25909179525497633
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2809 | LCC = 0.8402 | SRCC = 0.8416 ]
+INFO:root:Average loss=0.24805926168576264
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2920 | LCC = 0.8471 | SRCC = 0.8440 ]
+INFO:root:Average loss=0.23942828178405762
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2833 | LCC = 0.8470 | SRCC = 0.8446 ]
+INFO:root:Average loss=0.231534583064226
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2777 | LCC = 0.8463 | SRCC = 0.8444 ]
+INFO:root:Average loss=0.22319425145785013
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2699 | LCC = 0.8484 | SRCC = 0.8463 ]
+INFO:root:Average loss=0.24963936935632658
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2956 | LCC = 0.8491 | SRCC = 0.8474 ]
+INFO:root:Average loss=0.24052654512417623
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2599 | LCC = 0.8478 | SRCC = 0.8463 ]
+INFO:root:Average loss=0.2283274884789418
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2644 | LCC = 0.8495 | SRCC = 0.8471 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2624 | LCC = 0.8559 | SRCC = 0.8544 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer44/run4/config.gin b/results_bvcc/w2v2_xlsr_1b/layer44/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer44/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_xlsr_1b/layer44/run4/model.pt b/results_bvcc/w2v2_xlsr_1b/layer44/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4b83a09c38fbd6e44533f2e154a06fcf4ef2de50
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer44/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0a43579329b8d0d345d0470ca335b0003e13c40091f35b629fe00877e2bccabf
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer44/run4/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer44/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..8f3bd7795c5856ef21c2323de039e7ee996ca887
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer44/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ef57a46026afb4b25989248fea4a2f5b519dc32b39f3521e4fb02da232151b86
+size 4060422
diff --git a/results_bvcc/w2v2_xlsr_1b/layer44/run4/train.log b/results_bvcc/w2v2_xlsr_1b/layer44/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..c56531a3b82af2f64a0a90398462ec2fcf05db09
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer44/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.7924266373499845
+INFO:root:
+[Valid][0][UTT][ MSE = 0.8365 | LCC = 0.2799 | SRCC = 0.2697 ]
+INFO:root:Average loss=0.5765995452037225
+INFO:root:
+[Valid][1][UTT][ MSE = 0.4067 | LCC = 0.7663 | SRCC = 0.7643 ]
+INFO:root:Average loss=0.431310745768058
+INFO:root:
+[Valid][2][UTT][ MSE = 0.4080 | LCC = 0.7881 | SRCC = 0.7866 ]
+INFO:root:Average loss=0.3649994392807667
+INFO:root:
+[Valid][3][UTT][ MSE = 0.5470 | LCC = 0.7776 | SRCC = 0.7942 ]
+INFO:root:Average loss=0.42159021626680326
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3751 | LCC = 0.8081 | SRCC = 0.8046 ]
+INFO:root:Average loss=0.3472001353899638
+INFO:root:
+[Valid][5][UTT][ MSE = 0.4358 | LCC = 0.8026 | SRCC = 0.8087 ]
+INFO:root:Average loss=0.31449716557294893
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3398 | LCC = 0.8185 | SRCC = 0.8142 ]
+INFO:root:Average loss=0.29952683166051525
+INFO:root:
+[Valid][7][UTT][ MSE = 0.4349 | LCC = 0.8172 | SRCC = 0.8224 ]
+INFO:root:Average loss=0.31167950538488537
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3111 | LCC = 0.8276 | SRCC = 0.8247 ]
+INFO:root:Average loss=0.2997624866473369
+INFO:root:
+[Valid][9][UTT][ MSE = 0.4205 | LCC = 0.8199 | SRCC = 0.8231 ]
+INFO:root:Average loss=0.2835283327179077
+INFO:root:
+[Valid][10][UTT][ MSE = 0.5143 | LCC = 0.8182 | SRCC = 0.8326 ]
+INFO:root:Average loss=0.33649892665636844
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3682 | LCC = 0.8267 | SRCC = 0.8287 ]
+INFO:root:Average loss=0.2924396682244081
+INFO:root:
+[Valid][12][UTT][ MSE = 0.4403 | LCC = 0.8215 | SRCC = 0.8302 ]
+INFO:root:Average loss=0.2664259223219676
+INFO:root:
+[Valid][13][UTT][ MSE = 0.4692 | LCC = 0.8214 | SRCC = 0.8331 ]
+INFO:root:Average loss=0.27276927595719314
+INFO:root:
+[Valid][14][UTT][ MSE = 0.3443 | LCC = 0.8301 | SRCC = 0.8337 ]
+INFO:root:Average loss=0.25214347568077916
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3336 | LCC = 0.8351 | SRCC = 0.8388 ]
+INFO:root:Average loss=0.25605746511465466
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3061 | LCC = 0.8419 | SRCC = 0.8402 ]
+INFO:root:Average loss=0.25928417994425845
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2988 | LCC = 0.8406 | SRCC = 0.8401 ]
+INFO:root:Average loss=0.2469594616156358
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3259 | LCC = 0.8431 | SRCC = 0.8429 ]
+INFO:root:Average loss=0.24221786111593246
+INFO:root:
+[Valid][19][UTT][ MSE = 0.3407 | LCC = 0.8410 | SRCC = 0.8445 ]
+INFO:root:Average loss=0.24759572744369507
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2676 | LCC = 0.8450 | SRCC = 0.8437 ]
+INFO:root:Average loss=0.3076983115229851
+INFO:root:
+[Valid][21][UTT][ MSE = 0.3123 | LCC = 0.8426 | SRCC = 0.8429 ]
+INFO:root:Average loss=0.22953922702715948
+INFO:root:
+[Valid][22][UTT][ MSE = 0.3064 | LCC = 0.8410 | SRCC = 0.8424 ]
+INFO:root:Average loss=0.23168094360675567
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2630 | LCC = 0.8462 | SRCC = 0.8444 ]
+INFO:root:Average loss=0.26799745552050763
+INFO:root:
+[Valid][24][UTT][ MSE = 0.3571 | LCC = 0.8375 | SRCC = 0.8435 ]
+INFO:root:Average loss=0.2201881679968956
+INFO:root:
+[Valid][25][UTT][ MSE = 0.3424 | LCC = 0.8451 | SRCC = 0.8469 ]
+INFO:root:Average loss=0.23315062450292784
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2958 | LCC = 0.8469 | SRCC = 0.8473 ]
+INFO:root:Average loss=0.24159140254442507
+INFO:root:
+[Valid][27][UTT][ MSE = 0.4836 | LCC = 0.8300 | SRCC = 0.8460 ]
+INFO:root:Average loss=0.2674756967104398
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2964 | LCC = 0.8516 | SRCC = 0.8509 ]
+INFO:root:Average loss=0.2169545841140625
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2867 | LCC = 0.8419 | SRCC = 0.8452 ]
+INFO:root:Average loss=0.2282494479456009
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2538 | LCC = 0.8507 | SRCC = 0.8510 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.3186 | LCC = 0.8507 | SRCC = 0.8530 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer46/run0/config.gin b/results_bvcc/w2v2_xlsr_1b/layer46/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer46/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_xlsr_1b/layer46/run0/model.pt b/results_bvcc/w2v2_xlsr_1b/layer46/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..5c1b4aea69f233beb6488c5c7192f192b597080b
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer46/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_1b/layer46/run0/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer46/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..9e3c94c4b21340666e3f2b3bfc71dfa8d60dca02
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer46/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_1b/layer46/run0/train.log b/results_bvcc/w2v2_xlsr_1b/layer46/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..0b6fe073ffd0d607c239f25fddd3c9e20e3e9833
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer46/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=0.7528837430171478
+INFO:root:
+[Valid][0][UTT][ MSE = 0.7019 | LCC = 0.4351 | SRCC = 0.4223 ]
+INFO:root:Average loss=0.5197954307764004
+INFO:root:
+[Valid][1][UTT][ MSE = 0.5207 | LCC = 0.7470 | SRCC = 0.7570 ]
+INFO:root:Average loss=0.4515304221556737
+INFO:root:
+[Valid][2][UTT][ MSE = 0.5251 | LCC = 0.7707 | SRCC = 0.7884 ]
+INFO:root:Average loss=0.41377667681528973
+INFO:root:
+[Valid][3][UTT][ MSE = 0.4442 | LCC = 0.7883 | SRCC = 0.7901 ]
+INFO:root:Average loss=0.3575274896545288
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3527 | LCC = 0.8039 | SRCC = 0.8012 ]
+INFO:root:Average loss=0.3536211192989961
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3255 | LCC = 0.8071 | SRCC = 0.8088 ]
+INFO:root:Average loss=0.33567946881819993
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3378 | LCC = 0.8189 | SRCC = 0.8151 ]
+INFO:root:Average loss=0.34771096247893113
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3129 | LCC = 0.8197 | SRCC = 0.8155 ]
+INFO:root:Average loss=0.3209980206611829
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3308 | LCC = 0.8259 | SRCC = 0.8218 ]
+INFO:root:Average loss=0.36438899429944843
+INFO:root:
+[Valid][9][UTT][ MSE = 0.4191 | LCC = 0.8232 | SRCC = 0.8219 ]
+INFO:root:Average loss=0.3378729264323528
+INFO:root:
+[Valid][10][UTT][ MSE = 0.4022 | LCC = 0.8253 | SRCC = 0.8263 ]
+INFO:root:Average loss=0.30037804349110675
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3475 | LCC = 0.8219 | SRCC = 0.8249 ]
+INFO:root:Average loss=0.3159750398152914
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3862 | LCC = 0.8251 | SRCC = 0.8269 ]
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+INFO:root:
+[Valid][13][UTT][ MSE = 0.3165 | LCC = 0.8287 | SRCC = 0.8294 ]
+INFO:root:Average loss=0.2803233279249607
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2834 | LCC = 0.8332 | SRCC = 0.8309 ]
+INFO:root:Average loss=0.2907009321527603
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2833 | LCC = 0.8328 | SRCC = 0.8309 ]
+INFO:root:Average loss=0.2828270047903061
+INFO:root:
+[Valid][16][UTT][ MSE = 0.4281 | LCC = 0.8334 | SRCC = 0.8359 ]
+INFO:root:Average loss=0.27272408646650803
+INFO:root:
+[Valid][17][UTT][ MSE = 0.3223 | LCC = 0.8377 | SRCC = 0.8365 ]
+INFO:root:Average loss=0.29687137806262726
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3006 | LCC = 0.8320 | SRCC = 0.8321 ]
+INFO:root:Average loss=0.26668887604505587
+INFO:root:
+[Valid][19][UTT][ MSE = 0.3832 | LCC = 0.8218 | SRCC = 0.8298 ]
+INFO:root:Average loss=0.2537657267008072
+INFO:root:
+[Valid][20][UTT][ MSE = 0.3161 | LCC = 0.8363 | SRCC = 0.8368 ]
+INFO:root:Average loss=0.2528009473895415
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2770 | LCC = 0.8392 | SRCC = 0.8361 ]
+INFO:root:Average loss=0.2649199893841377
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2923 | LCC = 0.8400 | SRCC = 0.8376 ]
+INFO:root:Average loss=0.2546862753537985
+INFO:root:
+[Valid][23][UTT][ MSE = 0.3042 | LCC = 0.8374 | SRCC = 0.8375 ]
+INFO:root:Average loss=0.27128477509205157
+INFO:root:
+[Valid][24][UTT][ MSE = 0.3015 | LCC = 0.8372 | SRCC = 0.8372 ]
+INFO:root:Average loss=0.23391267580863756
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2779 | LCC = 0.8453 | SRCC = 0.8418 ]
+INFO:root:Average loss=0.29336312394111586
+INFO:root:
+[Valid][26][UTT][ MSE = 0.4231 | LCC = 0.8405 | SRCC = 0.8410 ]
+INFO:root:Average loss=0.2535845862749295
+INFO:root:
+[Valid][27][UTT][ MSE = 0.3297 | LCC = 0.8352 | SRCC = 0.8402 ]
+INFO:root:Average loss=0.2471081847563768
+INFO:root:
+[Valid][28][UTT][ MSE = 0.3019 | LCC = 0.8442 | SRCC = 0.8404 ]
+INFO:root:Average loss=0.22210242637456992
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2856 | LCC = 0.8415 | SRCC = 0.8378 ]
+INFO:root:Average loss=0.24883536325815397
+INFO:root:
+[Valid][30][UTT][ MSE = 0.3558 | LCC = 0.8365 | SRCC = 0.8391 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2701 | LCC = 0.8537 | SRCC = 0.8536 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer46/run1/config.gin b/results_bvcc/w2v2_xlsr_1b/layer46/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer46/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_xlsr_1b/layer46/run1/model.pt b/results_bvcc/w2v2_xlsr_1b/layer46/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..16850bef4dc516598fac99079b985504a65540a7
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer46/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5edb82a4bf3346f9bd2862281931712ffc775a22063e03205391f00a5ee81f88
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer46/run1/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer46/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e38c8ad34b6fb67ae76c30655f713220ed33b329
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer46/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:217a59ec668f06224497cbf71979f26d35312a2abe64b3dfcd80aed2968911de
+size 4060358
diff --git a/results_bvcc/w2v2_xlsr_1b/layer46/run1/train.log b/results_bvcc/w2v2_xlsr_1b/layer46/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..ef1ec51f371586ef0a16a2e29b28732f64f2a9e3
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer46/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=0.7672607524272723
+INFO:root:
+[Valid][0][UTT][ MSE = 0.7860 | LCC = 0.3954 | SRCC = 0.3965 ]
+INFO:root:Average loss=0.5604906479517618
+INFO:root:
+[Valid][1][UTT][ MSE = 0.4606 | LCC = 0.7285 | SRCC = 0.7327 ]
+INFO:root:Average loss=0.4449521203835805
+INFO:root:
+[Valid][2][UTT][ MSE = 0.9931 | LCC = 0.7305 | SRCC = 0.7689 ]
+INFO:root:Average loss=0.47658813496430713
+INFO:root:
+[Valid][3][UTT][ MSE = 0.4759 | LCC = 0.7782 | SRCC = 0.7878 ]
+INFO:root:Average loss=0.377574768394996
+INFO:root:
+[Valid][4][UTT][ MSE = 0.4074 | LCC = 0.7891 | SRCC = 0.7984 ]
+INFO:root:Average loss=0.4186799079179764
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3594 | LCC = 0.8024 | SRCC = 0.8003 ]
+INFO:root:Average loss=0.3476273151926505
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3310 | LCC = 0.8094 | SRCC = 0.8086 ]
+INFO:root:Average loss=0.332325235582315
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3250 | LCC = 0.8166 | SRCC = 0.8116 ]
+INFO:root:Average loss=0.29320933860846055
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3359 | LCC = 0.8201 | SRCC = 0.8207 ]
+INFO:root:Average loss=0.3262391887032069
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3040 | LCC = 0.8267 | SRCC = 0.8239 ]
+INFO:root:Average loss=0.2879540083500055
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2926 | LCC = 0.8234 | SRCC = 0.8201 ]
+INFO:root:Average loss=0.3334066638579735
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3012 | LCC = 0.8293 | SRCC = 0.8257 ]
+INFO:root:Average loss=0.2863610444160608
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3542 | LCC = 0.8280 | SRCC = 0.8251 ]
+INFO:root:Average loss=0.27303052693605423
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2841 | LCC = 0.8346 | SRCC = 0.8309 ]
+INFO:root:Average loss=0.31556356316193557
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2998 | LCC = 0.8312 | SRCC = 0.8269 ]
+INFO:root:Average loss=0.2735004390661533
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3103 | LCC = 0.8343 | SRCC = 0.8336 ]
+INFO:root:Average loss=0.29089323927958805
+INFO:root:
+[Valid][16][UTT][ MSE = 0.5068 | LCC = 0.8230 | SRCC = 0.8371 ]
+INFO:root:Average loss=0.299846806205236
+INFO:root:
+[Valid][17][UTT][ MSE = 0.5644 | LCC = 0.8202 | SRCC = 0.8371 ]
+INFO:root:Average loss=0.30283359648325503
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3182 | LCC = 0.8387 | SRCC = 0.8378 ]
+INFO:root:Average loss=0.2943424477409094
+INFO:root:
+[Valid][19][UTT][ MSE = 0.3592 | LCC = 0.8366 | SRCC = 0.8367 ]
+INFO:root:Average loss=0.24569749144407418
+INFO:root:
+[Valid][20][UTT][ MSE = 0.3191 | LCC = 0.8431 | SRCC = 0.8410 ]
+INFO:root:Average loss=0.2552917987490312
+INFO:root:
+[Valid][21][UTT][ MSE = 0.3432 | LCC = 0.8419 | SRCC = 0.8414 ]
+INFO:root:Average loss=0.2754077408940364
+INFO:root:
+[Valid][22][UTT][ MSE = 0.3213 | LCC = 0.8409 | SRCC = 0.8421 ]
+INFO:root:Average loss=0.27413092668239886
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2731 | LCC = 0.8396 | SRCC = 0.8360 ]
+INFO:root:Average loss=0.2556238057903754
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2861 | LCC = 0.8452 | SRCC = 0.8414 ]
+INFO:root:Average loss=0.28713727111999804
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2661 | LCC = 0.8431 | SRCC = 0.8402 ]
+INFO:root:Average loss=0.24980406023752996
+INFO:root:
+[Valid][26][UTT][ MSE = 0.3953 | LCC = 0.8401 | SRCC = 0.8417 ]
+INFO:root:Average loss=0.2363187557993791
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2801 | LCC = 0.8461 | SRCC = 0.8438 ]
+INFO:root:Average loss=0.2619904708594848
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2745 | LCC = 0.8466 | SRCC = 0.8437 ]
+INFO:root:Average loss=0.23595705380042395
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2860 | LCC = 0.8471 | SRCC = 0.8436 ]
+INFO:root:Average loss=0.2224193513393402
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2725 | LCC = 0.8476 | SRCC = 0.8460 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2514 | LCC = 0.8508 | SRCC = 0.8516 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer46/run2/config.gin b/results_bvcc/w2v2_xlsr_1b/layer46/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer46/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_xlsr_1b/layer46/run2/model.pt b/results_bvcc/w2v2_xlsr_1b/layer46/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..fa51f0c6dda64abe1b66b5c0f5c29b211f8fb083
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer46/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9a363993e61da39badecebe80c7e286ac6db422208c5e582da83216d2ff65a1b
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer46/run2/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer46/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..2ddafa3629c347cadbe264cec8fc3b407a925d7f
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer46/run2/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2faad6b68e641439449e3c21c2223a53072819b3a3d92826568b07bd17371afb
+size 4060358
diff --git a/results_bvcc/w2v2_xlsr_1b/layer46/run2/train.log b/results_bvcc/w2v2_xlsr_1b/layer46/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..1e83aaacaa6b90658cbecb3c4218a31f0c7f2b49
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer46/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=0.7508232264946668
+INFO:root:
+[Valid][0][UTT][ MSE = 0.7960 | LCC = 0.3976 | SRCC = 0.4090 ]
+INFO:root:Average loss=0.5364960225728842
+INFO:root:
+[Valid][1][UTT][ MSE = 0.5109 | LCC = 0.7314 | SRCC = 0.7514 ]
+INFO:root:Average loss=0.44634287021098995
+INFO:root:
+[Valid][2][UTT][ MSE = 0.6912 | LCC = 0.7313 | SRCC = 0.7645 ]
+INFO:root:Average loss=0.3931211510147804
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3635 | LCC = 0.7966 | SRCC = 0.7948 ]
+INFO:root:Average loss=0.3810601010918617
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3135 | LCC = 0.8064 | SRCC = 0.8048 ]
+INFO:root:Average loss=0.3881861279026056
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3293 | LCC = 0.8105 | SRCC = 0.8095 ]
+INFO:root:Average loss=0.36040366574739796
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3155 | LCC = 0.8169 | SRCC = 0.8166 ]
+INFO:root:Average loss=0.329218494395415
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3306 | LCC = 0.8234 | SRCC = 0.8189 ]
+INFO:root:Average loss=0.30925167122712505
+INFO:root:
+[Valid][8][UTT][ MSE = 0.4753 | LCC = 0.8145 | SRCC = 0.8226 ]
+INFO:root:Average loss=0.31105701548930925
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3669 | LCC = 0.8210 | SRCC = 0.8232 ]
+INFO:root:Average loss=0.31263601569793165
+INFO:root:
+[Valid][10][UTT][ MSE = 0.4438 | LCC = 0.8238 | SRCC = 0.8273 ]
+INFO:root:Average loss=0.3105934243171643
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2780 | LCC = 0.8336 | SRCC = 0.8308 ]
+INFO:root:Average loss=0.3004565580915182
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2826 | LCC = 0.8327 | SRCC = 0.8304 ]
+INFO:root:Average loss=0.289305163308596
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3582 | LCC = 0.8314 | SRCC = 0.8320 ]
+INFO:root:Average loss=0.3279797543699925
+INFO:root:
+[Valid][14][UTT][ MSE = 0.3387 | LCC = 0.8313 | SRCC = 0.8314 ]
+INFO:root:Average loss=0.29044927694858647
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3527 | LCC = 0.8341 | SRCC = 0.8359 ]
+INFO:root:Average loss=0.28328318492724347
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2791 | LCC = 0.8373 | SRCC = 0.8340 ]
+INFO:root:Average loss=0.2859493580002051
+INFO:root:
+[Valid][17][UTT][ MSE = 0.4328 | LCC = 0.8265 | SRCC = 0.8351 ]
+INFO:root:Average loss=0.3041386344493964
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3446 | LCC = 0.8365 | SRCC = 0.8357 ]
+INFO:root:Average loss=0.28482197779111373
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2990 | LCC = 0.8402 | SRCC = 0.8363 ]
+INFO:root:Average loss=0.24515182238358718
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2752 | LCC = 0.8422 | SRCC = 0.8389 ]
+INFO:root:Average loss=0.27492584956762117
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2998 | LCC = 0.8399 | SRCC = 0.8375 ]
+INFO:root:Average loss=0.2551176889966696
+INFO:root:
+[Valid][22][UTT][ MSE = 0.3161 | LCC = 0.8403 | SRCC = 0.8406 ]
+INFO:root:Average loss=0.26126846957665223
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2950 | LCC = 0.8396 | SRCC = 0.8365 ]
+INFO:root:Average loss=0.26041760333837605
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2905 | LCC = 0.8411 | SRCC = 0.8401 ]
+INFO:root:Average loss=0.2390301212286338
+INFO:root:
+[Valid][25][UTT][ MSE = 0.3431 | LCC = 0.8418 | SRCC = 0.8411 ]
+INFO:root:Average loss=0.24462365836669236
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2773 | LCC = 0.8477 | SRCC = 0.8446 ]
+INFO:root:Average loss=0.2428685450592102
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2615 | LCC = 0.8457 | SRCC = 0.8431 ]
+INFO:root:Average loss=0.2770532126992177
+INFO:root:
+[Valid][28][UTT][ MSE = 0.3162 | LCC = 0.8482 | SRCC = 0.8454 ]
+INFO:root:Average loss=0.24273696064184874
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2704 | LCC = 0.8483 | SRCC = 0.8452 ]
+INFO:root:Average loss=0.25084622242511845
+INFO:root:
+[Valid][30][UTT][ MSE = 0.3173 | LCC = 0.8462 | SRCC = 0.8461 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2698 | LCC = 0.8533 | SRCC = 0.8528 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer46/run3/config.gin b/results_bvcc/w2v2_xlsr_1b/layer46/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer46/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_xlsr_1b/layer46/run3/model.pt b/results_bvcc/w2v2_xlsr_1b/layer46/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..bbde14e9bfd3871768cc4ae38f10a6b71249f80d
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer46/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_1b/layer46/run3/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer46/run3/model_best.pt
new file mode 100644
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--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer46/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_1b/layer46/run3/train.log b/results_bvcc/w2v2_xlsr_1b/layer46/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..893b411753e752e6c8572c110e9ad0770a4d9cc0
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer46/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=0.8111058725760534
+INFO:root:
+[Valid][0][UTT][ MSE = 0.8548 | LCC = 0.2018 | SRCC = 0.1843 ]
+INFO:root:Average loss=0.7266556773430262
+INFO:root:
+[Valid][1][UTT][ MSE = 0.7621 | LCC = 0.5538 | SRCC = 0.5687 ]
+INFO:root:Average loss=0.534329721178764
+INFO:root:
+[Valid][2][UTT][ MSE = 0.4631 | LCC = 0.7477 | SRCC = 0.7451 ]
+INFO:root:Average loss=0.46343850936645115
+INFO:root:
+[Valid][3][UTT][ MSE = 0.5053 | LCC = 0.7800 | SRCC = 0.7821 ]
+INFO:root:Average loss=0.4008541424305011
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3466 | LCC = 0.7949 | SRCC = 0.7941 ]
+INFO:root:Average loss=0.36097386441169643
+INFO:root:
+[Valid][5][UTT][ MSE = 0.4080 | LCC = 0.8033 | SRCC = 0.8034 ]
+INFO:root:Average loss=0.3697695246873758
+INFO:root:
+[Valid][6][UTT][ MSE = 0.4357 | LCC = 0.8028 | SRCC = 0.8025 ]
+INFO:root:Average loss=0.3362577867049437
+INFO:root:
+[Valid][7][UTT][ MSE = 0.4003 | LCC = 0.8115 | SRCC = 0.8107 ]
+INFO:root:Average loss=0.35127074481585085
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3285 | LCC = 0.8165 | SRCC = 0.8140 ]
+INFO:root:Average loss=0.30872912743152714
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3697 | LCC = 0.8222 | SRCC = 0.8214 ]
+INFO:root:Average loss=0.3433281742991545
+INFO:root:
+[Valid][10][UTT][ MSE = 0.4089 | LCC = 0.8190 | SRCC = 0.8194 ]
+INFO:root:Average loss=0.30701324362785387
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3171 | LCC = 0.8259 | SRCC = 0.8232 ]
+INFO:root:Average loss=0.3338619109529715
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3016 | LCC = 0.8272 | SRCC = 0.8239 ]
+INFO:root:Average loss=0.28106160098925614
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3290 | LCC = 0.8298 | SRCC = 0.8268 ]
+INFO:root:Average loss=0.2724054371699309
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2937 | LCC = 0.8326 | SRCC = 0.8292 ]
+INFO:root:Average loss=0.27494142720332515
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3039 | LCC = 0.8333 | SRCC = 0.8315 ]
+INFO:root:Average loss=0.2985314849095467
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2936 | LCC = 0.8359 | SRCC = 0.8331 ]
+INFO:root:Average loss=0.2704705557762048
+INFO:root:
+[Valid][17][UTT][ MSE = 0.3473 | LCC = 0.8337 | SRCC = 0.8328 ]
+INFO:root:Average loss=0.2611478813565694
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3441 | LCC = 0.8347 | SRCC = 0.8344 ]
+INFO:root:Average loss=0.2933616897998712
+INFO:root:
+[Valid][19][UTT][ MSE = 0.4899 | LCC = 0.8237 | SRCC = 0.8319 ]
+INFO:root:Average loss=0.26259459192172074
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2856 | LCC = 0.8391 | SRCC = 0.8374 ]
+INFO:root:Average loss=0.2637672068981024
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2970 | LCC = 0.8404 | SRCC = 0.8377 ]
+INFO:root:Average loss=0.26172123562831145
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2974 | LCC = 0.8377 | SRCC = 0.8366 ]
+INFO:root:Average loss=0.25457452696103317
+INFO:root:
+[Valid][23][UTT][ MSE = 0.3314 | LCC = 0.8390 | SRCC = 0.8380 ]
+INFO:root:Average loss=0.2607580463473613
+INFO:root:
+[Valid][24][UTT][ MSE = 0.3362 | LCC = 0.8399 | SRCC = 0.8386 ]
+INFO:root:Average loss=0.2539799601221696
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2858 | LCC = 0.8400 | SRCC = 0.8388 ]
+INFO:root:Average loss=0.26313459968719727
+INFO:root:
+[Valid][26][UTT][ MSE = 0.3701 | LCC = 0.8400 | SRCC = 0.8385 ]
+INFO:root:Average loss=0.27655887049742234
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2749 | LCC = 0.8425 | SRCC = 0.8397 ]
+INFO:root:Average loss=0.23807698430923316
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2874 | LCC = 0.8378 | SRCC = 0.8361 ]
+INFO:root:Average loss=0.2404977302902784
+INFO:root:
+[Valid][29][UTT][ MSE = 0.3053 | LCC = 0.8449 | SRCC = 0.8427 ]
+INFO:root:Average loss=0.2603225400432562
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2760 | LCC = 0.8464 | SRCC = 0.8428 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2666 | LCC = 0.8520 | SRCC = 0.8527 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer46/run4/config.gin b/results_bvcc/w2v2_xlsr_1b/layer46/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer46/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_xlsr_1b/layer46/run4/model.pt b/results_bvcc/w2v2_xlsr_1b/layer46/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..460955e9483648af669ea269bd909e61abe23231
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer46/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c9c0e20bc01f6bc3019d56f03857e38dccbff532e1d98a7c3dd077791f0c4362
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer46/run4/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer46/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..03a1c2274910611997bd19254f872bb8c473468f
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer46/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:126cd2dd0f51c00651f2ac4826daf9c2c17bca0ac56d76f9b8f71bdc086c8867
+size 4060358
diff --git a/results_bvcc/w2v2_xlsr_1b/layer46/run4/train.log b/results_bvcc/w2v2_xlsr_1b/layer46/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..00777f19ebccc4738892edd623054c972342efee
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer46/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.8071472560748075
+INFO:root:
+[Valid][0][UTT][ MSE = 0.8167 | LCC = 0.2281 | SRCC = 0.1974 ]
+INFO:root:Average loss=0.6397561664000536
+INFO:root:
+[Valid][1][UTT][ MSE = 0.4925 | LCC = 0.7351 | SRCC = 0.7381 ]
+INFO:root:Average loss=0.4267485831410457
+INFO:root:
+[Valid][2][UTT][ MSE = 0.4949 | LCC = 0.7803 | SRCC = 0.7873 ]
+INFO:root:Average loss=0.38471810328654754
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3318 | LCC = 0.8035 | SRCC = 0.8001 ]
+INFO:root:Average loss=0.39887171295972973
+INFO:root:
+[Valid][4][UTT][ MSE = 0.4473 | LCC = 0.7971 | SRCC = 0.7974 ]
+INFO:root:Average loss=0.36921286793091357
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3376 | LCC = 0.8097 | SRCC = 0.8081 ]
+INFO:root:Average loss=0.41120156760399157
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3317 | LCC = 0.8105 | SRCC = 0.8089 ]
+INFO:root:Average loss=0.3093615703475781
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3218 | LCC = 0.8207 | SRCC = 0.8173 ]
+INFO:root:Average loss=0.33799174198737514
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3350 | LCC = 0.8179 | SRCC = 0.8178 ]
+INFO:root:Average loss=0.28652344873318303
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3018 | LCC = 0.8226 | SRCC = 0.8192 ]
+INFO:root:Average loss=0.28231000403563183
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2911 | LCC = 0.8315 | SRCC = 0.8279 ]
+INFO:root:Average loss=0.36059231425707156
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3442 | LCC = 0.8213 | SRCC = 0.8195 ]
+INFO:root:Average loss=0.3151589836447667
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3120 | LCC = 0.8302 | SRCC = 0.8273 ]
+INFO:root:Average loss=0.2859538556673588
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2965 | LCC = 0.8308 | SRCC = 0.8280 ]
+INFO:root:Average loss=0.2706836931980573
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2836 | LCC = 0.8325 | SRCC = 0.8300 ]
+INFO:root:Average loss=0.30690442350430364
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3318 | LCC = 0.8305 | SRCC = 0.8318 ]
+INFO:root:Average loss=0.2802949245923605
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3103 | LCC = 0.8350 | SRCC = 0.8337 ]
+INFO:root:Average loss=0.2574242624716881
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2753 | LCC = 0.8389 | SRCC = 0.8360 ]
+INFO:root:Average loss=0.26963592454408986
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3371 | LCC = 0.8338 | SRCC = 0.8341 ]
+INFO:root:Average loss=0.29180160890787077
+INFO:root:
+[Valid][19][UTT][ MSE = 0.3006 | LCC = 0.8374 | SRCC = 0.8366 ]
+INFO:root:Average loss=0.28205742495946395
+INFO:root:
+[Valid][20][UTT][ MSE = 0.3461 | LCC = 0.8372 | SRCC = 0.8347 ]
+INFO:root:Average loss=0.26785422689639604
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2805 | LCC = 0.8402 | SRCC = 0.8377 ]
+INFO:root:Average loss=0.30413822791515255
+INFO:root:
+[Valid][22][UTT][ MSE = 0.3353 | LCC = 0.8367 | SRCC = 0.8359 ]
+INFO:root:Average loss=0.27737631419530284
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2855 | LCC = 0.8438 | SRCC = 0.8411 ]
+INFO:root:Average loss=0.2545185184631592
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2875 | LCC = 0.8423 | SRCC = 0.8400 ]
+INFO:root:Average loss=0.28094511116162324
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2757 | LCC = 0.8444 | SRCC = 0.8411 ]
+INFO:root:Average loss=0.2515767117341359
+INFO:root:
+[Valid][26][UTT][ MSE = 0.3210 | LCC = 0.8396 | SRCC = 0.8385 ]
+INFO:root:Average loss=0.2354043724063115
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2871 | LCC = 0.8426 | SRCC = 0.8411 ]
+INFO:root:Average loss=0.24720146315984237
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2669 | LCC = 0.8462 | SRCC = 0.8434 ]
+INFO:root:Average loss=0.2467728574306537
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2902 | LCC = 0.8416 | SRCC = 0.8412 ]
+INFO:root:Average loss=0.23628221471340227
+INFO:root:
+[Valid][30][UTT][ MSE = 0.3308 | LCC = 0.8382 | SRCC = 0.8408 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2521 | LCC = 0.8549 | SRCC = 0.8542 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer6/run0/config.gin b/results_bvcc/w2v2_xlsr_1b/layer6/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/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_xlsr_1b/layer6/run0/model.pt b/results_bvcc/w2v2_xlsr_1b/layer6/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b54f48deae6ba18a1836e2d2ac1e3fa7044f5537
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer6/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:16bb5206cfd07bfb422bfa6cbf43aca3e265f4aea53f2e484807695de8040894
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer6/run0/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer6/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..6f23a76593de11132214eb7e4e8f200f0502323f
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer6/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:24e88b167179c85c9d1dc4789ba6d8c6c00f97d72ba157205c877cbd4510a068
+size 4060422
diff --git a/results_bvcc/w2v2_xlsr_1b/layer6/run0/train.log b/results_bvcc/w2v2_xlsr_1b/layer6/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..32a2a31fc709ed68a9d79c362a64678a39cf39ec
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer6/run0/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.4888430967544898
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3100 | LCC = 0.8220 | SRCC = 0.8282 ]
+INFO:root:Average loss=0.2460461037281232
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2640 | LCC = 0.8657 | SRCC = 0.8652 ]
+INFO:root:Average loss=0.2000537478388884
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2337 | LCC = 0.8765 | SRCC = 0.8762 ]
+INFO:root:Average loss=0.18833903548045036
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2100 | LCC = 0.8827 | SRCC = 0.8827 ]
+INFO:root:Average loss=0.1693516956307949
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2505 | LCC = 0.8823 | SRCC = 0.8831 ]
+INFO:root:Average loss=0.1604357789724301
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2034 | LCC = 0.8858 | SRCC = 0.8862 ]
+INFO:root:Average loss=0.1526092532544564
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2061 | LCC = 0.8856 | SRCC = 0.8848 ]
+INFO:root:Average loss=0.13604366215757835
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2467 | LCC = 0.8821 | SRCC = 0.8820 ]
+INFO:root:Average loss=0.13444979059008452
+INFO:root:
+[Valid][8][UTT][ MSE = 0.1988 | LCC = 0.8893 | SRCC = 0.8860 ]
+INFO:root:Average loss=0.12087395997383656
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2115 | LCC = 0.8885 | SRCC = 0.8863 ]
+INFO:root:Average loss=0.1127438696149068
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2068 | LCC = 0.8841 | SRCC = 0.8803 ]
+INFO:root:Average loss=0.12368483277849662
+INFO:root:
+[Valid][11][UTT][ MSE = 0.1839 | LCC = 0.8877 | SRCC = 0.8857 ]
+INFO:root:Average loss=0.10186661502871758
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2267 | LCC = 0.8841 | SRCC = 0.8828 ]
+INFO:root:Average loss=0.0962303754610893
+INFO:root:
+[Valid][13][UTT][ MSE = 0.1932 | LCC = 0.8866 | SRCC = 0.8846 ]
+INFO:root:Average loss=0.0934019391066753
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2207 | LCC = 0.8855 | SRCC = 0.8836 ]
+INFO:root:Average loss=0.08649992245512131
+INFO:root:
+[Valid][15][UTT][ MSE = 0.1961 | LCC = 0.8839 | SRCC = 0.8812 ]
+INFO:root:Average loss=0.0820705251624951
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2693 | LCC = 0.8757 | SRCC = 0.8766 ]
+INFO:root:Average loss=0.09230675419362691
+INFO:root:
+[Valid][17][UTT][ MSE = 0.1872 | LCC = 0.8851 | SRCC = 0.8834 ]
+INFO:root:Average loss=0.07548909371671005
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2148 | LCC = 0.8820 | SRCC = 0.8803 ]
+INFO:root:Average loss=0.07021924624076256
+INFO:root:
+[Valid][19][UTT][ MSE = 0.1895 | LCC = 0.8847 | SRCC = 0.8829 ]
+INFO:root:Average loss=0.06834773337229705
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2005 | LCC = 0.8808 | SRCC = 0.8792 ]
+INFO:root:Average loss=0.06431934161063953
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2024 | LCC = 0.8812 | SRCC = 0.8789 ]
+INFO:root:Average loss=0.06492774307918854
+INFO:root:
+[Valid][22][UTT][ MSE = 0.1909 | LCC = 0.8819 | SRCC = 0.8815 ]
+INFO:root:Average loss=0.057310365952360325
+INFO:root:
+[Valid][23][UTT][ MSE = 0.1974 | LCC = 0.8820 | SRCC = 0.8804 ]
+INFO:root:Average loss=0.05448954714796482
+INFO:root:
+[Valid][24][UTT][ MSE = 0.1978 | LCC = 0.8807 | SRCC = 0.8793 ]
+INFO:root:Average loss=0.05600618217618038
+INFO:root:
+[Valid][25][UTT][ MSE = 0.1956 | LCC = 0.8808 | SRCC = 0.8791 ]
+INFO:root:Average loss=0.0504846680097473
+INFO:root:
+[Valid][26][UTT][ MSE = 0.1974 | LCC = 0.8799 | SRCC = 0.8782 ]
+INFO:root:Average loss=0.053115423888159104
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2289 | LCC = 0.8789 | SRCC = 0.8769 ]
+INFO:root:Average loss=0.045841711740463205
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2017 | LCC = 0.8781 | SRCC = 0.8766 ]
+INFO:root:Average loss=0.04663822616044527
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2025 | LCC = 0.8766 | SRCC = 0.8746 ]
+INFO:root:Average loss=0.043261037136499696
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2096 | LCC = 0.8773 | SRCC = 0.8751 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2119 | LCC = 0.8846 | SRCC = 0.8826 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer6/run1/config.gin b/results_bvcc/w2v2_xlsr_1b/layer6/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/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_xlsr_1b/layer6/run1/model.pt b/results_bvcc/w2v2_xlsr_1b/layer6/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..dc8b1ba99f6ae00c2b4faabe3e17038954255c05
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer6/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_1b/layer6/run1/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer6/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..1443745319631d32a9c1cd5d1fbe59e19e72d912
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer6/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_xlsr_1b/layer6/run1/train.log b/results_bvcc/w2v2_xlsr_1b/layer6/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..25f4516b28f574931a6e24f42a0c9b7d7f3b103d
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer6/run1/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.5103843810084538
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3161 | LCC = 0.8082 | SRCC = 0.8132 ]
+INFO:root:Average loss=0.25108857739430207
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2521 | LCC = 0.8520 | SRCC = 0.8562 ]
+INFO:root:Average loss=0.2119044120877217
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2392 | LCC = 0.8685 | SRCC = 0.8678 ]
+INFO:root:Average loss=0.18720933833183387
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2070 | LCC = 0.8794 | SRCC = 0.8786 ]
+INFO:root:Average loss=0.1820644597785595
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2122 | LCC = 0.8815 | SRCC = 0.8803 ]
+INFO:root:Average loss=0.1688290074085578
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2014 | LCC = 0.8849 | SRCC = 0.8847 ]
+INFO:root:Average loss=0.1557392397752175
+INFO:root:
+[Valid][6][UTT][ MSE = 0.1913 | LCC = 0.8806 | SRCC = 0.8819 ]
+INFO:root:Average loss=0.14364957322294897
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2156 | LCC = 0.8849 | SRCC = 0.8840 ]
+INFO:root:Average loss=0.1351280761643862
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2201 | LCC = 0.8875 | SRCC = 0.8857 ]
+INFO:root:Average loss=0.13081318913744047
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2000 | LCC = 0.8860 | SRCC = 0.8846 ]
+INFO:root:Average loss=0.12578401456658655
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2001 | LCC = 0.8860 | SRCC = 0.8834 ]
+INFO:root:Average loss=0.11507516182385959
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2015 | LCC = 0.8812 | SRCC = 0.8812 ]
+INFO:root:Average loss=0.10986215764513382
+INFO:root:
+[Valid][12][UTT][ MSE = 0.1844 | LCC = 0.8867 | SRCC = 0.8873 ]
+INFO:root:Average loss=0.10255329716855134
+INFO:root:
+[Valid][13][UTT][ MSE = 0.1880 | LCC = 0.8874 | SRCC = 0.8862 ]
+INFO:root:Average loss=0.09923063180385491
+INFO:root:
+[Valid][14][UTT][ MSE = 0.1977 | LCC = 0.8869 | SRCC = 0.8844 ]
+INFO:root:Average loss=0.09599235711189416
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2067 | LCC = 0.8863 | SRCC = 0.8838 ]
+INFO:root:Average loss=0.0916234441101551
+INFO:root:
+[Valid][16][UTT][ MSE = 0.1813 | LCC = 0.8852 | SRCC = 0.8842 ]
+INFO:root:Average loss=0.08438991769575156
+INFO:root:
+[Valid][17][UTT][ MSE = 0.1888 | LCC = 0.8864 | SRCC = 0.8851 ]
+INFO:root:Average loss=0.0827057462854263
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2101 | LCC = 0.8859 | SRCC = 0.8845 ]
+INFO:root:Average loss=0.07777393680925553
+INFO:root:
+[Valid][19][UTT][ MSE = 0.1889 | LCC = 0.8866 | SRCC = 0.8846 ]
+INFO:root:Average loss=0.07940370847399418
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2121 | LCC = 0.8841 | SRCC = 0.8827 ]
+INFO:root:Average loss=0.0732286016528423
+INFO:root:
+[Valid][21][UTT][ MSE = 0.1907 | LCC = 0.8846 | SRCC = 0.8832 ]
+INFO:root:Average loss=0.06678128452637257
+INFO:root:
+[Valid][22][UTT][ MSE = 0.1952 | LCC = 0.8854 | SRCC = 0.8847 ]
+INFO:root:Average loss=0.06708033559605098
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2084 | LCC = 0.8824 | SRCC = 0.8803 ]
+INFO:root:Average loss=0.058569433024296395
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2036 | LCC = 0.8816 | SRCC = 0.8793 ]
+INFO:root:Average loss=0.06210329455251877
+INFO:root:
+[Valid][25][UTT][ MSE = 0.1957 | LCC = 0.8825 | SRCC = 0.8816 ]
+INFO:root:Average loss=0.05644873305200002
+INFO:root:
+[Valid][26][UTT][ MSE = 0.1901 | LCC = 0.8819 | SRCC = 0.8808 ]
+INFO:root:Average loss=0.05656679925055076
+INFO:root:
+[Valid][27][UTT][ MSE = 0.1940 | LCC = 0.8854 | SRCC = 0.8841 ]
+INFO:root:Average loss=0.051606108768819235
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2030 | LCC = 0.8825 | SRCC = 0.8793 ]
+INFO:root:Average loss=0.05211029784419598
+INFO:root:
+[Valid][29][UTT][ MSE = 0.1972 | LCC = 0.8813 | SRCC = 0.8793 ]
+INFO:root:Average loss=0.04938136017284332
+INFO:root:
+[Valid][30][UTT][ MSE = 0.1917 | LCC = 0.8836 | SRCC = 0.8816 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2560 | LCC = 0.8844 | SRCC = 0.8841 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer6/run2/config.gin b/results_bvcc/w2v2_xlsr_1b/layer6/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/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_xlsr_1b/layer6/run2/model.pt b/results_bvcc/w2v2_xlsr_1b/layer6/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ab30da0dfca3c088ce10547bbac1b3cf1e8f44a1
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer6/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer6/run2/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer6/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..d2d4070fdb72514f2c28e56db0f3a623de1eff5f
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer6/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_xlsr_1b/layer6/run2/train.log b/results_bvcc/w2v2_xlsr_1b/layer6/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..fbbf5fc05f07cd07e6dce5301f8c3928aeefedd2
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer6/run2/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.4700316355014459
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4534 | LCC = 0.7917 | SRCC = 0.8029 ]
+INFO:root:Average loss=0.26719438781340915
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3362 | LCC = 0.8370 | SRCC = 0.8428 ]
+INFO:root:Average loss=0.21175886079286918
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2270 | LCC = 0.8610 | SRCC = 0.8616 ]
+INFO:root:Average loss=0.20016088202977791
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2309 | LCC = 0.8712 | SRCC = 0.8700 ]
+INFO:root:Average loss=0.18366664867752638
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2317 | LCC = 0.8741 | SRCC = 0.8726 ]
+INFO:root:Average loss=0.1655127409941111
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2130 | LCC = 0.8785 | SRCC = 0.8765 ]
+INFO:root:Average loss=0.15330154133530763
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2186 | LCC = 0.8777 | SRCC = 0.8784 ]
+INFO:root:Average loss=0.1453126942118009
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2192 | LCC = 0.8836 | SRCC = 0.8819 ]
+INFO:root:Average loss=0.13610521035316664
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2222 | LCC = 0.8828 | SRCC = 0.8826 ]
+INFO:root:Average loss=0.12939004905712911
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2015 | LCC = 0.8839 | SRCC = 0.8817 ]
+INFO:root:Average loss=0.11969172973663379
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2424 | LCC = 0.8801 | SRCC = 0.8768 ]
+INFO:root:Average loss=0.12199977011634754
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2075 | LCC = 0.8844 | SRCC = 0.8825 ]
+INFO:root:Average loss=0.10764366961442508
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2092 | LCC = 0.8787 | SRCC = 0.8764 ]
+INFO:root:Average loss=0.10131139394182426
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2148 | LCC = 0.8811 | SRCC = 0.8805 ]
+INFO:root:Average loss=0.09674207971264155
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2059 | LCC = 0.8754 | SRCC = 0.8728 ]
+INFO:root:Average loss=0.09162592161924411
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2169 | LCC = 0.8770 | SRCC = 0.8754 ]
+INFO:root:Average loss=0.08606689241834176
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2140 | LCC = 0.8806 | SRCC = 0.8805 ]
+INFO:root:Average loss=0.08256916076135941
+INFO:root:
+[Valid][17][UTT][ MSE = 0.1979 | LCC = 0.8800 | SRCC = 0.8787 ]
+INFO:root:Average loss=0.0794680538849953
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2041 | LCC = 0.8805 | SRCC = 0.8783 ]
+INFO:root:Average loss=0.077890953526665
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2044 | LCC = 0.8817 | SRCC = 0.8802 ]
+INFO:root:Average loss=0.07069921493530273
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2085 | LCC = 0.8815 | SRCC = 0.8807 ]
+INFO:root:Average loss=0.06882588570125592
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2152 | LCC = 0.8810 | SRCC = 0.8805 ]
+INFO:root:Average loss=0.06563949919281861
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2390 | LCC = 0.8800 | SRCC = 0.8786 ]
+INFO:root:Average loss=0.064533130862774
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2307 | LCC = 0.8771 | SRCC = 0.8755 ]
+INFO:root:Average loss=0.06162977347580286
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2078 | LCC = 0.8775 | SRCC = 0.8771 ]
+INFO:root:Average loss=0.05693705399066974
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2606 | LCC = 0.8760 | SRCC = 0.8749 ]
+INFO:root:Average loss=0.05556180958564465
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2069 | LCC = 0.8777 | SRCC = 0.8761 ]
+INFO:root:Average loss=0.06189248529382241
+INFO:root:
+[Valid][27][UTT][ MSE = 0.1991 | LCC = 0.8807 | SRCC = 0.8801 ]
+INFO:root:Average loss=0.05089314487309028
+INFO:root:
+[Valid][28][UTT][ MSE = 0.1983 | LCC = 0.8800 | SRCC = 0.8781 ]
+INFO:root:Average loss=0.04947293664400394
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2025 | LCC = 0.8802 | SRCC = 0.8775 ]
+INFO:root:Average loss=0.04974415215353171
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2047 | LCC = 0.8769 | SRCC = 0.8747 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2067 | LCC = 0.8858 | SRCC = 0.8831 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer6/run3/config.gin b/results_bvcc/w2v2_xlsr_1b/layer6/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/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_xlsr_1b/layer6/run3/model.pt b/results_bvcc/w2v2_xlsr_1b/layer6/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..288aa05b737b5777f8da89677daa84a87bc8dba8
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer6/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer6/run3/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer6/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..37bea883a76a95ce4c5d4b4ad74b6b44f705966f
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer6/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_1b/layer6/run3/train.log b/results_bvcc/w2v2_xlsr_1b/layer6/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..7b2affe599cceb06c27c97f5d8c534ef2cf81b5c
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer6/run3/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.4419931830504002
+INFO:root:
+[Valid][0][UTT][ MSE = 0.2953 | LCC = 0.8200 | SRCC = 0.8310 ]
+INFO:root:Average loss=0.2505623701100166
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2293 | LCC = 0.8611 | SRCC = 0.8634 ]
+INFO:root:Average loss=0.2015030026817933
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2252 | LCC = 0.8722 | SRCC = 0.8724 ]
+INFO:root:Average loss=0.19187875798879525
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2195 | LCC = 0.8787 | SRCC = 0.8776 ]
+INFO:root:Average loss=0.1723568302889665
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2137 | LCC = 0.8820 | SRCC = 0.8817 ]
+INFO:root:Average loss=0.15452044514509347
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2085 | LCC = 0.8873 | SRCC = 0.8862 ]
+INFO:root:Average loss=0.14826007540791464
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2136 | LCC = 0.8898 | SRCC = 0.8886 ]
+INFO:root:Average loss=0.13736667655981505
+INFO:root:
+[Valid][7][UTT][ MSE = 0.1975 | LCC = 0.8885 | SRCC = 0.8878 ]
+INFO:root:Average loss=0.13088356073086077
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2017 | LCC = 0.8832 | SRCC = 0.8827 ]
+INFO:root:Average loss=0.11824113837419412
+INFO:root:
+[Valid][9][UTT][ MSE = 0.1908 | LCC = 0.8887 | SRCC = 0.8877 ]
+INFO:root:Average loss=0.11214275123217167
+INFO:root:
+[Valid][10][UTT][ MSE = 0.1907 | LCC = 0.8878 | SRCC = 0.8860 ]
+INFO:root:Average loss=0.10585594167694068
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2079 | LCC = 0.8894 | SRCC = 0.8895 ]
+INFO:root:Average loss=0.09912642807914661
+INFO:root:
+[Valid][12][UTT][ MSE = 0.1910 | LCC = 0.8871 | SRCC = 0.8853 ]
+INFO:root:Average loss=0.09116990100114773
+INFO:root:
+[Valid][13][UTT][ MSE = 0.1882 | LCC = 0.8864 | SRCC = 0.8860 ]
+INFO:root:Average loss=0.08965849136121762
+INFO:root:
+[Valid][14][UTT][ MSE = 0.1955 | LCC = 0.8859 | SRCC = 0.8838 ]
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+INFO:root:
+[Valid][15][UTT][ MSE = 0.1896 | LCC = 0.8866 | SRCC = 0.8844 ]
+INFO:root:Average loss=0.08584119193255901
+INFO:root:
+[Valid][16][UTT][ MSE = 0.1926 | LCC = 0.8878 | SRCC = 0.8874 ]
+INFO:root:Average loss=0.07566794313681431
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2069 | LCC = 0.8849 | SRCC = 0.8843 ]
+INFO:root:Average loss=0.07706854931819133
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2158 | LCC = 0.8892 | SRCC = 0.8878 ]
+INFO:root:Average loss=0.06624271701543759
+INFO:root:
+[Valid][19][UTT][ MSE = 0.1964 | LCC = 0.8857 | SRCC = 0.8839 ]
+INFO:root:Average loss=0.06298527656457363
+INFO:root:
+[Valid][20][UTT][ MSE = 0.1940 | LCC = 0.8846 | SRCC = 0.8825 ]
+INFO:root:Average loss=0.0632503846516976
+INFO:root:
+[Valid][21][UTT][ MSE = 0.1893 | LCC = 0.8862 | SRCC = 0.8845 ]
+INFO:root:Average loss=0.060836534994917035
+INFO:root:
+[Valid][22][UTT][ MSE = 0.1917 | LCC = 0.8816 | SRCC = 0.8797 ]
+INFO:root:Average loss=0.06068369865608521
+INFO:root:
+[Valid][23][UTT][ MSE = 0.1944 | LCC = 0.8843 | SRCC = 0.8830 ]
+INFO:root:Average loss=0.05540386310372597
+INFO:root:
+[Valid][24][UTT][ MSE = 0.1949 | LCC = 0.8830 | SRCC = 0.8814 ]
+INFO:root:Average loss=0.0517852654059728
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2033 | LCC = 0.8813 | SRCC = 0.8781 ]
+INFO:root:Average loss=0.053161629021931917
+INFO:root:
+[Valid][26][UTT][ MSE = 0.1912 | LCC = 0.8825 | SRCC = 0.8826 ]
+INFO:root:Average loss=0.05424320893600965
+INFO:root:
+[Valid][27][UTT][ MSE = 0.1928 | LCC = 0.8818 | SRCC = 0.8794 ]
+INFO:root:Average loss=0.045324161600990176
+INFO:root:
+[Valid][28][UTT][ MSE = 0.1980 | LCC = 0.8796 | SRCC = 0.8765 ]
+INFO:root:Average loss=0.041910872412606694
+INFO:root:
+[Valid][29][UTT][ MSE = 0.1957 | LCC = 0.8819 | SRCC = 0.8801 ]
+INFO:root:Average loss=0.044254280579013705
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2030 | LCC = 0.8829 | SRCC = 0.8795 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2365 | LCC = 0.8853 | SRCC = 0.8853 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer6/run4/config.gin b/results_bvcc/w2v2_xlsr_1b/layer6/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/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_xlsr_1b/layer6/run4/model.pt b/results_bvcc/w2v2_xlsr_1b/layer6/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..45b033b4d486e5bd69c74488c16511bee614ae7c
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer6/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2c5a94be52e9983fc20f79511eea137b8555bbf87ad4e339e885a2aee4dc7e1d
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer6/run4/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer6/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..cd1e6acefbd1077945364917534afcb3e01078ad
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer6/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:47724351d115b4df43f9f311230002b7977854012f40bacab9223bd6dd8befbd
+size 4060358
diff --git a/results_bvcc/w2v2_xlsr_1b/layer6/run4/train.log b/results_bvcc/w2v2_xlsr_1b/layer6/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..75d3db675e2553defe87afc887ab15abad19e949
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer6/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.44810942178353286
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3454 | LCC = 0.8085 | SRCC = 0.8164 ]
+INFO:root:Average loss=0.2613249787917504
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2797 | LCC = 0.8417 | SRCC = 0.8454 ]
+INFO:root:Average loss=0.21342894396720788
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2694 | LCC = 0.8680 | SRCC = 0.8652 ]
+INFO:root:Average loss=0.1937260815921502
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2435 | LCC = 0.8732 | SRCC = 0.8738 ]
+INFO:root:Average loss=0.17246641562535212
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2349 | LCC = 0.8773 | SRCC = 0.8755 ]
+INFO:root:Average loss=0.15818195073650435
+INFO:root:
+[Valid][5][UTT][ MSE = 0.1997 | LCC = 0.8808 | SRCC = 0.8812 ]
+INFO:root:Average loss=0.15344215652499443
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2154 | LCC = 0.8796 | SRCC = 0.8798 ]
+INFO:root:Average loss=0.13959695714024398
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2307 | LCC = 0.8769 | SRCC = 0.8812 ]
+INFO:root:Average loss=0.14262714007726082
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2074 | LCC = 0.8843 | SRCC = 0.8837 ]
+INFO:root:Average loss=0.1266503357925476
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2009 | LCC = 0.8760 | SRCC = 0.8768 ]
+INFO:root:Average loss=0.12295110313556133
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2094 | LCC = 0.8835 | SRCC = 0.8826 ]
+INFO:root:Average loss=0.11493874131104885
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2105 | LCC = 0.8831 | SRCC = 0.8823 ]
+INFO:root:Average loss=0.10553811232631023
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2168 | LCC = 0.8808 | SRCC = 0.8791 ]
+INFO:root:Average loss=0.10407893655773921
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2167 | LCC = 0.8766 | SRCC = 0.8803 ]
+INFO:root:Average loss=0.10171886657675107
+INFO:root:
+[Valid][14][UTT][ MSE = 0.1979 | LCC = 0.8784 | SRCC = 0.8795 ]
+INFO:root:Average loss=0.09113814108646832
+INFO:root:
+[Valid][15][UTT][ MSE = 0.1927 | LCC = 0.8819 | SRCC = 0.8818 ]
+INFO:root:Average loss=0.08747334429659905
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2049 | LCC = 0.8804 | SRCC = 0.8808 ]
+INFO:root:Average loss=0.08216266620617646
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2023 | LCC = 0.8792 | SRCC = 0.8771 ]
+INFO:root:Average loss=0.07816518475420964
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2020 | LCC = 0.8816 | SRCC = 0.8806 ]
+INFO:root:Average loss=0.0778940416012819
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2065 | LCC = 0.8823 | SRCC = 0.8821 ]
+INFO:root:Average loss=0.07256554530408138
+INFO:root:
+[Valid][20][UTT][ MSE = 0.1919 | LCC = 0.8840 | SRCC = 0.8830 ]
+INFO:root:Average loss=0.06830579161835022
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2023 | LCC = 0.8839 | SRCC = 0.8829 ]
+INFO:root:Average loss=0.06413640974996945
+INFO:root:
+[Valid][22][UTT][ MSE = 0.1994 | LCC = 0.8804 | SRCC = 0.8804 ]
+INFO:root:Average loss=0.05878417809995321
+INFO:root:
+[Valid][23][UTT][ MSE = 0.1972 | LCC = 0.8809 | SRCC = 0.8808 ]
+INFO:root:Average loss=0.05755712927725071
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2066 | LCC = 0.8816 | SRCC = 0.8824 ]
+INFO:root:Average loss=0.056577498045487284
+INFO:root:
+[Valid][25][UTT][ MSE = 0.1977 | LCC = 0.8832 | SRCC = 0.8835 ]
+INFO:root:Average loss=0.05598833817893114
+INFO:root:
+[Valid][26][UTT][ MSE = 0.1999 | LCC = 0.8814 | SRCC = 0.8814 ]
+INFO:root:Average loss=0.05916842488715282
+INFO:root:
+[Valid][27][UTT][ MSE = 0.1948 | LCC = 0.8798 | SRCC = 0.8792 ]
+INFO:root:Average loss=0.05018555456533646
+INFO:root:
+[Valid][28][UTT][ MSE = 0.1893 | LCC = 0.8819 | SRCC = 0.8822 ]
+INFO:root:Average loss=0.04847790697255196
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2056 | LCC = 0.8804 | SRCC = 0.8801 ]
+INFO:root:Average loss=0.05083331690193751
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2494 | LCC = 0.8800 | SRCC = 0.8813 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2018 | LCC = 0.8865 | SRCC = 0.8837 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer8/run0/config.gin b/results_bvcc/w2v2_xlsr_1b/layer8/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/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_xlsr_1b/layer8/run0/model.pt b/results_bvcc/w2v2_xlsr_1b/layer8/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..18a4bd4875c272abefeb56ea7fe081744e9b68e6
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer8/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:527b5895257ccd16887bec14034974e047f2a7656216a5e97b7b78bcfb45f93f
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer8/run0/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer8/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..53c68bb703090e37ce000af9fe56baf17baec0c0
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer8/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:67ec66e765c25ccc7a15b21d450052e1f71108ded6ec8bc64dee1470ab7d8f89
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diff --git a/results_bvcc/w2v2_xlsr_1b/layer8/run0/train.log b/results_bvcc/w2v2_xlsr_1b/layer8/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..2f8f1cc48fa9c9b03101c2837aa6eb04bb950eca
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer8/run0/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.48719655932524264
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3377 | LCC = 0.8216 | SRCC = 0.8299 ]
+INFO:root:Average loss=0.2529999462839885
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2553 | LCC = 0.8671 | SRCC = 0.8665 ]
+INFO:root:Average loss=0.2149720118404963
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2406 | LCC = 0.8732 | SRCC = 0.8726 ]
+INFO:root:Average loss=0.19191987143877226
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2724 | LCC = 0.8711 | SRCC = 0.8771 ]
+INFO:root:Average loss=0.1800253455264446
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2246 | LCC = 0.8819 | SRCC = 0.8850 ]
+INFO:root:Average loss=0.16299902074612105
+INFO:root:
+[Valid][5][UTT][ MSE = 0.1964 | LCC = 0.8814 | SRCC = 0.8822 ]
+INFO:root:Average loss=0.1527082941088921
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2438 | LCC = 0.8841 | SRCC = 0.8831 ]
+INFO:root:Average loss=0.1433219601137516
+INFO:root:
+[Valid][7][UTT][ MSE = 0.1979 | LCC = 0.8865 | SRCC = 0.8866 ]
+INFO:root:Average loss=0.1335859215603425
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2154 | LCC = 0.8855 | SRCC = 0.8870 ]
+INFO:root:Average loss=0.1358735417135251
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2413 | LCC = 0.8843 | SRCC = 0.8876 ]
+INFO:root:Average loss=0.11989059967872424
+INFO:root:
+[Valid][10][UTT][ MSE = 0.1959 | LCC = 0.8854 | SRCC = 0.8847 ]
+INFO:root:Average loss=0.11238947386542956
+INFO:root:
+[Valid][11][UTT][ MSE = 0.1900 | LCC = 0.8905 | SRCC = 0.8898 ]
+INFO:root:Average loss=0.10449566052128108
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2049 | LCC = 0.8861 | SRCC = 0.8857 ]
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+INFO:root:
+[Valid][13][UTT][ MSE = 0.2004 | LCC = 0.8854 | SRCC = 0.8846 ]
+INFO:root:Average loss=0.09462402216517009
+INFO:root:
+[Valid][14][UTT][ MSE = 0.1909 | LCC = 0.8851 | SRCC = 0.8854 ]
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+INFO:root:
+[Valid][15][UTT][ MSE = 0.1868 | LCC = 0.8876 | SRCC = 0.8881 ]
+INFO:root:Average loss=0.08565510479876629
+INFO:root:
+[Valid][16][UTT][ MSE = 0.1935 | LCC = 0.8858 | SRCC = 0.8850 ]
+INFO:root:Average loss=0.07533066457089706
+INFO:root:
+[Valid][17][UTT][ MSE = 0.1951 | LCC = 0.8818 | SRCC = 0.8828 ]
+INFO:root:Average loss=0.07478884000999805
+INFO:root:
+[Valid][18][UTT][ MSE = 0.1964 | LCC = 0.8843 | SRCC = 0.8849 ]
+INFO:root:Average loss=0.07057486293025506
+INFO:root:
+[Valid][19][UTT][ MSE = 0.1969 | LCC = 0.8846 | SRCC = 0.8833 ]
+INFO:root:Average loss=0.077223474971759
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2181 | LCC = 0.8837 | SRCC = 0.8836 ]
+INFO:root:Average loss=0.0678057332451527
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2051 | LCC = 0.8831 | SRCC = 0.8850 ]
+INFO:root:Average loss=0.06431265848760422
+INFO:root:
+[Valid][22][UTT][ MSE = 0.1975 | LCC = 0.8849 | SRCC = 0.8844 ]
+INFO:root:Average loss=0.05996522498436463
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2026 | LCC = 0.8824 | SRCC = 0.8811 ]
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+[Valid][24][UTT][ MSE = 0.1883 | LCC = 0.8828 | SRCC = 0.8820 ]
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+INFO:root:
+[Valid][25][UTT][ MSE = 0.1958 | LCC = 0.8840 | SRCC = 0.8835 ]
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+INFO:root:
+[Valid][26][UTT][ MSE = 0.2004 | LCC = 0.8835 | SRCC = 0.8836 ]
+INFO:root:Average loss=0.05591244178895767
+INFO:root:
+[Valid][27][UTT][ MSE = 0.1918 | LCC = 0.8844 | SRCC = 0.8837 ]
+INFO:root:Average loss=0.0472457115419018
+INFO:root:
+[Valid][28][UTT][ MSE = 0.1899 | LCC = 0.8850 | SRCC = 0.8840 ]
+INFO:root:Average loss=0.04658037892136818
+INFO:root:
+[Valid][29][UTT][ MSE = 0.1946 | LCC = 0.8863 | SRCC = 0.8850 ]
+INFO:root:Average loss=0.04529788827475829
+INFO:root:
+[Valid][30][UTT][ MSE = 0.1888 | LCC = 0.8837 | SRCC = 0.8826 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2144 | LCC = 0.8795 | SRCC = 0.8775 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer8/run1/config.gin b/results_bvcc/w2v2_xlsr_1b/layer8/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/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_xlsr_1b/layer8/run1/model.pt b/results_bvcc/w2v2_xlsr_1b/layer8/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..30badca88445a8a9ad867fa795ee8dafc63dcf2f
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer8/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer8/run1/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer8/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e6dc593453d1631576f7dbc278a2a8fdab9981fc
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer8/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_1b/layer8/run1/train.log b/results_bvcc/w2v2_xlsr_1b/layer8/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..111342eac96ead652edcb0d0cc248c1ce0a83eed
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer8/run1/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.4122713580727577
+INFO:root:
+[Valid][0][UTT][ MSE = 0.2910 | LCC = 0.8317 | SRCC = 0.8402 ]
+INFO:root:Average loss=0.23817027130952248
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2185 | LCC = 0.8690 | SRCC = 0.8702 ]
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+[Valid][2][UTT][ MSE = 0.2343 | LCC = 0.8788 | SRCC = 0.8787 ]
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+INFO:root:
+[Valid][3][UTT][ MSE = 0.2101 | LCC = 0.8864 | SRCC = 0.8872 ]
+INFO:root:Average loss=0.17213091579003212
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2086 | LCC = 0.8852 | SRCC = 0.8834 ]
+INFO:root:Average loss=0.15515815371122116
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2069 | LCC = 0.8872 | SRCC = 0.8857 ]
+INFO:root:Average loss=0.14266486456378913
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2018 | LCC = 0.8861 | SRCC = 0.8843 ]
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+INFO:root:
+[Valid][7][UTT][ MSE = 0.2084 | LCC = 0.8836 | SRCC = 0.8865 ]
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+INFO:root:
+[Valid][8][UTT][ MSE = 0.2045 | LCC = 0.8905 | SRCC = 0.8884 ]
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+INFO:root:
+[Valid][9][UTT][ MSE = 0.2142 | LCC = 0.8893 | SRCC = 0.8885 ]
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+[Valid][10][UTT][ MSE = 0.1833 | LCC = 0.8896 | SRCC = 0.8887 ]
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+[Valid][11][UTT][ MSE = 0.1877 | LCC = 0.8854 | SRCC = 0.8842 ]
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+[Valid][12][UTT][ MSE = 0.1867 | LCC = 0.8856 | SRCC = 0.8849 ]
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+[Valid][13][UTT][ MSE = 0.1954 | LCC = 0.8849 | SRCC = 0.8835 ]
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+[Valid][14][UTT][ MSE = 0.2206 | LCC = 0.8873 | SRCC = 0.8858 ]
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+INFO:root:
+[Valid][15][UTT][ MSE = 0.2072 | LCC = 0.8854 | SRCC = 0.8836 ]
+INFO:root:Average loss=0.08815434985818008
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2056 | LCC = 0.8834 | SRCC = 0.8815 ]
+INFO:root:Average loss=0.08151383038896781
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2038 | LCC = 0.8805 | SRCC = 0.8789 ]
+INFO:root:Average loss=0.07129092996892257
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2082 | LCC = 0.8796 | SRCC = 0.8787 ]
+INFO:root:Average loss=0.07332004501651494
+INFO:root:
+[Valid][19][UTT][ MSE = 0.1951 | LCC = 0.8833 | SRCC = 0.8806 ]
+INFO:root:Average loss=0.06597910262644291
+INFO:root:
+[Valid][20][UTT][ MSE = 0.1993 | LCC = 0.8811 | SRCC = 0.8800 ]
+INFO:root:Average loss=0.06307715530960988
+INFO:root:
+[Valid][21][UTT][ MSE = 0.1908 | LCC = 0.8819 | SRCC = 0.8804 ]
+INFO:root:Average loss=0.06144398135634569
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2152 | LCC = 0.8770 | SRCC = 0.8772 ]
+INFO:root:Average loss=0.06037008050733652
+INFO:root:
+[Valid][23][UTT][ MSE = 0.1925 | LCC = 0.8817 | SRCC = 0.8804 ]
+INFO:root:Average loss=0.05447591420931694
+INFO:root:
+[Valid][24][UTT][ MSE = 0.1915 | LCC = 0.8821 | SRCC = 0.8806 ]
+INFO:root:Average loss=0.05135407740584551
+INFO:root:
+[Valid][25][UTT][ MSE = 0.1958 | LCC = 0.8820 | SRCC = 0.8806 ]
+INFO:root:Average loss=0.053741388882582
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2002 | LCC = 0.8801 | SRCC = 0.8778 ]
+INFO:root:Average loss=0.048717054848869644
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2138 | LCC = 0.8812 | SRCC = 0.8789 ]
+INFO:root:Average loss=0.046815463150732026
+INFO:root:
+[Valid][28][UTT][ MSE = 0.1931 | LCC = 0.8826 | SRCC = 0.8810 ]
+INFO:root:Average loss=0.04296694084619864
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2221 | LCC = 0.8842 | SRCC = 0.8835 ]
+INFO:root:Average loss=0.04477326225680418
+INFO:root:
+[Valid][30][UTT][ MSE = 0.1954 | LCC = 0.8835 | SRCC = 0.8814 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2266 | LCC = 0.8830 | SRCC = 0.8804 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer8/run2/config.gin b/results_bvcc/w2v2_xlsr_1b/layer8/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/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_xlsr_1b/layer8/run2/model.pt b/results_bvcc/w2v2_xlsr_1b/layer8/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..51f6453bb3b56d05df3d446286bfe9ef09f4e588
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer8/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:338687bcc9c43d8fad09f87095059a38136c0cd684fbc54b89f6b765ff4926a5
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer8/run2/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer8/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..3ab9b9db343bf545b92e3971544c416d1678e98e
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer8/run2/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:17b8f3ca70c35df3103d182b8a54257f120e2f997a7938243b5e54f48e8945f4
+size 4060422
diff --git a/results_bvcc/w2v2_xlsr_1b/layer8/run2/train.log b/results_bvcc/w2v2_xlsr_1b/layer8/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..51dec73821c25d8351420a99b09e7635768448cf
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer8/run2/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.5592927520091717
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3193 | LCC = 0.8325 | SRCC = 0.8349 ]
+INFO:root:Average loss=0.24825327843427658
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2453 | LCC = 0.8684 | SRCC = 0.8677 ]
+INFO:root:Average loss=0.1917776233301713
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2052 | LCC = 0.8800 | SRCC = 0.8796 ]
+INFO:root:Average loss=0.18138053784003624
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2681 | LCC = 0.8838 | SRCC = 0.8814 ]
+INFO:root:Average loss=0.1667184188770942
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2668 | LCC = 0.8864 | SRCC = 0.8843 ]
+INFO:root:Average loss=0.14961126112403014
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2296 | LCC = 0.8852 | SRCC = 0.8839 ]
+INFO:root:Average loss=0.14197267486880988
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2219 | LCC = 0.8852 | SRCC = 0.8835 ]
+INFO:root:Average loss=0.12959610833189425
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2255 | LCC = 0.8871 | SRCC = 0.8853 ]
+INFO:root:Average loss=0.13061279813066506
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2154 | LCC = 0.8870 | SRCC = 0.8862 ]
+INFO:root:Average loss=0.1151885616664703
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2223 | LCC = 0.8881 | SRCC = 0.8863 ]
+INFO:root:Average loss=0.10744153727323581
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2364 | LCC = 0.8885 | SRCC = 0.8872 ]
+INFO:root:Average loss=0.10531489894940303
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2363 | LCC = 0.8840 | SRCC = 0.8848 ]
+INFO:root:Average loss=0.09631939026980828
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2290 | LCC = 0.8883 | SRCC = 0.8871 ]
+INFO:root:Average loss=0.09154394015860863
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2680 | LCC = 0.8811 | SRCC = 0.8833 ]
+INFO:root:Average loss=0.08565805202875382
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2253 | LCC = 0.8853 | SRCC = 0.8843 ]
+INFO:root:Average loss=0.07721596134778781
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2108 | LCC = 0.8836 | SRCC = 0.8830 ]
+INFO:root:Average loss=0.0772312217606948
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2433 | LCC = 0.8853 | SRCC = 0.8855 ]
+INFO:root:Average loss=0.08443260345703517
+INFO:root:
+[Valid][17][UTT][ MSE = 0.1986 | LCC = 0.8858 | SRCC = 0.8846 ]
+INFO:root:Average loss=0.06579634680961952
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3113 | LCC = 0.8821 | SRCC = 0.8843 ]
+INFO:root:Average loss=0.07454460625274059
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2969 | LCC = 0.8808 | SRCC = 0.8814 ]
+INFO:root:Average loss=0.07015698821021196
+INFO:root:
+[Valid][20][UTT][ MSE = 0.1990 | LCC = 0.8849 | SRCC = 0.8831 ]
+INFO:root:Average loss=0.06076564945471592
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2056 | LCC = 0.8832 | SRCC = 0.8815 ]
+INFO:root:Average loss=0.061796121538067475
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2302 | LCC = 0.8843 | SRCC = 0.8833 ]
+INFO:root:Average loss=0.053377277337205715
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2449 | LCC = 0.8820 | SRCC = 0.8809 ]
+INFO:root:Average loss=0.05370708024845673
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2124 | LCC = 0.8852 | SRCC = 0.8843 ]
+INFO:root:Average loss=0.047747709430181064
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2125 | LCC = 0.8821 | SRCC = 0.8812 ]
+INFO:root:Average loss=0.04789048949113259
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2743 | LCC = 0.8799 | SRCC = 0.8797 ]
+INFO:root:Average loss=0.0445517212486802
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2237 | LCC = 0.8791 | SRCC = 0.8783 ]
+INFO:root:Average loss=0.04453558274186575
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2007 | LCC = 0.8817 | SRCC = 0.8804 ]
+INFO:root:Average loss=0.04079790363231531
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2011 | LCC = 0.8829 | SRCC = 0.8815 ]
+INFO:root:Average loss=0.04018729192037613
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2225 | LCC = 0.8807 | SRCC = 0.8797 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2173 | LCC = 0.8875 | SRCC = 0.8833 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer8/run3/config.gin b/results_bvcc/w2v2_xlsr_1b/layer8/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/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_xlsr_1b/layer8/run3/model.pt b/results_bvcc/w2v2_xlsr_1b/layer8/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..a7473a41e8c35566f1f03e04c0bab28bf4c020c0
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer8/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b8f60d7f88cc229fa590146e61eefef9dcbf6c58cb7ae8dde437896a66b84f53
+size 4058699
diff --git a/results_bvcc/w2v2_xlsr_1b/layer8/run3/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer8/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..9ddbb3a575b48493322b04df4881740e7c14085b
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer8/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9de27a3fc6b037403abd8cccbb4cd086df26c8ceb7327be1ac62aaae22cdcba0
+size 4060422
diff --git a/results_bvcc/w2v2_xlsr_1b/layer8/run3/train.log b/results_bvcc/w2v2_xlsr_1b/layer8/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..b3910a70f56dd0de1ff963a2c779ea8b66d37fa3
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer8/run3/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.4206924478595073
+INFO:root:
+[Valid][0][UTT][ MSE = 0.2983 | LCC = 0.8393 | SRCC = 0.8429 ]
+INFO:root:Average loss=0.23972898110365257
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2636 | LCC = 0.8673 | SRCC = 0.8654 ]
+INFO:root:Average loss=0.1976972161195217
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2407 | LCC = 0.8749 | SRCC = 0.8743 ]
+INFO:root:Average loss=0.17986507618274444
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2054 | LCC = 0.8820 | SRCC = 0.8815 ]
+INFO:root:Average loss=0.16862651428733116
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2221 | LCC = 0.8868 | SRCC = 0.8849 ]
+INFO:root:Average loss=0.15559793951419684
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2039 | LCC = 0.8868 | SRCC = 0.8859 ]
+INFO:root:Average loss=0.14240774454978797
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2001 | LCC = 0.8876 | SRCC = 0.8869 ]
+INFO:root:Average loss=0.13558112371426362
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2016 | LCC = 0.8870 | SRCC = 0.8863 ]
+INFO:root:Average loss=0.127716770920998
+INFO:root:
+[Valid][8][UTT][ MSE = 0.1980 | LCC = 0.8870 | SRCC = 0.8860 ]
+INFO:root:Average loss=0.12316372656287292
+INFO:root:
+[Valid][9][UTT][ MSE = 0.1944 | LCC = 0.8876 | SRCC = 0.8857 ]
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+INFO:root:
+[Valid][10][UTT][ MSE = 0.1993 | LCC = 0.8858 | SRCC = 0.8836 ]
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+INFO:root:
+[Valid][11][UTT][ MSE = 0.1991 | LCC = 0.8868 | SRCC = 0.8848 ]
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+INFO:root:
+[Valid][12][UTT][ MSE = 0.2109 | LCC = 0.8870 | SRCC = 0.8865 ]
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+INFO:root:
+[Valid][13][UTT][ MSE = 0.2032 | LCC = 0.8829 | SRCC = 0.8835 ]
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+INFO:root:
+[Valid][14][UTT][ MSE = 0.2100 | LCC = 0.8880 | SRCC = 0.8888 ]
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+INFO:root:
+[Valid][15][UTT][ MSE = 0.1961 | LCC = 0.8833 | SRCC = 0.8814 ]
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+INFO:root:
+[Valid][16][UTT][ MSE = 0.2005 | LCC = 0.8841 | SRCC = 0.8835 ]
+INFO:root:Average loss=0.07767899329654682
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2004 | LCC = 0.8816 | SRCC = 0.8819 ]
+INFO:root:Average loss=0.07213881549735864
+INFO:root:
+[Valid][18][UTT][ MSE = 0.1888 | LCC = 0.8845 | SRCC = 0.8842 ]
+INFO:root:Average loss=0.07168559567668499
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2023 | LCC = 0.8818 | SRCC = 0.8818 ]
+INFO:root:Average loss=0.06766625980918224
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2068 | LCC = 0.8797 | SRCC = 0.8789 ]
+INFO:root:Average loss=0.0627127217176633
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2144 | LCC = 0.8777 | SRCC = 0.8789 ]
+INFO:root:Average loss=0.061677804216742516
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2056 | LCC = 0.8807 | SRCC = 0.8794 ]
+INFO:root:Average loss=0.0606854808731721
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2076 | LCC = 0.8795 | SRCC = 0.8788 ]
+INFO:root:Average loss=0.05308878154326708
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2136 | LCC = 0.8773 | SRCC = 0.8761 ]
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+INFO:root:
+[Valid][25][UTT][ MSE = 0.2053 | LCC = 0.8775 | SRCC = 0.8763 ]
+INFO:root:Average loss=0.053308496824823894
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2250 | LCC = 0.8763 | SRCC = 0.8769 ]
+INFO:root:Average loss=0.05334883173688864
+INFO:root:
+[Valid][27][UTT][ MSE = 0.1997 | LCC = 0.8782 | SRCC = 0.8773 ]
+INFO:root:Average loss=0.04682389780496939
+INFO:root:
+[Valid][28][UTT][ MSE = 0.1997 | LCC = 0.8797 | SRCC = 0.8785 ]
+INFO:root:Average loss=0.04881380553333423
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2228 | LCC = 0.8770 | SRCC = 0.8766 ]
+INFO:root:Average loss=0.04673464627315601
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2156 | LCC = 0.8775 | SRCC = 0.8771 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2556 | LCC = 0.8781 | SRCC = 0.8818 ]
diff --git a/results_bvcc/w2v2_xlsr_1b/layer8/run4/config.gin b/results_bvcc/w2v2_xlsr_1b/layer8/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/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_xlsr_1b/layer8/run4/model.pt b/results_bvcc/w2v2_xlsr_1b/layer8/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b1a349ab0bfb964a42067f93d9308e917ba631ea
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer8/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_1b/layer8/run4/model_best.pt b/results_bvcc/w2v2_xlsr_1b/layer8/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..f14a54c528ad2e874b389523b94a3ca4fa972ea5
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer8/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_1b/layer8/run4/train.log b/results_bvcc/w2v2_xlsr_1b/layer8/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..3bcde1877c748f1491ee54cecad3442751862cb6
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_1b/layer8/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.4552283745545607
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3039 | LCC = 0.8320 | SRCC = 0.8382 ]
+INFO:root:Average loss=0.23567654631840876
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2353 | LCC = 0.8709 | SRCC = 0.8731 ]
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+INFO:root:
+[Valid][2][UTT][ MSE = 0.2258 | LCC = 0.8824 | SRCC = 0.8810 ]
+INFO:root:Average loss=0.17673213684406036
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2426 | LCC = 0.8862 | SRCC = 0.8855 ]
+INFO:root:Average loss=0.16723652021625104
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2187 | LCC = 0.8868 | SRCC = 0.8857 ]
+INFO:root:Average loss=0.15399625266973788
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2052 | LCC = 0.8931 | SRCC = 0.8915 ]
+INFO:root:Average loss=0.14982830236355463
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2103 | LCC = 0.8899 | SRCC = 0.8885 ]
+INFO:root:Average loss=0.13617746780316034
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2016 | LCC = 0.8928 | SRCC = 0.8904 ]
+INFO:root:Average loss=0.12929145141671866
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2285 | LCC = 0.8884 | SRCC = 0.8895 ]
+INFO:root:Average loss=0.11848715425301821
+INFO:root:
+[Valid][9][UTT][ MSE = 0.1920 | LCC = 0.8912 | SRCC = 0.8898 ]
+INFO:root:Average loss=0.11357234638088788
+INFO:root:
+[Valid][10][UTT][ MSE = 0.1879 | LCC = 0.8920 | SRCC = 0.8899 ]
+INFO:root:Average loss=0.10381746893891922
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2140 | LCC = 0.8911 | SRCC = 0.8898 ]
+INFO:root:Average loss=0.09852693172601554
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2253 | LCC = 0.8860 | SRCC = 0.8847 ]
+INFO:root:Average loss=0.0902339826600674
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2072 | LCC = 0.8857 | SRCC = 0.8837 ]
+INFO:root:Average loss=0.08611856510814948
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2953 | LCC = 0.8831 | SRCC = 0.8829 ]
+INFO:root:Average loss=0.09305754891381814
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2109 | LCC = 0.8895 | SRCC = 0.8870 ]
+INFO:root:Average loss=0.07715359702706337
+INFO:root:
+[Valid][16][UTT][ MSE = 0.1935 | LCC = 0.8856 | SRCC = 0.8843 ]
+INFO:root:Average loss=0.07202998596506241
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2329 | LCC = 0.8862 | SRCC = 0.8863 ]
+INFO:root:Average loss=0.07062894249191651
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2034 | LCC = 0.8886 | SRCC = 0.8867 ]
+INFO:root:Average loss=0.06587176956236362
+INFO:root:
+[Valid][19][UTT][ MSE = 0.1903 | LCC = 0.8848 | SRCC = 0.8834 ]
+INFO:root:Average loss=0.06659505826731522
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2008 | LCC = 0.8830 | SRCC = 0.8810 ]
+INFO:root:Average loss=0.058848404158384375
+INFO:root:
+[Valid][21][UTT][ MSE = 0.1955 | LCC = 0.8842 | SRCC = 0.8839 ]
+INFO:root:Average loss=0.055450353532647476
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2168 | LCC = 0.8804 | SRCC = 0.8788 ]
+INFO:root:Average loss=0.057440429591597654
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2134 | LCC = 0.8828 | SRCC = 0.8818 ]
+INFO:root:Average loss=0.04926994313987402
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2239 | LCC = 0.8824 | SRCC = 0.8823 ]
+INFO:root:Average loss=0.0578596723289826
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2678 | LCC = 0.8804 | SRCC = 0.8799 ]
+INFO:root:Average loss=0.05670094277518682
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2047 | LCC = 0.8830 | SRCC = 0.8809 ]
+INFO:root:Average loss=0.04717343630125889
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2604 | LCC = 0.8771 | SRCC = 0.8781 ]
+INFO:root:Average loss=0.04669566810704195
+INFO:root:
+[Valid][28][UTT][ MSE = 0.1888 | LCC = 0.8832 | SRCC = 0.8819 ]
+INFO:root:Average loss=0.04170608990945113
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2273 | LCC = 0.8808 | SRCC = 0.8799 ]
+INFO:root:Average loss=0.04013701353986294
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2017 | LCC = 0.8806 | SRCC = 0.8798 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2100 | LCC = 0.8844 | SRCC = 0.8828 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer0/run0/config.gin b/results_bvcc/w2v2_xlsr_2b/layer0/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/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_xlsr_2b/layer0/run0/model.pt b/results_bvcc/w2v2_xlsr_2b/layer0/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..90f784be475e56d39147eb702a66f3c68de15f0e
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer0/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:afc82a69fc05259ac535801681f610971fb056da6e238f407b19c9c3910f3672
+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer0/run0/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer0/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..3c240e3c04f61109b044c38491c5c9a952b94f7f
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer0/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0e6501b3332ce875f4d102362753a271467e5de667212404258d17fb58863c5a
+size 5698758
diff --git a/results_bvcc/w2v2_xlsr_2b/layer0/run0/train.log b/results_bvcc/w2v2_xlsr_2b/layer0/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..2abfc036c4444175027cdca024d9155e9e1deb49
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/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=0.6337035940243647
+INFO:root:
+[Valid][0][UTT][ MSE = 0.5317 | LCC = 0.6574 | SRCC = 0.6530 ]
+INFO:root:Average loss=0.4120737123183715
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3953 | LCC = 0.7375 | SRCC = 0.7350 ]
+INFO:root:Average loss=0.37046224910479325
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3904 | LCC = 0.7451 | SRCC = 0.7415 ]
+INFO:root:Average loss=0.3411045055358838
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3910 | LCC = 0.7527 | SRCC = 0.7538 ]
+INFO:root:Average loss=0.327804266833342
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3788 | LCC = 0.7770 | SRCC = 0.7730 ]
+INFO:root:Average loss=0.3049649907610355
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3856 | LCC = 0.7684 | SRCC = 0.7657 ]
+INFO:root:Average loss=0.29126115831045
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3580 | LCC = 0.7845 | SRCC = 0.7803 ]
+INFO:root:Average loss=0.2724872036622121
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3210 | LCC = 0.7925 | SRCC = 0.7933 ]
+INFO:root:Average loss=0.2615172964258072
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3303 | LCC = 0.7907 | SRCC = 0.7844 ]
+INFO:root:Average loss=0.2524745174898551
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3036 | LCC = 0.8069 | SRCC = 0.8055 ]
+INFO:root:Average loss=0.23203841635049918
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3143 | LCC = 0.7979 | SRCC = 0.7928 ]
+INFO:root:Average loss=0.23071975986926985
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3098 | LCC = 0.8072 | SRCC = 0.8066 ]
+INFO:root:Average loss=0.23226891400722358
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3744 | LCC = 0.7911 | SRCC = 0.7899 ]
+INFO:root:Average loss=0.23295190242620614
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3145 | LCC = 0.7931 | SRCC = 0.7958 ]
+INFO:root:Average loss=0.21155245372882256
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2930 | LCC = 0.8066 | SRCC = 0.8040 ]
+INFO:root:Average loss=0.2026096551846235
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2986 | LCC = 0.8048 | SRCC = 0.8039 ]
+INFO:root:Average loss=0.19639205512328026
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3052 | LCC = 0.8086 | SRCC = 0.8047 ]
+INFO:root:Average loss=0.18725142255425453
+INFO:root:
+[Valid][17][UTT][ MSE = 0.3015 | LCC = 0.8146 | SRCC = 0.8124 ]
+INFO:root:Average loss=0.18298652175909433
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3080 | LCC = 0.8027 | SRCC = 0.8029 ]
+INFO:root:Average loss=0.17355673597791257
+INFO:root:
+[Valid][19][UTT][ MSE = 0.3172 | LCC = 0.7954 | SRCC = 0.7927 ]
+INFO:root:Average loss=0.16844227222295907
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2871 | LCC = 0.8162 | SRCC = 0.8142 ]
+INFO:root:Average loss=0.17065993467202553
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2989 | LCC = 0.8074 | SRCC = 0.8060 ]
+INFO:root:Average loss=0.1632956222463877
+INFO:root:
+[Valid][22][UTT][ MSE = 0.3071 | LCC = 0.8084 | SRCC = 0.8045 ]
+INFO:root:Average loss=0.16575408612306303
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2971 | LCC = 0.8077 | SRCC = 0.8037 ]
+INFO:root:Average loss=0.1580723840265702
+INFO:root:
+[Valid][24][UTT][ MSE = 0.3026 | LCC = 0.8067 | SRCC = 0.8056 ]
+INFO:root:Average loss=0.14576467823905823
+INFO:root:
+[Valid][25][UTT][ MSE = 0.3058 | LCC = 0.8038 | SRCC = 0.7997 ]
+INFO:root:Average loss=0.14092936767981604
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2900 | LCC = 0.8147 | SRCC = 0.8128 ]
+INFO:root:Average loss=0.1403686770070822
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2942 | LCC = 0.8112 | SRCC = 0.8101 ]
+INFO:root:Average loss=0.1440802799203457
+INFO:root:
+[Valid][28][UTT][ MSE = 0.3112 | LCC = 0.8040 | SRCC = 0.8016 ]
+INFO:root:Average loss=0.13407373619385254
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2973 | LCC = 0.8046 | SRCC = 0.8017 ]
+INFO:root:Average loss=0.12864932589806044
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2867 | LCC = 0.8105 | SRCC = 0.8080 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2720 | LCC = 0.8383 | SRCC = 0.8327 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer0/run1/config.gin b/results_bvcc/w2v2_xlsr_2b/layer0/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/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_xlsr_2b/layer0/run1/model.pt b/results_bvcc/w2v2_xlsr_2b/layer0/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..fdc2432a3087d365cab0f8e97e139bd7413323df
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer0/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5df10e20adf9c10267fe78c12dafca0ce4c2613b049ef42361d177b5d90f40b3
+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer0/run1/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer0/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..7b2ae5a028ffb62db2212e512c2e6550414d0f3d
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer0/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:09a7dfd0cd9cb85999616c6a21e2b81b1f4b3289d07f0e80eec2aae43ca4987e
+size 5698758
diff --git a/results_bvcc/w2v2_xlsr_2b/layer0/run1/train.log b/results_bvcc/w2v2_xlsr_2b/layer0/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..e96205f51a8f60a9c7ea42f4023d8d2da0e034f9
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/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=0.6078087125833218
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4897 | LCC = 0.6839 | SRCC = 0.6818 ]
+INFO:root:Average loss=0.38839716559801346
+INFO:root:
+[Valid][1][UTT][ MSE = 0.4045 | LCC = 0.7330 | SRCC = 0.7366 ]
+INFO:root:Average loss=0.37071387068583417
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3807 | LCC = 0.7578 | SRCC = 0.7573 ]
+INFO:root:Average loss=0.3321695427099864
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3762 | LCC = 0.7745 | SRCC = 0.7728 ]
+INFO:root:Average loss=0.32228907980980015
+INFO:root:
+[Valid][4][UTT][ MSE = 0.4729 | LCC = 0.7655 | SRCC = 0.7701 ]
+INFO:root:Average loss=0.3200271702729739
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3781 | LCC = 0.7809 | SRCC = 0.7797 ]
+INFO:root:Average loss=0.29180532636550754
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3668 | LCC = 0.7904 | SRCC = 0.7880 ]
+INFO:root:Average loss=0.2862401090753384
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3172 | LCC = 0.7957 | SRCC = 0.7996 ]
+INFO:root:Average loss=0.2677621684777431
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3294 | LCC = 0.7983 | SRCC = 0.7977 ]
+INFO:root:Average loss=0.26276671695403564
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3657 | LCC = 0.7928 | SRCC = 0.7901 ]
+INFO:root:Average loss=0.24684662505602226
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3323 | LCC = 0.8004 | SRCC = 0.7970 ]
+INFO:root:Average loss=0.24239886208222464
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3173 | LCC = 0.8056 | SRCC = 0.7990 ]
+INFO:root:Average loss=0.22425432675159895
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3347 | LCC = 0.7954 | SRCC = 0.7939 ]
+INFO:root:Average loss=0.2289110297958056
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3490 | LCC = 0.7913 | SRCC = 0.7861 ]
+INFO:root:Average loss=0.21745473624039918
+INFO:root:
+[Valid][14][UTT][ MSE = 0.3837 | LCC = 0.7999 | SRCC = 0.7973 ]
+INFO:root:Average loss=0.2086402631531923
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3591 | LCC = 0.8094 | SRCC = 0.8061 ]
+INFO:root:Average loss=0.2064016404060217
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3030 | LCC = 0.8135 | SRCC = 0.8109 ]
+INFO:root:Average loss=0.2055483993429404
+INFO:root:
+[Valid][17][UTT][ MSE = 0.3105 | LCC = 0.8169 | SRCC = 0.8177 ]
+INFO:root:Average loss=0.2042575784218617
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3107 | LCC = 0.8180 | SRCC = 0.8156 ]
+INFO:root:Average loss=0.19797917866171935
+INFO:root:
+[Valid][19][UTT][ MSE = 0.3160 | LCC = 0.8086 | SRCC = 0.8069 ]
+INFO:root:Average loss=0.19639707127442727
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2928 | LCC = 0.8206 | SRCC = 0.8185 ]
+INFO:root:Average loss=0.17361717384595138
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2899 | LCC = 0.8136 | SRCC = 0.8121 ]
+INFO:root:Average loss=0.17965743767145353
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2888 | LCC = 0.8196 | SRCC = 0.8148 ]
+INFO:root:Average loss=0.1554236063399376
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2838 | LCC = 0.8206 | SRCC = 0.8185 ]
+INFO:root:Average loss=0.18384130977285215
+INFO:root:
+[Valid][24][UTT][ MSE = 0.3092 | LCC = 0.8133 | SRCC = 0.8138 ]
+INFO:root:Average loss=0.15141711470026237
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2758 | LCC = 0.8208 | SRCC = 0.8193 ]
+INFO:root:Average loss=0.15169942369445777
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2945 | LCC = 0.8159 | SRCC = 0.8140 ]
+INFO:root:Average loss=0.15148896848162016
+INFO:root:
+[Valid][27][UTT][ MSE = 0.3292 | LCC = 0.8212 | SRCC = 0.8205 ]
+INFO:root:Average loss=0.1493943295417688
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2972 | LCC = 0.8248 | SRCC = 0.8244 ]
+INFO:root:Average loss=0.13834164883845892
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2777 | LCC = 0.8234 | SRCC = 0.8205 ]
+INFO:root:Average loss=0.13479582860301703
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2869 | LCC = 0.8232 | SRCC = 0.8194 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2672 | LCC = 0.8360 | SRCC = 0.8336 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer0/run2/config.gin b/results_bvcc/w2v2_xlsr_2b/layer0/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/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_xlsr_2b/layer0/run2/model.pt b/results_bvcc/w2v2_xlsr_2b/layer0/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..8a31aa3e3b1934bb47e29c0a958bc185bae1d208
--- /dev/null
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diff --git a/results_bvcc/w2v2_xlsr_2b/layer0/run2/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer0/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e7b2346576d9ef99a94ec8500af27188115be5b9
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/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_xlsr_2b/layer0/run2/train.log b/results_bvcc/w2v2_xlsr_2b/layer0/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..c565e0857927751198df1b0bc0754f0516638a07
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/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=0.6819816373097591
+INFO:root:
+[Valid][0][UTT][ MSE = 0.5033 | LCC = 0.6679 | SRCC = 0.6709 ]
+INFO:root:Average loss=0.42150004360920346
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3910 | LCC = 0.7280 | SRCC = 0.7331 ]
+INFO:root:Average loss=0.35315336688206744
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3569 | LCC = 0.7641 | SRCC = 0.7687 ]
+INFO:root:Average loss=0.3122571009473923
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3710 | LCC = 0.7792 | SRCC = 0.7778 ]
+INFO:root:Average loss=0.315695943740698
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3594 | LCC = 0.7858 | SRCC = 0.7862 ]
+INFO:root:Average loss=0.28461500773063075
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3731 | LCC = 0.7765 | SRCC = 0.7846 ]
+INFO:root:Average loss=0.26995195601231015
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3302 | LCC = 0.8001 | SRCC = 0.7994 ]
+INFO:root:Average loss=0.25502830533645093
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3224 | LCC = 0.8025 | SRCC = 0.8011 ]
+INFO:root:Average loss=0.2576947943904461
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3393 | LCC = 0.7992 | SRCC = 0.8043 ]
+INFO:root:Average loss=0.23981289737499678
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3052 | LCC = 0.8075 | SRCC = 0.8120 ]
+INFO:root:Average loss=0.231678225673162
+INFO:root:
+[Valid][10][UTT][ MSE = 0.4348 | LCC = 0.7908 | SRCC = 0.7930 ]
+INFO:root:Average loss=0.2138906565423195
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3371 | LCC = 0.8130 | SRCC = 0.8097 ]
+INFO:root:Average loss=0.22017428126090613
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2942 | LCC = 0.8153 | SRCC = 0.8128 ]
+INFO:root:Average loss=0.20635541986960632
+INFO:root:
+[Valid][13][UTT][ MSE = 0.4124 | LCC = 0.8061 | SRCC = 0.8187 ]
+INFO:root:Average loss=0.1955070008452122
+INFO:root:
+[Valid][14][UTT][ MSE = 0.3075 | LCC = 0.8180 | SRCC = 0.8149 ]
+INFO:root:Average loss=0.1854242058709646
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2989 | LCC = 0.8210 | SRCC = 0.8200 ]
+INFO:root:Average loss=0.1865297483328061
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2895 | LCC = 0.8172 | SRCC = 0.8154 ]
+INFO:root:Average loss=0.19097837920372301
+INFO:root:
+[Valid][17][UTT][ MSE = 0.3762 | LCC = 0.8063 | SRCC = 0.8122 ]
+INFO:root:Average loss=0.18686419906906593
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3299 | LCC = 0.8049 | SRCC = 0.8063 ]
+INFO:root:Average loss=0.17287994023316947
+INFO:root:
+[Valid][19][UTT][ MSE = 0.3061 | LCC = 0.8141 | SRCC = 0.8154 ]
+INFO:root:Average loss=0.16835135622666433
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2944 | LCC = 0.8103 | SRCC = 0.8072 ]
+INFO:root:Average loss=0.16935907495327485
+INFO:root:
+[Valid][21][UTT][ MSE = 0.3158 | LCC = 0.8062 | SRCC = 0.8017 ]
+INFO:root:Average loss=0.15878318030482683
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2955 | LCC = 0.8149 | SRCC = 0.8121 ]
+INFO:root:Average loss=0.16100386214944032
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2830 | LCC = 0.8145 | SRCC = 0.8136 ]
+INFO:root:Average loss=0.15865055404794523
+INFO:root:
+[Valid][24][UTT][ MSE = 0.3359 | LCC = 0.8060 | SRCC = 0.8075 ]
+INFO:root:Average loss=0.14619589912203643
+INFO:root:
+[Valid][25][UTT][ MSE = 0.3113 | LCC = 0.8171 | SRCC = 0.8103 ]
+INFO:root:Average loss=0.14158930161442512
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2878 | LCC = 0.8153 | SRCC = 0.8128 ]
+INFO:root:Average loss=0.14347411462893853
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2903 | LCC = 0.8176 | SRCC = 0.8173 ]
+INFO:root:Average loss=0.1371781544234508
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2813 | LCC = 0.8167 | SRCC = 0.8153 ]
+INFO:root:Average loss=0.1333290839042419
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2990 | LCC = 0.8143 | SRCC = 0.8125 ]
+INFO:root:Average loss=0.1320097690495925
+INFO:root:
+[Valid][30][UTT][ MSE = 0.3006 | LCC = 0.8089 | SRCC = 0.8100 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2642 | LCC = 0.8368 | SRCC = 0.8345 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer0/run3/config.gin b/results_bvcc/w2v2_xlsr_2b/layer0/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/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_xlsr_2b/layer0/run3/model.pt b/results_bvcc/w2v2_xlsr_2b/layer0/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..447b8657652979a419a5de56be14c8369cd9d7f1
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer0/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_2b/layer0/run3/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer0/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..60b48f93b1d6f09eb9c3b238d786fa8f84d1c0c1
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer0/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 5698758
diff --git a/results_bvcc/w2v2_xlsr_2b/layer0/run3/train.log b/results_bvcc/w2v2_xlsr_2b/layer0/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..1007342b0fbd345514b8d7d670c86c04ef20fa77
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/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=0.5554885157407858
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4404 | LCC = 0.6937 | SRCC = 0.6952 ]
+INFO:root:Average loss=0.3969461161356706
+INFO:root:
+[Valid][1][UTT][ MSE = 0.4929 | LCC = 0.7254 | SRCC = 0.7329 ]
+INFO:root:Average loss=0.36870413884902614
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3757 | LCC = 0.7574 | SRCC = 0.7569 ]
+INFO:root:Average loss=0.33948580634135467
+INFO:root:
+[Valid][3][UTT][ MSE = 0.4310 | LCC = 0.7524 | SRCC = 0.7516 ]
+INFO:root:Average loss=0.31484785293921447
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3767 | LCC = 0.7707 | SRCC = 0.7705 ]
+INFO:root:Average loss=0.30294290490639514
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3572 | LCC = 0.7775 | SRCC = 0.7795 ]
+INFO:root:Average loss=0.3013336392931449
+INFO:root:
+[Valid][6][UTT][ MSE = 0.4175 | LCC = 0.7702 | SRCC = 0.7712 ]
+INFO:root:Average loss=0.27509278498398954
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3228 | LCC = 0.7892 | SRCC = 0.7905 ]
+INFO:root:Average loss=0.26338933675717086
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3686 | LCC = 0.7890 | SRCC = 0.7919 ]
+INFO:root:Average loss=0.24770790376724341
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3548 | LCC = 0.7805 | SRCC = 0.7839 ]
+INFO:root:Average loss=0.2372443227049632
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3717 | LCC = 0.7863 | SRCC = 0.7905 ]
+INFO:root:Average loss=0.23291738331317902
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3403 | LCC = 0.8023 | SRCC = 0.8026 ]
+INFO:root:Average loss=0.22479770351678896
+INFO:root:
+[Valid][12][UTT][ MSE = 0.4374 | LCC = 0.7832 | SRCC = 0.7883 ]
+INFO:root:Average loss=0.22725395189645964
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3208 | LCC = 0.7958 | SRCC = 0.7938 ]
+INFO:root:Average loss=0.22938083341488472
+INFO:root:
+[Valid][14][UTT][ MSE = 0.4093 | LCC = 0.7940 | SRCC = 0.7921 ]
+INFO:root:Average loss=0.23112917328492188
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3027 | LCC = 0.7991 | SRCC = 0.8016 ]
+INFO:root:Average loss=0.19699715173397309
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3094 | LCC = 0.8084 | SRCC = 0.8074 ]
+INFO:root:Average loss=0.2119410746754744
+INFO:root:
+[Valid][17][UTT][ MSE = 0.3353 | LCC = 0.8090 | SRCC = 0.8095 ]
+INFO:root:Average loss=0.18675532239751938
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3206 | LCC = 0.8076 | SRCC = 0.8082 ]
+INFO:root:Average loss=0.18359245799290827
+INFO:root:
+[Valid][19][UTT][ MSE = 0.4288 | LCC = 0.7916 | SRCC = 0.7996 ]
+INFO:root:Average loss=0.20541444000525352
+INFO:root:
+[Valid][20][UTT][ MSE = 0.3020 | LCC = 0.8111 | SRCC = 0.8118 ]
+INFO:root:Average loss=0.17336781342060137
+INFO:root:
+[Valid][21][UTT][ MSE = 0.3434 | LCC = 0.7904 | SRCC = 0.7842 ]
+INFO:root:Average loss=0.17831953433461678
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2904 | LCC = 0.8114 | SRCC = 0.8103 ]
+INFO:root:Average loss=0.16175232732143158
+INFO:root:
+[Valid][23][UTT][ MSE = 0.3062 | LCC = 0.8076 | SRCC = 0.8054 ]
+INFO:root:Average loss=0.15965407695143652
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2940 | LCC = 0.8102 | SRCC = 0.8096 ]
+INFO:root:Average loss=0.15507615262117141
+INFO:root:
+[Valid][25][UTT][ MSE = 0.3298 | LCC = 0.7975 | SRCC = 0.7971 ]
+INFO:root:Average loss=0.1581487170396707
+INFO:root:
+[Valid][26][UTT][ MSE = 0.3345 | LCC = 0.8035 | SRCC = 0.8025 ]
+INFO:root:Average loss=0.1552496310801078
+INFO:root:
+[Valid][27][UTT][ MSE = 0.3002 | LCC = 0.8084 | SRCC = 0.8069 ]
+INFO:root:Average loss=0.157149567340429
+INFO:root:
+[Valid][28][UTT][ MSE = 0.3033 | LCC = 0.7977 | SRCC = 0.7934 ]
+INFO:root:Average loss=0.15620527416467667
+INFO:root:
+[Valid][29][UTT][ MSE = 0.3168 | LCC = 0.8134 | SRCC = 0.8117 ]
+INFO:root:Average loss=0.13912997194207632
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2886 | LCC = 0.8135 | SRCC = 0.8118 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2739 | LCC = 0.8291 | SRCC = 0.8326 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer0/run4/config.gin b/results_bvcc/w2v2_xlsr_2b/layer0/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/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_xlsr_2b/layer0/run4/model.pt b/results_bvcc/w2v2_xlsr_2b/layer0/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..073464bae57b6819546557f9b93b02087b5d1967
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer0/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7312002abcf28057cad30c317a26bb759c46381a976a27f41fa8ab033cc5ed06
+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer0/run4/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer0/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..de24489966d8f489df9337354b4966a00f6c24f2
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer0/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:984bee1f8ea81b86308e11d201562711ace639bd49a6980ffb8376de8706ec4b
+size 5698758
diff --git a/results_bvcc/w2v2_xlsr_2b/layer0/run4/train.log b/results_bvcc/w2v2_xlsr_2b/layer0/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..4c771011914730cec8d42d660a10dfe6ce74486b
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer0/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.5888636799959036
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4991 | LCC = 0.6799 | SRCC = 0.6841 ]
+INFO:root:Average loss=0.40968013497499317
+INFO:root:
+[Valid][1][UTT][ MSE = 0.4195 | LCC = 0.7287 | SRCC = 0.7234 ]
+INFO:root:Average loss=0.3756624609231949
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3857 | LCC = 0.7504 | SRCC = 0.7494 ]
+INFO:root:Average loss=0.3553430411296013
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3803 | LCC = 0.7662 | SRCC = 0.7658 ]
+INFO:root:Average loss=0.3323350585041902
+INFO:root:
+[Valid][4][UTT][ MSE = 0.4111 | LCC = 0.7705 | SRCC = 0.7721 ]
+INFO:root:Average loss=0.31931755366997844
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3784 | LCC = 0.7880 | SRCC = 0.7858 ]
+INFO:root:Average loss=0.3065797711412112
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3888 | LCC = 0.7783 | SRCC = 0.7775 ]
+INFO:root:Average loss=0.28131826584919906
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3221 | LCC = 0.7949 | SRCC = 0.7933 ]
+INFO:root:Average loss=0.2659037355811168
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3135 | LCC = 0.7947 | SRCC = 0.7957 ]
+INFO:root:Average loss=0.258024737620965
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2992 | LCC = 0.8028 | SRCC = 0.8011 ]
+INFO:root:Average loss=0.2509320250306374
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3195 | LCC = 0.8033 | SRCC = 0.8058 ]
+INFO:root:Average loss=0.2434584433451677
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3543 | LCC = 0.7951 | SRCC = 0.8013 ]
+INFO:root:Average loss=0.24057754511252427
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2954 | LCC = 0.8069 | SRCC = 0.8085 ]
+INFO:root:Average loss=0.2219693392324142
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3641 | LCC = 0.8015 | SRCC = 0.7988 ]
+INFO:root:Average loss=0.2166052907705307
+INFO:root:
+[Valid][14][UTT][ MSE = 0.3050 | LCC = 0.8125 | SRCC = 0.8097 ]
+INFO:root:Average loss=0.21588274932060486
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3067 | LCC = 0.8156 | SRCC = 0.8120 ]
+INFO:root:Average loss=0.2053688064408608
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3030 | LCC = 0.8046 | SRCC = 0.8010 ]
+INFO:root:Average loss=0.20639529079198837
+INFO:root:
+[Valid][17][UTT][ MSE = 0.3199 | LCC = 0.8078 | SRCC = 0.8075 ]
+INFO:root:Average loss=0.21481513852874437
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2943 | LCC = 0.8124 | SRCC = 0.8124 ]
+INFO:root:Average loss=0.19013158031381094
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2974 | LCC = 0.8115 | SRCC = 0.8096 ]
+INFO:root:Average loss=0.17519715476112488
+INFO:root:
+[Valid][20][UTT][ MSE = 0.3058 | LCC = 0.8108 | SRCC = 0.8083 ]
+INFO:root:Average loss=0.18564586475109443
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2913 | LCC = 0.8117 | SRCC = 0.8086 ]
+INFO:root:Average loss=0.17377871876725784
+INFO:root:
+[Valid][22][UTT][ MSE = 0.3264 | LCC = 0.7981 | SRCC = 0.7932 ]
+INFO:root:Average loss=0.1800561852944203
+INFO:root:
+[Valid][23][UTT][ MSE = 0.3244 | LCC = 0.8092 | SRCC = 0.8083 ]
+INFO:root:Average loss=0.16667654040532234
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2886 | LCC = 0.8180 | SRCC = 0.8147 ]
+INFO:root:Average loss=0.15544354543089867
+INFO:root:
+[Valid][25][UTT][ MSE = 0.3044 | LCC = 0.8194 | SRCC = 0.8176 ]
+INFO:root:Average loss=0.15649632488687834
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2841 | LCC = 0.8141 | SRCC = 0.8115 ]
+INFO:root:Average loss=0.15396664129235807
+INFO:root:
+[Valid][27][UTT][ MSE = 0.3518 | LCC = 0.8113 | SRCC = 0.8123 ]
+INFO:root:Average loss=0.15305373664849845
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2855 | LCC = 0.8131 | SRCC = 0.8118 ]
+INFO:root:Average loss=0.15531052926029915
+INFO:root:
+[Valid][29][UTT][ MSE = 0.3023 | LCC = 0.8103 | SRCC = 0.8060 ]
+INFO:root:Average loss=0.14427640183995932
+INFO:root:
+[Valid][30][UTT][ MSE = 0.3006 | LCC = 0.8127 | SRCC = 0.8123 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2658 | LCC = 0.8370 | SRCC = 0.8316 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer10/run0/config.gin b/results_bvcc/w2v2_xlsr_2b/layer10/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/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_xlsr_2b/layer10/run0/model.pt b/results_bvcc/w2v2_xlsr_2b/layer10/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..6df315c417201c0feb8d8ad5996bbe621662a69a
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer10/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer10/run0/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer10/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..859eed856ff8c8dfb780055108a964829782aa75
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer10/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 5698822
diff --git a/results_bvcc/w2v2_xlsr_2b/layer10/run0/train.log b/results_bvcc/w2v2_xlsr_2b/layer10/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..b44f54a87b32d62446add0ce056ff052af4265ca
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer10/run0/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.4041669718348063
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3099 | LCC = 0.8331 | SRCC = 0.8375 ]
+INFO:root:Average loss=0.22994703092636207
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2388 | LCC = 0.8620 | SRCC = 0.8611 ]
+INFO:root:Average loss=0.19725951284934312
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2216 | LCC = 0.8805 | SRCC = 0.8791 ]
+INFO:root:Average loss=0.17775886563154367
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2103 | LCC = 0.8843 | SRCC = 0.8833 ]
+INFO:root:Average loss=0.18086965000018096
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2473 | LCC = 0.8835 | SRCC = 0.8839 ]
+INFO:root:Average loss=0.15278980871423697
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2063 | LCC = 0.8856 | SRCC = 0.8831 ]
+INFO:root:Average loss=0.14095238586648917
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2410 | LCC = 0.8835 | SRCC = 0.8837 ]
+INFO:root:Average loss=0.13294332187909347
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2053 | LCC = 0.8849 | SRCC = 0.8832 ]
+INFO:root:Average loss=0.12986988841723174
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2213 | LCC = 0.8871 | SRCC = 0.8851 ]
+INFO:root:Average loss=0.12045373996862999
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2143 | LCC = 0.8806 | SRCC = 0.8799 ]
+INFO:root:Average loss=0.10644291484585175
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2241 | LCC = 0.8830 | SRCC = 0.8829 ]
+INFO:root:Average loss=0.1093055852330648
+INFO:root:
+[Valid][11][UTT][ MSE = 0.1984 | LCC = 0.8837 | SRCC = 0.8831 ]
+INFO:root:Average loss=0.10301401647619712
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2239 | LCC = 0.8796 | SRCC = 0.8784 ]
+INFO:root:Average loss=0.08942111137394722
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2174 | LCC = 0.8727 | SRCC = 0.8724 ]
+INFO:root:Average loss=0.08675352493539834
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2082 | LCC = 0.8773 | SRCC = 0.8758 ]
+INFO:root:Average loss=0.0815761072608905
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2175 | LCC = 0.8766 | SRCC = 0.8752 ]
+INFO:root:Average loss=0.07582802626375969
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2070 | LCC = 0.8785 | SRCC = 0.8794 ]
+INFO:root:Average loss=0.07082075544465812
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2141 | LCC = 0.8755 | SRCC = 0.8742 ]
+INFO:root:Average loss=0.07057965823855156
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2225 | LCC = 0.8762 | SRCC = 0.8755 ]
+INFO:root:Average loss=0.06918698859711488
+INFO:root:
+[Valid][19][UTT][ MSE = 0.1984 | LCC = 0.8781 | SRCC = 0.8772 ]
+INFO:root:Average loss=0.07037354814700592
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2037 | LCC = 0.8756 | SRCC = 0.8735 ]
+INFO:root:Average loss=0.05958541654623472
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2144 | LCC = 0.8779 | SRCC = 0.8770 ]
+INFO:root:Average loss=0.05558178803095451
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2015 | LCC = 0.8746 | SRCC = 0.8733 ]
+INFO:root:Average loss=0.052523596403308406
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2138 | LCC = 0.8763 | SRCC = 0.8728 ]
+INFO:root:Average loss=0.05217888736380981
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2109 | LCC = 0.8763 | SRCC = 0.8758 ]
+INFO:root:Average loss=0.04956406264159924
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2037 | LCC = 0.8762 | SRCC = 0.8750 ]
+INFO:root:Average loss=0.04608529039586966
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2058 | LCC = 0.8746 | SRCC = 0.8747 ]
+INFO:root:Average loss=0.04583140699049601
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2069 | LCC = 0.8760 | SRCC = 0.8748 ]
+INFO:root:Average loss=0.04134885369776151
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2098 | LCC = 0.8732 | SRCC = 0.8718 ]
+INFO:root:Average loss=0.03907117402801911
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2041 | LCC = 0.8761 | SRCC = 0.8745 ]
+INFO:root:Average loss=0.040317937230261475
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2106 | LCC = 0.8731 | SRCC = 0.8723 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2284 | LCC = 0.8833 | SRCC = 0.8814 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer10/run1/config.gin b/results_bvcc/w2v2_xlsr_2b/layer10/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/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_xlsr_2b/layer10/run1/model.pt b/results_bvcc/w2v2_xlsr_2b/layer10/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..312f6aa3beb587edf3288f189ada6c07e5224c84
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer10/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer10/run1/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer10/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..487f10befdf68a2d692fb43b2f91e9cf85f19101
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer10/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_2b/layer10/run1/train.log b/results_bvcc/w2v2_xlsr_2b/layer10/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..7a0a70196819cc03146ed410b5631e2aeca3d5ee
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer10/run1/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.5351997738083204
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3600 | LCC = 0.8099 | SRCC = 0.8258 ]
+INFO:root:Average loss=0.2579965039323538
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3067 | LCC = 0.8618 | SRCC = 0.8617 ]
+INFO:root:Average loss=0.2014410770856417
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2560 | LCC = 0.8790 | SRCC = 0.8764 ]
+INFO:root:Average loss=0.17734114233499917
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2231 | LCC = 0.8830 | SRCC = 0.8808 ]
+INFO:root:Average loss=0.16105769708370551
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2081 | LCC = 0.8846 | SRCC = 0.8826 ]
+INFO:root:Average loss=0.14803858120472002
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2193 | LCC = 0.8847 | SRCC = 0.8833 ]
+INFO:root:Average loss=0.13940276186435652
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2077 | LCC = 0.8818 | SRCC = 0.8795 ]
+INFO:root:Average loss=0.14039127108378288
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2384 | LCC = 0.8791 | SRCC = 0.8789 ]
+INFO:root:Average loss=0.12718041279377082
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2481 | LCC = 0.8862 | SRCC = 0.8831 ]
+INFO:root:Average loss=0.11785960292968994
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2024 | LCC = 0.8851 | SRCC = 0.8822 ]
+INFO:root:Average loss=0.12088752900942779
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2039 | LCC = 0.8830 | SRCC = 0.8805 ]
+INFO:root:Average loss=0.10721061474237686
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2121 | LCC = 0.8828 | SRCC = 0.8792 ]
+INFO:root:Average loss=0.09299137242711507
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2264 | LCC = 0.8793 | SRCC = 0.8761 ]
+INFO:root:Average loss=0.09346220881128922
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2203 | LCC = 0.8761 | SRCC = 0.8741 ]
+INFO:root:Average loss=0.09107186745565671
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2059 | LCC = 0.8767 | SRCC = 0.8757 ]
+INFO:root:Average loss=0.07421180952149324
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2278 | LCC = 0.8744 | SRCC = 0.8736 ]
+INFO:root:Average loss=0.07409936251739661
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+[Valid][16][UTT][ MSE = 0.1968 | LCC = 0.8789 | SRCC = 0.8783 ]
+INFO:root:Average loss=0.07400150979176545
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2196 | LCC = 0.8809 | SRCC = 0.8797 ]
+INFO:root:Average loss=0.06458492772892499
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2091 | LCC = 0.8807 | SRCC = 0.8788 ]
+INFO:root:Average loss=0.06197889641118355
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2211 | LCC = 0.8729 | SRCC = 0.8702 ]
+INFO:root:Average loss=0.06380661113713032
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2002 | LCC = 0.8786 | SRCC = 0.8770 ]
+INFO:root:Average loss=0.05596522146310562
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2061 | LCC = 0.8728 | SRCC = 0.8700 ]
+INFO:root:Average loss=0.05075769193279438
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2191 | LCC = 0.8732 | SRCC = 0.8717 ]
+INFO:root:Average loss=0.050684915067484744
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2113 | LCC = 0.8758 | SRCC = 0.8745 ]
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+INFO:root:
+[Valid][24][UTT][ MSE = 0.2186 | LCC = 0.8752 | SRCC = 0.8746 ]
+INFO:root:Average loss=0.047183976938518196
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2162 | LCC = 0.8760 | SRCC = 0.8739 ]
+INFO:root:Average loss=0.04337429338827347
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2043 | LCC = 0.8749 | SRCC = 0.8730 ]
+INFO:root:Average loss=0.04011545389986191
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2156 | LCC = 0.8733 | SRCC = 0.8703 ]
+INFO:root:Average loss=0.03983991884459288
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2088 | LCC = 0.8748 | SRCC = 0.8727 ]
+INFO:root:Average loss=0.03856681530865339
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2108 | LCC = 0.8742 | SRCC = 0.8718 ]
+INFO:root:Average loss=0.03715869077505209
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2087 | LCC = 0.8742 | SRCC = 0.8718 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2394 | LCC = 0.8799 | SRCC = 0.8793 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer10/run2/config.gin b/results_bvcc/w2v2_xlsr_2b/layer10/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/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_xlsr_2b/layer10/run2/model.pt b/results_bvcc/w2v2_xlsr_2b/layer10/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..cf6f7d2961f1d8a6d739cbf067ea42e2a6fed256
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer10/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer10/run2/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer10/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..bd148d49b2659f1b28e7a9a109581ecbc09cb4ce
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer10/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_xlsr_2b/layer10/run2/train.log b/results_bvcc/w2v2_xlsr_2b/layer10/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..ab5a407a5d8a6b12adff2874642aeee5d9201cd9
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer10/run2/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.3734095075573677
+INFO:root:
+[Valid][0][UTT][ MSE = 0.2846 | LCC = 0.8476 | SRCC = 0.8459 ]
+INFO:root:Average loss=0.2203547043296007
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2546 | LCC = 0.8673 | SRCC = 0.8643 ]
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+[Valid][2][UTT][ MSE = 0.2104 | LCC = 0.8791 | SRCC = 0.8777 ]
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+INFO:root:
+[Valid][3][UTT][ MSE = 0.2155 | LCC = 0.8780 | SRCC = 0.8770 ]
+INFO:root:Average loss=0.1735387924963083
+INFO:root:
+[Valid][4][UTT][ MSE = 0.1981 | LCC = 0.8816 | SRCC = 0.8811 ]
+INFO:root:Average loss=0.1572617520697606
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2033 | LCC = 0.8887 | SRCC = 0.8882 ]
+INFO:root:Average loss=0.14122650982477727
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2523 | LCC = 0.8843 | SRCC = 0.8847 ]
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+INFO:root:
+[Valid][7][UTT][ MSE = 0.1978 | LCC = 0.8865 | SRCC = 0.8853 ]
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+INFO:root:
+[Valid][8][UTT][ MSE = 0.1968 | LCC = 0.8840 | SRCC = 0.8835 ]
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+INFO:root:
+[Valid][9][UTT][ MSE = 0.2017 | LCC = 0.8816 | SRCC = 0.8806 ]
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+INFO:root:
+[Valid][10][UTT][ MSE = 0.2065 | LCC = 0.8845 | SRCC = 0.8843 ]
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+INFO:root:
+[Valid][11][UTT][ MSE = 0.2205 | LCC = 0.8856 | SRCC = 0.8844 ]
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+INFO:root:
+[Valid][12][UTT][ MSE = 0.1996 | LCC = 0.8825 | SRCC = 0.8815 ]
+INFO:root:Average loss=0.08783605852379249
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2136 | LCC = 0.8834 | SRCC = 0.8824 ]
+INFO:root:Average loss=0.07899380260362075
+INFO:root:
+[Valid][14][UTT][ MSE = 0.1872 | LCC = 0.8819 | SRCC = 0.8816 ]
+INFO:root:Average loss=0.07895097060081287
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2187 | LCC = 0.8766 | SRCC = 0.8759 ]
+INFO:root:Average loss=0.07427015408682518
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2067 | LCC = 0.8779 | SRCC = 0.8766 ]
+INFO:root:Average loss=0.06846368862077212
+INFO:root:
+[Valid][17][UTT][ MSE = 0.1872 | LCC = 0.8827 | SRCC = 0.8820 ]
+INFO:root:Average loss=0.06133956371400601
+INFO:root:
+[Valid][18][UTT][ MSE = 0.1935 | LCC = 0.8804 | SRCC = 0.8801 ]
+INFO:root:Average loss=0.06152855967864012
+INFO:root:
+[Valid][19][UTT][ MSE = 0.1898 | LCC = 0.8807 | SRCC = 0.8795 ]
+INFO:root:Average loss=0.054672085703947604
+INFO:root:
+[Valid][20][UTT][ MSE = 0.1903 | LCC = 0.8817 | SRCC = 0.8808 ]
+INFO:root:Average loss=0.0588018818734548
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2147 | LCC = 0.8810 | SRCC = 0.8792 ]
+INFO:root:Average loss=0.05105698653138601
+INFO:root:
+[Valid][22][UTT][ MSE = 0.1953 | LCC = 0.8805 | SRCC = 0.8795 ]
+INFO:root:Average loss=0.04985601717653947
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2097 | LCC = 0.8823 | SRCC = 0.8811 ]
+INFO:root:Average loss=0.049819217302287236
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2012 | LCC = 0.8792 | SRCC = 0.8784 ]
+INFO:root:Average loss=0.04605279822284595
+INFO:root:
+[Valid][25][UTT][ MSE = 0.1930 | LCC = 0.8809 | SRCC = 0.8793 ]
+INFO:root:Average loss=0.0421049156679939
+INFO:root:
+[Valid][26][UTT][ MSE = 0.1893 | LCC = 0.8823 | SRCC = 0.8814 ]
+INFO:root:Average loss=0.041717489512685016
+INFO:root:
+[Valid][27][UTT][ MSE = 0.1931 | LCC = 0.8797 | SRCC = 0.8795 ]
+INFO:root:Average loss=0.03779402179404711
+INFO:root:
+[Valid][28][UTT][ MSE = 0.1967 | LCC = 0.8789 | SRCC = 0.8778 ]
+INFO:root:Average loss=0.0396830388941826
+INFO:root:
+[Valid][29][UTT][ MSE = 0.1981 | LCC = 0.8791 | SRCC = 0.8781 ]
+INFO:root:Average loss=0.039461665571882173
+INFO:root:
+[Valid][30][UTT][ MSE = 0.1919 | LCC = 0.8822 | SRCC = 0.8809 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.1987 | LCC = 0.8828 | SRCC = 0.8817 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer10/run3/config.gin b/results_bvcc/w2v2_xlsr_2b/layer10/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/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_xlsr_2b/layer10/run3/model.pt b/results_bvcc/w2v2_xlsr_2b/layer10/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ac1961a21601994ffaf267bd373684461c0349ff
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer10/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:81be4a89fc4dcf24ee72653fc4e3bb694e449cdbc93148301da048a1437c024c
+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer10/run3/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer10/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..a625330754a4bb9e66ac9cb066b278053ce6d77b
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer10/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1f1b0cf8dc50916d68326cf40dfd8aa1f66802323412bd02dff3b8d2418c0018
+size 5698822
diff --git a/results_bvcc/w2v2_xlsr_2b/layer10/run3/train.log b/results_bvcc/w2v2_xlsr_2b/layer10/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..aed134b002855813ee968f72f4b0d16a77fba0cc
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer10/run3/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.4201156221903287
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3570 | LCC = 0.8256 | SRCC = 0.8295 ]
+INFO:root:Average loss=0.235531703210794
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2574 | LCC = 0.8648 | SRCC = 0.8626 ]
+INFO:root:Average loss=0.21524682612373278
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2791 | LCC = 0.8698 | SRCC = 0.8695 ]
+INFO:root:Average loss=0.18600650360951057
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2126 | LCC = 0.8742 | SRCC = 0.8734 ]
+INFO:root:Average loss=0.17011622893504608
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2392 | LCC = 0.8796 | SRCC = 0.8789 ]
+INFO:root:Average loss=0.16110566544991273
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2155 | LCC = 0.8821 | SRCC = 0.8810 ]
+INFO:root:Average loss=0.1547864379409032
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2651 | LCC = 0.8830 | SRCC = 0.8827 ]
+INFO:root:Average loss=0.13896889936847565
+INFO:root:
+[Valid][7][UTT][ MSE = 0.1899 | LCC = 0.8851 | SRCC = 0.8850 ]
+INFO:root:Average loss=0.1303215286670587
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2203 | LCC = 0.8826 | SRCC = 0.8839 ]
+INFO:root:Average loss=0.12003243628602761
+INFO:root:
+[Valid][9][UTT][ MSE = 0.1959 | LCC = 0.8782 | SRCC = 0.8780 ]
+INFO:root:Average loss=0.11669317566049404
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2007 | LCC = 0.8836 | SRCC = 0.8831 ]
+INFO:root:Average loss=0.1151898627479871
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2161 | LCC = 0.8833 | SRCC = 0.8826 ]
+INFO:root:Average loss=0.1000829734481298
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2059 | LCC = 0.8810 | SRCC = 0.8808 ]
+INFO:root:Average loss=0.09247852818897137
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2180 | LCC = 0.8784 | SRCC = 0.8796 ]
+INFO:root:Average loss=0.09091712897404647
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2146 | LCC = 0.8813 | SRCC = 0.8815 ]
+INFO:root:Average loss=0.08660690744335835
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2195 | LCC = 0.8791 | SRCC = 0.8788 ]
+INFO:root:Average loss=0.07922327814575954
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2116 | LCC = 0.8795 | SRCC = 0.8797 ]
+INFO:root:Average loss=0.0695325508236121
+INFO:root:
+[Valid][17][UTT][ MSE = 0.1987 | LCC = 0.8800 | SRCC = 0.8799 ]
+INFO:root:Average loss=0.06636690950164428
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2226 | LCC = 0.8784 | SRCC = 0.8796 ]
+INFO:root:Average loss=0.0702649698807643
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2123 | LCC = 0.8778 | SRCC = 0.8785 ]
+INFO:root:Average loss=0.06987377007802327
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2170 | LCC = 0.8733 | SRCC = 0.8731 ]
+INFO:root:Average loss=0.056229998715795
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2179 | LCC = 0.8752 | SRCC = 0.8755 ]
+INFO:root:Average loss=0.06360479086064376
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2136 | LCC = 0.8806 | SRCC = 0.8809 ]
+INFO:root:Average loss=0.05113865587955866
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2022 | LCC = 0.8793 | SRCC = 0.8794 ]
+INFO:root:Average loss=0.053240264312197
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2058 | LCC = 0.8780 | SRCC = 0.8783 ]
+INFO:root:Average loss=0.04669715523815308
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2098 | LCC = 0.8769 | SRCC = 0.8771 ]
+INFO:root:Average loss=0.048817760788668424
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2116 | LCC = 0.8779 | SRCC = 0.8776 ]
+INFO:root:Average loss=0.04472510702908039
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2106 | LCC = 0.8774 | SRCC = 0.8779 ]
+INFO:root:Average loss=0.043927997088012025
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2078 | LCC = 0.8769 | SRCC = 0.8770 ]
+INFO:root:Average loss=0.037966363776761755
+INFO:root:
+[Valid][29][UTT][ MSE = 0.1946 | LCC = 0.8801 | SRCC = 0.8800 ]
+INFO:root:Average loss=0.03755834168539597
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2080 | LCC = 0.8772 | SRCC = 0.8769 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.1929 | LCC = 0.8834 | SRCC = 0.8839 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer10/run4/config.gin b/results_bvcc/w2v2_xlsr_2b/layer10/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/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_xlsr_2b/layer10/run4/model.pt b/results_bvcc/w2v2_xlsr_2b/layer10/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..92f6a49fcbe7948b2b1581519c97ab05d02246cd
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer10/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ce224843d5698c39c3940e951d9bb447b205b19797909681cf674e94423546f4
+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer10/run4/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer10/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..7d679f10cdb5e3d8048288fe647b9612bef19044
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer10/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_2b/layer10/run4/train.log b/results_bvcc/w2v2_xlsr_2b/layer10/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..91df8cf0019d52f87e159733102096438a0a8547
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer10/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.4208020514402634
+INFO:root:
+[Valid][0][UTT][ MSE = 0.2853 | LCC = 0.8366 | SRCC = 0.8371 ]
+INFO:root:Average loss=0.2327816067979886
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3065 | LCC = 0.8625 | SRCC = 0.8633 ]
+INFO:root:Average loss=0.1949865840948545
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2192 | LCC = 0.8802 | SRCC = 0.8788 ]
+INFO:root:Average loss=0.17329726597437492
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2398 | LCC = 0.8846 | SRCC = 0.8833 ]
+INFO:root:Average loss=0.1679366331260938
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2141 | LCC = 0.8853 | SRCC = 0.8831 ]
+INFO:root:Average loss=0.1618376998947217
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2104 | LCC = 0.8861 | SRCC = 0.8844 ]
+INFO:root:Average loss=0.1478516726921766
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2243 | LCC = 0.8901 | SRCC = 0.8889 ]
+INFO:root:Average loss=0.1324793575092768
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2619 | LCC = 0.8847 | SRCC = 0.8823 ]
+INFO:root:Average loss=0.12477119515339534
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2001 | LCC = 0.8841 | SRCC = 0.8825 ]
+INFO:root:Average loss=0.11932897519988891
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2139 | LCC = 0.8857 | SRCC = 0.8842 ]
+INFO:root:Average loss=0.1030535710354646
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2233 | LCC = 0.8860 | SRCC = 0.8846 ]
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+INFO:root:
+[Valid][11][UTT][ MSE = 0.2480 | LCC = 0.8845 | SRCC = 0.8846 ]
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+INFO:root:
+[Valid][12][UTT][ MSE = 0.2257 | LCC = 0.8783 | SRCC = 0.8757 ]
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+INFO:root:
+[Valid][13][UTT][ MSE = 0.2185 | LCC = 0.8846 | SRCC = 0.8827 ]
+INFO:root:Average loss=0.07872457950352094
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2045 | LCC = 0.8845 | SRCC = 0.8822 ]
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+INFO:root:
+[Valid][15][UTT][ MSE = 0.2057 | LCC = 0.8846 | SRCC = 0.8825 ]
+INFO:root:Average loss=0.07648286404900062
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2406 | LCC = 0.8820 | SRCC = 0.8791 ]
+INFO:root:Average loss=0.06981519031792115
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2130 | LCC = 0.8796 | SRCC = 0.8772 ]
+INFO:root:Average loss=0.07800702110697062
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2172 | LCC = 0.8774 | SRCC = 0.8766 ]
+INFO:root:Average loss=0.07568606801140003
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2057 | LCC = 0.8783 | SRCC = 0.8773 ]
+INFO:root:Average loss=0.0642813549687465
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2056 | LCC = 0.8788 | SRCC = 0.8773 ]
+INFO:root:Average loss=0.06446452964192782
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2166 | LCC = 0.8772 | SRCC = 0.8747 ]
+INFO:root:Average loss=0.05391517367500525
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2122 | LCC = 0.8744 | SRCC = 0.8729 ]
+INFO:root:Average loss=0.04824891951508247
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2471 | LCC = 0.8709 | SRCC = 0.8704 ]
+INFO:root:Average loss=0.053573074989402905
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2103 | LCC = 0.8787 | SRCC = 0.8759 ]
+INFO:root:Average loss=0.05248158642401298
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2232 | LCC = 0.8770 | SRCC = 0.8743 ]
+INFO:root:Average loss=0.045862696754435696
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2298 | LCC = 0.8712 | SRCC = 0.8706 ]
+INFO:root:Average loss=0.0474579904276209
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2281 | LCC = 0.8782 | SRCC = 0.8754 ]
+INFO:root:Average loss=0.048014975821551606
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2138 | LCC = 0.8775 | SRCC = 0.8759 ]
+INFO:root:Average loss=0.039342341968455374
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2215 | LCC = 0.8755 | SRCC = 0.8739 ]
+INFO:root:Average loss=0.03582550107668608
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2098 | LCC = 0.8786 | SRCC = 0.8769 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2407 | LCC = 0.8803 | SRCC = 0.8836 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer12/run0/config.gin b/results_bvcc/w2v2_xlsr_2b/layer12/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer12/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_xlsr_2b/layer12/run0/model.pt b/results_bvcc/w2v2_xlsr_2b/layer12/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..c0ed5795363cb3ca8b80ae6897a97e16dffcfd93
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer12/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer12/run0/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer12/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..c6d5f4b88d2e1c3e547d424477d242b48dfbbec8
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer12/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_2b/layer12/run0/train.log b/results_bvcc/w2v2_xlsr_2b/layer12/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..0405f4bc9f7bed2cb60d6c19a6d9ca6d2caa801a
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer12/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=0.43134039907883376
+INFO:root:
+[Valid][0][UTT][ MSE = 0.2869 | LCC = 0.8202 | SRCC = 0.8259 ]
+INFO:root:Average loss=0.2432614979453576
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2315 | LCC = 0.8557 | SRCC = 0.8604 ]
+INFO:root:Average loss=0.2015660252326574
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2493 | LCC = 0.8701 | SRCC = 0.8671 ]
+INFO:root:Average loss=0.18793512422304887
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2523 | LCC = 0.8721 | SRCC = 0.8737 ]
+INFO:root:Average loss=0.17796922981356963
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2019 | LCC = 0.8800 | SRCC = 0.8783 ]
+INFO:root:Average loss=0.16103985657294592
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2241 | LCC = 0.8764 | SRCC = 0.8757 ]
+INFO:root:Average loss=0.15354608964079466
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2547 | LCC = 0.8789 | SRCC = 0.8771 ]
+INFO:root:Average loss=0.1526210353924678
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2225 | LCC = 0.8826 | SRCC = 0.8801 ]
+INFO:root:Average loss=0.13176963430566666
+INFO:root:
+[Valid][8][UTT][ MSE = 0.1998 | LCC = 0.8843 | SRCC = 0.8811 ]
+INFO:root:Average loss=0.13403625537951788
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2309 | LCC = 0.8795 | SRCC = 0.8798 ]
+INFO:root:Average loss=0.11411582716764548
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2261 | LCC = 0.8781 | SRCC = 0.8778 ]
+INFO:root:Average loss=0.11175005233440644
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2328 | LCC = 0.8791 | SRCC = 0.8773 ]
+INFO:root:Average loss=0.10339144034645496
+INFO:root:
+[Valid][12][UTT][ MSE = 0.1948 | LCC = 0.8806 | SRCC = 0.8799 ]
+INFO:root:Average loss=0.10046062117012647
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2352 | LCC = 0.8797 | SRCC = 0.8787 ]
+INFO:root:Average loss=0.09633971225374784
+INFO:root:
+[Valid][14][UTT][ MSE = 0.1982 | LCC = 0.8826 | SRCC = 0.8812 ]
+INFO:root:Average loss=0.09600212186192855
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2101 | LCC = 0.8830 | SRCC = 0.8815 ]
+INFO:root:Average loss=0.08248659433462681
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2057 | LCC = 0.8782 | SRCC = 0.8774 ]
+INFO:root:Average loss=0.07910094204812478
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2291 | LCC = 0.8809 | SRCC = 0.8797 ]
+INFO:root:Average loss=0.075721514912752
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2032 | LCC = 0.8801 | SRCC = 0.8775 ]
+INFO:root:Average loss=0.07326434261332719
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2065 | LCC = 0.8782 | SRCC = 0.8757 ]
+INFO:root:Average loss=0.07320839281265552
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2145 | LCC = 0.8783 | SRCC = 0.8790 ]
+INFO:root:Average loss=0.07162886093824337
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2183 | LCC = 0.8815 | SRCC = 0.8801 ]
+INFO:root:Average loss=0.06479160587948102
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2147 | LCC = 0.8752 | SRCC = 0.8726 ]
+INFO:root:Average loss=0.06037728765454048
+INFO:root:
+[Valid][23][UTT][ MSE = 0.1943 | LCC = 0.8770 | SRCC = 0.8769 ]
+INFO:root:Average loss=0.057858384429262236
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2199 | LCC = 0.8778 | SRCC = 0.8761 ]
+INFO:root:Average loss=0.06199922436513962
+INFO:root:
+[Valid][25][UTT][ MSE = 0.1960 | LCC = 0.8798 | SRCC = 0.8785 ]
+INFO:root:Average loss=0.05672770831733942
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2222 | LCC = 0.8778 | SRCC = 0.8752 ]
+INFO:root:Average loss=0.04863365419591085
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2306 | LCC = 0.8760 | SRCC = 0.8747 ]
+INFO:root:Average loss=0.059276617323167816
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2318 | LCC = 0.8767 | SRCC = 0.8749 ]
+INFO:root:Average loss=0.05595891583615389
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2096 | LCC = 0.8772 | SRCC = 0.8748 ]
+INFO:root:Average loss=0.043032477562053084
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2142 | LCC = 0.8759 | SRCC = 0.8743 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2139 | LCC = 0.8786 | SRCC = 0.8793 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer12/run1/config.gin b/results_bvcc/w2v2_xlsr_2b/layer12/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer12/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_xlsr_2b/layer12/run1/model.pt b/results_bvcc/w2v2_xlsr_2b/layer12/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..d8a7cb8f0edcac04c17943b09e7161223e0f0be7
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer12/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7db6a980b3d5565e45eeffcf9541a56000da0e422b5447d1f7885c5af112aa99
+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer12/run1/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer12/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..009d5f2dc410d59c9d3ec001c2a87e54be83b8af
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer12/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:677244d62c88cd5e1917177efac82481bd112feb1666c24b345e0a6d0d825128
+size 5698822
diff --git a/results_bvcc/w2v2_xlsr_2b/layer12/run1/train.log b/results_bvcc/w2v2_xlsr_2b/layer12/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..2a96f0c6583afca8f7e47490d8aeabcc0eeaa838
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer12/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=0.4107531941471956
+INFO:root:
+[Valid][0][UTT][ MSE = 0.2870 | LCC = 0.8351 | SRCC = 0.8374 ]
+INFO:root:Average loss=0.2397423961605781
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2470 | LCC = 0.8634 | SRCC = 0.8621 ]
+INFO:root:Average loss=0.20519642837536642
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2293 | LCC = 0.8762 | SRCC = 0.8738 ]
+INFO:root:Average loss=0.18984988790292007
+INFO:root:
+[Valid][3][UTT][ MSE = 0.1975 | LCC = 0.8786 | SRCC = 0.8780 ]
+INFO:root:Average loss=0.17406836094764563
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2421 | LCC = 0.8763 | SRCC = 0.8804 ]
+INFO:root:Average loss=0.1678898902848745
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2017 | LCC = 0.8857 | SRCC = 0.8855 ]
+INFO:root:Average loss=0.1511603160164295
+INFO:root:
+[Valid][6][UTT][ MSE = 0.1953 | LCC = 0.8853 | SRCC = 0.8853 ]
+INFO:root:Average loss=0.14504898310853884
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2067 | LCC = 0.8836 | SRCC = 0.8816 ]
+INFO:root:Average loss=0.14016092625948098
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2232 | LCC = 0.8846 | SRCC = 0.8828 ]
+INFO:root:Average loss=0.13490283938172537
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2290 | LCC = 0.8836 | SRCC = 0.8850 ]
+INFO:root:Average loss=0.12261897268203589
+INFO:root:
+[Valid][10][UTT][ MSE = 0.1973 | LCC = 0.8891 | SRCC = 0.8881 ]
+INFO:root:Average loss=0.11620791371052082
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2043 | LCC = 0.8869 | SRCC = 0.8861 ]
+INFO:root:Average loss=0.10309879691937031
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2108 | LCC = 0.8837 | SRCC = 0.8828 ]
+INFO:root:Average loss=0.09408800198863713
+INFO:root:
+[Valid][13][UTT][ MSE = 0.1945 | LCC = 0.8838 | SRCC = 0.8833 ]
+INFO:root:Average loss=0.08957118913531303
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2040 | LCC = 0.8802 | SRCC = 0.8796 ]
+INFO:root:Average loss=0.09031523601749004
+INFO:root:
+[Valid][15][UTT][ MSE = 0.1984 | LCC = 0.8835 | SRCC = 0.8835 ]
+INFO:root:Average loss=0.07808922832975021
+INFO:root:
+[Valid][16][UTT][ MSE = 0.1920 | LCC = 0.8860 | SRCC = 0.8862 ]
+INFO:root:Average loss=0.07695884434267497
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2123 | LCC = 0.8836 | SRCC = 0.8852 ]
+INFO:root:Average loss=0.08500036530387707
+INFO:root:
+[Valid][18][UTT][ MSE = 0.1944 | LCC = 0.8818 | SRCC = 0.8822 ]
+INFO:root:Average loss=0.07421333476518974
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2520 | LCC = 0.8790 | SRCC = 0.8812 ]
+INFO:root:Average loss=0.0733262887940957
+INFO:root:
+[Valid][20][UTT][ MSE = 0.1951 | LCC = 0.8826 | SRCC = 0.8830 ]
+INFO:root:Average loss=0.06104039391263937
+INFO:root:
+[Valid][21][UTT][ MSE = 0.1995 | LCC = 0.8801 | SRCC = 0.8800 ]
+INFO:root:Average loss=0.06913519526521365
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2081 | LCC = 0.8846 | SRCC = 0.8845 ]
+INFO:root:Average loss=0.05758007928633537
+INFO:root:
+[Valid][23][UTT][ MSE = 0.1935 | LCC = 0.8828 | SRCC = 0.8829 ]
+INFO:root:Average loss=0.06098894777301794
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2012 | LCC = 0.8815 | SRCC = 0.8822 ]
+INFO:root:Average loss=0.056343535104623206
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2020 | LCC = 0.8822 | SRCC = 0.8826 ]
+INFO:root:Average loss=0.05231814989103721
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2084 | LCC = 0.8770 | SRCC = 0.8773 ]
+INFO:root:Average loss=0.05086811020588263
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2087 | LCC = 0.8814 | SRCC = 0.8829 ]
+INFO:root:Average loss=0.05575300361483525
+INFO:root:
+[Valid][28][UTT][ MSE = 0.1974 | LCC = 0.8829 | SRCC = 0.8817 ]
+INFO:root:Average loss=0.04187874944928365
+INFO:root:
+[Valid][29][UTT][ MSE = 0.1991 | LCC = 0.8788 | SRCC = 0.8790 ]
+INFO:root:Average loss=0.04237265722491802
+INFO:root:
+[Valid][30][UTT][ MSE = 0.1990 | LCC = 0.8811 | SRCC = 0.8806 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2245 | LCC = 0.8778 | SRCC = 0.8789 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer12/run2/config.gin b/results_bvcc/w2v2_xlsr_2b/layer12/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer12/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_xlsr_2b/layer12/run2/model.pt b/results_bvcc/w2v2_xlsr_2b/layer12/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..8a2441aa60e9aa7c483ec07029ae70f1994cc351
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer12/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0a8d2f81559e28544bd5ad3a733f13cc2af5f3cab77fa348607c3ea82d8245a1
+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer12/run2/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer12/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..7bf88b617fc4b43a05de1364dea1b419a284a512
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer12/run2/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:dea89533473a7edc4f9b4cb42fba82d06414e73ca393d12100a46160d9a1b8d5
+size 5698822
diff --git a/results_bvcc/w2v2_xlsr_2b/layer12/run2/train.log b/results_bvcc/w2v2_xlsr_2b/layer12/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..40731a80465a085880f65b717ea967fc7fefc41a
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer12/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=0.4414276593388655
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3161 | LCC = 0.8366 | SRCC = 0.8353 ]
+INFO:root:Average loss=0.2354031352278514
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2825 | LCC = 0.8659 | SRCC = 0.8638 ]
+INFO:root:Average loss=0.20009069354870382
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2829 | LCC = 0.8756 | SRCC = 0.8750 ]
+INFO:root:Average loss=0.22376641354117638
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2398 | LCC = 0.8750 | SRCC = 0.8737 ]
+INFO:root:Average loss=0.180615312873553
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2419 | LCC = 0.8766 | SRCC = 0.8750 ]
+INFO:root:Average loss=0.1634938633785798
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2706 | LCC = 0.8771 | SRCC = 0.8758 ]
+INFO:root:Average loss=0.15759465566430336
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2180 | LCC = 0.8839 | SRCC = 0.8818 ]
+INFO:root:Average loss=0.1584886621015194
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2156 | LCC = 0.8837 | SRCC = 0.8827 ]
+INFO:root:Average loss=0.13105293993766493
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2621 | LCC = 0.8793 | SRCC = 0.8797 ]
+INFO:root:Average loss=0.1318916277243541
+INFO:root:
+[Valid][9][UTT][ MSE = 0.1975 | LCC = 0.8801 | SRCC = 0.8786 ]
+INFO:root:Average loss=0.12066801971732041
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2208 | LCC = 0.8828 | SRCC = 0.8812 ]
+INFO:root:Average loss=0.11083958842433415
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2409 | LCC = 0.8835 | SRCC = 0.8829 ]
+INFO:root:Average loss=0.11203931295909943
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2168 | LCC = 0.8830 | SRCC = 0.8810 ]
+INFO:root:Average loss=0.0943679032035363
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2309 | LCC = 0.8779 | SRCC = 0.8766 ]
+INFO:root:Average loss=0.09313443857125747
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2244 | LCC = 0.8814 | SRCC = 0.8796 ]
+INFO:root:Average loss=0.08780786485817188
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2282 | LCC = 0.8792 | SRCC = 0.8781 ]
+INFO:root:Average loss=0.09027439054961388
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2784 | LCC = 0.8766 | SRCC = 0.8786 ]
+INFO:root:Average loss=0.09699724265971245
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2355 | LCC = 0.8826 | SRCC = 0.8827 ]
+INFO:root:Average loss=0.08852032027565516
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2084 | LCC = 0.8817 | SRCC = 0.8807 ]
+INFO:root:Average loss=0.07997133835959129
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2395 | LCC = 0.8789 | SRCC = 0.8788 ]
+INFO:root:Average loss=0.07069226139439987
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2185 | LCC = 0.8774 | SRCC = 0.8758 ]
+INFO:root:Average loss=0.06978897492472942
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2021 | LCC = 0.8793 | SRCC = 0.8788 ]
+INFO:root:Average loss=0.06066078387009792
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2179 | LCC = 0.8775 | SRCC = 0.8760 ]
+INFO:root:Average loss=0.0658242318015068
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2397 | LCC = 0.8742 | SRCC = 0.8754 ]
+INFO:root:Average loss=0.06189421182259535
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2181 | LCC = 0.8781 | SRCC = 0.8765 ]
+INFO:root:Average loss=0.07097652673912354
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2635 | LCC = 0.8771 | SRCC = 0.8775 ]
+INFO:root:Average loss=0.05233701220594156
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2327 | LCC = 0.8745 | SRCC = 0.8728 ]
+INFO:root:Average loss=0.05363524432938833
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2020 | LCC = 0.8794 | SRCC = 0.8783 ]
+INFO:root:Average loss=0.07101499926871978
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2128 | LCC = 0.8805 | SRCC = 0.8792 ]
+INFO:root:Average loss=0.045623987793731384
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2037 | LCC = 0.8792 | SRCC = 0.8787 ]
+INFO:root:Average loss=0.05222110724888551
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2183 | LCC = 0.8772 | SRCC = 0.8766 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2233 | LCC = 0.8794 | SRCC = 0.8808 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer12/run3/config.gin b/results_bvcc/w2v2_xlsr_2b/layer12/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer12/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_xlsr_2b/layer12/run3/model.pt b/results_bvcc/w2v2_xlsr_2b/layer12/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..3d427ca782fa8fd60db2b6042f2c9b7a4fc28a06
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer12/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer12/run3/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer12/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..3f7fcedf294444f9428295cf37adcb315b42a538
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer12/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_2b/layer12/run3/train.log b/results_bvcc/w2v2_xlsr_2b/layer12/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..c659a9ac4a8288c24b6e21f664d44d9e8332cb86
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer12/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=0.43156678821796024
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3108 | LCC = 0.8303 | SRCC = 0.8310 ]
+INFO:root:Average loss=0.23430500867275092
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2717 | LCC = 0.8641 | SRCC = 0.8609 ]
+INFO:root:Average loss=0.21006518850723901
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2635 | LCC = 0.8747 | SRCC = 0.8721 ]
+INFO:root:Average loss=0.1908389096840834
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2261 | LCC = 0.8731 | SRCC = 0.8715 ]
+INFO:root:Average loss=0.17828318925622183
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2609 | LCC = 0.8783 | SRCC = 0.8775 ]
+INFO:root:Average loss=0.15988588906251466
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2351 | LCC = 0.8792 | SRCC = 0.8763 ]
+INFO:root:Average loss=0.15387011147462404
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2371 | LCC = 0.8828 | SRCC = 0.8804 ]
+INFO:root:Average loss=0.13895899449021387
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2675 | LCC = 0.8821 | SRCC = 0.8802 ]
+INFO:root:Average loss=0.13259739084885672
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2289 | LCC = 0.8830 | SRCC = 0.8814 ]
+INFO:root:Average loss=0.12703571411279532
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2465 | LCC = 0.8838 | SRCC = 0.8821 ]
+INFO:root:Average loss=0.12030806936896764
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2318 | LCC = 0.8821 | SRCC = 0.8800 ]
+INFO:root:Average loss=0.10440109670162201
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2146 | LCC = 0.8804 | SRCC = 0.8786 ]
+INFO:root:Average loss=0.10444070112246734
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2268 | LCC = 0.8822 | SRCC = 0.8812 ]
+INFO:root:Average loss=0.11258445374476604
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2220 | LCC = 0.8846 | SRCC = 0.8817 ]
+INFO:root:Average loss=0.10261656119464299
+INFO:root:
+[Valid][14][UTT][ MSE = 0.3218 | LCC = 0.8794 | SRCC = 0.8793 ]
+INFO:root:Average loss=0.08616507760225198
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2343 | LCC = 0.8791 | SRCC = 0.8769 ]
+INFO:root:Average loss=0.07955361448992522
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2279 | LCC = 0.8838 | SRCC = 0.8817 ]
+INFO:root:Average loss=0.08127777307079388
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2403 | LCC = 0.8816 | SRCC = 0.8801 ]
+INFO:root:Average loss=0.07089385891763064
+INFO:root:
+[Valid][18][UTT][ MSE = 0.1972 | LCC = 0.8807 | SRCC = 0.8790 ]
+INFO:root:Average loss=0.07044478415105587
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2020 | LCC = 0.8789 | SRCC = 0.8768 ]
+INFO:root:Average loss=0.07174976432743745
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2110 | LCC = 0.8777 | SRCC = 0.8750 ]
+INFO:root:Average loss=0.0607822310561553
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2356 | LCC = 0.8784 | SRCC = 0.8758 ]
+INFO:root:Average loss=0.06350577063858509
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2607 | LCC = 0.8807 | SRCC = 0.8803 ]
+INFO:root:Average loss=0.05678955264962637
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2348 | LCC = 0.8797 | SRCC = 0.8786 ]
+INFO:root:Average loss=0.055563706833009534
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2158 | LCC = 0.8799 | SRCC = 0.8795 ]
+INFO:root:Average loss=0.05030864075972484
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2616 | LCC = 0.8778 | SRCC = 0.8766 ]
+INFO:root:Average loss=0.047384170098946646
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2178 | LCC = 0.8801 | SRCC = 0.8777 ]
+INFO:root:Average loss=0.0466214097940769
+INFO:root:
+[Valid][27][UTT][ MSE = 0.3044 | LCC = 0.8786 | SRCC = 0.8785 ]
+INFO:root:Average loss=0.04733588436666208
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2567 | LCC = 0.8801 | SRCC = 0.8779 ]
+INFO:root:Average loss=0.041783724624950155
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2042 | LCC = 0.8801 | SRCC = 0.8774 ]
+INFO:root:Average loss=0.047782634098369345
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2453 | LCC = 0.8795 | SRCC = 0.8776 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2117 | LCC = 0.8797 | SRCC = 0.8792 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer12/run4/config.gin b/results_bvcc/w2v2_xlsr_2b/layer12/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer12/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_xlsr_2b/layer12/run4/model.pt b/results_bvcc/w2v2_xlsr_2b/layer12/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..9aa3381f1d2f886c6edcff98233fbd969e0ec489
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer12/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer12/run4/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer12/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..71f826f8e149fcf6d3f8f5fac54bd60ff5912a13
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer12/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_2b/layer12/run4/train.log b/results_bvcc/w2v2_xlsr_2b/layer12/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..857a2c0e651b0bafe2182e364febe8ee454aa60f
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer12/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.4664554781256578
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3491 | LCC = 0.8285 | SRCC = 0.8257 ]
+INFO:root:Average loss=0.26001651623310185
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2840 | LCC = 0.8549 | SRCC = 0.8523 ]
+INFO:root:Average loss=0.21473986273392653
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2759 | LCC = 0.8682 | SRCC = 0.8657 ]
+INFO:root:Average loss=0.20093868328974798
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2351 | LCC = 0.8753 | SRCC = 0.8733 ]
+INFO:root:Average loss=0.18512742259563544
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2126 | LCC = 0.8770 | SRCC = 0.8762 ]
+INFO:root:Average loss=0.1646320246733152
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2339 | LCC = 0.8754 | SRCC = 0.8736 ]
+INFO:root:Average loss=0.15797052885859442
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2276 | LCC = 0.8789 | SRCC = 0.8775 ]
+INFO:root:Average loss=0.14778514731770906
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2096 | LCC = 0.8753 | SRCC = 0.8750 ]
+INFO:root:Average loss=0.1335751271018615
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2295 | LCC = 0.8772 | SRCC = 0.8774 ]
+INFO:root:Average loss=0.13147269915311766
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2159 | LCC = 0.8732 | SRCC = 0.8727 ]
+INFO:root:Average loss=0.11992283967825082
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2200 | LCC = 0.8775 | SRCC = 0.8758 ]
+INFO:root:Average loss=0.11116728549584365
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2091 | LCC = 0.8788 | SRCC = 0.8792 ]
+INFO:root:Average loss=0.10866378123561542
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2422 | LCC = 0.8751 | SRCC = 0.8771 ]
+INFO:root:Average loss=0.10972583351226953
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2305 | LCC = 0.8771 | SRCC = 0.8772 ]
+INFO:root:Average loss=0.09699411637698993
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2401 | LCC = 0.8753 | SRCC = 0.8746 ]
+INFO:root:Average loss=0.08866893738890305
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2564 | LCC = 0.8734 | SRCC = 0.8738 ]
+INFO:root:Average loss=0.08385295521181363
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2498 | LCC = 0.8686 | SRCC = 0.8696 ]
+INFO:root:Average loss=0.08315856707019684
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2218 | LCC = 0.8709 | SRCC = 0.8692 ]
+INFO:root:Average loss=0.07830936480791141
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2243 | LCC = 0.8693 | SRCC = 0.8688 ]
+INFO:root:Average loss=0.07585702979793915
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2975 | LCC = 0.8701 | SRCC = 0.8704 ]
+INFO:root:Average loss=0.0705188060991275
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2116 | LCC = 0.8727 | SRCC = 0.8709 ]
+INFO:root:Average loss=0.0653565855553517
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2138 | LCC = 0.8724 | SRCC = 0.8712 ]
+INFO:root:Average loss=0.06596085629784144
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2198 | LCC = 0.8732 | SRCC = 0.8716 ]
+INFO:root:Average loss=0.06218505607774624
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2610 | LCC = 0.8671 | SRCC = 0.8666 ]
+INFO:root:Average loss=0.06488560832654819
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2741 | LCC = 0.8698 | SRCC = 0.8698 ]
+INFO:root:Average loss=0.05399155244231224
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2705 | LCC = 0.8709 | SRCC = 0.8708 ]
+INFO:root:Average loss=0.05650010236944908
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2137 | LCC = 0.8725 | SRCC = 0.8713 ]
+INFO:root:Average loss=0.049189735824863114
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2164 | LCC = 0.8742 | SRCC = 0.8730 ]
+INFO:root:Average loss=0.046858506921965346
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2250 | LCC = 0.8727 | SRCC = 0.8718 ]
+INFO:root:Average loss=0.049517799909107194
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2536 | LCC = 0.8721 | SRCC = 0.8721 ]
+INFO:root:Average loss=0.045546216293214224
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2212 | LCC = 0.8698 | SRCC = 0.8693 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2078 | LCC = 0.8791 | SRCC = 0.8796 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer14/run0/config.gin b/results_bvcc/w2v2_xlsr_2b/layer14/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer14/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_xlsr_2b/layer14/run0/model.pt b/results_bvcc/w2v2_xlsr_2b/layer14/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..65e8a5048964d0fd3566ccdbcf74a95ce3825bf0
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer14/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_2b/layer14/run0/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer14/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..df2c5152deb81183256af5e12073d4aed8ddb967
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer14/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_2b/layer14/run0/train.log b/results_bvcc/w2v2_xlsr_2b/layer14/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..ba2ec16a2587ce71363e14f4dde7c1a0f70ddace
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer14/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=0.46235652630909896
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3379 | LCC = 0.8279 | SRCC = 0.8263 ]
+INFO:root:Average loss=0.26007839731681043
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3094 | LCC = 0.8503 | SRCC = 0.8505 ]
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+INFO:root:
+[Valid][2][UTT][ MSE = 0.2357 | LCC = 0.8608 | SRCC = 0.8581 ]
+INFO:root:Average loss=0.21216229998912567
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2351 | LCC = 0.8685 | SRCC = 0.8654 ]
+INFO:root:Average loss=0.1890016584060131
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2200 | LCC = 0.8739 | SRCC = 0.8712 ]
+INFO:root:Average loss=0.1771827100370175
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2457 | LCC = 0.8759 | SRCC = 0.8735 ]
+INFO:root:Average loss=0.16966032962768507
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2382 | LCC = 0.8758 | SRCC = 0.8738 ]
+INFO:root:Average loss=0.16407154815701339
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2398 | LCC = 0.8778 | SRCC = 0.8749 ]
+INFO:root:Average loss=0.15050522438608682
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3311 | LCC = 0.8759 | SRCC = 0.8761 ]
+INFO:root:Average loss=0.1423229335401303
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2069 | LCC = 0.8799 | SRCC = 0.8772 ]
+INFO:root:Average loss=0.14176424592733383
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2571 | LCC = 0.8776 | SRCC = 0.8770 ]
+INFO:root:Average loss=0.1404125211903682
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3058 | LCC = 0.8684 | SRCC = 0.8726 ]
+INFO:root:Average loss=0.13742538274098665
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2116 | LCC = 0.8792 | SRCC = 0.8778 ]
+INFO:root:Average loss=0.10854371407857308
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2148 | LCC = 0.8797 | SRCC = 0.8773 ]
+INFO:root:Average loss=0.11102408877550027
+INFO:root:
+[Valid][14][UTT][ MSE = 0.1946 | LCC = 0.8773 | SRCC = 0.8764 ]
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+INFO:root:
+[Valid][15][UTT][ MSE = 0.2410 | LCC = 0.8716 | SRCC = 0.8716 ]
+INFO:root:Average loss=0.10086004861081257
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2078 | LCC = 0.8779 | SRCC = 0.8771 ]
+INFO:root:Average loss=0.09120266273235664
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2015 | LCC = 0.8774 | SRCC = 0.8767 ]
+INFO:root:Average loss=0.09189905952184628
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2773 | LCC = 0.8720 | SRCC = 0.8733 ]
+INFO:root:Average loss=0.07947151267375702
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2159 | LCC = 0.8742 | SRCC = 0.8723 ]
+INFO:root:Average loss=0.07399613816195573
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2124 | LCC = 0.8722 | SRCC = 0.8704 ]
+INFO:root:Average loss=0.06950350569035763
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2330 | LCC = 0.8731 | SRCC = 0.8720 ]
+INFO:root:Average loss=0.0770727119480188
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2234 | LCC = 0.8752 | SRCC = 0.8736 ]
+INFO:root:Average loss=0.06465592899192603
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2012 | LCC = 0.8770 | SRCC = 0.8756 ]
+INFO:root:Average loss=0.07269271444051693
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2075 | LCC = 0.8747 | SRCC = 0.8735 ]
+INFO:root:Average loss=0.07684177704728566
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2026 | LCC = 0.8750 | SRCC = 0.8739 ]
+INFO:root:Average loss=0.06299571879208088
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2053 | LCC = 0.8755 | SRCC = 0.8740 ]
+INFO:root:Average loss=0.05550577758978575
+INFO:root:
+[Valid][27][UTT][ MSE = 0.1981 | LCC = 0.8765 | SRCC = 0.8752 ]
+INFO:root:Average loss=0.06425617439433551
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2164 | LCC = 0.8761 | SRCC = 0.8744 ]
+INFO:root:Average loss=0.051537335969698735
+INFO:root:
+[Valid][29][UTT][ MSE = 0.1966 | LCC = 0.8757 | SRCC = 0.8744 ]
+INFO:root:Average loss=0.05089547026615877
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2070 | LCC = 0.8748 | SRCC = 0.8732 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2230 | LCC = 0.8754 | SRCC = 0.8738 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer14/run1/config.gin b/results_bvcc/w2v2_xlsr_2b/layer14/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer14/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_xlsr_2b/layer14/run1/model.pt b/results_bvcc/w2v2_xlsr_2b/layer14/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4366eabd9a52e9d02cae6ecd278c8b1946f04e35
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer14/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer14/run1/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer14/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..fbbffccdaaeb3905b97a93f693459c6efd4fc929
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer14/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e9e7e3777e060387c83a411cdb217e2fc3015c758b8a79367fa71f7cd0bdf88c
+size 5698822
diff --git a/results_bvcc/w2v2_xlsr_2b/layer14/run1/train.log b/results_bvcc/w2v2_xlsr_2b/layer14/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..42030049fd27fcbfa76c7c1617ee18bbb98e1314
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer14/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=0.40621830694950545
+INFO:root:
+[Valid][0][UTT][ MSE = 0.2996 | LCC = 0.8290 | SRCC = 0.8273 ]
+INFO:root:Average loss=0.23994889301367295
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2558 | LCC = 0.8547 | SRCC = 0.8509 ]
+INFO:root:Average loss=0.2242181815015964
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2373 | LCC = 0.8667 | SRCC = 0.8648 ]
+INFO:root:Average loss=0.2250019730283664
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2881 | LCC = 0.8632 | SRCC = 0.8648 ]
+INFO:root:Average loss=0.20431755530910614
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2670 | LCC = 0.8758 | SRCC = 0.8737 ]
+INFO:root:Average loss=0.17944061517333373
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2232 | LCC = 0.8805 | SRCC = 0.8790 ]
+INFO:root:Average loss=0.15767479582856864
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2476 | LCC = 0.8786 | SRCC = 0.8763 ]
+INFO:root:Average loss=0.16042695395075357
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2983 | LCC = 0.8705 | SRCC = 0.8720 ]
+INFO:root:Average loss=0.1832956729026941
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2409 | LCC = 0.8781 | SRCC = 0.8793 ]
+INFO:root:Average loss=0.13988913108523077
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2090 | LCC = 0.8808 | SRCC = 0.8795 ]
+INFO:root:Average loss=0.13800819877248544
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2259 | LCC = 0.8811 | SRCC = 0.8787 ]
+INFO:root:Average loss=0.1251586988950387
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2457 | LCC = 0.8833 | SRCC = 0.8832 ]
+INFO:root:Average loss=0.11543165682218014
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2244 | LCC = 0.8784 | SRCC = 0.8768 ]
+INFO:root:Average loss=0.11292067437599866
+INFO:root:
+[Valid][13][UTT][ MSE = 0.1962 | LCC = 0.8824 | SRCC = 0.8815 ]
+INFO:root:Average loss=0.11203092322326623
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2005 | LCC = 0.8810 | SRCC = 0.8801 ]
+INFO:root:Average loss=0.10113511358698209
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2244 | LCC = 0.8777 | SRCC = 0.8765 ]
+INFO:root:Average loss=0.0912856276696309
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2469 | LCC = 0.8768 | SRCC = 0.8777 ]
+INFO:root:Average loss=0.09217212291864249
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2210 | LCC = 0.8778 | SRCC = 0.8771 ]
+INFO:root:Average loss=0.10643389859260657
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2573 | LCC = 0.8770 | SRCC = 0.8794 ]
+INFO:root:Average loss=0.08151232346128194
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2214 | LCC = 0.8754 | SRCC = 0.8749 ]
+INFO:root:Average loss=0.07622490899685101
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2384 | LCC = 0.8761 | SRCC = 0.8762 ]
+INFO:root:Average loss=0.06848912452084896
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2059 | LCC = 0.8751 | SRCC = 0.8741 ]
+INFO:root:Average loss=0.07598609367433266
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2082 | LCC = 0.8778 | SRCC = 0.8768 ]
+INFO:root:Average loss=0.06520404532933846
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2312 | LCC = 0.8730 | SRCC = 0.8724 ]
+INFO:root:Average loss=0.06867640393857773
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2175 | LCC = 0.8758 | SRCC = 0.8753 ]
+INFO:root:Average loss=0.060851456048205875
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2259 | LCC = 0.8754 | SRCC = 0.8739 ]
+INFO:root:Average loss=0.05950840858694834
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2047 | LCC = 0.8783 | SRCC = 0.8768 ]
+INFO:root:Average loss=0.05599840152531098
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2115 | LCC = 0.8753 | SRCC = 0.8734 ]
+INFO:root:Average loss=0.060986595849196114
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2184 | LCC = 0.8724 | SRCC = 0.8697 ]
+INFO:root:Average loss=0.052905420533930644
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2363 | LCC = 0.8728 | SRCC = 0.8709 ]
+INFO:root:Average loss=0.053243990533818036
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2145 | LCC = 0.8739 | SRCC = 0.8713 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2913 | LCC = 0.8742 | SRCC = 0.8771 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer14/run2/config.gin b/results_bvcc/w2v2_xlsr_2b/layer14/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer14/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_xlsr_2b/layer14/run2/model.pt b/results_bvcc/w2v2_xlsr_2b/layer14/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..f7243c759b5ed05d42f3520c6ab3145a6b526e03
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer14/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer14/run2/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer14/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..70a45b933da48efcd689cbde33137c04cc24f71f
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer14/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_xlsr_2b/layer14/run2/train.log b/results_bvcc/w2v2_xlsr_2b/layer14/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..9892d4a96436301356fc5334bd9f43d6d71014db
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer14/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=0.4731553758566196
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3367 | LCC = 0.8234 | SRCC = 0.8230 ]
+INFO:root:Average loss=0.29625049500893325
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2989 | LCC = 0.8453 | SRCC = 0.8466 ]
+INFO:root:Average loss=0.2475695115251419
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2459 | LCC = 0.8658 | SRCC = 0.8639 ]
+INFO:root:Average loss=0.20992264571862343
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2735 | LCC = 0.8690 | SRCC = 0.8666 ]
+INFO:root:Average loss=0.1852072307314628
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2347 | LCC = 0.8793 | SRCC = 0.8778 ]
+INFO:root:Average loss=0.17948352297147116
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2691 | LCC = 0.8785 | SRCC = 0.8776 ]
+INFO:root:Average loss=0.16851095024209756
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2590 | LCC = 0.8815 | SRCC = 0.8820 ]
+INFO:root:Average loss=0.1599351106545864
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2303 | LCC = 0.8836 | SRCC = 0.8827 ]
+INFO:root:Average loss=0.15082547890070158
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2292 | LCC = 0.8812 | SRCC = 0.8799 ]
+INFO:root:Average loss=0.14702455059458047
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2191 | LCC = 0.8810 | SRCC = 0.8835 ]
+INFO:root:Average loss=0.12739418752682516
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2647 | LCC = 0.8772 | SRCC = 0.8795 ]
+INFO:root:Average loss=0.13288130353276545
+INFO:root:
+[Valid][11][UTT][ MSE = 0.1993 | LCC = 0.8834 | SRCC = 0.8832 ]
+INFO:root:Average loss=0.12338033318519592
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2195 | LCC = 0.8840 | SRCC = 0.8846 ]
+INFO:root:Average loss=0.10739428836565751
+INFO:root:
+[Valid][13][UTT][ MSE = 0.1851 | LCC = 0.8841 | SRCC = 0.8835 ]
+INFO:root:Average loss=0.10292823622241998
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2054 | LCC = 0.8772 | SRCC = 0.8763 ]
+INFO:root:Average loss=0.09849791849652927
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2210 | LCC = 0.8785 | SRCC = 0.8772 ]
+INFO:root:Average loss=0.10227450995873182
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+[Valid][16][UTT][ MSE = 0.2233 | LCC = 0.8799 | SRCC = 0.8798 ]
+INFO:root:Average loss=0.09438487409781186
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2059 | LCC = 0.8815 | SRCC = 0.8807 ]
+INFO:root:Average loss=0.09020100218745378
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2039 | LCC = 0.8804 | SRCC = 0.8796 ]
+INFO:root:Average loss=0.09758634048585708
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2273 | LCC = 0.8818 | SRCC = 0.8819 ]
+INFO:root:Average loss=0.08908666928227131
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2154 | LCC = 0.8754 | SRCC = 0.8747 ]
+INFO:root:Average loss=0.07940719314874747
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2163 | LCC = 0.8804 | SRCC = 0.8809 ]
+INFO:root:Average loss=0.06949561619414733
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2253 | LCC = 0.8776 | SRCC = 0.8774 ]
+INFO:root:Average loss=0.0808035478186913
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2022 | LCC = 0.8782 | SRCC = 0.8787 ]
+INFO:root:Average loss=0.06823292068946056
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2062 | LCC = 0.8781 | SRCC = 0.8784 ]
+INFO:root:Average loss=0.06392696485496484
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2306 | LCC = 0.8780 | SRCC = 0.8798 ]
+INFO:root:Average loss=0.057347449545676894
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2149 | LCC = 0.8752 | SRCC = 0.8760 ]
+INFO:root:Average loss=0.05440656358423906
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2137 | LCC = 0.8763 | SRCC = 0.8770 ]
+INFO:root:Average loss=0.0734927261678072
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2647 | LCC = 0.8760 | SRCC = 0.8785 ]
+INFO:root:Average loss=0.06488132909035836
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2133 | LCC = 0.8770 | SRCC = 0.8776 ]
+INFO:root:Average loss=0.061589160934090614
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2113 | LCC = 0.8789 | SRCC = 0.8790 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2079 | LCC = 0.8703 | SRCC = 0.8712 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer14/run3/config.gin b/results_bvcc/w2v2_xlsr_2b/layer14/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer14/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_xlsr_2b/layer14/run3/model.pt b/results_bvcc/w2v2_xlsr_2b/layer14/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..13f34937f006b26109979225de978822888e6180
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer14/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_2b/layer14/run3/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer14/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..a06794b8ca2588aabfada7e51914f3475f126896
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer14/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_2b/layer14/run3/train.log b/results_bvcc/w2v2_xlsr_2b/layer14/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..92e694880c170f35f88522daa9ad115c6d10eca3
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer14/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=0.4865771616116548
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3083 | LCC = 0.8226 | SRCC = 0.8255 ]
+INFO:root:Average loss=0.259862414537332
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3225 | LCC = 0.8549 | SRCC = 0.8571 ]
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+INFO:root:
+[Valid][2][UTT][ MSE = 0.3017 | LCC = 0.8658 | SRCC = 0.8677 ]
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+INFO:root:
+[Valid][3][UTT][ MSE = 0.2242 | LCC = 0.8746 | SRCC = 0.8730 ]
+INFO:root:Average loss=0.19211448709934187
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2394 | LCC = 0.8811 | SRCC = 0.8809 ]
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+INFO:root:
+[Valid][5][UTT][ MSE = 0.2667 | LCC = 0.8791 | SRCC = 0.8813 ]
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+INFO:root:
+[Valid][6][UTT][ MSE = 0.2269 | LCC = 0.8803 | SRCC = 0.8809 ]
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+INFO:root:
+[Valid][7][UTT][ MSE = 0.2013 | LCC = 0.8846 | SRCC = 0.8835 ]
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+INFO:root:
+[Valid][8][UTT][ MSE = 0.2331 | LCC = 0.8799 | SRCC = 0.8819 ]
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+INFO:root:
+[Valid][9][UTT][ MSE = 0.2082 | LCC = 0.8808 | SRCC = 0.8793 ]
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+INFO:root:
+[Valid][10][UTT][ MSE = 0.1951 | LCC = 0.8869 | SRCC = 0.8850 ]
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+INFO:root:
+[Valid][11][UTT][ MSE = 0.2057 | LCC = 0.8829 | SRCC = 0.8822 ]
+INFO:root:Average loss=0.10953541606282577
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2255 | LCC = 0.8775 | SRCC = 0.8771 ]
+INFO:root:Average loss=0.10399132422529735
+INFO:root:
+[Valid][13][UTT][ MSE = 0.1959 | LCC = 0.8810 | SRCC = 0.8809 ]
+INFO:root:Average loss=0.12981907192331094
+INFO:root:
+[Valid][14][UTT][ MSE = 0.1916 | LCC = 0.8844 | SRCC = 0.8841 ]
+INFO:root:Average loss=0.10009344781820591
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2004 | LCC = 0.8804 | SRCC = 0.8798 ]
+INFO:root:Average loss=0.08288471309993511
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2014 | LCC = 0.8785 | SRCC = 0.8771 ]
+INFO:root:Average loss=0.08344581455756457
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2382 | LCC = 0.8746 | SRCC = 0.8750 ]
+INFO:root:Average loss=0.09606907043892604
+INFO:root:
+[Valid][18][UTT][ MSE = 0.1948 | LCC = 0.8828 | SRCC = 0.8827 ]
+INFO:root:Average loss=0.07523325080863941
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2061 | LCC = 0.8798 | SRCC = 0.8787 ]
+INFO:root:Average loss=0.0751340217792835
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2117 | LCC = 0.8769 | SRCC = 0.8757 ]
+INFO:root:Average loss=0.07960148165241265
+INFO:root:
+[Valid][21][UTT][ MSE = 0.1962 | LCC = 0.8813 | SRCC = 0.8800 ]
+INFO:root:Average loss=0.06726603205196369
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2167 | LCC = 0.8807 | SRCC = 0.8796 ]
+INFO:root:Average loss=0.06571437041155803
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2211 | LCC = 0.8759 | SRCC = 0.8765 ]
+INFO:root:Average loss=0.07249143848625514
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2031 | LCC = 0.8800 | SRCC = 0.8784 ]
+INFO:root:Average loss=0.057753919647672236
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2093 | LCC = 0.8778 | SRCC = 0.8776 ]
+INFO:root:Average loss=0.05622677013086967
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2000 | LCC = 0.8782 | SRCC = 0.8773 ]
+INFO:root:Average loss=0.05827465438498901
+INFO:root:
+[Valid][27][UTT][ MSE = 0.1954 | LCC = 0.8802 | SRCC = 0.8791 ]
+INFO:root:Average loss=0.05466863369712463
+INFO:root:
+[Valid][28][UTT][ MSE = 0.1954 | LCC = 0.8815 | SRCC = 0.8808 ]
+INFO:root:Average loss=0.05847556423395872
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2200 | LCC = 0.8813 | SRCC = 0.8806 ]
+INFO:root:Average loss=0.04518901236737386
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2032 | LCC = 0.8804 | SRCC = 0.8797 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2219 | LCC = 0.8765 | SRCC = 0.8790 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer14/run4/config.gin b/results_bvcc/w2v2_xlsr_2b/layer14/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer14/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_xlsr_2b/layer14/run4/model.pt b/results_bvcc/w2v2_xlsr_2b/layer14/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..5edf2df1344fc9dd9f1221743e923d4d06fc4aa0
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer14/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:431165cd54c6f6446fae57ce831cced1926ef34efacb5462254ce90cca50e0f0
+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer14/run4/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer14/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..7ce361498fa1b0b2509572500f80ac11e7bfe85f
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer14/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bf2950bfb4c0c938a1bb4d41089b3917e755b274cce0f3aa2db598a8b71108ea
+size 5698822
diff --git a/results_bvcc/w2v2_xlsr_2b/layer14/run4/train.log b/results_bvcc/w2v2_xlsr_2b/layer14/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..08a8d84f03820cf141122cb1813881272ede15da
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer14/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.5619830135733653
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3144 | LCC = 0.8230 | SRCC = 0.8220 ]
+INFO:root:Average loss=0.25970335113696563
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2899 | LCC = 0.8579 | SRCC = 0.8556 ]
+INFO:root:Average loss=0.22546974435830727
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2546 | LCC = 0.8697 | SRCC = 0.8660 ]
+INFO:root:Average loss=0.19941812123243624
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2702 | LCC = 0.8728 | SRCC = 0.8719 ]
+INFO:root:Average loss=0.19752275829131788
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2264 | LCC = 0.8785 | SRCC = 0.8755 ]
+INFO:root:Average loss=0.17314338836914453
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2436 | LCC = 0.8775 | SRCC = 0.8750 ]
+INFO:root:Average loss=0.15835290239789548
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2306 | LCC = 0.8850 | SRCC = 0.8829 ]
+INFO:root:Average loss=0.1782578006386757
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2330 | LCC = 0.8808 | SRCC = 0.8794 ]
+INFO:root:Average loss=0.149150599558384
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2210 | LCC = 0.8822 | SRCC = 0.8800 ]
+INFO:root:Average loss=0.1458285469084214
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2269 | LCC = 0.8806 | SRCC = 0.8782 ]
+INFO:root:Average loss=0.13449800463441092
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2385 | LCC = 0.8778 | SRCC = 0.8757 ]
+INFO:root:Average loss=0.11885011778810085
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2205 | LCC = 0.8799 | SRCC = 0.8782 ]
+INFO:root:Average loss=0.12046417316947228
+INFO:root:
+[Valid][12][UTT][ MSE = 0.1989 | LCC = 0.8812 | SRCC = 0.8795 ]
+INFO:root:Average loss=0.11875363496633676
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2103 | LCC = 0.8845 | SRCC = 0.8838 ]
+INFO:root:Average loss=0.10183981901560074
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2127 | LCC = 0.8807 | SRCC = 0.8789 ]
+INFO:root:Average loss=0.09854312011828789
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2117 | LCC = 0.8830 | SRCC = 0.8816 ]
+INFO:root:Average loss=0.0943183309565752
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2042 | LCC = 0.8827 | SRCC = 0.8818 ]
+INFO:root:Average loss=0.0892571735745057
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2266 | LCC = 0.8810 | SRCC = 0.8801 ]
+INFO:root:Average loss=0.09720326673526031
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2103 | LCC = 0.8845 | SRCC = 0.8829 ]
+INFO:root:Average loss=0.08116576624795413
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2344 | LCC = 0.8773 | SRCC = 0.8753 ]
+INFO:root:Average loss=0.07546636032370421
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2011 | LCC = 0.8815 | SRCC = 0.8800 ]
+INFO:root:Average loss=0.0785323666074337
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2413 | LCC = 0.8773 | SRCC = 0.8770 ]
+INFO:root:Average loss=0.07924020524399403
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2161 | LCC = 0.8780 | SRCC = 0.8769 ]
+INFO:root:Average loss=0.07658270942286038
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2291 | LCC = 0.8773 | SRCC = 0.8753 ]
+INFO:root:Average loss=0.06870605935079929
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2093 | LCC = 0.8786 | SRCC = 0.8770 ]
+INFO:root:Average loss=0.059982312843203545
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2073 | LCC = 0.8787 | SRCC = 0.8778 ]
+INFO:root:Average loss=0.06481636200959866
+INFO:root:
+[Valid][26][UTT][ MSE = 0.3078 | LCC = 0.8723 | SRCC = 0.8744 ]
+INFO:root:Average loss=0.06636847154452251
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2040 | LCC = 0.8794 | SRCC = 0.8782 ]
+INFO:root:Average loss=0.0617971979559232
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2093 | LCC = 0.8790 | SRCC = 0.8773 ]
+INFO:root:Average loss=0.05473163621261334
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2024 | LCC = 0.8775 | SRCC = 0.8755 ]
+INFO:root:Average loss=0.053709461043278374
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2220 | LCC = 0.8770 | SRCC = 0.8769 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2410 | LCC = 0.8796 | SRCC = 0.8789 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer16/run0/config.gin b/results_bvcc/w2v2_xlsr_2b/layer16/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer16/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_xlsr_2b/layer16/run0/model.pt b/results_bvcc/w2v2_xlsr_2b/layer16/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..fad5ee5628947ca2df1e8fbce21ac2660cf961cd
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer16/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:59275e6e3792bdb5d32e3758e921e4ed47c9a34204fae525d78b89e3189acb07
+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer16/run0/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer16/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..08c7fafc769490d463ce07436d7ec17fdda101f9
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer16/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:90fbdae08b6ccc17e18b3bc5042910864434a50696a50825c6112eefd2b9c317
+size 5698758
diff --git a/results_bvcc/w2v2_xlsr_2b/layer16/run0/train.log b/results_bvcc/w2v2_xlsr_2b/layer16/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..714a98b6d6e4f6998594d501c06fe48375657994
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer16/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=0.4847409656414619
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3397 | LCC = 0.8071 | SRCC = 0.8100 ]
+INFO:root:Average loss=0.27709911381587005
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3069 | LCC = 0.8488 | SRCC = 0.8462 ]
+INFO:root:Average loss=0.23888322577262536
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2505 | LCC = 0.8535 | SRCC = 0.8501 ]
+INFO:root:Average loss=0.2120110041055924
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2419 | LCC = 0.8624 | SRCC = 0.8593 ]
+INFO:root:Average loss=0.21514845696779397
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2368 | LCC = 0.8672 | SRCC = 0.8664 ]
+INFO:root:Average loss=0.19557352354511237
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2763 | LCC = 0.8655 | SRCC = 0.8620 ]
+INFO:root:Average loss=0.17853575161634347
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2240 | LCC = 0.8721 | SRCC = 0.8700 ]
+INFO:root:Average loss=0.17583659979013297
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2464 | LCC = 0.8689 | SRCC = 0.8664 ]
+INFO:root:Average loss=0.15773490959635147
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2183 | LCC = 0.8765 | SRCC = 0.8742 ]
+INFO:root:Average loss=0.15519838847028902
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2727 | LCC = 0.8693 | SRCC = 0.8707 ]
+INFO:root:Average loss=0.14471487519450676
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2472 | LCC = 0.8755 | SRCC = 0.8760 ]
+INFO:root:Average loss=0.13808323519352156
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2254 | LCC = 0.8760 | SRCC = 0.8751 ]
+INFO:root:Average loss=0.12163561353316674
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2526 | LCC = 0.8702 | SRCC = 0.8674 ]
+INFO:root:Average loss=0.12198232687436618
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2267 | LCC = 0.8736 | SRCC = 0.8702 ]
+INFO:root:Average loss=0.12374153150579868
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2547 | LCC = 0.8772 | SRCC = 0.8770 ]
+INFO:root:Average loss=0.11764376839766136
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2429 | LCC = 0.8742 | SRCC = 0.8728 ]
+INFO:root:Average loss=0.10829811199353291
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2220 | LCC = 0.8761 | SRCC = 0.8754 ]
+INFO:root:Average loss=0.09930680625331707
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2385 | LCC = 0.8715 | SRCC = 0.8697 ]
+INFO:root:Average loss=0.09621886593791154
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2164 | LCC = 0.8722 | SRCC = 0.8714 ]
+INFO:root:Average loss=0.10007415597255413
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2400 | LCC = 0.8717 | SRCC = 0.8709 ]
+INFO:root:Average loss=0.10190056445888984
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2204 | LCC = 0.8689 | SRCC = 0.8677 ]
+INFO:root:Average loss=0.08406030052365401
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2194 | LCC = 0.8732 | SRCC = 0.8704 ]
+INFO:root:Average loss=0.08480632988115151
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2140 | LCC = 0.8728 | SRCC = 0.8697 ]
+INFO:root:Average loss=0.08693273642506355
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2146 | LCC = 0.8713 | SRCC = 0.8693 ]
+INFO:root:Average loss=0.07695761810128506
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2124 | LCC = 0.8707 | SRCC = 0.8677 ]
+INFO:root:Average loss=0.08123832019284749
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2414 | LCC = 0.8682 | SRCC = 0.8663 ]
+INFO:root:Average loss=0.07524917866939153
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2276 | LCC = 0.8721 | SRCC = 0.8704 ]
+INFO:root:Average loss=0.06848778709387168
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2137 | LCC = 0.8706 | SRCC = 0.8684 ]
+INFO:root:Average loss=0.06237215883074663
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2224 | LCC = 0.8708 | SRCC = 0.8682 ]
+INFO:root:Average loss=0.07271193908766294
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2334 | LCC = 0.8715 | SRCC = 0.8692 ]
+INFO:root:Average loss=0.06762774976400229
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2185 | LCC = 0.8668 | SRCC = 0.8628 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2194 | LCC = 0.8785 | SRCC = 0.8771 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer16/run1/config.gin b/results_bvcc/w2v2_xlsr_2b/layer16/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer16/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_xlsr_2b/layer16/run1/model.pt b/results_bvcc/w2v2_xlsr_2b/layer16/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..5ed9c269ae7d22dd7ba232310879768ce43b5ab3
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer16/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_2b/layer16/run1/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer16/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..12af6bd60307166d84517d1a13aad5bc828744ca
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer16/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_xlsr_2b/layer16/run1/train.log b/results_bvcc/w2v2_xlsr_2b/layer16/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..023ab65778d8cd6852f279368bcf19d7010e2282
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer16/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=0.4323033145987071
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3253 | LCC = 0.8229 | SRCC = 0.8201 ]
+INFO:root:Average loss=0.27429944773515064
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2589 | LCC = 0.8517 | SRCC = 0.8475 ]
+INFO:root:Average loss=0.23159387134588683
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2588 | LCC = 0.8625 | SRCC = 0.8580 ]
+INFO:root:Average loss=0.20665825788791364
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2544 | LCC = 0.8669 | SRCC = 0.8641 ]
+INFO:root:Average loss=0.2096558356514344
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2475 | LCC = 0.8707 | SRCC = 0.8661 ]
+INFO:root:Average loss=0.19201434059784964
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2588 | LCC = 0.8685 | SRCC = 0.8671 ]
+INFO:root:Average loss=0.19162335027104768
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2315 | LCC = 0.8720 | SRCC = 0.8700 ]
+INFO:root:Average loss=0.17502438468046677
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2849 | LCC = 0.8706 | SRCC = 0.8718 ]
+INFO:root:Average loss=0.16002790562999555
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2206 | LCC = 0.8747 | SRCC = 0.8729 ]
+INFO:root:Average loss=0.15213152174002084
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2589 | LCC = 0.8759 | SRCC = 0.8732 ]
+INFO:root:Average loss=0.13896647955362612
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2082 | LCC = 0.8792 | SRCC = 0.8764 ]
+INFO:root:Average loss=0.14371850475286826
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2164 | LCC = 0.8760 | SRCC = 0.8736 ]
+INFO:root:Average loss=0.12603366155272874
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2024 | LCC = 0.8761 | SRCC = 0.8743 ]
+INFO:root:Average loss=0.13402245346552286
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2150 | LCC = 0.8750 | SRCC = 0.8729 ]
+INFO:root:Average loss=0.11531052537835561
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2237 | LCC = 0.8771 | SRCC = 0.8737 ]
+INFO:root:Average loss=0.11930206007300279
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2069 | LCC = 0.8775 | SRCC = 0.8758 ]
+INFO:root:Average loss=0.10710635867256385
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2163 | LCC = 0.8716 | SRCC = 0.8690 ]
+INFO:root:Average loss=0.09921467433182093
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2119 | LCC = 0.8725 | SRCC = 0.8705 ]
+INFO:root:Average loss=0.09221526139821762
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2284 | LCC = 0.8717 | SRCC = 0.8704 ]
+INFO:root:Average loss=0.09177286655474932
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2234 | LCC = 0.8707 | SRCC = 0.8683 ]
+INFO:root:Average loss=0.10054495959327771
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2433 | LCC = 0.8673 | SRCC = 0.8677 ]
+INFO:root:Average loss=0.08160357874555466
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2184 | LCC = 0.8715 | SRCC = 0.8697 ]
+INFO:root:Average loss=0.07952319262310481
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2479 | LCC = 0.8688 | SRCC = 0.8679 ]
+INFO:root:Average loss=0.07733998084679627
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2740 | LCC = 0.8632 | SRCC = 0.8635 ]
+INFO:root:Average loss=0.07635457274050285
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2126 | LCC = 0.8693 | SRCC = 0.8681 ]
+INFO:root:Average loss=0.06625810872094753
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2110 | LCC = 0.8698 | SRCC = 0.8676 ]
+INFO:root:Average loss=0.06791462004184723
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2251 | LCC = 0.8699 | SRCC = 0.8684 ]
+INFO:root:Average loss=0.07004214890110187
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2131 | LCC = 0.8710 | SRCC = 0.8694 ]
+INFO:root:Average loss=0.06210358159091228
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2499 | LCC = 0.8662 | SRCC = 0.8653 ]
+INFO:root:Average loss=0.06468138284981251
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2452 | LCC = 0.8642 | SRCC = 0.8634 ]
+INFO:root:Average loss=0.069048775646549
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2376 | LCC = 0.8714 | SRCC = 0.8717 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2385 | LCC = 0.8751 | SRCC = 0.8748 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer16/run2/config.gin b/results_bvcc/w2v2_xlsr_2b/layer16/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer16/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_xlsr_2b/layer16/run2/model.pt b/results_bvcc/w2v2_xlsr_2b/layer16/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..0ad3295009bf4325633043f480963d4d660ce44e
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer16/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:56514b14ab1c9429894a730fc2e06cd60157dedc69fdb4235389712884c4a21a
+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer16/run2/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer16/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..8dc716d9bf21d96ce5240b393dd3fe991342fdce
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer16/run2/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9dcc0175d77a45ca2ab70129546cdbff5a438f01e092796b63fa766a2df656cf
+size 5698822
diff --git a/results_bvcc/w2v2_xlsr_2b/layer16/run2/train.log b/results_bvcc/w2v2_xlsr_2b/layer16/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..d02b2e094479e111eac92cc8d63322024921e84f
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer16/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=0.45052344103654224
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3150 | LCC = 0.8160 | SRCC = 0.8141 ]
+INFO:root:Average loss=0.2606841293282998
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2966 | LCC = 0.8511 | SRCC = 0.8487 ]
+INFO:root:Average loss=0.23705242650631148
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2538 | LCC = 0.8650 | SRCC = 0.8612 ]
+INFO:root:Average loss=0.24802710593510896
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2475 | LCC = 0.8701 | SRCC = 0.8666 ]
+INFO:root:Average loss=0.20514922961592674
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2352 | LCC = 0.8698 | SRCC = 0.8672 ]
+INFO:root:Average loss=0.18365463585807726
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2367 | LCC = 0.8702 | SRCC = 0.8672 ]
+INFO:root:Average loss=0.17956357048108026
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2226 | LCC = 0.8720 | SRCC = 0.8698 ]
+INFO:root:Average loss=0.1830136629824455
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2397 | LCC = 0.8765 | SRCC = 0.8743 ]
+INFO:root:Average loss=0.16202619375708777
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2510 | LCC = 0.8742 | SRCC = 0.8726 ]
+INFO:root:Average loss=0.1482426015039285
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2643 | LCC = 0.8730 | SRCC = 0.8769 ]
+INFO:root:Average loss=0.16007377140415022
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2143 | LCC = 0.8805 | SRCC = 0.8792 ]
+INFO:root:Average loss=0.13399102901801085
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2131 | LCC = 0.8790 | SRCC = 0.8774 ]
+INFO:root:Average loss=0.1239864591222543
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2419 | LCC = 0.8769 | SRCC = 0.8775 ]
+INFO:root:Average loss=0.12563644664791915
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2300 | LCC = 0.8738 | SRCC = 0.8728 ]
+INFO:root:Average loss=0.11692184501160414
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2264 | LCC = 0.8735 | SRCC = 0.8715 ]
+INFO:root:Average loss=0.10280451025718297
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2188 | LCC = 0.8720 | SRCC = 0.8695 ]
+INFO:root:Average loss=0.10907056345007358
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2102 | LCC = 0.8755 | SRCC = 0.8745 ]
+INFO:root:Average loss=0.10706843325916009
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2211 | LCC = 0.8762 | SRCC = 0.8755 ]
+INFO:root:Average loss=0.10168757318304135
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2249 | LCC = 0.8773 | SRCC = 0.8763 ]
+INFO:root:Average loss=0.0891918852352179
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2293 | LCC = 0.8741 | SRCC = 0.8742 ]
+INFO:root:Average loss=0.1008523103231803
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2531 | LCC = 0.8719 | SRCC = 0.8719 ]
+INFO:root:Average loss=0.08662729485867879
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2245 | LCC = 0.8755 | SRCC = 0.8770 ]
+INFO:root:Average loss=0.08544485968274948
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2206 | LCC = 0.8751 | SRCC = 0.8758 ]
+INFO:root:Average loss=0.07198659091805801
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2078 | LCC = 0.8780 | SRCC = 0.8775 ]
+INFO:root:Average loss=0.07811182431685619
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2440 | LCC = 0.8725 | SRCC = 0.8716 ]
+INFO:root:Average loss=0.09751638473990636
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2048 | LCC = 0.8768 | SRCC = 0.8761 ]
+INFO:root:Average loss=0.07155703686368771
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2158 | LCC = 0.8746 | SRCC = 0.8733 ]
+INFO:root:Average loss=0.06962209825332348
+INFO:root:
+[Valid][27][UTT][ MSE = 0.1984 | LCC = 0.8805 | SRCC = 0.8792 ]
+INFO:root:Average loss=0.06332746114677344
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2107 | LCC = 0.8773 | SRCC = 0.8773 ]
+INFO:root:Average loss=0.0578007149295165
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2170 | LCC = 0.8724 | SRCC = 0.8704 ]
+INFO:root:Average loss=0.05412346611802395
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2197 | LCC = 0.8769 | SRCC = 0.8763 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2155 | LCC = 0.8675 | SRCC = 0.8665 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer16/run3/config.gin b/results_bvcc/w2v2_xlsr_2b/layer16/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer16/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_xlsr_2b/layer16/run3/model.pt b/results_bvcc/w2v2_xlsr_2b/layer16/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..6dc45abe25d8802fd1ef548e24bc5114c9b2ecae
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer16/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:11d838f29094b86bf82af58342be650ec5546b79cfeae9bd858bff8b1dcb6c18
+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer16/run3/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer16/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..0e9244526201392d78806739cdabd20f23be9497
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer16/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:77e0fc0c334ef844850d731c7435a1e50858f897477b4d9bc701f44145901953
+size 5698822
diff --git a/results_bvcc/w2v2_xlsr_2b/layer16/run3/train.log b/results_bvcc/w2v2_xlsr_2b/layer16/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..032f27aae5f4ed97806b927b2dde9c2f78a85792
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer16/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=0.45258271063749606
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3121 | LCC = 0.8172 | SRCC = 0.8188 ]
+INFO:root:Average loss=0.2790031312749936
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3033 | LCC = 0.8488 | SRCC = 0.8468 ]
+INFO:root:Average loss=0.23952026818043146
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2885 | LCC = 0.8562 | SRCC = 0.8555 ]
+INFO:root:Average loss=0.22237158853274125
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2466 | LCC = 0.8701 | SRCC = 0.8688 ]
+INFO:root:Average loss=0.19983190374496657
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2215 | LCC = 0.8681 | SRCC = 0.8680 ]
+INFO:root:Average loss=0.1900975534167045
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3474 | LCC = 0.8647 | SRCC = 0.8673 ]
+INFO:root:Average loss=0.1994841139859114
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2326 | LCC = 0.8767 | SRCC = 0.8771 ]
+INFO:root:Average loss=0.16200953769760254
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2063 | LCC = 0.8777 | SRCC = 0.8753 ]
+INFO:root:Average loss=0.15090182031958532
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2289 | LCC = 0.8730 | SRCC = 0.8705 ]
+INFO:root:Average loss=0.15360248528229883
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2252 | LCC = 0.8786 | SRCC = 0.8769 ]
+INFO:root:Average loss=0.13894945879777273
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2449 | LCC = 0.8774 | SRCC = 0.8799 ]
+INFO:root:Average loss=0.14013361797118798
+INFO:root:
+[Valid][11][UTT][ MSE = 0.1934 | LCC = 0.8831 | SRCC = 0.8829 ]
+INFO:root:Average loss=0.13140996106159994
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2093 | LCC = 0.8808 | SRCC = 0.8795 ]
+INFO:root:Average loss=0.12829435244202614
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2055 | LCC = 0.8807 | SRCC = 0.8787 ]
+INFO:root:Average loss=0.12958580522965163
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2366 | LCC = 0.8774 | SRCC = 0.8745 ]
+INFO:root:Average loss=0.10920227519594707
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2237 | LCC = 0.8739 | SRCC = 0.8724 ]
+INFO:root:Average loss=0.1042448344329993
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2093 | LCC = 0.8798 | SRCC = 0.8780 ]
+INFO:root:Average loss=0.10364782814987195
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2116 | LCC = 0.8786 | SRCC = 0.8766 ]
+INFO:root:Average loss=0.09285992035307945
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2319 | LCC = 0.8787 | SRCC = 0.8786 ]
+INFO:root:Average loss=0.11737808422782482
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2040 | LCC = 0.8793 | SRCC = 0.8770 ]
+INFO:root:Average loss=0.08373717285501651
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2192 | LCC = 0.8782 | SRCC = 0.8755 ]
+INFO:root:Average loss=0.08315564009050529
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2048 | LCC = 0.8784 | SRCC = 0.8766 ]
+INFO:root:Average loss=0.08653283090545581
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2288 | LCC = 0.8766 | SRCC = 0.8770 ]
+INFO:root:Average loss=0.07638705813158782
+INFO:root:
+[Valid][23][UTT][ MSE = 0.1990 | LCC = 0.8779 | SRCC = 0.8763 ]
+INFO:root:Average loss=0.07111666499613187
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2219 | LCC = 0.8769 | SRCC = 0.8765 ]
+INFO:root:Average loss=0.08072429422575694
+INFO:root:
+[Valid][25][UTT][ MSE = 0.1967 | LCC = 0.8758 | SRCC = 0.8740 ]
+INFO:root:Average loss=0.06526919487768258
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2254 | LCC = 0.8732 | SRCC = 0.8714 ]
+INFO:root:Average loss=0.06322647750568695
+INFO:root:
+[Valid][27][UTT][ MSE = 0.1987 | LCC = 0.8777 | SRCC = 0.8750 ]
+INFO:root:Average loss=0.06616472140050088
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2088 | LCC = 0.8768 | SRCC = 0.8751 ]
+INFO:root:Average loss=0.058113293101390205
+INFO:root:
+[Valid][29][UTT][ MSE = 0.1949 | LCC = 0.8790 | SRCC = 0.8778 ]
+INFO:root:Average loss=0.055080084345088556
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2218 | LCC = 0.8719 | SRCC = 0.8700 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2054 | LCC = 0.8741 | SRCC = 0.8739 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer16/run4/config.gin b/results_bvcc/w2v2_xlsr_2b/layer16/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer16/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_xlsr_2b/layer16/run4/model.pt b/results_bvcc/w2v2_xlsr_2b/layer16/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..a1111cee16df337c1d62f5f825e1c97964ee726a
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer16/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1e2d74eb40eae9447173587d4d63e7f0718e073439208a98363c055ad5c12060
+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer16/run4/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer16/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..68930b6f33936bbf2d4834cc0432128d193969ef
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer16/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f318e052763e6c8330799b34a338174f340ec8b565cdb5dee54dba8ded47026c
+size 5698822
diff --git a/results_bvcc/w2v2_xlsr_2b/layer16/run4/train.log b/results_bvcc/w2v2_xlsr_2b/layer16/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..e843202488bc1513701308c167baaabb19adc2d3
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer16/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.5558861068043953
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3297 | LCC = 0.8168 | SRCC = 0.8160 ]
+INFO:root:Average loss=0.27589458284469753
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2795 | LCC = 0.8452 | SRCC = 0.8442 ]
+INFO:root:Average loss=0.23412495985245094
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2556 | LCC = 0.8622 | SRCC = 0.8587 ]
+INFO:root:Average loss=0.21082473231049684
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2426 | LCC = 0.8657 | SRCC = 0.8620 ]
+INFO:root:Average loss=0.1816734837797972
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2273 | LCC = 0.8748 | SRCC = 0.8713 ]
+INFO:root:Average loss=0.18013933406044275
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2812 | LCC = 0.8759 | SRCC = 0.8744 ]
+INFO:root:Average loss=0.1630299158203296
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2218 | LCC = 0.8775 | SRCC = 0.8758 ]
+INFO:root:Average loss=0.1669324457836457
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2327 | LCC = 0.8757 | SRCC = 0.8744 ]
+INFO:root:Average loss=0.16972196436463258
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2653 | LCC = 0.8774 | SRCC = 0.8805 ]
+INFO:root:Average loss=0.14927846164657518
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2143 | LCC = 0.8821 | SRCC = 0.8806 ]
+INFO:root:Average loss=0.1365383339042847
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2603 | LCC = 0.8776 | SRCC = 0.8766 ]
+INFO:root:Average loss=0.1364414000358337
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3084 | LCC = 0.8756 | SRCC = 0.8758 ]
+INFO:root:Average loss=0.12475734691207226
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2278 | LCC = 0.8767 | SRCC = 0.8760 ]
+INFO:root:Average loss=0.11752591578242107
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2260 | LCC = 0.8754 | SRCC = 0.8729 ]
+INFO:root:Average loss=0.11803698778534547
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2165 | LCC = 0.8756 | SRCC = 0.8728 ]
+INFO:root:Average loss=0.10786717604750241
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2347 | LCC = 0.8766 | SRCC = 0.8745 ]
+INFO:root:Average loss=0.11800873933885342
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2155 | LCC = 0.8806 | SRCC = 0.8781 ]
+INFO:root:Average loss=0.10086776956151693
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2184 | LCC = 0.8771 | SRCC = 0.8753 ]
+INFO:root:Average loss=0.10826963286560315
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2179 | LCC = 0.8754 | SRCC = 0.8737 ]
+INFO:root:Average loss=0.09685968555127963
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2736 | LCC = 0.8746 | SRCC = 0.8746 ]
+INFO:root:Average loss=0.08465364556281994
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2069 | LCC = 0.8777 | SRCC = 0.8760 ]
+INFO:root:Average loss=0.08705123714529552
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2491 | LCC = 0.8744 | SRCC = 0.8750 ]
+INFO:root:Average loss=0.08735789086383122
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2066 | LCC = 0.8759 | SRCC = 0.8746 ]
+INFO:root:Average loss=0.08153769402549817
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2240 | LCC = 0.8759 | SRCC = 0.8738 ]
+INFO:root:Average loss=0.06489867091369934
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2137 | LCC = 0.8748 | SRCC = 0.8727 ]
+INFO:root:Average loss=0.06105193018149107
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2136 | LCC = 0.8747 | SRCC = 0.8727 ]
+INFO:root:Average loss=0.05853939385941395
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2158 | LCC = 0.8723 | SRCC = 0.8709 ]
+INFO:root:Average loss=0.06283125997735904
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2281 | LCC = 0.8754 | SRCC = 0.8745 ]
+INFO:root:Average loss=0.059134856487313904
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2129 | LCC = 0.8744 | SRCC = 0.8741 ]
+INFO:root:Average loss=0.06680932263724315
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2139 | LCC = 0.8750 | SRCC = 0.8731 ]
+INFO:root:Average loss=0.06018866455325714
+INFO:root:
+[Valid][30][UTT][ MSE = 0.1968 | LCC = 0.8778 | SRCC = 0.8761 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2075 | LCC = 0.8805 | SRCC = 0.8800 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer18/run0/config.gin b/results_bvcc/w2v2_xlsr_2b/layer18/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer18/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_xlsr_2b/layer18/run0/model.pt b/results_bvcc/w2v2_xlsr_2b/layer18/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..6a64bde7e91e94327304d78daa3720bd07a798a9
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer18/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:906e44b72fc59beb788054d89566b08c9de936e7d99ab5d39efffa75511c8bbe
+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer18/run0/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer18/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..56dadbccfbaae2ebc873f4fa29079e1cd91a69f2
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer18/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3c88f6ad9def2da21a90cc622f2941a386d8d99ea0417576448cf10c79bc1a44
+size 5698822
diff --git a/results_bvcc/w2v2_xlsr_2b/layer18/run0/train.log b/results_bvcc/w2v2_xlsr_2b/layer18/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..15cfe459cd477913e8e5e944b083411ef502a460
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer18/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=0.50850627437616
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3405 | LCC = 0.8028 | SRCC = 0.8085 ]
+INFO:root:Average loss=0.28223752669799024
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3380 | LCC = 0.8364 | SRCC = 0.8346 ]
+INFO:root:Average loss=0.24430992301457968
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2829 | LCC = 0.8497 | SRCC = 0.8477 ]
+INFO:root:Average loss=0.23051282094839293
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2488 | LCC = 0.8598 | SRCC = 0.8553 ]
+INFO:root:Average loss=0.21003046116003624
+INFO:root:
+[Valid][4][UTT][ MSE = 0.4237 | LCC = 0.8484 | SRCC = 0.8589 ]
+INFO:root:Average loss=0.2110838315043694
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2402 | LCC = 0.8639 | SRCC = 0.8603 ]
+INFO:root:Average loss=0.20279760219347784
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2246 | LCC = 0.8689 | SRCC = 0.8648 ]
+INFO:root:Average loss=0.17599482662402666
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2459 | LCC = 0.8664 | SRCC = 0.8674 ]
+INFO:root:Average loss=0.1692607744764059
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2439 | LCC = 0.8706 | SRCC = 0.8685 ]
+INFO:root:Average loss=0.1519368232633823
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2317 | LCC = 0.8688 | SRCC = 0.8663 ]
+INFO:root:Average loss=0.15548494706551233
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2211 | LCC = 0.8706 | SRCC = 0.8680 ]
+INFO:root:Average loss=0.14018112707596558
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2372 | LCC = 0.8680 | SRCC = 0.8632 ]
+INFO:root:Average loss=0.15541713551068917
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2325 | LCC = 0.8655 | SRCC = 0.8615 ]
+INFO:root:Average loss=0.1448438520041796
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2592 | LCC = 0.8688 | SRCC = 0.8673 ]
+INFO:root:Average loss=0.12591314277587792
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2251 | LCC = 0.8722 | SRCC = 0.8702 ]
+INFO:root:Average loss=0.14066505336608642
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2042 | LCC = 0.8765 | SRCC = 0.8734 ]
+INFO:root:Average loss=0.11059953406071052
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2520 | LCC = 0.8718 | SRCC = 0.8731 ]
+INFO:root:Average loss=0.12115928129507945
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2171 | LCC = 0.8701 | SRCC = 0.8684 ]
+INFO:root:Average loss=0.09748830775228831
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2150 | LCC = 0.8752 | SRCC = 0.8743 ]
+INFO:root:Average loss=0.1053068227110765
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2157 | LCC = 0.8688 | SRCC = 0.8673 ]
+INFO:root:Average loss=0.09155363350724563
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2235 | LCC = 0.8724 | SRCC = 0.8713 ]
+INFO:root:Average loss=0.09386103643247715
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2286 | LCC = 0.8728 | SRCC = 0.8720 ]
+INFO:root:Average loss=0.08799699345269264
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2200 | LCC = 0.8728 | SRCC = 0.8722 ]
+INFO:root:Average loss=0.0978881523777277
+INFO:root:
+[Valid][23][UTT][ MSE = 0.3064 | LCC = 0.8693 | SRCC = 0.8722 ]
+INFO:root:Average loss=0.08286842140249717
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2095 | LCC = 0.8722 | SRCC = 0.8705 ]
+INFO:root:Average loss=0.07839124348874275
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2123 | LCC = 0.8732 | SRCC = 0.8716 ]
+INFO:root:Average loss=0.08900087364973167
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2455 | LCC = 0.8722 | SRCC = 0.8724 ]
+INFO:root:Average loss=0.07467862772635925
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2402 | LCC = 0.8662 | SRCC = 0.8667 ]
+INFO:root:Average loss=0.06757159230227654
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2175 | LCC = 0.8707 | SRCC = 0.8692 ]
+INFO:root:Average loss=0.06734575436283381
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2180 | LCC = 0.8700 | SRCC = 0.8690 ]
+INFO:root:Average loss=0.0649138592565671
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2111 | LCC = 0.8722 | SRCC = 0.8710 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2249 | LCC = 0.8694 | SRCC = 0.8722 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer18/run1/config.gin b/results_bvcc/w2v2_xlsr_2b/layer18/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer18/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_xlsr_2b/layer18/run1/model.pt b/results_bvcc/w2v2_xlsr_2b/layer18/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..dbd394eca7387fa8e420fbd1e87ed511f7ccdfa3
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer18/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer18/run1/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer18/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e24821cf9c8d1cd7f45d39281c9db118a533ec4e
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer18/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:499f332f347ad35d9b374195a5822d42e26731dbd54075ca34d910cd83707d45
+size 5698822
diff --git a/results_bvcc/w2v2_xlsr_2b/layer18/run1/train.log b/results_bvcc/w2v2_xlsr_2b/layer18/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..f096c3d6b06281a716335ddc41adc39f1e6bd92e
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer18/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=0.5832897550784625
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4823 | LCC = 0.7528 | SRCC = 0.7705 ]
+INFO:root:Average loss=0.3003300256454028
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2791 | LCC = 0.8374 | SRCC = 0.8339 ]
+INFO:root:Average loss=0.23906613103090188
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2619 | LCC = 0.8568 | SRCC = 0.8527 ]
+INFO:root:Average loss=0.23723878501317439
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2434 | LCC = 0.8644 | SRCC = 0.8605 ]
+INFO:root:Average loss=0.19816483519016168
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2377 | LCC = 0.8756 | SRCC = 0.8735 ]
+INFO:root:Average loss=0.20500313939574438
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2483 | LCC = 0.8704 | SRCC = 0.8691 ]
+INFO:root:Average loss=0.17451572647461525
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2279 | LCC = 0.8749 | SRCC = 0.8730 ]
+INFO:root:Average loss=0.1704007102510868
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2349 | LCC = 0.8750 | SRCC = 0.8721 ]
+INFO:root:Average loss=0.1658088614543279
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2338 | LCC = 0.8683 | SRCC = 0.8667 ]
+INFO:root:Average loss=0.18746986631781626
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2344 | LCC = 0.8691 | SRCC = 0.8664 ]
+INFO:root:Average loss=0.16583300104890114
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2198 | LCC = 0.8715 | SRCC = 0.8687 ]
+INFO:root:Average loss=0.15219087487994096
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2409 | LCC = 0.8731 | SRCC = 0.8713 ]
+INFO:root:Average loss=0.149403672092236
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2293 | LCC = 0.8673 | SRCC = 0.8642 ]
+INFO:root:Average loss=0.1351136459180942
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2145 | LCC = 0.8713 | SRCC = 0.8689 ]
+INFO:root:Average loss=0.12918599866903746
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2173 | LCC = 0.8724 | SRCC = 0.8708 ]
+INFO:root:Average loss=0.11722620318715389
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2284 | LCC = 0.8641 | SRCC = 0.8614 ]
+INFO:root:Average loss=0.10899582046728867
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2359 | LCC = 0.8736 | SRCC = 0.8742 ]
+INFO:root:Average loss=0.10757937148595467
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2292 | LCC = 0.8708 | SRCC = 0.8698 ]
+INFO:root:Average loss=0.11107600828967033
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2196 | LCC = 0.8704 | SRCC = 0.8707 ]
+INFO:root:Average loss=0.106943556226981
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2163 | LCC = 0.8731 | SRCC = 0.8710 ]
+INFO:root:Average loss=0.10206771021087964
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2258 | LCC = 0.8652 | SRCC = 0.8632 ]
+INFO:root:Average loss=0.08627785035432914
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2287 | LCC = 0.8665 | SRCC = 0.8637 ]
+INFO:root:Average loss=0.08726699430591021
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2224 | LCC = 0.8682 | SRCC = 0.8666 ]
+INFO:root:Average loss=0.08407170664614592
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2170 | LCC = 0.8671 | SRCC = 0.8654 ]
+INFO:root:Average loss=0.08143562575181325
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2077 | LCC = 0.8694 | SRCC = 0.8675 ]
+INFO:root:Average loss=0.07546648860741885
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2147 | LCC = 0.8662 | SRCC = 0.8646 ]
+INFO:root:Average loss=0.07737314605560058
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2197 | LCC = 0.8670 | SRCC = 0.8649 ]
+INFO:root:Average loss=0.0835111047117374
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2215 | LCC = 0.8677 | SRCC = 0.8660 ]
+INFO:root:Average loss=0.07204001115109676
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2596 | LCC = 0.8648 | SRCC = 0.8665 ]
+INFO:root:Average loss=0.07025741714124496
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2246 | LCC = 0.8654 | SRCC = 0.8652 ]
+INFO:root:Average loss=0.06329861522102967
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2513 | LCC = 0.8689 | SRCC = 0.8683 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2797 | LCC = 0.8634 | SRCC = 0.8662 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer18/run2/config.gin b/results_bvcc/w2v2_xlsr_2b/layer18/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer18/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_xlsr_2b/layer18/run2/model.pt b/results_bvcc/w2v2_xlsr_2b/layer18/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..66a9a343202176f8a4a35e330b16befb57b84c1a
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer18/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer18/run2/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer18/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..725691384b0da6438a3a6f4bca6f74aaa1a68274
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer18/run2/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3ccefbfd42124a1717a2a067d3e8c8eae80b19539c6975dcd380edf253fb7060
+size 5698822
diff --git a/results_bvcc/w2v2_xlsr_2b/layer18/run2/train.log b/results_bvcc/w2v2_xlsr_2b/layer18/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..9668a27377ddeaf17d1428ff0c154c78fd7b0ae6
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer18/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=0.5725173231882926
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3446 | LCC = 0.7990 | SRCC = 0.7982 ]
+INFO:root:Average loss=0.29193257387631977
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2968 | LCC = 0.8370 | SRCC = 0.8347 ]
+INFO:root:Average loss=0.2358655075614269
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2556 | LCC = 0.8569 | SRCC = 0.8532 ]
+INFO:root:Average loss=0.22352804453709188
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2548 | LCC = 0.8652 | SRCC = 0.8623 ]
+INFO:root:Average loss=0.20191602447094062
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2300 | LCC = 0.8706 | SRCC = 0.8680 ]
+INFO:root:Average loss=0.18684523944289255
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2577 | LCC = 0.8715 | SRCC = 0.8701 ]
+INFO:root:Average loss=0.1872078625437541
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2259 | LCC = 0.8737 | SRCC = 0.8717 ]
+INFO:root:Average loss=0.18021875323775488
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2295 | LCC = 0.8744 | SRCC = 0.8746 ]
+INFO:root:Average loss=0.15903808080997223
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2061 | LCC = 0.8788 | SRCC = 0.8776 ]
+INFO:root:Average loss=0.1547545799269126
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2198 | LCC = 0.8763 | SRCC = 0.8736 ]
+INFO:root:Average loss=0.13801993486972955
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2237 | LCC = 0.8750 | SRCC = 0.8755 ]
+INFO:root:Average loss=0.15315333352639124
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2046 | LCC = 0.8772 | SRCC = 0.8752 ]
+INFO:root:Average loss=0.13732440979816976
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2644 | LCC = 0.8771 | SRCC = 0.8770 ]
+INFO:root:Average loss=0.13248340642222992
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2118 | LCC = 0.8788 | SRCC = 0.8769 ]
+INFO:root:Average loss=0.11544047659024215
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2178 | LCC = 0.8684 | SRCC = 0.8683 ]
+INFO:root:Average loss=0.13687637228614244
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2987 | LCC = 0.8644 | SRCC = 0.8684 ]
+INFO:root:Average loss=0.13271206063337815
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2151 | LCC = 0.8752 | SRCC = 0.8734 ]
+INFO:root:Average loss=0.10296580204978967
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2118 | LCC = 0.8768 | SRCC = 0.8760 ]
+INFO:root:Average loss=0.11284004777478866
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2107 | LCC = 0.8765 | SRCC = 0.8757 ]
+INFO:root:Average loss=0.11366813200024459
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2538 | LCC = 0.8660 | SRCC = 0.8706 ]
+INFO:root:Average loss=0.09527280969688526
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2026 | LCC = 0.8739 | SRCC = 0.8737 ]
+INFO:root:Average loss=0.09430168984601131
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2160 | LCC = 0.8739 | SRCC = 0.8713 ]
+INFO:root:Average loss=0.08601041754277852
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2434 | LCC = 0.8731 | SRCC = 0.8710 ]
+INFO:root:Average loss=0.07793087856127666
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2066 | LCC = 0.8710 | SRCC = 0.8703 ]
+INFO:root:Average loss=0.08063075906382157
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2324 | LCC = 0.8680 | SRCC = 0.8688 ]
+INFO:root:Average loss=0.08007934412513024
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2165 | LCC = 0.8704 | SRCC = 0.8704 ]
+INFO:root:Average loss=0.09417829098991859
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2194 | LCC = 0.8726 | SRCC = 0.8716 ]
+INFO:root:Average loss=0.07475305262666482
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2180 | LCC = 0.8691 | SRCC = 0.8674 ]
+INFO:root:Average loss=0.06735631747123523
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2173 | LCC = 0.8666 | SRCC = 0.8653 ]
+INFO:root:Average loss=0.06398845435335086
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2091 | LCC = 0.8710 | SRCC = 0.8693 ]
+INFO:root:Average loss=0.06264874599396418
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2059 | LCC = 0.8700 | SRCC = 0.8689 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2362 | LCC = 0.8745 | SRCC = 0.8749 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer18/run3/config.gin b/results_bvcc/w2v2_xlsr_2b/layer18/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer18/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_xlsr_2b/layer18/run3/model.pt b/results_bvcc/w2v2_xlsr_2b/layer18/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4b8d3631706aa7fbc4374e0f4b7cf1e6476143cd
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer18/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_2b/layer18/run3/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer18/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..bf8bc464d87466a00d539e3290e56045568c892c
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer18/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_2b/layer18/run3/train.log b/results_bvcc/w2v2_xlsr_2b/layer18/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..e024994dcaa16bff4f258a73bb552952d5c58ccb
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer18/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=0.4766395886739095
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3829 | LCC = 0.8036 | SRCC = 0.8091 ]
+INFO:root:Average loss=0.27693299032174623
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3023 | LCC = 0.8376 | SRCC = 0.8340 ]
+INFO:root:Average loss=0.23996781424070016
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3539 | LCC = 0.8465 | SRCC = 0.8487 ]
+INFO:root:Average loss=0.2330387490682113
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2805 | LCC = 0.8559 | SRCC = 0.8532 ]
+INFO:root:Average loss=0.21610707369370338
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2873 | LCC = 0.8614 | SRCC = 0.8588 ]
+INFO:root:Average loss=0.21289813231963378
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2995 | LCC = 0.8650 | SRCC = 0.8636 ]
+INFO:root:Average loss=0.18642858559122452
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3075 | LCC = 0.8625 | SRCC = 0.8584 ]
+INFO:root:Average loss=0.16745460663850492
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2887 | LCC = 0.8663 | SRCC = 0.8654 ]
+INFO:root:Average loss=0.16696395782323983
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2879 | LCC = 0.8693 | SRCC = 0.8685 ]
+INFO:root:Average loss=0.15748729642767173
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2989 | LCC = 0.8731 | SRCC = 0.8716 ]
+INFO:root:Average loss=0.13904239972814536
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2341 | LCC = 0.8690 | SRCC = 0.8657 ]
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+INFO:root:
+[Valid][11][UTT][ MSE = 0.2994 | LCC = 0.8728 | SRCC = 0.8713 ]
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+[Valid][12][UTT][ MSE = 0.2525 | LCC = 0.8663 | SRCC = 0.8632 ]
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+[Valid][13][UTT][ MSE = 0.3319 | LCC = 0.8651 | SRCC = 0.8658 ]
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+[Valid][14][UTT][ MSE = 0.2679 | LCC = 0.8650 | SRCC = 0.8632 ]
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+[Valid][15][UTT][ MSE = 0.2645 | LCC = 0.8628 | SRCC = 0.8590 ]
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+[Valid][16][UTT][ MSE = 0.2344 | LCC = 0.8715 | SRCC = 0.8689 ]
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+[Valid][17][UTT][ MSE = 0.3234 | LCC = 0.8677 | SRCC = 0.8680 ]
+INFO:root:Average loss=0.11776224471246585
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2407 | LCC = 0.8666 | SRCC = 0.8641 ]
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+INFO:root:
+[Valid][19][UTT][ MSE = 0.2255 | LCC = 0.8698 | SRCC = 0.8665 ]
+INFO:root:Average loss=0.08939510048964085
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2486 | LCC = 0.8634 | SRCC = 0.8616 ]
+INFO:root:Average loss=0.08599335728929593
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2419 | LCC = 0.8638 | SRCC = 0.8606 ]
+INFO:root:Average loss=0.08321514033163205
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2397 | LCC = 0.8642 | SRCC = 0.8611 ]
+INFO:root:Average loss=0.07964806382854779
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2466 | LCC = 0.8668 | SRCC = 0.8641 ]
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+[Valid][24][UTT][ MSE = 0.2278 | LCC = 0.8651 | SRCC = 0.8620 ]
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+INFO:root:
+[Valid][25][UTT][ MSE = 0.2418 | LCC = 0.8659 | SRCC = 0.8638 ]
+INFO:root:Average loss=0.07110383041585103
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2139 | LCC = 0.8662 | SRCC = 0.8635 ]
+INFO:root:Average loss=0.07140275831214893
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2280 | LCC = 0.8654 | SRCC = 0.8636 ]
+INFO:root:Average loss=0.08115087201197942
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2213 | LCC = 0.8665 | SRCC = 0.8637 ]
+INFO:root:Average loss=0.06639787707573329
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2397 | LCC = 0.8623 | SRCC = 0.8587 ]
+INFO:root:Average loss=0.06630747875150962
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2538 | LCC = 0.8620 | SRCC = 0.8590 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2541 | LCC = 0.8752 | SRCC = 0.8736 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer18/run4/config.gin b/results_bvcc/w2v2_xlsr_2b/layer18/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer18/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_xlsr_2b/layer18/run4/model.pt b/results_bvcc/w2v2_xlsr_2b/layer18/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e331cbfd3265aeaa59a758e64bd1abb4b6894050
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer18/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_2b/layer18/run4/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer18/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..87af1389a0151b91996896489b1070147278a790
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer18/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_2b/layer18/run4/train.log b/results_bvcc/w2v2_xlsr_2b/layer18/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..70f927bcac439961a43fb664da6727b2cf3d4910
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer18/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.5800366844886389
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3429 | LCC = 0.8118 | SRCC = 0.8102 ]
+INFO:root:Average loss=0.2761208988153018
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2778 | LCC = 0.8435 | SRCC = 0.8417 ]
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+INFO:root:
+[Valid][2][UTT][ MSE = 0.2747 | LCC = 0.8602 | SRCC = 0.8581 ]
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+INFO:root:
+[Valid][3][UTT][ MSE = 0.2359 | LCC = 0.8684 | SRCC = 0.8655 ]
+INFO:root:Average loss=0.20267669092386198
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2350 | LCC = 0.8661 | SRCC = 0.8649 ]
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+INFO:root:
+[Valid][5][UTT][ MSE = 0.2683 | LCC = 0.8661 | SRCC = 0.8612 ]
+INFO:root:Average loss=0.18515869535696813
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3113 | LCC = 0.8604 | SRCC = 0.8645 ]
+INFO:root:Average loss=0.1804055104462
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2390 | LCC = 0.8717 | SRCC = 0.8695 ]
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+INFO:root:
+[Valid][8][UTT][ MSE = 0.2327 | LCC = 0.8720 | SRCC = 0.8698 ]
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+INFO:root:
+[Valid][9][UTT][ MSE = 0.2232 | LCC = 0.8708 | SRCC = 0.8697 ]
+INFO:root:Average loss=0.14397080194873688
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2338 | LCC = 0.8741 | SRCC = 0.8717 ]
+INFO:root:Average loss=0.157869335072927
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2391 | LCC = 0.8709 | SRCC = 0.8688 ]
+INFO:root:Average loss=0.1392366668352714
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2332 | LCC = 0.8733 | SRCC = 0.8698 ]
+INFO:root:Average loss=0.12938192028265733
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2581 | LCC = 0.8664 | SRCC = 0.8702 ]
+INFO:root:Average loss=0.11885172362702015
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2289 | LCC = 0.8701 | SRCC = 0.8687 ]
+INFO:root:Average loss=0.11874993460682723
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2230 | LCC = 0.8721 | SRCC = 0.8687 ]
+INFO:root:Average loss=0.11761489233527428
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2300 | LCC = 0.8703 | SRCC = 0.8691 ]
+INFO:root:Average loss=0.10500268332469158
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2312 | LCC = 0.8677 | SRCC = 0.8651 ]
+INFO:root:Average loss=0.09889843267125961
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2294 | LCC = 0.8682 | SRCC = 0.8684 ]
+INFO:root:Average loss=0.09905736000300983
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2265 | LCC = 0.8714 | SRCC = 0.8710 ]
+INFO:root:Average loss=0.09311489851619953
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2427 | LCC = 0.8716 | SRCC = 0.8710 ]
+INFO:root:Average loss=0.08707266917022374
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2291 | LCC = 0.8695 | SRCC = 0.8685 ]
+INFO:root:Average loss=0.1141414057272367
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2354 | LCC = 0.8712 | SRCC = 0.8696 ]
+INFO:root:Average loss=0.08045727258118299
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2059 | LCC = 0.8722 | SRCC = 0.8712 ]
+INFO:root:Average loss=0.08376188370852898
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2270 | LCC = 0.8688 | SRCC = 0.8684 ]
+INFO:root:Average loss=0.07632126692586984
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2234 | LCC = 0.8659 | SRCC = 0.8645 ]
+INFO:root:Average loss=0.06912249551178554
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2271 | LCC = 0.8677 | SRCC = 0.8654 ]
+INFO:root:Average loss=0.07226624421011178
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2279 | LCC = 0.8631 | SRCC = 0.8612 ]
+INFO:root:Average loss=0.0668331609131434
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2434 | LCC = 0.8617 | SRCC = 0.8606 ]
+INFO:root:Average loss=0.06306632106693891
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2281 | LCC = 0.8652 | SRCC = 0.8638 ]
+INFO:root:Average loss=0.059679063180318244
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2265 | LCC = 0.8632 | SRCC = 0.8630 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2430 | LCC = 0.8720 | SRCC = 0.8707 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer2/run0/config.gin b/results_bvcc/w2v2_xlsr_2b/layer2/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/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_xlsr_2b/layer2/run0/model.pt b/results_bvcc/w2v2_xlsr_2b/layer2/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4ab92260f3e35a0792c430464c65edc0011a22ba
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer2/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a3c120fc3ebc238513092e6dbccb59a357c17de673b19224937ccdcba7caffd0
+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer2/run0/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer2/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..51deaff50c4e83cbadc5bc224a7d85b9278abfae
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer2/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e1568463a6f0371795e18df39ee5fdf1aa0e2f4dd60c01f1bf624c68760659df
+size 5698822
diff --git a/results_bvcc/w2v2_xlsr_2b/layer2/run0/train.log b/results_bvcc/w2v2_xlsr_2b/layer2/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..4e4d06f4b9ea91b60d67986ba120ab8d58fe265c
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer2/run0/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.5056362448212428
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3597 | LCC = 0.7683 | SRCC = 0.7663 ]
+INFO:root:Average loss=0.3467257347626564
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3415 | LCC = 0.8008 | SRCC = 0.8004 ]
+INFO:root:Average loss=0.2809790863822668
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3233 | LCC = 0.8274 | SRCC = 0.8258 ]
+INFO:root:Average loss=0.2619273630090249
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3113 | LCC = 0.8437 | SRCC = 0.8391 ]
+INFO:root:Average loss=0.2462175469367932
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3021 | LCC = 0.8421 | SRCC = 0.8400 ]
+INFO:root:Average loss=0.22695303975771636
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2643 | LCC = 0.8529 | SRCC = 0.8505 ]
+INFO:root:Average loss=0.21133866992134315
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2825 | LCC = 0.8589 | SRCC = 0.8557 ]
+INFO:root:Average loss=0.20294417039706156
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2679 | LCC = 0.8592 | SRCC = 0.8577 ]
+INFO:root:Average loss=0.1884356555648339
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2852 | LCC = 0.8558 | SRCC = 0.8544 ]
+INFO:root:Average loss=0.17699445487979132
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2760 | LCC = 0.8587 | SRCC = 0.8603 ]
+INFO:root:Average loss=0.17863409612805414
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2393 | LCC = 0.8607 | SRCC = 0.8606 ]
+INFO:root:Average loss=0.16344770015432283
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2419 | LCC = 0.8631 | SRCC = 0.8603 ]
+INFO:root:Average loss=0.15232451756795248
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2992 | LCC = 0.8688 | SRCC = 0.8683 ]
+INFO:root:Average loss=0.15044961965236908
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2598 | LCC = 0.8551 | SRCC = 0.8550 ]
+INFO:root:Average loss=0.13923593066059625
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2344 | LCC = 0.8645 | SRCC = 0.8653 ]
+INFO:root:Average loss=0.1310080920274441
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3224 | LCC = 0.8570 | SRCC = 0.8567 ]
+INFO:root:Average loss=0.12512521092326212
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2497 | LCC = 0.8622 | SRCC = 0.8607 ]
+INFO:root:Average loss=0.1173334131256128
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2436 | LCC = 0.8664 | SRCC = 0.8642 ]
+INFO:root:Average loss=0.12167976901699336
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2439 | LCC = 0.8657 | SRCC = 0.8644 ]
+INFO:root:Average loss=0.1059038693515154
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2419 | LCC = 0.8658 | SRCC = 0.8642 ]
+INFO:root:Average loss=0.11482563185004088
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2323 | LCC = 0.8652 | SRCC = 0.8646 ]
+INFO:root:Average loss=0.09816846724313039
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2747 | LCC = 0.8650 | SRCC = 0.8632 ]
+INFO:root:Average loss=0.09161091906328996
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2489 | LCC = 0.8643 | SRCC = 0.8646 ]
+INFO:root:Average loss=0.0931984943170578
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2487 | LCC = 0.8618 | SRCC = 0.8594 ]
+INFO:root:Average loss=0.08750863158358978
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2386 | LCC = 0.8590 | SRCC = 0.8584 ]
+INFO:root:Average loss=0.08713542617475376
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2497 | LCC = 0.8618 | SRCC = 0.8588 ]
+INFO:root:Average loss=0.08238754163567837
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2299 | LCC = 0.8613 | SRCC = 0.8607 ]
+INFO:root:Average loss=0.08011580220399758
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2359 | LCC = 0.8677 | SRCC = 0.8658 ]
+INFO:root:Average loss=0.0746598866983102
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2433 | LCC = 0.8639 | SRCC = 0.8619 ]
+INFO:root:Average loss=0.07447194069241866
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2259 | LCC = 0.8612 | SRCC = 0.8608 ]
+INFO:root:Average loss=0.07608116442003311
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2465 | LCC = 0.8622 | SRCC = 0.8608 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2657 | LCC = 0.8659 | SRCC = 0.8610 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer2/run1/config.gin b/results_bvcc/w2v2_xlsr_2b/layer2/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/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_xlsr_2b/layer2/run1/model.pt b/results_bvcc/w2v2_xlsr_2b/layer2/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..63eb1d4c49e11da186df2bd151be5cdefd4048ad
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer2/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7777a63e68f63dfc269902ae7815b6c3f54f8de78e2cb7dbbc52d32562940540
+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer2/run1/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer2/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..068914fa977470c6db16ac6d8491d5008586802f
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer2/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_2b/layer2/run1/train.log b/results_bvcc/w2v2_xlsr_2b/layer2/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..04a3f75d71d46dc7e5b9b596e308761c5cdebdc3
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer2/run1/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.5476460189391406
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3826 | LCC = 0.7659 | SRCC = 0.7742 ]
+INFO:root:Average loss=0.33179268145408386
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3923 | LCC = 0.7944 | SRCC = 0.7926 ]
+INFO:root:Average loss=0.2924782501963469
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3530 | LCC = 0.8142 | SRCC = 0.8170 ]
+INFO:root:Average loss=0.25808378500051987
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2975 | LCC = 0.8330 | SRCC = 0.8319 ]
+INFO:root:Average loss=0.23993441271476257
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3319 | LCC = 0.8388 | SRCC = 0.8338 ]
+INFO:root:Average loss=0.2275983207882979
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2725 | LCC = 0.8420 | SRCC = 0.8396 ]
+INFO:root:Average loss=0.21403665573169023
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2622 | LCC = 0.8535 | SRCC = 0.8528 ]
+INFO:root:Average loss=0.20063499867534026
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2979 | LCC = 0.8485 | SRCC = 0.8514 ]
+INFO:root:Average loss=0.2119291046491036
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2542 | LCC = 0.8576 | SRCC = 0.8560 ]
+INFO:root:Average loss=0.19158215295427886
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2572 | LCC = 0.8573 | SRCC = 0.8565 ]
+INFO:root:Average loss=0.18172966574247068
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2618 | LCC = 0.8607 | SRCC = 0.8587 ]
+INFO:root:Average loss=0.1695357981400612
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2430 | LCC = 0.8576 | SRCC = 0.8568 ]
+INFO:root:Average loss=0.15822345782548952
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2588 | LCC = 0.8606 | SRCC = 0.8604 ]
+INFO:root:Average loss=0.15276003084503686
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3228 | LCC = 0.8552 | SRCC = 0.8559 ]
+INFO:root:Average loss=0.15681167090168366
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2509 | LCC = 0.8622 | SRCC = 0.8629 ]
+INFO:root:Average loss=0.14291051278511682
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2342 | LCC = 0.8602 | SRCC = 0.8607 ]
+INFO:root:Average loss=0.14579607928410554
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2292 | LCC = 0.8640 | SRCC = 0.8629 ]
+INFO:root:Average loss=0.1352587714791298
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2480 | LCC = 0.8569 | SRCC = 0.8544 ]
+INFO:root:Average loss=0.1340258532227614
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2468 | LCC = 0.8640 | SRCC = 0.8620 ]
+INFO:root:Average loss=0.12154500711804782
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2150 | LCC = 0.8686 | SRCC = 0.8676 ]
+INFO:root:Average loss=0.12831847302806684
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2444 | LCC = 0.8653 | SRCC = 0.8663 ]
+INFO:root:Average loss=0.11528290703128545
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2408 | LCC = 0.8653 | SRCC = 0.8641 ]
+INFO:root:Average loss=0.10986043207156353
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2343 | LCC = 0.8616 | SRCC = 0.8622 ]
+INFO:root:Average loss=0.11233836956895314
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2376 | LCC = 0.8664 | SRCC = 0.8648 ]
+INFO:root:Average loss=0.10796637054628287
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2632 | LCC = 0.8596 | SRCC = 0.8595 ]
+INFO:root:Average loss=0.09687745790833081
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2660 | LCC = 0.8616 | SRCC = 0.8598 ]
+INFO:root:Average loss=0.09901115451103602
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2281 | LCC = 0.8617 | SRCC = 0.8617 ]
+INFO:root:Average loss=0.09229438656415695
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2379 | LCC = 0.8599 | SRCC = 0.8596 ]
+INFO:root:Average loss=0.09867055164888883
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2393 | LCC = 0.8593 | SRCC = 0.8582 ]
+INFO:root:Average loss=0.08594726771116257
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2372 | LCC = 0.8583 | SRCC = 0.8576 ]
+INFO:root:Average loss=0.09092943618694942
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2293 | LCC = 0.8648 | SRCC = 0.8631 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2232 | LCC = 0.8665 | SRCC = 0.8682 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer2/run2/config.gin b/results_bvcc/w2v2_xlsr_2b/layer2/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/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_xlsr_2b/layer2/run2/model.pt b/results_bvcc/w2v2_xlsr_2b/layer2/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..7a6deca63edd565c86871446d72f028f575e1323
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer2/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_2b/layer2/run2/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer2/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..80a18674428d7171b7c92b1cc483498878a4234b
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer2/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_xlsr_2b/layer2/run2/train.log b/results_bvcc/w2v2_xlsr_2b/layer2/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..907e60ed3c22c92e7f895fa921261bf3f68bc46a
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer2/run2/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.5771826005134827
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4263 | LCC = 0.7316 | SRCC = 0.7376 ]
+INFO:root:Average loss=0.3335552995021527
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3358 | LCC = 0.7956 | SRCC = 0.8000 ]
+INFO:root:Average loss=0.27647117926524234
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2919 | LCC = 0.8255 | SRCC = 0.8229 ]
+INFO:root:Average loss=0.2518684636705961
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3279 | LCC = 0.8256 | SRCC = 0.8270 ]
+INFO:root:Average loss=0.25223874778319627
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2607 | LCC = 0.8457 | SRCC = 0.8452 ]
+INFO:root:Average loss=0.2205562558120642
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2495 | LCC = 0.8502 | SRCC = 0.8502 ]
+INFO:root:Average loss=0.211070356460718
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2569 | LCC = 0.8493 | SRCC = 0.8480 ]
+INFO:root:Average loss=0.20702755040465257
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2612 | LCC = 0.8441 | SRCC = 0.8464 ]
+INFO:root:Average loss=0.20167872252372596
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2621 | LCC = 0.8494 | SRCC = 0.8497 ]
+INFO:root:Average loss=0.18334113491269258
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2912 | LCC = 0.8501 | SRCC = 0.8515 ]
+INFO:root:Average loss=0.16329094289969176
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2809 | LCC = 0.8558 | SRCC = 0.8596 ]
+INFO:root:Average loss=0.1689767752511379
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2292 | LCC = 0.8627 | SRCC = 0.8618 ]
+INFO:root:Average loss=0.1546870052623443
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2344 | LCC = 0.8638 | SRCC = 0.8631 ]
+INFO:root:Average loss=0.14898583121024644
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2387 | LCC = 0.8566 | SRCC = 0.8552 ]
+INFO:root:Average loss=0.13718510084809402
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2427 | LCC = 0.8600 | SRCC = 0.8604 ]
+INFO:root:Average loss=0.14074427338364798
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2402 | LCC = 0.8568 | SRCC = 0.8603 ]
+INFO:root:Average loss=0.12792252424435738
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2325 | LCC = 0.8587 | SRCC = 0.8579 ]
+INFO:root:Average loss=0.11233818464172192
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2518 | LCC = 0.8549 | SRCC = 0.8572 ]
+INFO:root:Average loss=0.11821821952859561
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2826 | LCC = 0.8503 | SRCC = 0.8555 ]
+INFO:root:Average loss=0.11561349836679605
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2340 | LCC = 0.8578 | SRCC = 0.8593 ]
+INFO:root:Average loss=0.10218844591425015
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2408 | LCC = 0.8585 | SRCC = 0.8585 ]
+INFO:root:Average loss=0.10167564356174225
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2331 | LCC = 0.8648 | SRCC = 0.8640 ]
+INFO:root:Average loss=0.09394825116181985
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2436 | LCC = 0.8594 | SRCC = 0.8559 ]
+INFO:root:Average loss=0.09142898357449433
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2233 | LCC = 0.8585 | SRCC = 0.8578 ]
+INFO:root:Average loss=0.08953238756228717
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2269 | LCC = 0.8584 | SRCC = 0.8561 ]
+INFO:root:Average loss=0.08479291176757751
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2692 | LCC = 0.8515 | SRCC = 0.8545 ]
+INFO:root:Average loss=0.0852667210289301
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2380 | LCC = 0.8597 | SRCC = 0.8596 ]
+INFO:root:Average loss=0.07537287344726232
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2322 | LCC = 0.8558 | SRCC = 0.8560 ]
+INFO:root:Average loss=0.0762509804410048
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2406 | LCC = 0.8573 | SRCC = 0.8576 ]
+INFO:root:Average loss=0.07346323853692947
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2304 | LCC = 0.8552 | SRCC = 0.8537 ]
+INFO:root:Average loss=0.06985705259900826
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2426 | LCC = 0.8552 | SRCC = 0.8535 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2359 | LCC = 0.8633 | SRCC = 0.8633 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer2/run3/config.gin b/results_bvcc/w2v2_xlsr_2b/layer2/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/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_xlsr_2b/layer2/run3/model.pt b/results_bvcc/w2v2_xlsr_2b/layer2/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..add698e234f092ab6393fb8291cd626fb17920f3
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer2/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7f843c50a3b747e432d6d1f410f3de0b2b95172a76426d1fd80c0998a8e2592a
+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer2/run3/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer2/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ba7366a232bf724765be367c0431c009ff1011ef
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer2/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:933cd574fbb7298645b2afed3bf200553d8bbbd722eb4767b5027c33724bf5db
+size 5698822
diff --git a/results_bvcc/w2v2_xlsr_2b/layer2/run3/train.log b/results_bvcc/w2v2_xlsr_2b/layer2/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..2e42d3eb7331cfc86c8bae4b191dacde600ffdc2
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer2/run3/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.47212696648561037
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3861 | LCC = 0.7630 | SRCC = 0.7642 ]
+INFO:root:Average loss=0.306655316780775
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3090 | LCC = 0.8069 | SRCC = 0.8063 ]
+INFO:root:Average loss=0.2748401642609865
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3033 | LCC = 0.8318 | SRCC = 0.8305 ]
+INFO:root:Average loss=0.253041599996579
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2592 | LCC = 0.8431 | SRCC = 0.8406 ]
+INFO:root:Average loss=0.2323650123599248
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2691 | LCC = 0.8454 | SRCC = 0.8428 ]
+INFO:root:Average loss=0.2182148039723054
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2567 | LCC = 0.8466 | SRCC = 0.8454 ]
+INFO:root:Average loss=0.2073630507175739
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2890 | LCC = 0.8558 | SRCC = 0.8538 ]
+INFO:root:Average loss=0.20898242982534262
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2540 | LCC = 0.8483 | SRCC = 0.8474 ]
+INFO:root:Average loss=0.18936194937962753
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2807 | LCC = 0.8515 | SRCC = 0.8499 ]
+INFO:root:Average loss=0.1946223893035681
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3345 | LCC = 0.8570 | SRCC = 0.8572 ]
+INFO:root:Average loss=0.19888471582761177
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2669 | LCC = 0.8576 | SRCC = 0.8560 ]
+INFO:root:Average loss=0.168204775509926
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2371 | LCC = 0.8557 | SRCC = 0.8539 ]
+INFO:root:Average loss=0.15421021490907058
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2419 | LCC = 0.8651 | SRCC = 0.8641 ]
+INFO:root:Average loss=0.1497645803177968
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2488 | LCC = 0.8583 | SRCC = 0.8559 ]
+INFO:root:Average loss=0.14628769466892266
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2339 | LCC = 0.8541 | SRCC = 0.8551 ]
+INFO:root:Average loss=0.13928943136945748
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2310 | LCC = 0.8605 | SRCC = 0.8605 ]
+INFO:root:Average loss=0.13768321953904936
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2277 | LCC = 0.8645 | SRCC = 0.8646 ]
+INFO:root:Average loss=0.1263472609795057
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2572 | LCC = 0.8566 | SRCC = 0.8576 ]
+INFO:root:Average loss=0.12362147265901932
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2548 | LCC = 0.8639 | SRCC = 0.8628 ]
+INFO:root:Average loss=0.11511026380153802
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2341 | LCC = 0.8615 | SRCC = 0.8596 ]
+INFO:root:Average loss=0.11727997832573377
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2232 | LCC = 0.8661 | SRCC = 0.8648 ]
+INFO:root:Average loss=0.10762456852274063
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2171 | LCC = 0.8692 | SRCC = 0.8686 ]
+INFO:root:Average loss=0.09820128652529839
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2229 | LCC = 0.8647 | SRCC = 0.8642 ]
+INFO:root:Average loss=0.09969541115256456
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2372 | LCC = 0.8631 | SRCC = 0.8624 ]
+INFO:root:Average loss=0.10332834085401817
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2410 | LCC = 0.8551 | SRCC = 0.8557 ]
+INFO:root:Average loss=0.1038865639995306
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2200 | LCC = 0.8635 | SRCC = 0.8633 ]
+INFO:root:Average loss=0.0918253644918784
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2525 | LCC = 0.8641 | SRCC = 0.8628 ]
+INFO:root:Average loss=0.08457413420845301
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2500 | LCC = 0.8571 | SRCC = 0.8585 ]
+INFO:root:Average loss=0.0862698937073732
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2321 | LCC = 0.8591 | SRCC = 0.8571 ]
+INFO:root:Average loss=0.08113444329072268
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2499 | LCC = 0.8582 | SRCC = 0.8584 ]
+INFO:root:Average loss=0.07594675308045669
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2593 | LCC = 0.8596 | SRCC = 0.8588 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2453 | LCC = 0.8591 | SRCC = 0.8589 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer2/run4/config.gin b/results_bvcc/w2v2_xlsr_2b/layer2/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/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_xlsr_2b/layer2/run4/model.pt b/results_bvcc/w2v2_xlsr_2b/layer2/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..2d213b533c6e8daa78cb1eeb38364d372ea9d031
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer2/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:95679be668d24ab44339b7a5b0f5d96e5ee3648d3526ea725510a00f24e5a814
+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer2/run4/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer2/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..cdea37c741231279c7e0347f33d04c49159b164c
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer2/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c956fed80c4b550630db2505dc3a70a971e6bb5c7968aff22cdabf5b6a3f4ec5
+size 5698822
diff --git a/results_bvcc/w2v2_xlsr_2b/layer2/run4/train.log b/results_bvcc/w2v2_xlsr_2b/layer2/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..11556171c24f3232695bc371b0349c82c909b043
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer2/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.5126567754225854
+INFO:root:
+[Valid][0][UTT][ MSE = 0.5117 | LCC = 0.7480 | SRCC = 0.7523 ]
+INFO:root:Average loss=0.3223713777768306
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3035 | LCC = 0.8009 | SRCC = 0.8034 ]
+INFO:root:Average loss=0.28351127260770553
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2967 | LCC = 0.8236 | SRCC = 0.8254 ]
+INFO:root:Average loss=0.2532325866512763
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3202 | LCC = 0.8335 | SRCC = 0.8347 ]
+INFO:root:Average loss=0.24184652284169808
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2798 | LCC = 0.8429 | SRCC = 0.8430 ]
+INFO:root:Average loss=0.22713773162701192
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2456 | LCC = 0.8457 | SRCC = 0.8458 ]
+INFO:root:Average loss=0.21713115943548006
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2804 | LCC = 0.8529 | SRCC = 0.8512 ]
+INFO:root:Average loss=0.20085919791689286
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2784 | LCC = 0.8519 | SRCC = 0.8511 ]
+INFO:root:Average loss=0.19688536264957526
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3276 | LCC = 0.8424 | SRCC = 0.8455 ]
+INFO:root:Average loss=0.17763531332214674
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2366 | LCC = 0.8551 | SRCC = 0.8566 ]
+INFO:root:Average loss=0.17275398549361107
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2319 | LCC = 0.8582 | SRCC = 0.8591 ]
+INFO:root:Average loss=0.1635781558087239
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2603 | LCC = 0.8580 | SRCC = 0.8579 ]
+INFO:root:Average loss=0.15333842820464036
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2409 | LCC = 0.8597 | SRCC = 0.8607 ]
+INFO:root:Average loss=0.1472375255364638
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2433 | LCC = 0.8587 | SRCC = 0.8593 ]
+INFO:root:Average loss=0.14577740230239356
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2328 | LCC = 0.8598 | SRCC = 0.8604 ]
+INFO:root:Average loss=0.13621548859354776
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2266 | LCC = 0.8595 | SRCC = 0.8598 ]
+INFO:root:Average loss=0.13949704752900663
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2384 | LCC = 0.8585 | SRCC = 0.8587 ]
+INFO:root:Average loss=0.139003019206799
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2346 | LCC = 0.8611 | SRCC = 0.8613 ]
+INFO:root:Average loss=0.11978715782364209
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2405 | LCC = 0.8574 | SRCC = 0.8574 ]
+INFO:root:Average loss=0.1234263600065158
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2463 | LCC = 0.8474 | SRCC = 0.8470 ]
+INFO:root:Average loss=0.11060584709048271
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2823 | LCC = 0.8607 | SRCC = 0.8605 ]
+INFO:root:Average loss=0.11352373153353348
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2222 | LCC = 0.8606 | SRCC = 0.8598 ]
+INFO:root:Average loss=0.1040737137485009
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2224 | LCC = 0.8622 | SRCC = 0.8646 ]
+INFO:root:Average loss=0.09713260514231828
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2774 | LCC = 0.8593 | SRCC = 0.8595 ]
+INFO:root:Average loss=0.09605316340159147
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2300 | LCC = 0.8561 | SRCC = 0.8561 ]
+INFO:root:Average loss=0.09408230344072366
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2399 | LCC = 0.8585 | SRCC = 0.8591 ]
+INFO:root:Average loss=0.09462462179362774
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2628 | LCC = 0.8554 | SRCC = 0.8558 ]
+INFO:root:Average loss=0.08830150374426292
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2369 | LCC = 0.8580 | SRCC = 0.8575 ]
+INFO:root:Average loss=0.08162832546692628
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2352 | LCC = 0.8569 | SRCC = 0.8578 ]
+INFO:root:Average loss=0.08024932090670635
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2355 | LCC = 0.8573 | SRCC = 0.8570 ]
+INFO:root:Average loss=0.07692297213734725
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2630 | LCC = 0.8584 | SRCC = 0.8587 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2277 | LCC = 0.8555 | SRCC = 0.8550 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer20/run0/config.gin b/results_bvcc/w2v2_xlsr_2b/layer20/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer20/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_xlsr_2b/layer20/run0/model.pt b/results_bvcc/w2v2_xlsr_2b/layer20/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..c20048ccf3003ff0271f54b5e7f26fa7048145af
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer20/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer20/run0/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer20/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..727189f2569c3f1558686bb7f856ce55c4a89539
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer20/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7e1db6ce0ce7d19adc2e1041eeeff103a736ea11e24a12174c8ddb70bcfdcbf7
+size 5698822
diff --git a/results_bvcc/w2v2_xlsr_2b/layer20/run0/train.log b/results_bvcc/w2v2_xlsr_2b/layer20/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..c071829c8681570112dd3e984900001174672077
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer20/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=0.4971437950929006
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3807 | LCC = 0.7910 | SRCC = 0.7964 ]
+INFO:root:Average loss=0.28273549790565783
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2979 | LCC = 0.8367 | SRCC = 0.8302 ]
+INFO:root:Average loss=0.24670656273762384
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2484 | LCC = 0.8524 | SRCC = 0.8498 ]
+INFO:root:Average loss=0.2327077532043824
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2439 | LCC = 0.8549 | SRCC = 0.8503 ]
+INFO:root:Average loss=0.21527588615814844
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2624 | LCC = 0.8570 | SRCC = 0.8523 ]
+INFO:root:Average loss=0.1942157666079509
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2982 | LCC = 0.8548 | SRCC = 0.8518 ]
+INFO:root:Average loss=0.2012648561444038
+INFO:root:
+[Valid][6][UTT][ MSE = 0.5622 | LCC = 0.8326 | SRCC = 0.8522 ]
+INFO:root:Average loss=0.1865983152618775
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2414 | LCC = 0.8576 | SRCC = 0.8538 ]
+INFO:root:Average loss=0.1649535157932685
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2681 | LCC = 0.8616 | SRCC = 0.8609 ]
+INFO:root:Average loss=0.1622982693788333
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2429 | LCC = 0.8632 | SRCC = 0.8608 ]
+INFO:root:Average loss=0.15708644181872025
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2364 | LCC = 0.8661 | SRCC = 0.8648 ]
+INFO:root:Average loss=0.13818474400501984
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2444 | LCC = 0.8567 | SRCC = 0.8513 ]
+INFO:root:Average loss=0.1388246826827526
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2602 | LCC = 0.8656 | SRCC = 0.8632 ]
+INFO:root:Average loss=0.1294007943226741
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2427 | LCC = 0.8649 | SRCC = 0.8623 ]
+INFO:root:Average loss=0.14525440803323036
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2228 | LCC = 0.8659 | SRCC = 0.8633 ]
+INFO:root:Average loss=0.13562610420661095
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2251 | LCC = 0.8700 | SRCC = 0.8675 ]
+INFO:root:Average loss=0.12964614748190612
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2524 | LCC = 0.8643 | SRCC = 0.8603 ]
+INFO:root:Average loss=0.14413993605054343
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2684 | LCC = 0.8656 | SRCC = 0.8638 ]
+INFO:root:Average loss=0.10347938537597656
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2638 | LCC = 0.8653 | SRCC = 0.8636 ]
+INFO:root:Average loss=0.10536869600988351
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2415 | LCC = 0.8623 | SRCC = 0.8619 ]
+INFO:root:Average loss=0.09752825217751357
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2226 | LCC = 0.8653 | SRCC = 0.8616 ]
+INFO:root:Average loss=0.1200373299801961
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2599 | LCC = 0.8630 | SRCC = 0.8636 ]
+INFO:root:Average loss=0.09114673685951111
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2653 | LCC = 0.8632 | SRCC = 0.8607 ]
+INFO:root:Average loss=0.09297910270591576
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2214 | LCC = 0.8653 | SRCC = 0.8644 ]
+INFO:root:Average loss=0.08693546085403515
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2399 | LCC = 0.8644 | SRCC = 0.8646 ]
+INFO:root:Average loss=0.08176269019261384
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2263 | LCC = 0.8644 | SRCC = 0.8622 ]
+INFO:root:Average loss=0.08478223804671031
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2495 | LCC = 0.8624 | SRCC = 0.8612 ]
+INFO:root:Average loss=0.07392804295970844
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2304 | LCC = 0.8625 | SRCC = 0.8597 ]
+INFO:root:Average loss=0.07066455306724095
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2828 | LCC = 0.8613 | SRCC = 0.8609 ]
+INFO:root:Average loss=0.06687009353668262
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2241 | LCC = 0.8606 | SRCC = 0.8568 ]
+INFO:root:Average loss=0.08264418084843037
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2190 | LCC = 0.8669 | SRCC = 0.8646 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2315 | LCC = 0.8691 | SRCC = 0.8696 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer20/run1/config.gin b/results_bvcc/w2v2_xlsr_2b/layer20/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer20/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_xlsr_2b/layer20/run1/model.pt b/results_bvcc/w2v2_xlsr_2b/layer20/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..3b9b123190916b7e5f55b55c3f22846ea3e07a27
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer20/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7ccfec8b923fd3154b76404ca3d309f9730c4f68858e63545f0d56670ffb9938
+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer20/run1/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer20/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..f0ac104cbc50690f9c624d7a4bc3bfb1dd07380d
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer20/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cc0ba35379da7c7e5acc2cf210452725cff1365b80550dbf140871e86c12313b
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diff --git a/results_bvcc/w2v2_xlsr_2b/layer20/run1/train.log b/results_bvcc/w2v2_xlsr_2b/layer20/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..f4510f20dfa573447c55c31500b6acbfabccdad6
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer20/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=0.5980490518686099
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3729 | LCC = 0.8037 | SRCC = 0.8025 ]
+INFO:root:Average loss=0.2925713985012128
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2933 | LCC = 0.8355 | SRCC = 0.8338 ]
+INFO:root:Average loss=0.2599831129877995
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3321 | LCC = 0.8385 | SRCC = 0.8435 ]
+INFO:root:Average loss=0.24970414069218513
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2836 | LCC = 0.8524 | SRCC = 0.8501 ]
+INFO:root:Average loss=0.21591552671713707
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2513 | LCC = 0.8613 | SRCC = 0.8578 ]
+INFO:root:Average loss=0.19640294347818082
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2574 | LCC = 0.8613 | SRCC = 0.8594 ]
+INFO:root:Average loss=0.20467996692810303
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2435 | LCC = 0.8614 | SRCC = 0.8566 ]
+INFO:root:Average loss=0.1717869012783735
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2418 | LCC = 0.8681 | SRCC = 0.8648 ]
+INFO:root:Average loss=0.16445941764574784
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2339 | LCC = 0.8655 | SRCC = 0.8631 ]
+INFO:root:Average loss=0.16143440378782076
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2434 | LCC = 0.8653 | SRCC = 0.8625 ]
+INFO:root:Average loss=0.14865650532719415
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2155 | LCC = 0.8711 | SRCC = 0.8691 ]
+INFO:root:Average loss=0.14927933613459268
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2382 | LCC = 0.8669 | SRCC = 0.8653 ]
+INFO:root:Average loss=0.12935467370045492
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2234 | LCC = 0.8690 | SRCC = 0.8683 ]
+INFO:root:Average loss=0.14564421257147422
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2184 | LCC = 0.8685 | SRCC = 0.8663 ]
+INFO:root:Average loss=0.12233114280761817
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2394 | LCC = 0.8633 | SRCC = 0.8620 ]
+INFO:root:Average loss=0.11996143478422593
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2278 | LCC = 0.8648 | SRCC = 0.8615 ]
+INFO:root:Average loss=0.10922020874344386
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2255 | LCC = 0.8639 | SRCC = 0.8611 ]
+INFO:root:Average loss=0.10636964459449817
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2240 | LCC = 0.8666 | SRCC = 0.8657 ]
+INFO:root:Average loss=0.09740423778883922
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2338 | LCC = 0.8689 | SRCC = 0.8687 ]
+INFO:root:Average loss=0.0891744064596983
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2204 | LCC = 0.8653 | SRCC = 0.8647 ]
+INFO:root:Average loss=0.09353399472549939
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2400 | LCC = 0.8683 | SRCC = 0.8676 ]
+INFO:root:Average loss=0.1013690651131746
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2236 | LCC = 0.8693 | SRCC = 0.8688 ]
+INFO:root:Average loss=0.08048558087112048
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2502 | LCC = 0.8630 | SRCC = 0.8636 ]
+INFO:root:Average loss=0.07932699667528653
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2208 | LCC = 0.8616 | SRCC = 0.8604 ]
+INFO:root:Average loss=0.09079837130430417
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2221 | LCC = 0.8662 | SRCC = 0.8653 ]
+INFO:root:Average loss=0.07304914849690902
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2287 | LCC = 0.8628 | SRCC = 0.8634 ]
+INFO:root:Average loss=0.07003937900448456
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2143 | LCC = 0.8667 | SRCC = 0.8664 ]
+INFO:root:Average loss=0.06804125579312825
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2353 | LCC = 0.8665 | SRCC = 0.8664 ]
+INFO:root:Average loss=0.06542981788516045
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2377 | LCC = 0.8634 | SRCC = 0.8640 ]
+INFO:root:Average loss=0.06584873714317115
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2143 | LCC = 0.8660 | SRCC = 0.8661 ]
+INFO:root:Average loss=0.05755053708950678
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2192 | LCC = 0.8648 | SRCC = 0.8641 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2170 | LCC = 0.8685 | SRCC = 0.8677 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer20/run2/config.gin b/results_bvcc/w2v2_xlsr_2b/layer20/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer20/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_xlsr_2b/layer20/run2/model.pt b/results_bvcc/w2v2_xlsr_2b/layer20/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..cf24888029b6b69eae8eac6d22796454e823d1f8
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer20/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer20/run2/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer20/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..503f988c50a963f4661c4b4772507738f1ebe1d1
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer20/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_xlsr_2b/layer20/run2/train.log b/results_bvcc/w2v2_xlsr_2b/layer20/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..6ef9be7b48a975e11b6a8aeba987d348460a5556
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer20/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=0.5254991975350257
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3544 | LCC = 0.8132 | SRCC = 0.8122 ]
+INFO:root:Average loss=0.30067450209305835
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2855 | LCC = 0.8359 | SRCC = 0.8334 ]
+INFO:root:Average loss=0.2736137935366386
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2863 | LCC = 0.8508 | SRCC = 0.8463 ]
+INFO:root:Average loss=0.22770493897872093
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2555 | LCC = 0.8589 | SRCC = 0.8568 ]
+INFO:root:Average loss=0.21739734766575006
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2696 | LCC = 0.8629 | SRCC = 0.8594 ]
+INFO:root:Average loss=0.2313546693095794
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2284 | LCC = 0.8633 | SRCC = 0.8606 ]
+INFO:root:Average loss=0.19071095255322945
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2340 | LCC = 0.8716 | SRCC = 0.8688 ]
+INFO:root:Average loss=0.1797005432920578
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2411 | LCC = 0.8692 | SRCC = 0.8675 ]
+INFO:root:Average loss=0.1710297371714543
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2561 | LCC = 0.8604 | SRCC = 0.8608 ]
+INFO:root:Average loss=0.17714220123031202
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2554 | LCC = 0.8657 | SRCC = 0.8681 ]
+INFO:root:Average loss=0.15998001138751322
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2316 | LCC = 0.8676 | SRCC = 0.8660 ]
+INFO:root:Average loss=0.14510477630373758
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2142 | LCC = 0.8731 | SRCC = 0.8708 ]
+INFO:root:Average loss=0.1332693754289395
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2557 | LCC = 0.8707 | SRCC = 0.8690 ]
+INFO:root:Average loss=0.14135305793621603
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2287 | LCC = 0.8732 | SRCC = 0.8716 ]
+INFO:root:Average loss=0.1382318343489598
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2223 | LCC = 0.8721 | SRCC = 0.8690 ]
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+INFO:root:
+[Valid][15][UTT][ MSE = 0.2182 | LCC = 0.8703 | SRCC = 0.8694 ]
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+INFO:root:
+[Valid][16][UTT][ MSE = 0.2365 | LCC = 0.8714 | SRCC = 0.8687 ]
+INFO:root:Average loss=0.10491218083561996
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2262 | LCC = 0.8727 | SRCC = 0.8709 ]
+INFO:root:Average loss=0.10883880191697524
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2313 | LCC = 0.8708 | SRCC = 0.8685 ]
+INFO:root:Average loss=0.09439568360073444
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2244 | LCC = 0.8687 | SRCC = 0.8673 ]
+INFO:root:Average loss=0.10022986556092899
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2740 | LCC = 0.8684 | SRCC = 0.8665 ]
+INFO:root:Average loss=0.0924430053967696
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2208 | LCC = 0.8668 | SRCC = 0.8653 ]
+INFO:root:Average loss=0.10083157349473391
+INFO:root:
+[Valid][22][UTT][ MSE = 0.3027 | LCC = 0.8654 | SRCC = 0.8640 ]
+INFO:root:Average loss=0.08181615517689632
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2616 | LCC = 0.8663 | SRCC = 0.8643 ]
+INFO:root:Average loss=0.10365256705345252
+INFO:root:
+[Valid][24][UTT][ MSE = 0.3015 | LCC = 0.8619 | SRCC = 0.8603 ]
+INFO:root:Average loss=0.07873636794586976
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2261 | LCC = 0.8684 | SRCC = 0.8693 ]
+INFO:root:Average loss=0.0879808068753053
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2196 | LCC = 0.8732 | SRCC = 0.8719 ]
+INFO:root:Average loss=0.06905039691199095
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2689 | LCC = 0.8677 | SRCC = 0.8671 ]
+INFO:root:Average loss=0.07469620780111888
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2214 | LCC = 0.8673 | SRCC = 0.8666 ]
+INFO:root:Average loss=0.06569281382820545
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2203 | LCC = 0.8660 | SRCC = 0.8648 ]
+INFO:root:Average loss=0.05995389995857691
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2154 | LCC = 0.8678 | SRCC = 0.8654 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2603 | LCC = 0.8665 | SRCC = 0.8691 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer20/run3/config.gin b/results_bvcc/w2v2_xlsr_2b/layer20/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer20/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_xlsr_2b/layer20/run3/model.pt b/results_bvcc/w2v2_xlsr_2b/layer20/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..5471e4e2e2765e0a4675a099ac5ce50c16214344
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer20/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer20/run3/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer20/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..3277b2357d53ac6c7560f9dafec342cbd631bc32
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer20/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a7e0dbce3c97185f192e293f2bebcab1f8b872018fe1cb458b19a069880919a5
+size 5698822
diff --git a/results_bvcc/w2v2_xlsr_2b/layer20/run3/train.log b/results_bvcc/w2v2_xlsr_2b/layer20/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..9109ef9180902b2980c4bbb3a9c508f51db7453d
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer20/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=0.4772382053809288
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3348 | LCC = 0.7942 | SRCC = 0.7997 ]
+INFO:root:Average loss=0.27876955022414523
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2912 | LCC = 0.8283 | SRCC = 0.8251 ]
+INFO:root:Average loss=0.2645362283174808
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3137 | LCC = 0.8401 | SRCC = 0.8364 ]
+INFO:root:Average loss=0.2606406412445582
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2872 | LCC = 0.8456 | SRCC = 0.8422 ]
+INFO:root:Average loss=0.22570673586466375
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2944 | LCC = 0.8496 | SRCC = 0.8492 ]
+INFO:root:Average loss=0.23327650798436922
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2705 | LCC = 0.8567 | SRCC = 0.8556 ]
+INFO:root:Average loss=0.1927329576932467
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2545 | LCC = 0.8589 | SRCC = 0.8577 ]
+INFO:root:Average loss=0.20652021419925568
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2281 | LCC = 0.8614 | SRCC = 0.8586 ]
+INFO:root:Average loss=0.1870076257066849
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2633 | LCC = 0.8673 | SRCC = 0.8642 ]
+INFO:root:Average loss=0.17053812274183983
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2470 | LCC = 0.8620 | SRCC = 0.8591 ]
+INFO:root:Average loss=0.16722562842262098
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2489 | LCC = 0.8661 | SRCC = 0.8623 ]
+INFO:root:Average loss=0.16135533182666853
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2626 | LCC = 0.8621 | SRCC = 0.8634 ]
+INFO:root:Average loss=0.14905451925901267
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2495 | LCC = 0.8653 | SRCC = 0.8648 ]
+INFO:root:Average loss=0.1517431117976323
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2230 | LCC = 0.8685 | SRCC = 0.8665 ]
+INFO:root:Average loss=0.13114974542688101
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2441 | LCC = 0.8601 | SRCC = 0.8593 ]
+INFO:root:Average loss=0.12899159620969725
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2314 | LCC = 0.8682 | SRCC = 0.8666 ]
+INFO:root:Average loss=0.11581551732543187
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2447 | LCC = 0.8675 | SRCC = 0.8653 ]
+INFO:root:Average loss=0.11467108034934753
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2258 | LCC = 0.8703 | SRCC = 0.8696 ]
+INFO:root:Average loss=0.10437776616368538
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2881 | LCC = 0.8683 | SRCC = 0.8700 ]
+INFO:root:Average loss=0.09883653038205245
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2191 | LCC = 0.8671 | SRCC = 0.8675 ]
+INFO:root:Average loss=0.10342802432103035
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2150 | LCC = 0.8718 | SRCC = 0.8707 ]
+INFO:root:Average loss=0.09336738001841766
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2504 | LCC = 0.8655 | SRCC = 0.8674 ]
+INFO:root:Average loss=0.08897875956235787
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2273 | LCC = 0.8674 | SRCC = 0.8674 ]
+INFO:root:Average loss=0.08989368952237643
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2178 | LCC = 0.8654 | SRCC = 0.8669 ]
+INFO:root:Average loss=0.08456470019733295
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2379 | LCC = 0.8652 | SRCC = 0.8671 ]
+INFO:root:Average loss=0.08466769153108963
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2142 | LCC = 0.8687 | SRCC = 0.8696 ]
+INFO:root:Average loss=0.07555539074998635
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2192 | LCC = 0.8691 | SRCC = 0.8693 ]
+INFO:root:Average loss=0.07160909875081135
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2385 | LCC = 0.8689 | SRCC = 0.8689 ]
+INFO:root:Average loss=0.06807681567107256
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2215 | LCC = 0.8666 | SRCC = 0.8666 ]
+INFO:root:Average loss=0.07270956158829041
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2180 | LCC = 0.8667 | SRCC = 0.8667 ]
+INFO:root:Average loss=0.05789333137755211
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2173 | LCC = 0.8672 | SRCC = 0.8658 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2393 | LCC = 0.8659 | SRCC = 0.8669 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer20/run4/config.gin b/results_bvcc/w2v2_xlsr_2b/layer20/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer20/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_xlsr_2b/layer20/run4/model.pt b/results_bvcc/w2v2_xlsr_2b/layer20/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e97569d4c3cb1cb74d0f203a5c446f2c5dba8c02
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer20/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer20/run4/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer20/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..58b94ee9dcb3e4038ce73f2660f456ad0bd668b8
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer20/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_2b/layer20/run4/train.log b/results_bvcc/w2v2_xlsr_2b/layer20/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..034f80224415d8cd4090821a66a7f7cc0de67fd7
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer20/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.5655800195840689
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3295 | LCC = 0.7990 | SRCC = 0.8002 ]
+INFO:root:Average loss=0.311660287471918
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2863 | LCC = 0.8239 | SRCC = 0.8229 ]
+INFO:root:Average loss=0.27089047317321485
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2889 | LCC = 0.8395 | SRCC = 0.8373 ]
+INFO:root:Average loss=0.22478131739756999
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2641 | LCC = 0.8560 | SRCC = 0.8537 ]
+INFO:root:Average loss=0.2205562683252188
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2595 | LCC = 0.8555 | SRCC = 0.8517 ]
+INFO:root:Average loss=0.1976595221994779
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2736 | LCC = 0.8575 | SRCC = 0.8572 ]
+INFO:root:Average loss=0.19318755295796272
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2391 | LCC = 0.8608 | SRCC = 0.8580 ]
+INFO:root:Average loss=0.17866639563670525
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2660 | LCC = 0.8649 | SRCC = 0.8629 ]
+INFO:root:Average loss=0.16761782192266905
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2324 | LCC = 0.8678 | SRCC = 0.8652 ]
+INFO:root:Average loss=0.1874559550331189
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2196 | LCC = 0.8705 | SRCC = 0.8684 ]
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+INFO:root:
+[Valid][10][UTT][ MSE = 0.2371 | LCC = 0.8683 | SRCC = 0.8657 ]
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+INFO:root:
+[Valid][11][UTT][ MSE = 0.3839 | LCC = 0.8566 | SRCC = 0.8650 ]
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+[Valid][12][UTT][ MSE = 0.2281 | LCC = 0.8693 | SRCC = 0.8674 ]
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+[Valid][13][UTT][ MSE = 0.2173 | LCC = 0.8688 | SRCC = 0.8663 ]
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+[Valid][14][UTT][ MSE = 0.2245 | LCC = 0.8681 | SRCC = 0.8665 ]
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+INFO:root:
+[Valid][15][UTT][ MSE = 0.2187 | LCC = 0.8713 | SRCC = 0.8667 ]
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+[Valid][16][UTT][ MSE = 0.2214 | LCC = 0.8686 | SRCC = 0.8657 ]
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+INFO:root:
+[Valid][17][UTT][ MSE = 0.2235 | LCC = 0.8651 | SRCC = 0.8630 ]
+INFO:root:Average loss=0.10958530094761115
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2607 | LCC = 0.8660 | SRCC = 0.8669 ]
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+INFO:root:
+[Valid][19][UTT][ MSE = 0.2509 | LCC = 0.8652 | SRCC = 0.8642 ]
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+[Valid][20][UTT][ MSE = 0.2131 | LCC = 0.8707 | SRCC = 0.8686 ]
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+INFO:root:
+[Valid][21][UTT][ MSE = 0.2181 | LCC = 0.8701 | SRCC = 0.8686 ]
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+INFO:root:
+[Valid][22][UTT][ MSE = 0.2174 | LCC = 0.8676 | SRCC = 0.8646 ]
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+INFO:root:
+[Valid][23][UTT][ MSE = 0.2269 | LCC = 0.8677 | SRCC = 0.8669 ]
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+[Valid][24][UTT][ MSE = 0.2156 | LCC = 0.8691 | SRCC = 0.8672 ]
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+INFO:root:
+[Valid][25][UTT][ MSE = 0.3524 | LCC = 0.8565 | SRCC = 0.8639 ]
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+INFO:root:
+[Valid][26][UTT][ MSE = 0.2641 | LCC = 0.8626 | SRCC = 0.8626 ]
+INFO:root:Average loss=0.09122062450609146
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2314 | LCC = 0.8631 | SRCC = 0.8627 ]
+INFO:root:Average loss=0.0731813373665015
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2299 | LCC = 0.8657 | SRCC = 0.8647 ]
+INFO:root:Average loss=0.06756916790245435
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2246 | LCC = 0.8609 | SRCC = 0.8583 ]
+INFO:root:Average loss=0.06468932335384381
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2158 | LCC = 0.8674 | SRCC = 0.8654 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2317 | LCC = 0.8687 | SRCC = 0.8682 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer22/run0/config.gin b/results_bvcc/w2v2_xlsr_2b/layer22/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer22/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_xlsr_2b/layer22/run0/model.pt b/results_bvcc/w2v2_xlsr_2b/layer22/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..17d5e742f5efd3372e19c2840bdc1ab6adeaa9ba
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer22/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_2b/layer22/run0/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer22/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..a26fa9a371f32eba32b625d317272cf470e209d0
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer22/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_2b/layer22/run0/train.log b/results_bvcc/w2v2_xlsr_2b/layer22/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..3a9d79fd377dbaf6379957919643083887e4dbf2
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer22/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=0.4881473410970125
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3739 | LCC = 0.8041 | SRCC = 0.8042 ]
+INFO:root:Average loss=0.2901775552294193
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3039 | LCC = 0.8273 | SRCC = 0.8250 ]
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+[Valid][2][UTT][ MSE = 0.2775 | LCC = 0.8442 | SRCC = 0.8407 ]
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+INFO:root:
+[Valid][3][UTT][ MSE = 0.2795 | LCC = 0.8499 | SRCC = 0.8471 ]
+INFO:root:Average loss=0.21039214682502624
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2683 | LCC = 0.8536 | SRCC = 0.8501 ]
+INFO:root:Average loss=0.1937720225407527
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2550 | LCC = 0.8548 | SRCC = 0.8525 ]
+INFO:root:Average loss=0.19909882048765817
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2710 | LCC = 0.8487 | SRCC = 0.8492 ]
+INFO:root:Average loss=0.1871101245857202
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2619 | LCC = 0.8560 | SRCC = 0.8522 ]
+INFO:root:Average loss=0.16432463969939795
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2394 | LCC = 0.8571 | SRCC = 0.8529 ]
+INFO:root:Average loss=0.15203452435059425
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2392 | LCC = 0.8531 | SRCC = 0.8513 ]
+INFO:root:Average loss=0.15651600741041014
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2311 | LCC = 0.8637 | SRCC = 0.8612 ]
+INFO:root:Average loss=0.14670007886030736
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2395 | LCC = 0.8641 | SRCC = 0.8617 ]
+INFO:root:Average loss=0.13521061971401557
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2346 | LCC = 0.8585 | SRCC = 0.8576 ]
+INFO:root:Average loss=0.1259134913293215
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2556 | LCC = 0.8560 | SRCC = 0.8529 ]
+INFO:root:Average loss=0.13252982774224037
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2481 | LCC = 0.8611 | SRCC = 0.8582 ]
+INFO:root:Average loss=0.12120530802087906
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2733 | LCC = 0.8581 | SRCC = 0.8559 ]
+INFO:root:Average loss=0.109904051782229
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2442 | LCC = 0.8571 | SRCC = 0.8540 ]
+INFO:root:Average loss=0.10177943516427125
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2546 | LCC = 0.8580 | SRCC = 0.8555 ]
+INFO:root:Average loss=0.10537792689716205
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2597 | LCC = 0.8538 | SRCC = 0.8517 ]
+INFO:root:Average loss=0.09793544852007659
+INFO:root:
+[Valid][19][UTT][ MSE = 0.3158 | LCC = 0.8525 | SRCC = 0.8502 ]
+INFO:root:Average loss=0.10780875666592366
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2709 | LCC = 0.8556 | SRCC = 0.8533 ]
+INFO:root:Average loss=0.09721997533089076
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2489 | LCC = 0.8527 | SRCC = 0.8506 ]
+INFO:root:Average loss=0.08893944499775386
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2560 | LCC = 0.8554 | SRCC = 0.8538 ]
+INFO:root:Average loss=0.08287579976977447
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2492 | LCC = 0.8531 | SRCC = 0.8512 ]
+INFO:root:Average loss=0.09009964062044254
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2626 | LCC = 0.8620 | SRCC = 0.8601 ]
+INFO:root:Average loss=0.07188665398802513
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2255 | LCC = 0.8634 | SRCC = 0.8617 ]
+INFO:root:Average loss=0.07151173246212494
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2633 | LCC = 0.8601 | SRCC = 0.8589 ]
+INFO:root:Average loss=0.06473453476642951
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2308 | LCC = 0.8609 | SRCC = 0.8580 ]
+INFO:root:Average loss=0.08030691867073377
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2339 | LCC = 0.8599 | SRCC = 0.8563 ]
+INFO:root:Average loss=0.07304848701908039
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2511 | LCC = 0.8543 | SRCC = 0.8521 ]
+INFO:root:Average loss=0.08840443193912506
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2621 | LCC = 0.8563 | SRCC = 0.8543 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2434 | LCC = 0.8712 | SRCC = 0.8704 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer22/run1/config.gin b/results_bvcc/w2v2_xlsr_2b/layer22/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer22/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_xlsr_2b/layer22/run1/model.pt b/results_bvcc/w2v2_xlsr_2b/layer22/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e3aaa4a7651ef0b591db9d0b6f274aeaf91bd996
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer22/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f7a96c6347c1660c5cf83d431bd5fe8ead36649bb0752b763c630615f74d4f0d
+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer22/run1/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer22/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..53c6f4c4337aa1d24e2729039c369f7d6b324096
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer22/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7e36d731f576f2dc15da73662b9cfa1e529d879c325ec4db87d792390127c7bb
+size 5698758
diff --git a/results_bvcc/w2v2_xlsr_2b/layer22/run1/train.log b/results_bvcc/w2v2_xlsr_2b/layer22/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..c9c9171f7f9aee590eef4ef7725e31f8117760e0
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer22/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=0.5520993702304668
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3580 | LCC = 0.7975 | SRCC = 0.7957 ]
+INFO:root:Average loss=0.289183120123851
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3060 | LCC = 0.8252 | SRCC = 0.8233 ]
+INFO:root:Average loss=0.24855113086792138
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2605 | LCC = 0.8421 | SRCC = 0.8362 ]
+INFO:root:Average loss=0.23749059457809496
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2676 | LCC = 0.8512 | SRCC = 0.8462 ]
+INFO:root:Average loss=0.20862189451089272
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2949 | LCC = 0.8555 | SRCC = 0.8530 ]
+INFO:root:Average loss=0.20393481296606553
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2489 | LCC = 0.8591 | SRCC = 0.8548 ]
+INFO:root:Average loss=0.20158583623094437
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2456 | LCC = 0.8637 | SRCC = 0.8600 ]
+INFO:root:Average loss=0.18652487756350103
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2581 | LCC = 0.8615 | SRCC = 0.8579 ]
+INFO:root:Average loss=0.1689592385903383
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2386 | LCC = 0.8657 | SRCC = 0.8627 ]
+INFO:root:Average loss=0.1696224237481753
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2253 | LCC = 0.8627 | SRCC = 0.8583 ]
+INFO:root:Average loss=0.15669052904615036
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2526 | LCC = 0.8556 | SRCC = 0.8520 ]
+INFO:root:Average loss=0.14264313876628876
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2420 | LCC = 0.8657 | SRCC = 0.8632 ]
+INFO:root:Average loss=0.15403334366587493
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2808 | LCC = 0.8559 | SRCC = 0.8558 ]
+INFO:root:Average loss=0.14404157587350944
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2352 | LCC = 0.8645 | SRCC = 0.8632 ]
+INFO:root:Average loss=0.11743475000063579
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2523 | LCC = 0.8583 | SRCC = 0.8564 ]
+INFO:root:Average loss=0.12635358824179724
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2368 | LCC = 0.8647 | SRCC = 0.8629 ]
+INFO:root:Average loss=0.10740314385829827
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2613 | LCC = 0.8618 | SRCC = 0.8626 ]
+INFO:root:Average loss=0.11569834959048492
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2396 | LCC = 0.8569 | SRCC = 0.8533 ]
+INFO:root:Average loss=0.11459121432824013
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2372 | LCC = 0.8569 | SRCC = 0.8532 ]
+INFO:root:Average loss=0.09559800179722981
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2444 | LCC = 0.8555 | SRCC = 0.8548 ]
+INFO:root:Average loss=0.09723700291644304
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2482 | LCC = 0.8546 | SRCC = 0.8516 ]
+INFO:root:Average loss=0.10363177893062432
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2396 | LCC = 0.8595 | SRCC = 0.8574 ]
+INFO:root:Average loss=0.09327521461706895
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2761 | LCC = 0.8544 | SRCC = 0.8545 ]
+INFO:root:Average loss=0.0772957532451703
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2539 | LCC = 0.8548 | SRCC = 0.8550 ]
+INFO:root:Average loss=0.09218613918011005
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2341 | LCC = 0.8563 | SRCC = 0.8552 ]
+INFO:root:Average loss=0.08023788292820637
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2567 | LCC = 0.8538 | SRCC = 0.8535 ]
+INFO:root:Average loss=0.07371665866902241
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2285 | LCC = 0.8565 | SRCC = 0.8540 ]
+INFO:root:Average loss=0.08014690484373997
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2255 | LCC = 0.8568 | SRCC = 0.8543 ]
+INFO:root:Average loss=0.06548006531710808
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2211 | LCC = 0.8600 | SRCC = 0.8583 ]
+INFO:root:Average loss=0.0721075056741635
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2323 | LCC = 0.8555 | SRCC = 0.8529 ]
+INFO:root:Average loss=0.07065846207432258
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2279 | LCC = 0.8578 | SRCC = 0.8552 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2348 | LCC = 0.8671 | SRCC = 0.8659 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer22/run2/config.gin b/results_bvcc/w2v2_xlsr_2b/layer22/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer22/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_xlsr_2b/layer22/run2/model.pt b/results_bvcc/w2v2_xlsr_2b/layer22/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..09d4288ae86d19a7cbe95923171a719634e04317
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer22/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:429216eb6e968562a2d6d99925b30db6b700a563a9442ee941175f062944420e
+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer22/run2/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer22/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..de90b4da5f83286f2759728b819ffb68fe82ac22
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer22/run2/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c01029649dd3b81c69f23d1428286187953b03d7c79fec771e21a4da9ffa0c2d
+size 5698758
diff --git a/results_bvcc/w2v2_xlsr_2b/layer22/run2/train.log b/results_bvcc/w2v2_xlsr_2b/layer22/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..598057ccb7704cad08a897e5ae9c35928b94563b
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer22/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=0.5966373905539513
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3725 | LCC = 0.7768 | SRCC = 0.7851 ]
+INFO:root:Average loss=0.29500289547901887
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3047 | LCC = 0.8286 | SRCC = 0.8248 ]
+INFO:root:Average loss=0.2448206547743235
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2890 | LCC = 0.8425 | SRCC = 0.8377 ]
+INFO:root:Average loss=0.24398693308616295
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3599 | LCC = 0.8386 | SRCC = 0.8404 ]
+INFO:root:Average loss=0.21139996670759642
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3208 | LCC = 0.8535 | SRCC = 0.8522 ]
+INFO:root:Average loss=0.20270391706472787
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2341 | LCC = 0.8532 | SRCC = 0.8486 ]
+INFO:root:Average loss=0.18158088032251749
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2495 | LCC = 0.8528 | SRCC = 0.8476 ]
+INFO:root:Average loss=0.1791289472618164
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2450 | LCC = 0.8566 | SRCC = 0.8513 ]
+INFO:root:Average loss=0.15664618748884934
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2474 | LCC = 0.8538 | SRCC = 0.8494 ]
+INFO:root:Average loss=0.14851036916176477
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2437 | LCC = 0.8595 | SRCC = 0.8577 ]
+INFO:root:Average loss=0.13986709608863562
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2617 | LCC = 0.8548 | SRCC = 0.8540 ]
+INFO:root:Average loss=0.13009372363105798
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2297 | LCC = 0.8598 | SRCC = 0.8542 ]
+INFO:root:Average loss=0.12871590237586927
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2420 | LCC = 0.8534 | SRCC = 0.8491 ]
+INFO:root:Average loss=0.1472765120367209
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2691 | LCC = 0.8577 | SRCC = 0.8543 ]
+INFO:root:Average loss=0.11465932084963872
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2371 | LCC = 0.8560 | SRCC = 0.8513 ]
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+INFO:root:
+[Valid][15][UTT][ MSE = 0.2439 | LCC = 0.8498 | SRCC = 0.8449 ]
+INFO:root:Average loss=0.10784008535437095
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2312 | LCC = 0.8522 | SRCC = 0.8471 ]
+INFO:root:Average loss=0.098700784242306
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2360 | LCC = 0.8584 | SRCC = 0.8562 ]
+INFO:root:Average loss=0.09368719084140582
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2309 | LCC = 0.8552 | SRCC = 0.8505 ]
+INFO:root:Average loss=0.09913465729317604
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2318 | LCC = 0.8554 | SRCC = 0.8511 ]
+INFO:root:Average loss=0.09449023691316445
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2299 | LCC = 0.8577 | SRCC = 0.8534 ]
+INFO:root:Average loss=0.09166615241422103
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2309 | LCC = 0.8572 | SRCC = 0.8527 ]
+INFO:root:Average loss=0.07427583310084465
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2249 | LCC = 0.8601 | SRCC = 0.8565 ]
+INFO:root:Average loss=0.08022101510029572
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2305 | LCC = 0.8567 | SRCC = 0.8539 ]
+INFO:root:Average loss=0.08049495346271075
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2779 | LCC = 0.8507 | SRCC = 0.8525 ]
+INFO:root:Average loss=0.09096898157627155
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2625 | LCC = 0.8556 | SRCC = 0.8520 ]
+INFO:root:Average loss=0.0681041214041985
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2278 | LCC = 0.8575 | SRCC = 0.8537 ]
+INFO:root:Average loss=0.08086686223172225
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2422 | LCC = 0.8600 | SRCC = 0.8577 ]
+INFO:root:Average loss=0.06374322341229671
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2365 | LCC = 0.8532 | SRCC = 0.8488 ]
+INFO:root:Average loss=0.0689703506919054
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2565 | LCC = 0.8559 | SRCC = 0.8545 ]
+INFO:root:Average loss=0.06729304422743809
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2308 | LCC = 0.8569 | SRCC = 0.8534 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2224 | LCC = 0.8727 | SRCC = 0.8722 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer22/run3/config.gin b/results_bvcc/w2v2_xlsr_2b/layer22/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer22/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_xlsr_2b/layer22/run3/model.pt b/results_bvcc/w2v2_xlsr_2b/layer22/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..fc599e3dfa2f217813821b2f867699fe282de826
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer22/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_2b/layer22/run3/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer22/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..1a82e845186cc6003e4150cf5ad895f320445a29
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer22/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_2b/layer22/run3/train.log b/results_bvcc/w2v2_xlsr_2b/layer22/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..ae6f410888f616622b1c3555ef704766e918b6cb
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer22/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=0.4928710781610929
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3435 | LCC = 0.7959 | SRCC = 0.7952 ]
+INFO:root:Average loss=0.29055034216397846
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3012 | LCC = 0.8286 | SRCC = 0.8252 ]
+INFO:root:Average loss=0.25070035954316455
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2720 | LCC = 0.8491 | SRCC = 0.8460 ]
+INFO:root:Average loss=0.22860923256629553
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2578 | LCC = 0.8487 | SRCC = 0.8450 ]
+INFO:root:Average loss=0.21456646346128905
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2364 | LCC = 0.8579 | SRCC = 0.8555 ]
+INFO:root:Average loss=0.22431134193753585
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2802 | LCC = 0.8570 | SRCC = 0.8547 ]
+INFO:root:Average loss=0.2020784416832985
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2522 | LCC = 0.8595 | SRCC = 0.8564 ]
+INFO:root:Average loss=0.1853173119135392
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2603 | LCC = 0.8596 | SRCC = 0.8567 ]
+INFO:root:Average loss=0.18898090739280748
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2696 | LCC = 0.8584 | SRCC = 0.8579 ]
+INFO:root:Average loss=0.16627594790397546
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3134 | LCC = 0.8599 | SRCC = 0.8621 ]
+INFO:root:Average loss=0.15222342216815704
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2240 | LCC = 0.8645 | SRCC = 0.8623 ]
+INFO:root:Average loss=0.1549924933948578
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2818 | LCC = 0.8618 | SRCC = 0.8627 ]
+INFO:root:Average loss=0.13232136508211112
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2353 | LCC = 0.8604 | SRCC = 0.8584 ]
+INFO:root:Average loss=0.12892219013510606
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2207 | LCC = 0.8637 | SRCC = 0.8622 ]
+INFO:root:Average loss=0.12886844823757806
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2325 | LCC = 0.8620 | SRCC = 0.8603 ]
+INFO:root:Average loss=0.11848234241971603
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2326 | LCC = 0.8603 | SRCC = 0.8572 ]
+INFO:root:Average loss=0.10960224786630043
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2324 | LCC = 0.8611 | SRCC = 0.8586 ]
+INFO:root:Average loss=0.09892541638169533
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2938 | LCC = 0.8598 | SRCC = 0.8594 ]
+INFO:root:Average loss=0.12095016432114136
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2296 | LCC = 0.8671 | SRCC = 0.8653 ]
+INFO:root:Average loss=0.12461515931555858
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2828 | LCC = 0.8611 | SRCC = 0.8630 ]
+INFO:root:Average loss=0.092755682575397
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2225 | LCC = 0.8619 | SRCC = 0.8602 ]
+INFO:root:Average loss=0.09509749858616254
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2342 | LCC = 0.8618 | SRCC = 0.8597 ]
+INFO:root:Average loss=0.0834022688273436
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2402 | LCC = 0.8640 | SRCC = 0.8625 ]
+INFO:root:Average loss=0.08135159824712154
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2459 | LCC = 0.8567 | SRCC = 0.8545 ]
+INFO:root:Average loss=0.07327570952475071
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2309 | LCC = 0.8610 | SRCC = 0.8585 ]
+INFO:root:Average loss=0.08364113816657127
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2221 | LCC = 0.8612 | SRCC = 0.8605 ]
+INFO:root:Average loss=0.08517976067005059
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2817 | LCC = 0.8546 | SRCC = 0.8557 ]
+INFO:root:Average loss=0.0776161084859035
+INFO:root:
+[Valid][27][UTT][ MSE = 0.3086 | LCC = 0.8545 | SRCC = 0.8556 ]
+INFO:root:Average loss=0.07125493487677513
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2415 | LCC = 0.8610 | SRCC = 0.8595 ]
+INFO:root:Average loss=0.06715813775857289
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2165 | LCC = 0.8611 | SRCC = 0.8594 ]
+INFO:root:Average loss=0.06059315590522228
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2846 | LCC = 0.8558 | SRCC = 0.8582 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2213 | LCC = 0.8682 | SRCC = 0.8666 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer22/run4/config.gin b/results_bvcc/w2v2_xlsr_2b/layer22/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer22/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_xlsr_2b/layer22/run4/model.pt b/results_bvcc/w2v2_xlsr_2b/layer22/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..7f1f15016ad96f216e45b74ecec375fed3e94e6d
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer22/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer22/run4/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer22/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..50ccedc83309038e58161951f4a331a890c692e4
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer22/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_2b/layer22/run4/train.log b/results_bvcc/w2v2_xlsr_2b/layer22/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..732e18622924da19ca10232878948fed8946615e
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer22/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.5606813333355464
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3313 | LCC = 0.7924 | SRCC = 0.7943 ]
+INFO:root:Average loss=0.2995604589963571
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3007 | LCC = 0.8221 | SRCC = 0.8191 ]
+INFO:root:Average loss=0.2588865997699591
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2884 | LCC = 0.8413 | SRCC = 0.8397 ]
+INFO:root:Average loss=0.23103786813907135
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2675 | LCC = 0.8501 | SRCC = 0.8465 ]
+INFO:root:Average loss=0.2319559464469934
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2948 | LCC = 0.8541 | SRCC = 0.8508 ]
+INFO:root:Average loss=0.20369711078894445
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2803 | LCC = 0.8503 | SRCC = 0.8487 ]
+INFO:root:Average loss=0.22025715932250023
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2846 | LCC = 0.8498 | SRCC = 0.8492 ]
+INFO:root:Average loss=0.2398855753051929
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2753 | LCC = 0.8540 | SRCC = 0.8498 ]
+INFO:root:Average loss=0.17050822604543123
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2466 | LCC = 0.8586 | SRCC = 0.8553 ]
+INFO:root:Average loss=0.16690575503385985
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3030 | LCC = 0.8601 | SRCC = 0.8574 ]
+INFO:root:Average loss=0.16373064445379454
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2458 | LCC = 0.8630 | SRCC = 0.8594 ]
+INFO:root:Average loss=0.17076204659847113
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3278 | LCC = 0.8606 | SRCC = 0.8581 ]
+INFO:root:Average loss=0.14734437364416245
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2364 | LCC = 0.8594 | SRCC = 0.8555 ]
+INFO:root:Average loss=0.135331338032698
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2490 | LCC = 0.8607 | SRCC = 0.8568 ]
+INFO:root:Average loss=0.12837107183459479
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2964 | LCC = 0.8572 | SRCC = 0.8539 ]
+INFO:root:Average loss=0.12627847645527276
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2337 | LCC = 0.8599 | SRCC = 0.8566 ]
+INFO:root:Average loss=0.1149016814545179
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2666 | LCC = 0.8587 | SRCC = 0.8554 ]
+INFO:root:Average loss=0.11670486982434224
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2428 | LCC = 0.8570 | SRCC = 0.8523 ]
+INFO:root:Average loss=0.12004006496415688
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2464 | LCC = 0.8566 | SRCC = 0.8530 ]
+INFO:root:Average loss=0.10853081358931004
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2380 | LCC = 0.8579 | SRCC = 0.8545 ]
+INFO:root:Average loss=0.09563156933738635
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2488 | LCC = 0.8554 | SRCC = 0.8542 ]
+INFO:root:Average loss=0.09165872977330135
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2351 | LCC = 0.8574 | SRCC = 0.8541 ]
+INFO:root:Average loss=0.12085403970036751
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2401 | LCC = 0.8544 | SRCC = 0.8519 ]
+INFO:root:Average loss=0.08764795925563727
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2342 | LCC = 0.8577 | SRCC = 0.8521 ]
+INFO:root:Average loss=0.08088079410103652
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2384 | LCC = 0.8542 | SRCC = 0.8498 ]
+INFO:root:Average loss=0.07447583128053409
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2502 | LCC = 0.8541 | SRCC = 0.8496 ]
+INFO:root:Average loss=0.0769135630570161
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2525 | LCC = 0.8540 | SRCC = 0.8499 ]
+INFO:root:Average loss=0.08361733303620265
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2343 | LCC = 0.8575 | SRCC = 0.8541 ]
+INFO:root:Average loss=0.06721360924152228
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2273 | LCC = 0.8603 | SRCC = 0.8569 ]
+INFO:root:Average loss=0.06739457429219516
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2407 | LCC = 0.8545 | SRCC = 0.8497 ]
+INFO:root:Average loss=0.057299731394801386
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2369 | LCC = 0.8527 | SRCC = 0.8501 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2789 | LCC = 0.8637 | SRCC = 0.8660 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer24/run0/config.gin b/results_bvcc/w2v2_xlsr_2b/layer24/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer24/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_xlsr_2b/layer24/run0/model.pt b/results_bvcc/w2v2_xlsr_2b/layer24/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..48f8858789c2417e04cc3af73c2b48b4aa0def37
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer24/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_2b/layer24/run0/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer24/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..be16c13e0c1d01cd67b666f79a720006873cbb0a
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer24/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_2b/layer24/run0/train.log b/results_bvcc/w2v2_xlsr_2b/layer24/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..814256619af3621ebccf910677b54f237b4908c3
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer24/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=0.5275618296403152
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4318 | LCC = 0.7872 | SRCC = 0.7885 ]
+INFO:root:Average loss=0.3155783210427333
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3017 | LCC = 0.8228 | SRCC = 0.8162 ]
+INFO:root:Average loss=0.27223783330275464
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2855 | LCC = 0.8382 | SRCC = 0.8328 ]
+INFO:root:Average loss=0.24237908671299616
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2503 | LCC = 0.8502 | SRCC = 0.8456 ]
+INFO:root:Average loss=0.2315781574982863
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2567 | LCC = 0.8551 | SRCC = 0.8498 ]
+INFO:root:Average loss=0.20285092580776948
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2843 | LCC = 0.8578 | SRCC = 0.8561 ]
+INFO:root:Average loss=0.18904134516532606
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2419 | LCC = 0.8598 | SRCC = 0.8571 ]
+INFO:root:Average loss=0.22035711315961984
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2476 | LCC = 0.8584 | SRCC = 0.8538 ]
+INFO:root:Average loss=0.16653202397701067
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2336 | LCC = 0.8673 | SRCC = 0.8654 ]
+INFO:root:Average loss=0.1764810667015039
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2314 | LCC = 0.8681 | SRCC = 0.8647 ]
+INFO:root:Average loss=0.1471831654317868
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2552 | LCC = 0.8641 | SRCC = 0.8633 ]
+INFO:root:Average loss=0.16203085514597404
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2171 | LCC = 0.8666 | SRCC = 0.8646 ]
+INFO:root:Average loss=0.1418437221302436
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3104 | LCC = 0.8551 | SRCC = 0.8554 ]
+INFO:root:Average loss=0.1379527316834682
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2500 | LCC = 0.8626 | SRCC = 0.8576 ]
+INFO:root:Average loss=0.12194240484864284
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2348 | LCC = 0.8657 | SRCC = 0.8642 ]
+INFO:root:Average loss=0.10947398468852043
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2786 | LCC = 0.8573 | SRCC = 0.8559 ]
+INFO:root:Average loss=0.11135009093544422
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2608 | LCC = 0.8623 | SRCC = 0.8621 ]
+INFO:root:Average loss=0.09554277121638641
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2620 | LCC = 0.8560 | SRCC = 0.8566 ]
+INFO:root:Average loss=0.1069652813558395
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2443 | LCC = 0.8599 | SRCC = 0.8558 ]
+INFO:root:Average loss=0.08995038151549987
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2871 | LCC = 0.8526 | SRCC = 0.8503 ]
+INFO:root:Average loss=0.08618294237515865
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2309 | LCC = 0.8597 | SRCC = 0.8576 ]
+INFO:root:Average loss=0.0909186904438031
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2331 | LCC = 0.8603 | SRCC = 0.8579 ]
+INFO:root:Average loss=0.07689553169676891
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2603 | LCC = 0.8548 | SRCC = 0.8523 ]
+INFO:root:Average loss=0.07504301331937313
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2430 | LCC = 0.8550 | SRCC = 0.8533 ]
+INFO:root:Average loss=0.07806811233361562
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2777 | LCC = 0.8570 | SRCC = 0.8546 ]
+INFO:root:Average loss=0.08981997089890334
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2687 | LCC = 0.8496 | SRCC = 0.8468 ]
+INFO:root:Average loss=0.06902745800713699
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2803 | LCC = 0.8516 | SRCC = 0.8511 ]
+INFO:root:Average loss=0.08543187379837036
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2304 | LCC = 0.8598 | SRCC = 0.8563 ]
+INFO:root:Average loss=0.06096250007454401
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2424 | LCC = 0.8506 | SRCC = 0.8463 ]
+INFO:root:Average loss=0.06410699280408713
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2285 | LCC = 0.8592 | SRCC = 0.8565 ]
+INFO:root:Average loss=0.06033773710712408
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2506 | LCC = 0.8570 | SRCC = 0.8543 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2356 | LCC = 0.8646 | SRCC = 0.8660 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer24/run1/config.gin b/results_bvcc/w2v2_xlsr_2b/layer24/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer24/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_xlsr_2b/layer24/run1/model.pt b/results_bvcc/w2v2_xlsr_2b/layer24/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..f503631831dd59f046b1baa87777423eb6c3e4bb
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer24/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:32ec3feddae8e5fcc6c46bc05a34afd5e901098254688b6d2f9057a33bfa96c5
+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer24/run1/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer24/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..1cee2c1b012e282c9f0c40414fee50d2cef17c51
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer24/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:86e528ea5c7fc0a4c0d3a9a2b64893c2eee50bfce970b414f8f46bba588e3e6f
+size 5698822
diff --git a/results_bvcc/w2v2_xlsr_2b/layer24/run1/train.log b/results_bvcc/w2v2_xlsr_2b/layer24/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..43b9a489643c3194f15200bccdb82360dff0941f
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer24/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=0.47004637657067716
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3312 | LCC = 0.7971 | SRCC = 0.7962 ]
+INFO:root:Average loss=0.2906322484979263
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2904 | LCC = 0.8298 | SRCC = 0.8257 ]
+INFO:root:Average loss=0.26024235049501443
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3081 | LCC = 0.8424 | SRCC = 0.8389 ]
+INFO:root:Average loss=0.2386225870786569
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2929 | LCC = 0.8465 | SRCC = 0.8440 ]
+INFO:root:Average loss=0.23173521248958048
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2676 | LCC = 0.8504 | SRCC = 0.8470 ]
+INFO:root:Average loss=0.2128518383281353
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2643 | LCC = 0.8531 | SRCC = 0.8492 ]
+INFO:root:Average loss=0.19878362997984275
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3258 | LCC = 0.8540 | SRCC = 0.8538 ]
+INFO:root:Average loss=0.18781092963539636
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2809 | LCC = 0.8571 | SRCC = 0.8546 ]
+INFO:root:Average loss=0.17353821297486624
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3198 | LCC = 0.8521 | SRCC = 0.8572 ]
+INFO:root:Average loss=0.1763771723669309
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2653 | LCC = 0.8585 | SRCC = 0.8588 ]
+INFO:root:Average loss=0.15442485496019706
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2455 | LCC = 0.8632 | SRCC = 0.8614 ]
+INFO:root:Average loss=0.14881826545565557
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2659 | LCC = 0.8589 | SRCC = 0.8551 ]
+INFO:root:Average loss=0.13668681260866997
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3298 | LCC = 0.8544 | SRCC = 0.8515 ]
+INFO:root:Average loss=0.13338976439375144
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2743 | LCC = 0.8580 | SRCC = 0.8556 ]
+INFO:root:Average loss=0.13769666917431048
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2581 | LCC = 0.8585 | SRCC = 0.8547 ]
+INFO:root:Average loss=0.11970574867266875
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2329 | LCC = 0.8565 | SRCC = 0.8542 ]
+INFO:root:Average loss=0.11360776973649478
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2505 | LCC = 0.8519 | SRCC = 0.8500 ]
+INFO:root:Average loss=0.11063246290462139
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2689 | LCC = 0.8581 | SRCC = 0.8551 ]
+INFO:root:Average loss=0.11148374971862023
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2443 | LCC = 0.8586 | SRCC = 0.8553 ]
+INFO:root:Average loss=0.11359078365449722
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2421 | LCC = 0.8522 | SRCC = 0.8506 ]
+INFO:root:Average loss=0.09324966223003009
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2316 | LCC = 0.8591 | SRCC = 0.8569 ]
+INFO:root:Average loss=0.09414844501477021
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2584 | LCC = 0.8531 | SRCC = 0.8506 ]
+INFO:root:Average loss=0.08195133282779118
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2260 | LCC = 0.8568 | SRCC = 0.8558 ]
+INFO:root:Average loss=0.07370607292231841
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2624 | LCC = 0.8509 | SRCC = 0.8476 ]
+INFO:root:Average loss=0.07280138798822196
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2365 | LCC = 0.8547 | SRCC = 0.8524 ]
+INFO:root:Average loss=0.07619273060789475
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2484 | LCC = 0.8561 | SRCC = 0.8555 ]
+INFO:root:Average loss=0.08787108580462444
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2692 | LCC = 0.8574 | SRCC = 0.8560 ]
+INFO:root:Average loss=0.06694306509617047
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2307 | LCC = 0.8556 | SRCC = 0.8542 ]
+INFO:root:Average loss=0.08662450643113026
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2675 | LCC = 0.8538 | SRCC = 0.8557 ]
+INFO:root:Average loss=0.075775149015662
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2335 | LCC = 0.8582 | SRCC = 0.8566 ]
+INFO:root:Average loss=0.05495692397921513
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2392 | LCC = 0.8600 | SRCC = 0.8582 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2424 | LCC = 0.8609 | SRCC = 0.8591 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer24/run2/config.gin b/results_bvcc/w2v2_xlsr_2b/layer24/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer24/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_xlsr_2b/layer24/run2/model.pt b/results_bvcc/w2v2_xlsr_2b/layer24/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..3a4c0102fd080b4b4b317c82f9954f686a3dd8f6
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer24/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9dd3f50589b05ebef7de3c74373986bc7310ac8cb3c84455c811edc2f3907367
+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer24/run2/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer24/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..40ca714762328d80fdb46669e3518823ec946c55
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer24/run2/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ebc8ee560ff6fefc18fc093b88471a2608f709e5b68f661e5075f2548ef6f221
+size 5698758
diff --git a/results_bvcc/w2v2_xlsr_2b/layer24/run2/train.log b/results_bvcc/w2v2_xlsr_2b/layer24/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..358110591ca379e283258cdbdc0e3e3d05b270a6
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer24/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=0.5530856175300403
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3423 | LCC = 0.7920 | SRCC = 0.7900 ]
+INFO:root:Average loss=0.29596270334262115
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3604 | LCC = 0.8296 | SRCC = 0.8249 ]
+INFO:root:Average loss=0.2588988521542305
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2970 | LCC = 0.8477 | SRCC = 0.8446 ]
+INFO:root:Average loss=0.24300553038334236
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2809 | LCC = 0.8494 | SRCC = 0.8450 ]
+INFO:root:Average loss=0.22015885550242204
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2602 | LCC = 0.8553 | SRCC = 0.8522 ]
+INFO:root:Average loss=0.21310671285176888
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2691 | LCC = 0.8559 | SRCC = 0.8525 ]
+INFO:root:Average loss=0.18408588014352015
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2728 | LCC = 0.8503 | SRCC = 0.8506 ]
+INFO:root:Average loss=0.1816132016097888
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2561 | LCC = 0.8576 | SRCC = 0.8556 ]
+INFO:root:Average loss=0.1655338628169818
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2502 | LCC = 0.8523 | SRCC = 0.8481 ]
+INFO:root:Average loss=0.17500386520838127
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2413 | LCC = 0.8605 | SRCC = 0.8575 ]
+INFO:root:Average loss=0.14514940795608056
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2353 | LCC = 0.8597 | SRCC = 0.8569 ]
+INFO:root:Average loss=0.1478287283426676
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2455 | LCC = 0.8535 | SRCC = 0.8502 ]
+INFO:root:Average loss=0.15814473470434165
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2310 | LCC = 0.8631 | SRCC = 0.8614 ]
+INFO:root:Average loss=0.1298881320235057
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2493 | LCC = 0.8567 | SRCC = 0.8526 ]
+INFO:root:Average loss=0.13819169071622384
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2468 | LCC = 0.8618 | SRCC = 0.8586 ]
+INFO:root:Average loss=0.11275499180341378
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2480 | LCC = 0.8516 | SRCC = 0.8462 ]
+INFO:root:Average loss=0.11065813044133858
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2325 | LCC = 0.8567 | SRCC = 0.8525 ]
+INFO:root:Average loss=0.1001042148623711
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2758 | LCC = 0.8566 | SRCC = 0.8578 ]
+INFO:root:Average loss=0.11625762665883088
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2621 | LCC = 0.8553 | SRCC = 0.8501 ]
+INFO:root:Average loss=0.11834864041362053
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2365 | LCC = 0.8591 | SRCC = 0.8546 ]
+INFO:root:Average loss=0.12150485613025151
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2213 | LCC = 0.8609 | SRCC = 0.8576 ]
+INFO:root:Average loss=0.09438766051943485
+INFO:root:
+[Valid][21][UTT][ MSE = 0.3218 | LCC = 0.8565 | SRCC = 0.8569 ]
+INFO:root:Average loss=0.09988240921535553
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2278 | LCC = 0.8591 | SRCC = 0.8561 ]
+INFO:root:Average loss=0.08494289171619293
+INFO:root:
+[Valid][23][UTT][ MSE = 0.3278 | LCC = 0.8565 | SRCC = 0.8554 ]
+INFO:root:Average loss=0.11505255098335254
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2353 | LCC = 0.8544 | SRCC = 0.8537 ]
+INFO:root:Average loss=0.07130744666434251
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2769 | LCC = 0.8592 | SRCC = 0.8581 ]
+INFO:root:Average loss=0.07316825290520985
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2361 | LCC = 0.8573 | SRCC = 0.8552 ]
+INFO:root:Average loss=0.0712302641895337
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2362 | LCC = 0.8569 | SRCC = 0.8550 ]
+INFO:root:Average loss=0.07239168027463631
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2545 | LCC = 0.8561 | SRCC = 0.8560 ]
+INFO:root:Average loss=0.06963242170138237
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2457 | LCC = 0.8557 | SRCC = 0.8526 ]
+INFO:root:Average loss=0.06462578112498307
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2912 | LCC = 0.8548 | SRCC = 0.8530 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2261 | LCC = 0.8637 | SRCC = 0.8623 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer24/run3/config.gin b/results_bvcc/w2v2_xlsr_2b/layer24/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer24/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_xlsr_2b/layer24/run3/model.pt b/results_bvcc/w2v2_xlsr_2b/layer24/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..606dc2a5b3e37e68416aaf8904f7ea9212cbbd53
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer24/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_2b/layer24/run3/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer24/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ab25ca198430292dd4b927948a38c6278e5d4eaa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer24/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_2b/layer24/run3/train.log b/results_bvcc/w2v2_xlsr_2b/layer24/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..0ff663aac70a728f68591dae2fbc710cb1b1887a
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer24/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=0.5503056137225567
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3511 | LCC = 0.7863 | SRCC = 0.7863 ]
+INFO:root:Average loss=0.3121888647094751
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3486 | LCC = 0.8206 | SRCC = 0.8198 ]
+INFO:root:Average loss=0.27652840067942935
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3033 | LCC = 0.8366 | SRCC = 0.8340 ]
+INFO:root:Average loss=0.23905819004926926
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2914 | LCC = 0.8443 | SRCC = 0.8409 ]
+INFO:root:Average loss=0.2162868497081292
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2540 | LCC = 0.8551 | SRCC = 0.8534 ]
+INFO:root:Average loss=0.198824259524162
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2540 | LCC = 0.8534 | SRCC = 0.8495 ]
+INFO:root:Average loss=0.18765948139704192
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3065 | LCC = 0.8512 | SRCC = 0.8508 ]
+INFO:root:Average loss=0.2093513110318245
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2918 | LCC = 0.8519 | SRCC = 0.8506 ]
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+INFO:root:
+[Valid][8][UTT][ MSE = 0.2402 | LCC = 0.8638 | SRCC = 0.8604 ]
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+INFO:root:
+[Valid][9][UTT][ MSE = 0.2787 | LCC = 0.8585 | SRCC = 0.8582 ]
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+INFO:root:
+[Valid][10][UTT][ MSE = 0.2986 | LCC = 0.8489 | SRCC = 0.8500 ]
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+INFO:root:
+[Valid][11][UTT][ MSE = 0.2417 | LCC = 0.8537 | SRCC = 0.8506 ]
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+INFO:root:
+[Valid][12][UTT][ MSE = 0.2462 | LCC = 0.8561 | SRCC = 0.8559 ]
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+INFO:root:
+[Valid][13][UTT][ MSE = 0.2386 | LCC = 0.8590 | SRCC = 0.8574 ]
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+INFO:root:
+[Valid][14][UTT][ MSE = 0.2499 | LCC = 0.8509 | SRCC = 0.8487 ]
+INFO:root:Average loss=0.12197667331649707
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2398 | LCC = 0.8555 | SRCC = 0.8539 ]
+INFO:root:Average loss=0.11774034296663907
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2374 | LCC = 0.8560 | SRCC = 0.8533 ]
+INFO:root:Average loss=0.11924330947490838
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2391 | LCC = 0.8575 | SRCC = 0.8549 ]
+INFO:root:Average loss=0.10888860279168838
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2440 | LCC = 0.8603 | SRCC = 0.8584 ]
+INFO:root:Average loss=0.09490359775148906
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2645 | LCC = 0.8520 | SRCC = 0.8509 ]
+INFO:root:Average loss=0.0906322319060564
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2495 | LCC = 0.8531 | SRCC = 0.8508 ]
+INFO:root:Average loss=0.09552966884504525
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2430 | LCC = 0.8545 | SRCC = 0.8528 ]
+INFO:root:Average loss=0.09757493536632794
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2425 | LCC = 0.8558 | SRCC = 0.8524 ]
+INFO:root:Average loss=0.08234843946038148
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2440 | LCC = 0.8555 | SRCC = 0.8526 ]
+INFO:root:Average loss=0.07420989039998788
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2574 | LCC = 0.8532 | SRCC = 0.8524 ]
+INFO:root:Average loss=0.08550246814504647
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2405 | LCC = 0.8570 | SRCC = 0.8548 ]
+INFO:root:Average loss=0.06881921442273335
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2315 | LCC = 0.8590 | SRCC = 0.8562 ]
+INFO:root:Average loss=0.0814656546482673
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2416 | LCC = 0.8531 | SRCC = 0.8508 ]
+INFO:root:Average loss=0.06847243966200413
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2395 | LCC = 0.8538 | SRCC = 0.8505 ]
+INFO:root:Average loss=0.06263940351513717
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2322 | LCC = 0.8581 | SRCC = 0.8559 ]
+INFO:root:Average loss=0.06486557538692768
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2310 | LCC = 0.8602 | SRCC = 0.8585 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2399 | LCC = 0.8596 | SRCC = 0.8588 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer24/run4/config.gin b/results_bvcc/w2v2_xlsr_2b/layer24/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer24/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_xlsr_2b/layer24/run4/model.pt b/results_bvcc/w2v2_xlsr_2b/layer24/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..a16ef22f0d52fd1f9562ab76170e8ab4e2132b04
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer24/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2a5ff65f5c660cf806f9eeba1ac4b77384e4237b73193ef21e67d5a7353bde43
+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer24/run4/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer24/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..88c228a8f91ed6593b01e504c891e51be9182594
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer24/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3b27595692a9f3dc2dc7be07ae9c05861fe55fa5e27339086d801e4d3d429814
+size 5698822
diff --git a/results_bvcc/w2v2_xlsr_2b/layer24/run4/train.log b/results_bvcc/w2v2_xlsr_2b/layer24/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..629544dde040da71891c729a1991a7185d490762
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer24/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.47764026259000486
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3508 | LCC = 0.7950 | SRCC = 0.7999 ]
+INFO:root:Average loss=0.2950062407897069
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3348 | LCC = 0.8266 | SRCC = 0.8275 ]
+INFO:root:Average loss=0.26284524416312194
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2791 | LCC = 0.8471 | SRCC = 0.8428 ]
+INFO:root:Average loss=0.24909822260722136
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2868 | LCC = 0.8495 | SRCC = 0.8476 ]
+INFO:root:Average loss=0.211114460363602
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2767 | LCC = 0.8542 | SRCC = 0.8527 ]
+INFO:root:Average loss=0.20227894358910048
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2739 | LCC = 0.8612 | SRCC = 0.8567 ]
+INFO:root:Average loss=0.18951814908247727
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2369 | LCC = 0.8620 | SRCC = 0.8615 ]
+INFO:root:Average loss=0.18411740909020105
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2218 | LCC = 0.8607 | SRCC = 0.8590 ]
+INFO:root:Average loss=0.1780180101020214
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2482 | LCC = 0.8646 | SRCC = 0.8597 ]
+INFO:root:Average loss=0.1684121471375991
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2506 | LCC = 0.8637 | SRCC = 0.8619 ]
+INFO:root:Average loss=0.14112314839775747
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2483 | LCC = 0.8599 | SRCC = 0.8548 ]
+INFO:root:Average loss=0.15793336727298224
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2591 | LCC = 0.8655 | SRCC = 0.8617 ]
+INFO:root:Average loss=0.14011691415157074
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2569 | LCC = 0.8595 | SRCC = 0.8569 ]
+INFO:root:Average loss=0.16373974199478442
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2420 | LCC = 0.8578 | SRCC = 0.8551 ]
+INFO:root:Average loss=0.11966506621012321
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2223 | LCC = 0.8685 | SRCC = 0.8665 ]
+INFO:root:Average loss=0.12876084671379665
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2566 | LCC = 0.8608 | SRCC = 0.8611 ]
+INFO:root:Average loss=0.10956551282642743
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2545 | LCC = 0.8588 | SRCC = 0.8573 ]
+INFO:root:Average loss=0.10339538858104975
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2370 | LCC = 0.8550 | SRCC = 0.8508 ]
+INFO:root:Average loss=0.10283973545600207
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2424 | LCC = 0.8643 | SRCC = 0.8611 ]
+INFO:root:Average loss=0.10364240326751502
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2587 | LCC = 0.8675 | SRCC = 0.8658 ]
+INFO:root:Average loss=0.08979450113689288
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2413 | LCC = 0.8552 | SRCC = 0.8513 ]
+INFO:root:Average loss=0.08318433261070496
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2237 | LCC = 0.8597 | SRCC = 0.8574 ]
+INFO:root:Average loss=0.07714109332897724
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2236 | LCC = 0.8637 | SRCC = 0.8607 ]
+INFO:root:Average loss=0.07737749733794959
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2323 | LCC = 0.8619 | SRCC = 0.8588 ]
+INFO:root:Average loss=0.07405506083980584
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2427 | LCC = 0.8592 | SRCC = 0.8572 ]
+INFO:root:Average loss=0.07224317496785751
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2369 | LCC = 0.8591 | SRCC = 0.8571 ]
+INFO:root:Average loss=0.0797233389547238
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2345 | LCC = 0.8621 | SRCC = 0.8586 ]
+INFO:root:Average loss=0.07315523325441739
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2295 | LCC = 0.8622 | SRCC = 0.8588 ]
+INFO:root:Average loss=0.07463431955339053
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2458 | LCC = 0.8648 | SRCC = 0.8617 ]
+INFO:root:Average loss=0.07672743499279022
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2229 | LCC = 0.8669 | SRCC = 0.8636 ]
+INFO:root:Average loss=0.07107938334154777
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2367 | LCC = 0.8646 | SRCC = 0.8611 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2476 | LCC = 0.8620 | SRCC = 0.8620 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer26/run0/config.gin b/results_bvcc/w2v2_xlsr_2b/layer26/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer26/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_xlsr_2b/layer26/run0/model.pt b/results_bvcc/w2v2_xlsr_2b/layer26/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..f7ffba258367cfa6393d97c8911008b89a4c9179
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer26/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c0e9493cccf7b335e5e994d162d3393fd52e566b6c3a679d73d19440fe3623ca
+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer26/run0/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer26/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..8512486c111e65fa0f767c0c36b3219ebc98ef3c
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer26/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_2b/layer26/run0/train.log b/results_bvcc/w2v2_xlsr_2b/layer26/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..19e75ed642f77a99dfa4c28468df691a719a0a7f
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer26/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=0.6577257785277489
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3962 | LCC = 0.7515 | SRCC = 0.7509 ]
+INFO:root:Average loss=0.31558420375371593
+INFO:root:
+[Valid][1][UTT][ MSE = 0.4476 | LCC = 0.8049 | SRCC = 0.8145 ]
+INFO:root:Average loss=0.2689515077150785
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2874 | LCC = 0.8371 | SRCC = 0.8309 ]
+INFO:root:Average loss=0.25807511997528565
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2804 | LCC = 0.8457 | SRCC = 0.8406 ]
+INFO:root:Average loss=0.21889372169971466
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2710 | LCC = 0.8508 | SRCC = 0.8484 ]
+INFO:root:Average loss=0.19832299305842474
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2426 | LCC = 0.8517 | SRCC = 0.8469 ]
+INFO:root:Average loss=0.18309879513123098
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2715 | LCC = 0.8608 | SRCC = 0.8590 ]
+INFO:root:Average loss=0.1816753528248041
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2389 | LCC = 0.8599 | SRCC = 0.8588 ]
+INFO:root:Average loss=0.16575236570758697
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2439 | LCC = 0.8570 | SRCC = 0.8540 ]
+INFO:root:Average loss=0.15497440749253982
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2306 | LCC = 0.8618 | SRCC = 0.8595 ]
+INFO:root:Average loss=0.13946364676723114
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2452 | LCC = 0.8585 | SRCC = 0.8589 ]
+INFO:root:Average loss=0.12425260045207463
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2535 | LCC = 0.8587 | SRCC = 0.8570 ]
+INFO:root:Average loss=0.13224172501418835
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2475 | LCC = 0.8616 | SRCC = 0.8613 ]
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+INFO:root:
+[Valid][13][UTT][ MSE = 0.2496 | LCC = 0.8668 | SRCC = 0.8653 ]
+INFO:root:Average loss=0.12939246667501253
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2824 | LCC = 0.8563 | SRCC = 0.8590 ]
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+INFO:root:
+[Valid][15][UTT][ MSE = 0.2388 | LCC = 0.8590 | SRCC = 0.8590 ]
+INFO:root:Average loss=0.103208818162481
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3314 | LCC = 0.8498 | SRCC = 0.8548 ]
+INFO:root:Average loss=0.10688578160718465
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2304 | LCC = 0.8590 | SRCC = 0.8562 ]
+INFO:root:Average loss=0.10685018392709586
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2482 | LCC = 0.8603 | SRCC = 0.8588 ]
+INFO:root:Average loss=0.09425403063113873
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2351 | LCC = 0.8563 | SRCC = 0.8538 ]
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+INFO:root:
+[Valid][20][UTT][ MSE = 0.2354 | LCC = 0.8556 | SRCC = 0.8544 ]
+INFO:root:Average loss=0.07396937658389409
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2483 | LCC = 0.8503 | SRCC = 0.8501 ]
+INFO:root:Average loss=0.08255809106123753
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2696 | LCC = 0.8537 | SRCC = 0.8516 ]
+INFO:root:Average loss=0.06957770974781269
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2439 | LCC = 0.8508 | SRCC = 0.8507 ]
+INFO:root:Average loss=0.06643029502951182
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2455 | LCC = 0.8501 | SRCC = 0.8489 ]
+INFO:root:Average loss=0.07287089306956683
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2347 | LCC = 0.8531 | SRCC = 0.8519 ]
+INFO:root:Average loss=0.07711110416895305
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2453 | LCC = 0.8531 | SRCC = 0.8516 ]
+INFO:root:Average loss=0.054703567654658586
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2363 | LCC = 0.8517 | SRCC = 0.8508 ]
+INFO:root:Average loss=0.06173242662006464
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2577 | LCC = 0.8490 | SRCC = 0.8512 ]
+INFO:root:Average loss=0.05803119343442795
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2591 | LCC = 0.8527 | SRCC = 0.8531 ]
+INFO:root:Average loss=0.056329950594749205
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2490 | LCC = 0.8574 | SRCC = 0.8573 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2857 | LCC = 0.8597 | SRCC = 0.8615 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer26/run1/config.gin b/results_bvcc/w2v2_xlsr_2b/layer26/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer26/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_xlsr_2b/layer26/run1/model.pt b/results_bvcc/w2v2_xlsr_2b/layer26/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..da24dcbd83478dcf12436f6c3ab78ae26efa5e29
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer26/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer26/run1/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer26/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..7991c6e59789a0d2bea67b6bc34a12222a088b26
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer26/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_xlsr_2b/layer26/run1/train.log b/results_bvcc/w2v2_xlsr_2b/layer26/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..1728e135c11d5f7a86fe41e337e04817e00861d0
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer26/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=0.544732480094983
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3939 | LCC = 0.7791 | SRCC = 0.7758 ]
+INFO:root:Average loss=0.30366240231654584
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3336 | LCC = 0.8130 | SRCC = 0.8100 ]
+INFO:root:Average loss=0.2520766204748398
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2737 | LCC = 0.8351 | SRCC = 0.8320 ]
+INFO:root:Average loss=0.23164045619658935
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3613 | LCC = 0.8367 | SRCC = 0.8394 ]
+INFO:root:Average loss=0.2141566664362565
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2487 | LCC = 0.8531 | SRCC = 0.8514 ]
+INFO:root:Average loss=0.19396719355613756
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2781 | LCC = 0.8500 | SRCC = 0.8517 ]
+INFO:root:Average loss=0.21675529923194495
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2837 | LCC = 0.8497 | SRCC = 0.8539 ]
+INFO:root:Average loss=0.2072612963234767
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2529 | LCC = 0.8598 | SRCC = 0.8587 ]
+INFO:root:Average loss=0.1926612020112001
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2520 | LCC = 0.8557 | SRCC = 0.8530 ]
+INFO:root:Average loss=0.15885461131349587
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2604 | LCC = 0.8582 | SRCC = 0.8590 ]
+INFO:root:Average loss=0.146164728471866
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2861 | LCC = 0.8500 | SRCC = 0.8517 ]
+INFO:root:Average loss=0.14625600782724527
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3279 | LCC = 0.8507 | SRCC = 0.8583 ]
+INFO:root:Average loss=0.14715891025769404
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3045 | LCC = 0.8532 | SRCC = 0.8546 ]
+INFO:root:Average loss=0.1399130163093408
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2491 | LCC = 0.8615 | SRCC = 0.8611 ]
+INFO:root:Average loss=0.11463107111362311
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2221 | LCC = 0.8586 | SRCC = 0.8593 ]
+INFO:root:Average loss=0.12217089619774085
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2490 | LCC = 0.8529 | SRCC = 0.8524 ]
+INFO:root:Average loss=0.10956422621623063
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2558 | LCC = 0.8513 | SRCC = 0.8511 ]
+INFO:root:Average loss=0.12966119412046212
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2485 | LCC = 0.8533 | SRCC = 0.8531 ]
+INFO:root:Average loss=0.09710626285045575
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2421 | LCC = 0.8478 | SRCC = 0.8471 ]
+INFO:root:Average loss=0.09976906897738957
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2405 | LCC = 0.8560 | SRCC = 0.8553 ]
+INFO:root:Average loss=0.09549457785219718
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2363 | LCC = 0.8565 | SRCC = 0.8555 ]
+INFO:root:Average loss=0.08809577587705392
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2984 | LCC = 0.8509 | SRCC = 0.8546 ]
+INFO:root:Average loss=0.08589645069188033
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2614 | LCC = 0.8505 | SRCC = 0.8522 ]
+INFO:root:Average loss=0.07639827999549034
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2407 | LCC = 0.8575 | SRCC = 0.8571 ]
+INFO:root:Average loss=0.06965011396469215
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2310 | LCC = 0.8575 | SRCC = 0.8579 ]
+INFO:root:Average loss=0.1022665810604126
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2348 | LCC = 0.8539 | SRCC = 0.8546 ]
+INFO:root:Average loss=0.06361928768455982
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2474 | LCC = 0.8559 | SRCC = 0.8563 ]
+INFO:root:Average loss=0.07669111164525533
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2467 | LCC = 0.8539 | SRCC = 0.8553 ]
+INFO:root:Average loss=0.07928044420595352
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2275 | LCC = 0.8571 | SRCC = 0.8574 ]
+INFO:root:Average loss=0.05592580865591
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2354 | LCC = 0.8537 | SRCC = 0.8531 ]
+INFO:root:Average loss=0.05972684891178058
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2408 | LCC = 0.8510 | SRCC = 0.8504 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2860 | LCC = 0.8555 | SRCC = 0.8555 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer26/run2/config.gin b/results_bvcc/w2v2_xlsr_2b/layer26/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer26/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_xlsr_2b/layer26/run2/model.pt b/results_bvcc/w2v2_xlsr_2b/layer26/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b091c1b4505357a6481920b1328c1cbeead8cc14
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer26/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2281403aa95a3e7f135b6ec12cd2b18af1f0961ed699f7eaf7a1d70864d3197f
+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer26/run2/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer26/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..24f0d3715a954cb24813473079df5ef597021562
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer26/run2/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:389bf742f916ea42668d80a428ab21506c04329b72aecb16a73e95ddb6c5cd2f
+size 5698758
diff --git a/results_bvcc/w2v2_xlsr_2b/layer26/run2/train.log b/results_bvcc/w2v2_xlsr_2b/layer26/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..e7c7b4ceaae0c2fe1684ff55c0d8ecc08e9ead27
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer26/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=0.5493916024764379
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3743 | LCC = 0.7752 | SRCC = 0.7734 ]
+INFO:root:Average loss=0.306540615665607
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3435 | LCC = 0.8172 | SRCC = 0.8161 ]
+INFO:root:Average loss=0.256637083987395
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3053 | LCC = 0.8365 | SRCC = 0.8312 ]
+INFO:root:Average loss=0.23571819754747245
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2962 | LCC = 0.8462 | SRCC = 0.8413 ]
+INFO:root:Average loss=0.21709901820390654
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2652 | LCC = 0.8486 | SRCC = 0.8444 ]
+INFO:root:Average loss=0.22712060866447595
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2690 | LCC = 0.8503 | SRCC = 0.8481 ]
+INFO:root:Average loss=0.18888149983607805
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2517 | LCC = 0.8535 | SRCC = 0.8506 ]
+INFO:root:Average loss=0.20548539876173705
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2620 | LCC = 0.8560 | SRCC = 0.8524 ]
+INFO:root:Average loss=0.16432839297713378
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2526 | LCC = 0.8565 | SRCC = 0.8534 ]
+INFO:root:Average loss=0.16178191500978592
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2378 | LCC = 0.8569 | SRCC = 0.8538 ]
+INFO:root:Average loss=0.16730147485549635
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2415 | LCC = 0.8546 | SRCC = 0.8515 ]
+INFO:root:Average loss=0.16678669169927254
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2449 | LCC = 0.8584 | SRCC = 0.8575 ]
+INFO:root:Average loss=0.14252233839569947
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2317 | LCC = 0.8608 | SRCC = 0.8595 ]
+INFO:root:Average loss=0.12886071730500612
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2302 | LCC = 0.8570 | SRCC = 0.8545 ]
+INFO:root:Average loss=0.12894319045620087
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2390 | LCC = 0.8536 | SRCC = 0.8522 ]
+INFO:root:Average loss=0.12293947545381692
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2637 | LCC = 0.8564 | SRCC = 0.8552 ]
+INFO:root:Average loss=0.11647115389888103
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2353 | LCC = 0.8562 | SRCC = 0.8537 ]
+INFO:root:Average loss=0.11072025151971059
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2633 | LCC = 0.8524 | SRCC = 0.8523 ]
+INFO:root:Average loss=0.09773716134711719
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2745 | LCC = 0.8576 | SRCC = 0.8595 ]
+INFO:root:Average loss=0.12864067171437618
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2554 | LCC = 0.8555 | SRCC = 0.8534 ]
+INFO:root:Average loss=0.09157892053899093
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2301 | LCC = 0.8568 | SRCC = 0.8536 ]
+INFO:root:Average loss=0.09040577843403205
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2551 | LCC = 0.8495 | SRCC = 0.8492 ]
+INFO:root:Average loss=0.08274398137552616
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2462 | LCC = 0.8506 | SRCC = 0.8470 ]
+INFO:root:Average loss=0.09904492450639224
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2574 | LCC = 0.8495 | SRCC = 0.8469 ]
+INFO:root:Average loss=0.0781040055056413
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2594 | LCC = 0.8477 | SRCC = 0.8435 ]
+INFO:root:Average loss=0.07055287774747764
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2387 | LCC = 0.8542 | SRCC = 0.8513 ]
+INFO:root:Average loss=0.07671135993531117
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2594 | LCC = 0.8531 | SRCC = 0.8509 ]
+INFO:root:Average loss=0.08099651436966199
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2661 | LCC = 0.8501 | SRCC = 0.8492 ]
+INFO:root:Average loss=0.06792330340697215
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2439 | LCC = 0.8530 | SRCC = 0.8492 ]
+INFO:root:Average loss=0.07059742706135297
+INFO:root:
+[Valid][29][UTT][ MSE = 0.3038 | LCC = 0.8535 | SRCC = 0.8526 ]
+INFO:root:Average loss=0.07582747979232898
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2323 | LCC = 0.8554 | SRCC = 0.8532 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2334 | LCC = 0.8657 | SRCC = 0.8662 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer26/run3/config.gin b/results_bvcc/w2v2_xlsr_2b/layer26/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer26/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_xlsr_2b/layer26/run3/model.pt b/results_bvcc/w2v2_xlsr_2b/layer26/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..1e564abaad25e6d02dbc9b839338a53edfbfffd8
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer26/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:532810c8a4ac08b3182a0feb7021edaa6e10a85b328c1a3f659dadfef3937a96
+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer26/run3/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer26/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..31a8152e69df72bb36bb3b370f734c9bc327462e
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer26/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:55c9e8db2f99f6dc5097b81475d9bb26dc4aeb105a85e9d64a67f6f9ef027f51
+size 5698822
diff --git a/results_bvcc/w2v2_xlsr_2b/layer26/run3/train.log b/results_bvcc/w2v2_xlsr_2b/layer26/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..bf3549967030949c5f183026814147a27cb8a46d
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer26/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=0.5768293507206135
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3686 | LCC = 0.7810 | SRCC = 0.7811 ]
+INFO:root:Average loss=0.3150101449245062
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3911 | LCC = 0.8156 | SRCC = 0.8124 ]
+INFO:root:Average loss=0.2816264938849669
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2911 | LCC = 0.8404 | SRCC = 0.8372 ]
+INFO:root:Average loss=0.2396412757344735
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2708 | LCC = 0.8460 | SRCC = 0.8432 ]
+INFO:root:Average loss=0.24054998082992357
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3021 | LCC = 0.8444 | SRCC = 0.8436 ]
+INFO:root:Average loss=0.21278218581126288
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2605 | LCC = 0.8504 | SRCC = 0.8464 ]
+INFO:root:Average loss=0.19394479701534295
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2626 | LCC = 0.8544 | SRCC = 0.8525 ]
+INFO:root:Average loss=0.17165451964888817
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2513 | LCC = 0.8483 | SRCC = 0.8446 ]
+INFO:root:Average loss=0.1615530589643197
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2412 | LCC = 0.8564 | SRCC = 0.8555 ]
+INFO:root:Average loss=0.1547619529450551
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2373 | LCC = 0.8584 | SRCC = 0.8564 ]
+INFO:root:Average loss=0.15359705705673266
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2263 | LCC = 0.8588 | SRCC = 0.8574 ]
+INFO:root:Average loss=0.14928946777796134
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2370 | LCC = 0.8617 | SRCC = 0.8616 ]
+INFO:root:Average loss=0.14392634662680137
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3746 | LCC = 0.8522 | SRCC = 0.8592 ]
+INFO:root:Average loss=0.1230788624439484
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2254 | LCC = 0.8607 | SRCC = 0.8594 ]
+INFO:root:Average loss=0.11891310757551438
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2232 | LCC = 0.8627 | SRCC = 0.8608 ]
+INFO:root:Average loss=0.11485927007519282
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2778 | LCC = 0.8530 | SRCC = 0.8527 ]
+INFO:root:Average loss=0.11306705020177059
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3343 | LCC = 0.8518 | SRCC = 0.8543 ]
+INFO:root:Average loss=0.1014339967797964
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2486 | LCC = 0.8538 | SRCC = 0.8523 ]
+INFO:root:Average loss=0.10804841433389065
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2861 | LCC = 0.8507 | SRCC = 0.8513 ]
+INFO:root:Average loss=0.1053122487396766
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2601 | LCC = 0.8544 | SRCC = 0.8536 ]
+INFO:root:Average loss=0.08408082663439788
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2491 | LCC = 0.8512 | SRCC = 0.8498 ]
+INFO:root:Average loss=0.10011186980857299
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2445 | LCC = 0.8561 | SRCC = 0.8564 ]
+INFO:root:Average loss=0.07678805243892547
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2393 | LCC = 0.8530 | SRCC = 0.8506 ]
+INFO:root:Average loss=0.08321721565264922
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2381 | LCC = 0.8542 | SRCC = 0.8524 ]
+INFO:root:Average loss=0.0699745408522013
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2642 | LCC = 0.8547 | SRCC = 0.8548 ]
+INFO:root:Average loss=0.06784349856659389
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2261 | LCC = 0.8566 | SRCC = 0.8552 ]
+INFO:root:Average loss=0.07750263022115597
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2322 | LCC = 0.8569 | SRCC = 0.8546 ]
+INFO:root:Average loss=0.05973820206828606
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2287 | LCC = 0.8566 | SRCC = 0.8553 ]
+INFO:root:Average loss=0.06333825880518326
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2337 | LCC = 0.8572 | SRCC = 0.8543 ]
+INFO:root:Average loss=0.057953546731135785
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2379 | LCC = 0.8561 | SRCC = 0.8531 ]
+INFO:root:Average loss=0.05961856914636416
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2335 | LCC = 0.8571 | SRCC = 0.8552 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2279 | LCC = 0.8618 | SRCC = 0.8618 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer26/run4/config.gin b/results_bvcc/w2v2_xlsr_2b/layer26/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer26/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_xlsr_2b/layer26/run4/model.pt b/results_bvcc/w2v2_xlsr_2b/layer26/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..28ecd5e6c5e98e54c9bacb1f9dbb560699668cbe
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer26/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_2b/layer26/run4/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer26/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..7a345f9ca49ae0fde36c229b2cd412c15d54a931
--- /dev/null
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_2b/layer26/run4/train.log b/results_bvcc/w2v2_xlsr_2b/layer26/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..8a384baf5b0624396defeb0983c894365ddfecc1
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer26/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.4816928551747249
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3535 | LCC = 0.7897 | SRCC = 0.7893 ]
+INFO:root:Average loss=0.3069793545664885
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3073 | LCC = 0.8268 | SRCC = 0.8234 ]
+INFO:root:Average loss=0.3115945850045253
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3303 | LCC = 0.8280 | SRCC = 0.8236 ]
+INFO:root:Average loss=0.23801171149198824
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3534 | LCC = 0.8382 | SRCC = 0.8384 ]
+INFO:root:Average loss=0.21014145408303309
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3445 | LCC = 0.8437 | SRCC = 0.8496 ]
+INFO:root:Average loss=0.21838630707218096
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2554 | LCC = 0.8556 | SRCC = 0.8537 ]
+INFO:root:Average loss=0.1973784334766559
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3078 | LCC = 0.8518 | SRCC = 0.8527 ]
+INFO:root:Average loss=0.1870698410157974
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2620 | LCC = 0.8554 | SRCC = 0.8541 ]
+INFO:root:Average loss=0.16497675463175163
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3021 | LCC = 0.8504 | SRCC = 0.8521 ]
+INFO:root:Average loss=0.187490419508555
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2376 | LCC = 0.8604 | SRCC = 0.8588 ]
+INFO:root:Average loss=0.15750545444778907
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2806 | LCC = 0.8577 | SRCC = 0.8582 ]
+INFO:root:Average loss=0.15878545999144897
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3339 | LCC = 0.8535 | SRCC = 0.8575 ]
+INFO:root:Average loss=0.13921762983768415
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2452 | LCC = 0.8579 | SRCC = 0.8565 ]
+INFO:root:Average loss=0.1354722124643815
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3638 | LCC = 0.8454 | SRCC = 0.8521 ]
+INFO:root:Average loss=0.12226192433482562
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2361 | LCC = 0.8556 | SRCC = 0.8554 ]
+INFO:root:Average loss=0.11683874271619014
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2648 | LCC = 0.8531 | SRCC = 0.8534 ]
+INFO:root:Average loss=0.1059956605044695
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2537 | LCC = 0.8539 | SRCC = 0.8518 ]
+INFO:root:Average loss=0.0982278619821255
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2390 | LCC = 0.8522 | SRCC = 0.8507 ]
+INFO:root:Average loss=0.0984005789535168
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2712 | LCC = 0.8559 | SRCC = 0.8575 ]
+INFO:root:Average loss=0.09021397594075936
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2962 | LCC = 0.8509 | SRCC = 0.8542 ]
+INFO:root:Average loss=0.0981706012135897
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2462 | LCC = 0.8503 | SRCC = 0.8492 ]
+INFO:root:Average loss=0.08242540706235629
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2568 | LCC = 0.8536 | SRCC = 0.8537 ]
+INFO:root:Average loss=0.08666424811459504
+INFO:root:
+[Valid][22][UTT][ MSE = 0.3569 | LCC = 0.8453 | SRCC = 0.8501 ]
+INFO:root:Average loss=0.11136591935960147
+INFO:root:
+[Valid][23][UTT][ MSE = 0.3505 | LCC = 0.8470 | SRCC = 0.8505 ]
+INFO:root:Average loss=0.08771587258730179
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2399 | LCC = 0.8529 | SRCC = 0.8519 ]
+INFO:root:Average loss=0.07846085211405388
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2568 | LCC = 0.8511 | SRCC = 0.8509 ]
+INFO:root:Average loss=0.0672257720755461
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2390 | LCC = 0.8515 | SRCC = 0.8513 ]
+INFO:root:Average loss=0.06622596543568832
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2535 | LCC = 0.8504 | SRCC = 0.8511 ]
+INFO:root:Average loss=0.07066588681668808
+INFO:root:
+[Valid][28][UTT][ MSE = 0.3702 | LCC = 0.8399 | SRCC = 0.8447 ]
+INFO:root:Average loss=0.0649085927945681
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2960 | LCC = 0.8447 | SRCC = 0.8444 ]
+INFO:root:Average loss=0.06771210442559841
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2434 | LCC = 0.8476 | SRCC = 0.8461 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2457 | LCC = 0.8598 | SRCC = 0.8583 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer28/run0/config.gin b/results_bvcc/w2v2_xlsr_2b/layer28/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer28/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_xlsr_2b/layer28/run0/model.pt b/results_bvcc/w2v2_xlsr_2b/layer28/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..8ea3a7375f7d383c703278cc7ebc628b61713814
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer28/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer28/run0/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer28/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..80caa6dd583f678f945e2701c0600bdc9f9241b9
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer28/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_2b/layer28/run0/train.log b/results_bvcc/w2v2_xlsr_2b/layer28/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..16bd78197c3ac127694dd11d0e3a7bfe71c6c35f
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer28/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=0.5820821955417975
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3843 | LCC = 0.7828 | SRCC = 0.7787 ]
+INFO:root:Average loss=0.30995612457776683
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3646 | LCC = 0.8174 | SRCC = 0.8139 ]
+INFO:root:Average loss=0.2583578370320491
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3168 | LCC = 0.8384 | SRCC = 0.8342 ]
+INFO:root:Average loss=0.22299528828798196
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2976 | LCC = 0.8429 | SRCC = 0.8406 ]
+INFO:root:Average loss=0.20621868337576205
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3464 | LCC = 0.8487 | SRCC = 0.8476 ]
+INFO:root:Average loss=0.21501043152350646
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2642 | LCC = 0.8493 | SRCC = 0.8466 ]
+INFO:root:Average loss=0.19679986398953658
+INFO:root:
+[Valid][6][UTT][ MSE = 0.4453 | LCC = 0.8410 | SRCC = 0.8453 ]
+INFO:root:Average loss=0.1683037004982814
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3304 | LCC = 0.8447 | SRCC = 0.8430 ]
+INFO:root:Average loss=0.17437468459590888
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3401 | LCC = 0.8490 | SRCC = 0.8485 ]
+INFO:root:Average loss=0.14643763712583444
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2639 | LCC = 0.8556 | SRCC = 0.8541 ]
+INFO:root:Average loss=0.1426396183669567
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2627 | LCC = 0.8494 | SRCC = 0.8481 ]
+INFO:root:Average loss=0.1454844393600256
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2415 | LCC = 0.8523 | SRCC = 0.8514 ]
+INFO:root:Average loss=0.13837052480532572
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2468 | LCC = 0.8487 | SRCC = 0.8465 ]
+INFO:root:Average loss=0.11642521514724462
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2652 | LCC = 0.8523 | SRCC = 0.8493 ]
+INFO:root:Average loss=0.1240619814548737
+INFO:root:
+[Valid][14][UTT][ MSE = 0.3479 | LCC = 0.8490 | SRCC = 0.8483 ]
+INFO:root:Average loss=0.11682224598450539
+INFO:root:
+[Valid][15][UTT][ MSE = 0.4124 | LCC = 0.8442 | SRCC = 0.8496 ]
+INFO:root:Average loss=0.11760596491587468
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3513 | LCC = 0.8447 | SRCC = 0.8468 ]
+INFO:root:Average loss=0.09214914365647695
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2752 | LCC = 0.8454 | SRCC = 0.8435 ]
+INFO:root:Average loss=0.09097612310105409
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2971 | LCC = 0.8436 | SRCC = 0.8412 ]
+INFO:root:Average loss=0.10093210198176213
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2567 | LCC = 0.8489 | SRCC = 0.8455 ]
+INFO:root:Average loss=0.08379482754912132
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2663 | LCC = 0.8515 | SRCC = 0.8496 ]
+INFO:root:Average loss=0.08790573363120739
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2640 | LCC = 0.8468 | SRCC = 0.8451 ]
+INFO:root:Average loss=0.0806855012017947
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2621 | LCC = 0.8454 | SRCC = 0.8425 ]
+INFO:root:Average loss=0.07816455470254788
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2916 | LCC = 0.8461 | SRCC = 0.8435 ]
+INFO:root:Average loss=0.07164856992088832
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2710 | LCC = 0.8487 | SRCC = 0.8473 ]
+INFO:root:Average loss=0.08670715022927676
+INFO:root:
+[Valid][25][UTT][ MSE = 0.3167 | LCC = 0.8413 | SRCC = 0.8387 ]
+INFO:root:Average loss=0.0716885662613771
+INFO:root:
+[Valid][26][UTT][ MSE = 0.3419 | LCC = 0.8392 | SRCC = 0.8375 ]
+INFO:root:Average loss=0.058562400010533824
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2646 | LCC = 0.8389 | SRCC = 0.8353 ]
+INFO:root:Average loss=0.057469163281031146
+INFO:root:
+[Valid][28][UTT][ MSE = 0.3588 | LCC = 0.8390 | SRCC = 0.8384 ]
+INFO:root:Average loss=0.05926160700619221
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2747 | LCC = 0.8415 | SRCC = 0.8388 ]
+INFO:root:Average loss=0.05940835106258209
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2863 | LCC = 0.8393 | SRCC = 0.8359 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2307 | LCC = 0.8671 | SRCC = 0.8675 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer28/run1/config.gin b/results_bvcc/w2v2_xlsr_2b/layer28/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer28/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_xlsr_2b/layer28/run1/model.pt b/results_bvcc/w2v2_xlsr_2b/layer28/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..363954dc673d593532df49f917383a29c23f41d5
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer28/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer28/run1/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer28/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..a886c629ce6b002548054298ed7caf1e428c20cd
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer28/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_xlsr_2b/layer28/run1/train.log b/results_bvcc/w2v2_xlsr_2b/layer28/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..938458336dc79df668e36cc4856653674e8e95ef
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer28/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=0.5416541966872338
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4075 | LCC = 0.7778 | SRCC = 0.7816 ]
+INFO:root:Average loss=0.30371492890975416
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3624 | LCC = 0.8184 | SRCC = 0.8182 ]
+INFO:root:Average loss=0.2590774167806674
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3602 | LCC = 0.8292 | SRCC = 0.8316 ]
+INFO:root:Average loss=0.242218761298901
+INFO:root:
+[Valid][3][UTT][ MSE = 0.4311 | LCC = 0.8278 | SRCC = 0.8303 ]
+INFO:root:Average loss=0.21939363617163438
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2883 | LCC = 0.8450 | SRCC = 0.8413 ]
+INFO:root:Average loss=0.2113074308786637
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2624 | LCC = 0.8516 | SRCC = 0.8468 ]
+INFO:root:Average loss=0.20598941267682955
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3695 | LCC = 0.8411 | SRCC = 0.8412 ]
+INFO:root:Average loss=0.1979497084632898
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2588 | LCC = 0.8477 | SRCC = 0.8425 ]
+INFO:root:Average loss=0.174194819938678
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3164 | LCC = 0.8485 | SRCC = 0.8478 ]
+INFO:root:Average loss=0.16352022028504273
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2749 | LCC = 0.8548 | SRCC = 0.8506 ]
+INFO:root:Average loss=0.14923751764954665
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2363 | LCC = 0.8536 | SRCC = 0.8479 ]
+INFO:root:Average loss=0.13521034490221587
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2498 | LCC = 0.8554 | SRCC = 0.8524 ]
+INFO:root:Average loss=0.12696638665138146
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2765 | LCC = 0.8540 | SRCC = 0.8510 ]
+INFO:root:Average loss=0.1464389563562014
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2750 | LCC = 0.8521 | SRCC = 0.8512 ]
+INFO:root:Average loss=0.11419827825365922
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2818 | LCC = 0.8498 | SRCC = 0.8463 ]
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+INFO:root:
+[Valid][15][UTT][ MSE = 0.3555 | LCC = 0.8500 | SRCC = 0.8509 ]
+INFO:root:Average loss=0.12864889772847676
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2380 | LCC = 0.8530 | SRCC = 0.8483 ]
+INFO:root:Average loss=0.10780230642129214
+INFO:root:
+[Valid][17][UTT][ MSE = 0.3414 | LCC = 0.8440 | SRCC = 0.8446 ]
+INFO:root:Average loss=0.09419561530917119
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2580 | LCC = 0.8446 | SRCC = 0.8398 ]
+INFO:root:Average loss=0.10487243260901707
+INFO:root:
+[Valid][19][UTT][ MSE = 0.3231 | LCC = 0.8516 | SRCC = 0.8515 ]
+INFO:root:Average loss=0.09373025959118819
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2697 | LCC = 0.8560 | SRCC = 0.8514 ]
+INFO:root:Average loss=0.08635394002955693
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2650 | LCC = 0.8543 | SRCC = 0.8508 ]
+INFO:root:Average loss=0.07956597519417603
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2507 | LCC = 0.8578 | SRCC = 0.8537 ]
+INFO:root:Average loss=0.08540402051921074
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2630 | LCC = 0.8447 | SRCC = 0.8380 ]
+INFO:root:Average loss=0.07066725882200095
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2487 | LCC = 0.8511 | SRCC = 0.8467 ]
+INFO:root:Average loss=0.08181758884053963
+INFO:root:
+[Valid][25][UTT][ MSE = 0.3105 | LCC = 0.8510 | SRCC = 0.8481 ]
+INFO:root:Average loss=0.07135528311706506
+INFO:root:
+[Valid][26][UTT][ MSE = 0.3131 | LCC = 0.8526 | SRCC = 0.8504 ]
+INFO:root:Average loss=0.061075517955498815
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2990 | LCC = 0.8454 | SRCC = 0.8423 ]
+INFO:root:Average loss=0.060541246277399555
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2412 | LCC = 0.8544 | SRCC = 0.8503 ]
+INFO:root:Average loss=0.06063365310621567
+INFO:root:
+[Valid][29][UTT][ MSE = 0.3286 | LCC = 0.8498 | SRCC = 0.8456 ]
+INFO:root:Average loss=0.05160049573542216
+INFO:root:
+[Valid][30][UTT][ MSE = 0.3248 | LCC = 0.8503 | SRCC = 0.8465 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2191 | LCC = 0.8660 | SRCC = 0.8647 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer28/run2/config.gin b/results_bvcc/w2v2_xlsr_2b/layer28/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer28/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_xlsr_2b/layer28/run2/model.pt b/results_bvcc/w2v2_xlsr_2b/layer28/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..958a759974d9a0eec71c31f76a29f61df6984f75
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer28/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:662b14415ea4ea90631c944898f4af8be54d88b42b3a1b3e587644bf45ed0bb5
+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer28/run2/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer28/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..a0ce24ae705f694498a357658e682f8a58db6043
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer28/run2/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2b1d78cdc8dfec44ab60657664753a8c28086737fec72348abd4256166b4e78b
+size 5698822
diff --git a/results_bvcc/w2v2_xlsr_2b/layer28/run2/train.log b/results_bvcc/w2v2_xlsr_2b/layer28/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..4ec6033859c74ea0f081380298436aabf5d1287d
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer28/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=0.45749503947221315
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3707 | LCC = 0.7950 | SRCC = 0.7965 ]
+INFO:root:Average loss=0.2874887570356711
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2865 | LCC = 0.8162 | SRCC = 0.8121 ]
+INFO:root:Average loss=0.24931617214893684
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3206 | LCC = 0.8370 | SRCC = 0.8327 ]
+INFO:root:Average loss=0.225754820001431
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3166 | LCC = 0.8395 | SRCC = 0.8342 ]
+INFO:root:Average loss=0.1962224380710186
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3071 | LCC = 0.8357 | SRCC = 0.8322 ]
+INFO:root:Average loss=0.19326825965291414
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2931 | LCC = 0.8476 | SRCC = 0.8453 ]
+INFO:root:Average loss=0.17298028035423693
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2999 | LCC = 0.8417 | SRCC = 0.8377 ]
+INFO:root:Average loss=0.15948343573090357
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2537 | LCC = 0.8553 | SRCC = 0.8523 ]
+INFO:root:Average loss=0.15580904168578294
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2814 | LCC = 0.8510 | SRCC = 0.8498 ]
+INFO:root:Average loss=0.1353979439307482
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2566 | LCC = 0.8472 | SRCC = 0.8406 ]
+INFO:root:Average loss=0.13481778469987404
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3730 | LCC = 0.8452 | SRCC = 0.8485 ]
+INFO:root:Average loss=0.13216396755515
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3171 | LCC = 0.8478 | SRCC = 0.8444 ]
+INFO:root:Average loss=0.15220003732695028
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2641 | LCC = 0.8483 | SRCC = 0.8438 ]
+INFO:root:Average loss=0.11389316322329716
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3314 | LCC = 0.8490 | SRCC = 0.8492 ]
+INFO:root:Average loss=0.11532846097953808
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2514 | LCC = 0.8497 | SRCC = 0.8471 ]
+INFO:root:Average loss=0.12272218175423451
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2362 | LCC = 0.8562 | SRCC = 0.8547 ]
+INFO:root:Average loss=0.10929907915683892
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3402 | LCC = 0.8531 | SRCC = 0.8538 ]
+INFO:root:Average loss=0.10303823898235957
+INFO:root:
+[Valid][17][UTT][ MSE = 0.3005 | LCC = 0.8520 | SRCC = 0.8495 ]
+INFO:root:Average loss=0.09670320960382621
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2402 | LCC = 0.8492 | SRCC = 0.8457 ]
+INFO:root:Average loss=0.09045266952270116
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2633 | LCC = 0.8506 | SRCC = 0.8484 ]
+INFO:root:Average loss=0.07140604521219547
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2432 | LCC = 0.8481 | SRCC = 0.8451 ]
+INFO:root:Average loss=0.1146783517816892
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2505 | LCC = 0.8549 | SRCC = 0.8529 ]
+INFO:root:Average loss=0.07840005762110917
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2409 | LCC = 0.8508 | SRCC = 0.8481 ]
+INFO:root:Average loss=0.08045614520326638
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2519 | LCC = 0.8504 | SRCC = 0.8481 ]
+INFO:root:Average loss=0.08835892126155205
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2668 | LCC = 0.8508 | SRCC = 0.8472 ]
+INFO:root:Average loss=0.07612126588057248
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2471 | LCC = 0.8484 | SRCC = 0.8461 ]
+INFO:root:Average loss=0.06609834186159648
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2634 | LCC = 0.8509 | SRCC = 0.8487 ]
+INFO:root:Average loss=0.060357784756865256
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2378 | LCC = 0.8526 | SRCC = 0.8503 ]
+INFO:root:Average loss=0.060660975435987495
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2430 | LCC = 0.8479 | SRCC = 0.8436 ]
+INFO:root:Average loss=0.06161314681267891
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2619 | LCC = 0.8490 | SRCC = 0.8457 ]
+INFO:root:Average loss=0.05657481192014156
+INFO:root:
+[Valid][30][UTT][ MSE = 0.3273 | LCC = 0.8455 | SRCC = 0.8449 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2509 | LCC = 0.8560 | SRCC = 0.8569 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer28/run3/config.gin b/results_bvcc/w2v2_xlsr_2b/layer28/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer28/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_xlsr_2b/layer28/run3/model.pt b/results_bvcc/w2v2_xlsr_2b/layer28/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..c7ff8d9b0f60dd832c9fe0da3d9f2eb285d6e7ff
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer28/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a1f0b52cc7a224eb1f81f4684ebc620eebd3dacef2aed24d69c4be52de0470d1
+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer28/run3/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer28/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..febdddbcd31de2c43127ea3b3258d030d67e86ef
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer28/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 5698758
diff --git a/results_bvcc/w2v2_xlsr_2b/layer28/run3/train.log b/results_bvcc/w2v2_xlsr_2b/layer28/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..4436271fd4fb539c638e71bedf61fec8345acc90
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer28/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=0.5563863683969547
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3696 | LCC = 0.7850 | SRCC = 0.7818 ]
+INFO:root:Average loss=0.3100011188250322
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2943 | LCC = 0.8160 | SRCC = 0.8112 ]
+INFO:root:Average loss=0.29256110676588154
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3590 | LCC = 0.8152 | SRCC = 0.8169 ]
+INFO:root:Average loss=0.24752042901057464
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2781 | LCC = 0.8317 | SRCC = 0.8267 ]
+INFO:root:Average loss=0.23324549943208694
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2652 | LCC = 0.8397 | SRCC = 0.8344 ]
+INFO:root:Average loss=0.20519931537982744
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2600 | LCC = 0.8424 | SRCC = 0.8378 ]
+INFO:root:Average loss=0.2127828550262329
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2524 | LCC = 0.8480 | SRCC = 0.8447 ]
+INFO:root:Average loss=0.1759043616744188
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2745 | LCC = 0.8482 | SRCC = 0.8462 ]
+INFO:root:Average loss=0.18201747422034925
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3391 | LCC = 0.8479 | SRCC = 0.8521 ]
+INFO:root:Average loss=0.18719415997083372
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3061 | LCC = 0.8465 | SRCC = 0.8474 ]
+INFO:root:Average loss=0.15403523582678574
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2639 | LCC = 0.8517 | SRCC = 0.8503 ]
+INFO:root:Average loss=0.1447901403865753
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2591 | LCC = 0.8565 | SRCC = 0.8556 ]
+INFO:root:Average loss=0.13704862197240195
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2883 | LCC = 0.8529 | SRCC = 0.8522 ]
+INFO:root:Average loss=0.1342598982155323
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2621 | LCC = 0.8477 | SRCC = 0.8464 ]
+INFO:root:Average loss=0.13145687880042273
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2406 | LCC = 0.8541 | SRCC = 0.8520 ]
+INFO:root:Average loss=0.13484698104170653
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2336 | LCC = 0.8564 | SRCC = 0.8551 ]
+INFO:root:Average loss=0.10769416964971103
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2453 | LCC = 0.8518 | SRCC = 0.8510 ]
+INFO:root:Average loss=0.10279836438787289
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2588 | LCC = 0.8494 | SRCC = 0.8490 ]
+INFO:root:Average loss=0.09798624629202561
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2636 | LCC = 0.8542 | SRCC = 0.8545 ]
+INFO:root:Average loss=0.09268889518884513
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2360 | LCC = 0.8571 | SRCC = 0.8559 ]
+INFO:root:Average loss=0.0911147018464712
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2496 | LCC = 0.8523 | SRCC = 0.8505 ]
+INFO:root:Average loss=0.08936413243795052
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2377 | LCC = 0.8493 | SRCC = 0.8483 ]
+INFO:root:Average loss=0.08382153649551746
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2697 | LCC = 0.8565 | SRCC = 0.8561 ]
+INFO:root:Average loss=0.09561618637198056
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2489 | LCC = 0.8584 | SRCC = 0.8576 ]
+INFO:root:Average loss=0.0840445972310427
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2342 | LCC = 0.8554 | SRCC = 0.8530 ]
+INFO:root:Average loss=0.08295068918512417
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2975 | LCC = 0.8516 | SRCC = 0.8503 ]
+INFO:root:Average loss=0.07418676427541634
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2445 | LCC = 0.8552 | SRCC = 0.8537 ]
+INFO:root:Average loss=0.06875723872620326
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2460 | LCC = 0.8564 | SRCC = 0.8561 ]
+INFO:root:Average loss=0.07743098305012935
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2355 | LCC = 0.8549 | SRCC = 0.8552 ]
+INFO:root:Average loss=0.0722927132096046
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2380 | LCC = 0.8504 | SRCC = 0.8488 ]
+INFO:root:Average loss=0.06440515391146526
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2265 | LCC = 0.8568 | SRCC = 0.8553 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2178 | LCC = 0.8688 | SRCC = 0.8669 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer28/run4/config.gin b/results_bvcc/w2v2_xlsr_2b/layer28/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer28/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_xlsr_2b/layer28/run4/model.pt b/results_bvcc/w2v2_xlsr_2b/layer28/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..3dcfb3441801f747227a5ee3120f9fcc39657a2f
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer28/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer28/run4/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer28/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..7c68addcf7b831b4314f9390ac3422a1633e36ba
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer28/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_2b/layer28/run4/train.log b/results_bvcc/w2v2_xlsr_2b/layer28/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..f6be79b2c5094f596f90ea7c94f28c0bd9fcbf7a
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer28/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.5267567477929287
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3913 | LCC = 0.7855 | SRCC = 0.7935 ]
+INFO:root:Average loss=0.2862523803726221
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3318 | LCC = 0.8266 | SRCC = 0.8246 ]
+INFO:root:Average loss=0.2525107088761452
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2914 | LCC = 0.8434 | SRCC = 0.8387 ]
+INFO:root:Average loss=0.22626166580579218
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2617 | LCC = 0.8485 | SRCC = 0.8463 ]
+INFO:root:Average loss=0.23717058469087648
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2792 | LCC = 0.8480 | SRCC = 0.8458 ]
+INFO:root:Average loss=0.2062694476200984
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2877 | LCC = 0.8470 | SRCC = 0.8490 ]
+INFO:root:Average loss=0.1823873133995594
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2981 | LCC = 0.8457 | SRCC = 0.8470 ]
+INFO:root:Average loss=0.18807089691742873
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2518 | LCC = 0.8521 | SRCC = 0.8513 ]
+INFO:root:Average loss=0.1883649312150784
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3675 | LCC = 0.8408 | SRCC = 0.8437 ]
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+INFO:root:
+[Valid][9][UTT][ MSE = 0.2750 | LCC = 0.8478 | SRCC = 0.8494 ]
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+INFO:root:
+[Valid][10][UTT][ MSE = 0.3248 | LCC = 0.8511 | SRCC = 0.8529 ]
+INFO:root:Average loss=0.13913130301695603
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3331 | LCC = 0.8469 | SRCC = 0.8521 ]
+INFO:root:Average loss=0.13613717802442038
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2437 | LCC = 0.8546 | SRCC = 0.8525 ]
+INFO:root:Average loss=0.12880866984144235
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2880 | LCC = 0.8541 | SRCC = 0.8564 ]
+INFO:root:Average loss=0.12949069159535262
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2868 | LCC = 0.8488 | SRCC = 0.8514 ]
+INFO:root:Average loss=0.11623876713789426
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2361 | LCC = 0.8556 | SRCC = 0.8544 ]
+INFO:root:Average loss=0.11174221098040923
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2349 | LCC = 0.8580 | SRCC = 0.8567 ]
+INFO:root:Average loss=0.10257483006287844
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2587 | LCC = 0.8512 | SRCC = 0.8516 ]
+INFO:root:Average loss=0.0965285733437691
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2670 | LCC = 0.8513 | SRCC = 0.8505 ]
+INFO:root:Average loss=0.09865593556792308
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2571 | LCC = 0.8512 | SRCC = 0.8497 ]
+INFO:root:Average loss=0.09345666653452775
+INFO:root:
+[Valid][20][UTT][ MSE = 0.3059 | LCC = 0.8488 | SRCC = 0.8504 ]
+INFO:root:Average loss=0.08802431353773826
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2307 | LCC = 0.8536 | SRCC = 0.8521 ]
+INFO:root:Average loss=0.08925181216536424
+INFO:root:
+[Valid][22][UTT][ MSE = 0.3099 | LCC = 0.8450 | SRCC = 0.8473 ]
+INFO:root:Average loss=0.10106281444239311
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2424 | LCC = 0.8499 | SRCC = 0.8482 ]
+INFO:root:Average loss=0.08043886109804496
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2920 | LCC = 0.8476 | SRCC = 0.8482 ]
+INFO:root:Average loss=0.07170322260413414
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2310 | LCC = 0.8533 | SRCC = 0.8525 ]
+INFO:root:Average loss=0.07513209546987827
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2441 | LCC = 0.8479 | SRCC = 0.8459 ]
+INFO:root:Average loss=0.06779753454984763
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2456 | LCC = 0.8480 | SRCC = 0.8456 ]
+INFO:root:Average loss=0.06119171950297478
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2561 | LCC = 0.8514 | SRCC = 0.8505 ]
+INFO:root:Average loss=0.057968056115966574
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2866 | LCC = 0.8491 | SRCC = 0.8511 ]
+INFO:root:Average loss=0.05877995720276466
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2780 | LCC = 0.8440 | SRCC = 0.8443 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2412 | LCC = 0.8579 | SRCC = 0.8569 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer30/run0/config.gin b/results_bvcc/w2v2_xlsr_2b/layer30/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer30/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_xlsr_2b/layer30/run0/model.pt b/results_bvcc/w2v2_xlsr_2b/layer30/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..44a6d4d7843b4d7f6c7858dcb6617867aad15c6b
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer30/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d842ba2883585b4ccafad802da0b3d991f876de122316269de129d9173050660
+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer30/run0/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer30/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..93b90db16f3160e6f7c40cf76617b2e9e8af5c8f
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer30/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4961fea09360d3743e56e231303733e422dba856267033dad73df28e8f390852
+size 5698822
diff --git a/results_bvcc/w2v2_xlsr_2b/layer30/run0/train.log b/results_bvcc/w2v2_xlsr_2b/layer30/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..ef45827c6186c6e8f62ca126f80b0e2f60df6051
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer30/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=0.5600554301188543
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3873 | LCC = 0.7664 | SRCC = 0.7649 ]
+INFO:root:Average loss=0.31298448317326033
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3650 | LCC = 0.8103 | SRCC = 0.8108 ]
+INFO:root:Average loss=0.26103639468932766
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2965 | LCC = 0.8422 | SRCC = 0.8382 ]
+INFO:root:Average loss=0.24074658789695838
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2605 | LCC = 0.8472 | SRCC = 0.8426 ]
+INFO:root:Average loss=0.21837106566780654
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2769 | LCC = 0.8498 | SRCC = 0.8434 ]
+INFO:root:Average loss=0.20475101279906738
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3241 | LCC = 0.8456 | SRCC = 0.8448 ]
+INFO:root:Average loss=0.19849018657054657
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2338 | LCC = 0.8564 | SRCC = 0.8518 ]
+INFO:root:Average loss=0.18329435090223947
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2702 | LCC = 0.8540 | SRCC = 0.8494 ]
+INFO:root:Average loss=0.16884669862114465
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3510 | LCC = 0.8421 | SRCC = 0.8398 ]
+INFO:root:Average loss=0.17132338824180457
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2323 | LCC = 0.8564 | SRCC = 0.8515 ]
+INFO:root:Average loss=0.1762139224089109
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2316 | LCC = 0.8552 | SRCC = 0.8501 ]
+INFO:root:Average loss=0.15241336096555758
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2384 | LCC = 0.8576 | SRCC = 0.8545 ]
+INFO:root:Average loss=0.13825200584072334
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2442 | LCC = 0.8513 | SRCC = 0.8450 ]
+INFO:root:Average loss=0.1330248556840114
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2366 | LCC = 0.8529 | SRCC = 0.8496 ]
+INFO:root:Average loss=0.11988507516873188
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2373 | LCC = 0.8586 | SRCC = 0.8548 ]
+INFO:root:Average loss=0.11444998284180959
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3007 | LCC = 0.8555 | SRCC = 0.8533 ]
+INFO:root:Average loss=0.10699864801688072
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2311 | LCC = 0.8572 | SRCC = 0.8531 ]
+INFO:root:Average loss=0.10039554345302093
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2425 | LCC = 0.8599 | SRCC = 0.8573 ]
+INFO:root:Average loss=0.10278934240341187
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2359 | LCC = 0.8605 | SRCC = 0.8586 ]
+INFO:root:Average loss=0.09270874191171084
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2427 | LCC = 0.8594 | SRCC = 0.8575 ]
+INFO:root:Average loss=0.08130995843272942
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2365 | LCC = 0.8574 | SRCC = 0.8550 ]
+INFO:root:Average loss=0.08183026638550636
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2277 | LCC = 0.8600 | SRCC = 0.8579 ]
+INFO:root:Average loss=0.07636669851266421
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2384 | LCC = 0.8514 | SRCC = 0.8488 ]
+INFO:root:Average loss=0.08535560086751595
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2317 | LCC = 0.8532 | SRCC = 0.8498 ]
+INFO:root:Average loss=0.07358533831743094
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2781 | LCC = 0.8487 | SRCC = 0.8476 ]
+INFO:root:Average loss=0.07335796044805111
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2431 | LCC = 0.8550 | SRCC = 0.8529 ]
+INFO:root:Average loss=0.06452113800706008
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2300 | LCC = 0.8597 | SRCC = 0.8566 ]
+INFO:root:Average loss=0.06484171719505237
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2566 | LCC = 0.8546 | SRCC = 0.8530 ]
+INFO:root:Average loss=0.06011269771708892
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2273 | LCC = 0.8583 | SRCC = 0.8554 ]
+INFO:root:Average loss=0.05603881500279292
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2365 | LCC = 0.8560 | SRCC = 0.8525 ]
+INFO:root:Average loss=0.06980299118619698
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2660 | LCC = 0.8571 | SRCC = 0.8555 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2278 | LCC = 0.8593 | SRCC = 0.8579 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer30/run1/config.gin b/results_bvcc/w2v2_xlsr_2b/layer30/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer30/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_xlsr_2b/layer30/run1/model.pt b/results_bvcc/w2v2_xlsr_2b/layer30/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..f907408896a15bffaa2c0aeff1c9d3f45694093b
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer30/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c4049d964661d6d21b677b0551458f9003981c81f1f772f932ca4fba44573526
+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer30/run1/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer30/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..bfe8a037cbaa51d3cc454729ca15e5c1a6f1e1f5
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer30/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 5698822
diff --git a/results_bvcc/w2v2_xlsr_2b/layer30/run1/train.log b/results_bvcc/w2v2_xlsr_2b/layer30/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..05081a777fb5ec45da1b0b471f3a8be2e968fc5d
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer30/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=0.5754537467773144
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3878 | LCC = 0.7742 | SRCC = 0.7723 ]
+INFO:root:Average loss=0.3042716655211571
+INFO:root:
+[Valid][1][UTT][ MSE = 0.4192 | LCC = 0.8063 | SRCC = 0.8130 ]
+INFO:root:Average loss=0.27108861868962264
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2891 | LCC = 0.8361 | SRCC = 0.8323 ]
+INFO:root:Average loss=0.23241815162010682
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2800 | LCC = 0.8447 | SRCC = 0.8423 ]
+INFO:root:Average loss=0.22955243690655783
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2505 | LCC = 0.8522 | SRCC = 0.8474 ]
+INFO:root:Average loss=0.20701970694920954
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2512 | LCC = 0.8553 | SRCC = 0.8504 ]
+INFO:root:Average loss=0.22933053015134272
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2373 | LCC = 0.8616 | SRCC = 0.8595 ]
+INFO:root:Average loss=0.1808542165045555
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2437 | LCC = 0.8608 | SRCC = 0.8584 ]
+INFO:root:Average loss=0.175565809966662
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2412 | LCC = 0.8588 | SRCC = 0.8564 ]
+INFO:root:Average loss=0.1682844392191141
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2353 | LCC = 0.8653 | SRCC = 0.8628 ]
+INFO:root:Average loss=0.15982350296317002
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2464 | LCC = 0.8642 | SRCC = 0.8621 ]
+INFO:root:Average loss=0.14592348497647506
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2403 | LCC = 0.8642 | SRCC = 0.8614 ]
+INFO:root:Average loss=0.13830469768398848
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2383 | LCC = 0.8648 | SRCC = 0.8639 ]
+INFO:root:Average loss=0.1454009517836265
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2287 | LCC = 0.8603 | SRCC = 0.8575 ]
+INFO:root:Average loss=0.15796037620076767
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2535 | LCC = 0.8618 | SRCC = 0.8609 ]
+INFO:root:Average loss=0.11678417370869563
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2444 | LCC = 0.8640 | SRCC = 0.8632 ]
+INFO:root:Average loss=0.13361097576144415
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2284 | LCC = 0.8654 | SRCC = 0.8624 ]
+INFO:root:Average loss=0.13134216526762033
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2317 | LCC = 0.8636 | SRCC = 0.8610 ]
+INFO:root:Average loss=0.11673753870985447
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2209 | LCC = 0.8616 | SRCC = 0.8588 ]
+INFO:root:Average loss=0.11403312667822227
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2352 | LCC = 0.8639 | SRCC = 0.8619 ]
+INFO:root:Average loss=0.09020804952925597
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2153 | LCC = 0.8634 | SRCC = 0.8612 ]
+INFO:root:Average loss=0.10276947586009136
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2222 | LCC = 0.8614 | SRCC = 0.8585 ]
+INFO:root:Average loss=0.0905011007323479
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2356 | LCC = 0.8595 | SRCC = 0.8564 ]
+INFO:root:Average loss=0.09011871152772354
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2277 | LCC = 0.8615 | SRCC = 0.8566 ]
+INFO:root:Average loss=0.07526583611392058
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2372 | LCC = 0.8572 | SRCC = 0.8535 ]
+INFO:root:Average loss=0.07917427968902466
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2293 | LCC = 0.8613 | SRCC = 0.8566 ]
+INFO:root:Average loss=0.07829203423208152
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2261 | LCC = 0.8606 | SRCC = 0.8576 ]
+INFO:root:Average loss=0.0683254718971558
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2279 | LCC = 0.8598 | SRCC = 0.8573 ]
+INFO:root:Average loss=0.07502153749840382
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2249 | LCC = 0.8638 | SRCC = 0.8612 ]
+INFO:root:Average loss=0.06269765368256813
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2236 | LCC = 0.8629 | SRCC = 0.8595 ]
+INFO:root:Average loss=0.06731537266228443
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2245 | LCC = 0.8640 | SRCC = 0.8603 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2527 | LCC = 0.8611 | SRCC = 0.8638 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer30/run2/config.gin b/results_bvcc/w2v2_xlsr_2b/layer30/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer30/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_xlsr_2b/layer30/run2/model.pt b/results_bvcc/w2v2_xlsr_2b/layer30/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..f5c51b2c7b80b1dfb5f87ec7a27ee7e38911c41f
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer30/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer30/run2/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer30/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..16cc0a5ccb34fab20f19933d8f49a10c9bee4f56
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer30/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_xlsr_2b/layer30/run2/train.log b/results_bvcc/w2v2_xlsr_2b/layer30/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..b2a237f471e64516fd28b5ce27bd755f0cdcbb47
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer30/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=0.532250308073484
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3468 | LCC = 0.7839 | SRCC = 0.7844 ]
+INFO:root:Average loss=0.2963627125972357
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3975 | LCC = 0.7973 | SRCC = 0.8023 ]
+INFO:root:Average loss=0.25946434472615904
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3525 | LCC = 0.8270 | SRCC = 0.8274 ]
+INFO:root:Average loss=0.2380728188615579
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2980 | LCC = 0.8344 | SRCC = 0.8311 ]
+INFO:root:Average loss=0.22278908563730043
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2777 | LCC = 0.8434 | SRCC = 0.8377 ]
+INFO:root:Average loss=0.20794768172961015
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2397 | LCC = 0.8520 | SRCC = 0.8473 ]
+INFO:root:Average loss=0.1841684636206199
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2390 | LCC = 0.8515 | SRCC = 0.8467 ]
+INFO:root:Average loss=0.20134073056471655
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2508 | LCC = 0.8533 | SRCC = 0.8487 ]
+INFO:root:Average loss=0.1674739268536751
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2727 | LCC = 0.8518 | SRCC = 0.8498 ]
+INFO:root:Average loss=0.16018876700829238
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2325 | LCC = 0.8495 | SRCC = 0.8464 ]
+INFO:root:Average loss=0.15193509969573754
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2290 | LCC = 0.8569 | SRCC = 0.8541 ]
+INFO:root:Average loss=0.13489419842759767
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2536 | LCC = 0.8534 | SRCC = 0.8519 ]
+INFO:root:Average loss=0.14015382174880076
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2359 | LCC = 0.8566 | SRCC = 0.8539 ]
+INFO:root:Average loss=0.13526839810686234
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3133 | LCC = 0.8542 | SRCC = 0.8509 ]
+INFO:root:Average loss=0.11923436381113835
+INFO:root:
+[Valid][14][UTT][ MSE = 0.3022 | LCC = 0.8486 | SRCC = 0.8454 ]
+INFO:root:Average loss=0.12776705441184533
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2398 | LCC = 0.8548 | SRCC = 0.8515 ]
+INFO:root:Average loss=0.12097532053788503
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2576 | LCC = 0.8562 | SRCC = 0.8534 ]
+INFO:root:Average loss=0.11172790801486908
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2577 | LCC = 0.8548 | SRCC = 0.8521 ]
+INFO:root:Average loss=0.10419257009067596
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2831 | LCC = 0.8570 | SRCC = 0.8566 ]
+INFO:root:Average loss=0.10499580758504379
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2322 | LCC = 0.8549 | SRCC = 0.8524 ]
+INFO:root:Average loss=0.09216671938506457
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2264 | LCC = 0.8562 | SRCC = 0.8541 ]
+INFO:root:Average loss=0.11927833174092647
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2382 | LCC = 0.8594 | SRCC = 0.8574 ]
+INFO:root:Average loss=0.08453364321627678
+INFO:root:
+[Valid][22][UTT][ MSE = 0.3253 | LCC = 0.8535 | SRCC = 0.8541 ]
+INFO:root:Average loss=0.08255731667845677
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2331 | LCC = 0.8534 | SRCC = 0.8510 ]
+INFO:root:Average loss=0.09521686567518955
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2373 | LCC = 0.8574 | SRCC = 0.8555 ]
+INFO:root:Average loss=0.08836090526519677
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2445 | LCC = 0.8585 | SRCC = 0.8574 ]
+INFO:root:Average loss=0.07435010263744073
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2352 | LCC = 0.8539 | SRCC = 0.8508 ]
+INFO:root:Average loss=0.07119412070665604
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2787 | LCC = 0.8531 | SRCC = 0.8507 ]
+INFO:root:Average loss=0.07303587098916371
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2577 | LCC = 0.8533 | SRCC = 0.8506 ]
+INFO:root:Average loss=0.06805954945202057
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2444 | LCC = 0.8573 | SRCC = 0.8543 ]
+INFO:root:Average loss=0.0627814910064141
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2290 | LCC = 0.8560 | SRCC = 0.8541 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2261 | LCC = 0.8620 | SRCC = 0.8609 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer30/run3/config.gin b/results_bvcc/w2v2_xlsr_2b/layer30/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer30/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_xlsr_2b/layer30/run3/model.pt b/results_bvcc/w2v2_xlsr_2b/layer30/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4aa54c20563072bac5db82497696b20b5e1001c5
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer30/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1452f7142b442ce55f14934f7d7bd9c4094ca2fa91b0d8fd5554af50bf859dd4
+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer30/run3/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer30/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..f3c85d55a019e8835e4a760b29da90aaad0fdcb0
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer30/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ea744cb00d85e3cc6d4fbfa6f4d3cb541166d3a3326794ae95e248cb1ed3310d
+size 5698822
diff --git a/results_bvcc/w2v2_xlsr_2b/layer30/run3/train.log b/results_bvcc/w2v2_xlsr_2b/layer30/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..3b3782c2027e33a687a6e3976c1dee7a68ebfc77
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer30/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=0.5747749778704766
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3454 | LCC = 0.7765 | SRCC = 0.7791 ]
+INFO:root:Average loss=0.29617960158831036
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3540 | LCC = 0.8089 | SRCC = 0.8086 ]
+INFO:root:Average loss=0.27243228543263215
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3539 | LCC = 0.8261 | SRCC = 0.8283 ]
+INFO:root:Average loss=0.2716400363506415
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2829 | LCC = 0.8388 | SRCC = 0.8355 ]
+INFO:root:Average loss=0.216747451096009
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2816 | LCC = 0.8465 | SRCC = 0.8420 ]
+INFO:root:Average loss=0.23688499438457
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3274 | LCC = 0.8408 | SRCC = 0.8436 ]
+INFO:root:Average loss=0.19114104295388246
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2512 | LCC = 0.8505 | SRCC = 0.8466 ]
+INFO:root:Average loss=0.1798580904992727
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2805 | LCC = 0.8490 | SRCC = 0.8439 ]
+INFO:root:Average loss=0.17946969794157225
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2511 | LCC = 0.8594 | SRCC = 0.8548 ]
+INFO:root:Average loss=0.1619051894507347
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2486 | LCC = 0.8563 | SRCC = 0.8527 ]
+INFO:root:Average loss=0.14721553667615622
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2402 | LCC = 0.8591 | SRCC = 0.8554 ]
+INFO:root:Average loss=0.1476206331489942
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2519 | LCC = 0.8572 | SRCC = 0.8535 ]
+INFO:root:Average loss=0.1299228528753305
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2749 | LCC = 0.8570 | SRCC = 0.8543 ]
+INFO:root:Average loss=0.1303734938876751
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2549 | LCC = 0.8572 | SRCC = 0.8566 ]
+INFO:root:Average loss=0.1223333560121365
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2410 | LCC = 0.8578 | SRCC = 0.8556 ]
+INFO:root:Average loss=0.11430512005702043
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2332 | LCC = 0.8596 | SRCC = 0.8567 ]
+INFO:root:Average loss=0.11668953557427113
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2436 | LCC = 0.8585 | SRCC = 0.8573 ]
+INFO:root:Average loss=0.10040358334588699
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2417 | LCC = 0.8579 | SRCC = 0.8550 ]
+INFO:root:Average loss=0.1055232422092022
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2361 | LCC = 0.8648 | SRCC = 0.8614 ]
+INFO:root:Average loss=0.09986561130827819
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2355 | LCC = 0.8580 | SRCC = 0.8547 ]
+INFO:root:Average loss=0.09507454774127556
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2458 | LCC = 0.8560 | SRCC = 0.8529 ]
+INFO:root:Average loss=0.0888047427034531
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2511 | LCC = 0.8623 | SRCC = 0.8603 ]
+INFO:root:Average loss=0.0855405375552483
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2868 | LCC = 0.8520 | SRCC = 0.8511 ]
+INFO:root:Average loss=0.08569056617143826
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2373 | LCC = 0.8582 | SRCC = 0.8553 ]
+INFO:root:Average loss=0.07839569229728137
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2276 | LCC = 0.8613 | SRCC = 0.8594 ]
+INFO:root:Average loss=0.07552836997768818
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2320 | LCC = 0.8617 | SRCC = 0.8605 ]
+INFO:root:Average loss=0.06534868550415222
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2597 | LCC = 0.8579 | SRCC = 0.8563 ]
+INFO:root:Average loss=0.07055426068986073
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2340 | LCC = 0.8604 | SRCC = 0.8568 ]
+INFO:root:Average loss=0.07010070850642827
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2347 | LCC = 0.8567 | SRCC = 0.8542 ]
+INFO:root:Average loss=0.06013652863792884
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2473 | LCC = 0.8575 | SRCC = 0.8557 ]
+INFO:root:Average loss=0.05681232362985611
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2369 | LCC = 0.8563 | SRCC = 0.8548 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2611 | LCC = 0.8563 | SRCC = 0.8577 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer30/run4/config.gin b/results_bvcc/w2v2_xlsr_2b/layer30/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer30/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_xlsr_2b/layer30/run4/model.pt b/results_bvcc/w2v2_xlsr_2b/layer30/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b4ba9959a82e1956a8a1c2c27740a7c8d3872e6b
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer30/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:985de1986787b33b688dda2191b98879dbbbffd5729a86811cf2bf0353fa3dc7
+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer30/run4/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer30/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..239918917e4426fbc7a53f19a1ef72a12749154d
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer30/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:37d30dd4e962d838d23dc593ceed217527cf257bf9b8088356f30e7005e65d95
+size 5698822
diff --git a/results_bvcc/w2v2_xlsr_2b/layer30/run4/train.log b/results_bvcc/w2v2_xlsr_2b/layer30/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..46ced3096480be01d580b87411af397f37549482
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer30/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.5629439640503663
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3819 | LCC = 0.7635 | SRCC = 0.7647 ]
+INFO:root:Average loss=0.3096391092508267
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3143 | LCC = 0.8043 | SRCC = 0.7999 ]
+INFO:root:Average loss=0.26026395689218473
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3919 | LCC = 0.8238 | SRCC = 0.8246 ]
+INFO:root:Average loss=0.24156798431888604
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2632 | LCC = 0.8359 | SRCC = 0.8315 ]
+INFO:root:Average loss=0.24030959071257177
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3727 | LCC = 0.8404 | SRCC = 0.8418 ]
+INFO:root:Average loss=0.21296247859031725
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2611 | LCC = 0.8456 | SRCC = 0.8416 ]
+INFO:root:Average loss=0.19414244735470185
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3063 | LCC = 0.8443 | SRCC = 0.8408 ]
+INFO:root:Average loss=0.17200619268875855
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2416 | LCC = 0.8527 | SRCC = 0.8481 ]
+INFO:root:Average loss=0.16835915421446165
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2290 | LCC = 0.8561 | SRCC = 0.8528 ]
+INFO:root:Average loss=0.15859404741189417
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3052 | LCC = 0.8447 | SRCC = 0.8434 ]
+INFO:root:Average loss=0.1466069085857807
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2395 | LCC = 0.8537 | SRCC = 0.8500 ]
+INFO:root:Average loss=0.13830185041595727
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2428 | LCC = 0.8468 | SRCC = 0.8433 ]
+INFO:root:Average loss=0.1391890495060346
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2504 | LCC = 0.8541 | SRCC = 0.8522 ]
+INFO:root:Average loss=0.12000265851234779
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2419 | LCC = 0.8506 | SRCC = 0.8476 ]
+INFO:root:Average loss=0.11980745645287709
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2492 | LCC = 0.8535 | SRCC = 0.8512 ]
+INFO:root:Average loss=0.12258751327410722
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3581 | LCC = 0.8519 | SRCC = 0.8553 ]
+INFO:root:Average loss=0.10106538121516888
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3421 | LCC = 0.8498 | SRCC = 0.8525 ]
+INFO:root:Average loss=0.10167820484210284
+INFO:root:
+[Valid][17][UTT][ MSE = 0.3087 | LCC = 0.8515 | SRCC = 0.8537 ]
+INFO:root:Average loss=0.08598543316698991
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3226 | LCC = 0.8484 | SRCC = 0.8497 ]
+INFO:root:Average loss=0.0996418567135548
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2406 | LCC = 0.8577 | SRCC = 0.8562 ]
+INFO:root:Average loss=0.09959831819511376
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2364 | LCC = 0.8575 | SRCC = 0.8559 ]
+INFO:root:Average loss=0.08083364830758327
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2410 | LCC = 0.8557 | SRCC = 0.8543 ]
+INFO:root:Average loss=0.07829066743262303
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2519 | LCC = 0.8520 | SRCC = 0.8510 ]
+INFO:root:Average loss=0.0823007215005465
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2645 | LCC = 0.8525 | SRCC = 0.8508 ]
+INFO:root:Average loss=0.11390657670413837
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2655 | LCC = 0.8554 | SRCC = 0.8550 ]
+INFO:root:Average loss=0.06669698794109699
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2377 | LCC = 0.8487 | SRCC = 0.8470 ]
+INFO:root:Average loss=0.07165203066781545
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2349 | LCC = 0.8541 | SRCC = 0.8520 ]
+INFO:root:Average loss=0.07532074020650142
+INFO:root:
+[Valid][27][UTT][ MSE = 0.3041 | LCC = 0.8521 | SRCC = 0.8518 ]
+INFO:root:Average loss=0.057948565970246606
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2617 | LCC = 0.8478 | SRCC = 0.8448 ]
+INFO:root:Average loss=0.06784595171801555
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2356 | LCC = 0.8522 | SRCC = 0.8511 ]
+INFO:root:Average loss=0.06616046351309006
+INFO:root:
+[Valid][30][UTT][ MSE = 0.3280 | LCC = 0.8524 | SRCC = 0.8535 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2345 | LCC = 0.8565 | SRCC = 0.8557 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer32/run0/config.gin b/results_bvcc/w2v2_xlsr_2b/layer32/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer32/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_xlsr_2b/layer32/run0/model.pt b/results_bvcc/w2v2_xlsr_2b/layer32/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..1ff89397ec994ccc3764ea0a447947c9146c2098
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer32/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f7dc87c9fe6a01bed96d96aaf55a37dd593f57656a3716fce3dcd25e321173b7
+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer32/run0/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer32/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..1da8f64fab9c353fa098564b4db961e8ff4030ba
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer32/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 5698822
diff --git a/results_bvcc/w2v2_xlsr_2b/layer32/run0/train.log b/results_bvcc/w2v2_xlsr_2b/layer32/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..cc5f30b6f9182498ca39c16e5915869cd9cbaabc
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer32/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=0.5424318153124589
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4201 | LCC = 0.7639 | SRCC = 0.7733 ]
+INFO:root:Average loss=0.30687853598441833
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3324 | LCC = 0.8150 | SRCC = 0.8117 ]
+INFO:root:Average loss=0.2646139405476741
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3407 | LCC = 0.8332 | SRCC = 0.8335 ]
+INFO:root:Average loss=0.2361338069805732
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2697 | LCC = 0.8474 | SRCC = 0.8440 ]
+INFO:root:Average loss=0.2171178092368138
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2578 | LCC = 0.8577 | SRCC = 0.8540 ]
+INFO:root:Average loss=0.20253813190337938
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2582 | LCC = 0.8610 | SRCC = 0.8578 ]
+INFO:root:Average loss=0.19843390431159583
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2427 | LCC = 0.8605 | SRCC = 0.8585 ]
+INFO:root:Average loss=0.1836356914196259
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2551 | LCC = 0.8602 | SRCC = 0.8583 ]
+INFO:root:Average loss=0.1663438684474199
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2470 | LCC = 0.8612 | SRCC = 0.8579 ]
+INFO:root:Average loss=0.1606847423200424
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2677 | LCC = 0.8624 | SRCC = 0.8607 ]
+INFO:root:Average loss=0.16288655318128756
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2809 | LCC = 0.8567 | SRCC = 0.8539 ]
+INFO:root:Average loss=0.16154746615733856
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2448 | LCC = 0.8624 | SRCC = 0.8592 ]
+INFO:root:Average loss=0.1415362054338822
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2239 | LCC = 0.8641 | SRCC = 0.8621 ]
+INFO:root:Average loss=0.13185735896993905
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2580 | LCC = 0.8566 | SRCC = 0.8546 ]
+INFO:root:Average loss=0.1225684945208904
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2524 | LCC = 0.8619 | SRCC = 0.8592 ]
+INFO:root:Average loss=0.12524217988053957
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2461 | LCC = 0.8588 | SRCC = 0.8565 ]
+INFO:root:Average loss=0.11668978612392376
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2443 | LCC = 0.8549 | SRCC = 0.8527 ]
+INFO:root:Average loss=0.11304205484115161
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2247 | LCC = 0.8586 | SRCC = 0.8564 ]
+INFO:root:Average loss=0.09758670265093827
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2452 | LCC = 0.8575 | SRCC = 0.8549 ]
+INFO:root:Average loss=0.09939479713256542
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2286 | LCC = 0.8615 | SRCC = 0.8595 ]
+INFO:root:Average loss=0.10090950231712598
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2357 | LCC = 0.8573 | SRCC = 0.8555 ]
+INFO:root:Average loss=0.08740875339851929
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2280 | LCC = 0.8591 | SRCC = 0.8589 ]
+INFO:root:Average loss=0.09132797648318303
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2483 | LCC = 0.8604 | SRCC = 0.8595 ]
+INFO:root:Average loss=0.07962471585816298
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2467 | LCC = 0.8618 | SRCC = 0.8628 ]
+INFO:root:Average loss=0.07765745070691292
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2527 | LCC = 0.8624 | SRCC = 0.8620 ]
+INFO:root:Average loss=0.08241548589788951
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2210 | LCC = 0.8613 | SRCC = 0.8606 ]
+INFO:root:Average loss=0.07998848061722058
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2354 | LCC = 0.8647 | SRCC = 0.8633 ]
+INFO:root:Average loss=0.0675371292596444
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2280 | LCC = 0.8597 | SRCC = 0.8588 ]
+INFO:root:Average loss=0.06637121245073967
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2407 | LCC = 0.8607 | SRCC = 0.8592 ]
+INFO:root:Average loss=0.06109281829916514
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2750 | LCC = 0.8549 | SRCC = 0.8580 ]
+INFO:root:Average loss=0.06287315210852867
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2529 | LCC = 0.8607 | SRCC = 0.8621 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2757 | LCC = 0.8539 | SRCC = 0.8549 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer32/run1/config.gin b/results_bvcc/w2v2_xlsr_2b/layer32/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer32/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_xlsr_2b/layer32/run1/model.pt b/results_bvcc/w2v2_xlsr_2b/layer32/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..c49ef4182b75c27b7578432fae6fad01f126df68
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer32/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3a27f8d5303120fbbee9f4c827e745dcba184c4b7907cc6db29199f14ae89575
+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer32/run1/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer32/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..17ae0047fcc2aef1b7be41284c94e225cce141b9
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer32/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a2100a4900c98ee61ec5be3302b31d1827935bf28368e29953262c1d809053e0
+size 5698822
diff --git a/results_bvcc/w2v2_xlsr_2b/layer32/run1/train.log b/results_bvcc/w2v2_xlsr_2b/layer32/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..32525282974a3ab0dd759b0cb04e9413cd89c26c
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer32/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=0.515694484878809
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3700 | LCC = 0.7738 | SRCC = 0.7670 ]
+INFO:root:Average loss=0.3040235208777281
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2890 | LCC = 0.8222 | SRCC = 0.8180 ]
+INFO:root:Average loss=0.2659070121172147
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2868 | LCC = 0.8380 | SRCC = 0.8368 ]
+INFO:root:Average loss=0.23973250503723437
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2808 | LCC = 0.8457 | SRCC = 0.8411 ]
+INFO:root:Average loss=0.21659168562827966
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2757 | LCC = 0.8488 | SRCC = 0.8432 ]
+INFO:root:Average loss=0.2055872580370842
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3023 | LCC = 0.8488 | SRCC = 0.8448 ]
+INFO:root:Average loss=0.18367029172487748
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2392 | LCC = 0.8602 | SRCC = 0.8560 ]
+INFO:root:Average loss=0.20084368475736716
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3482 | LCC = 0.8538 | SRCC = 0.8578 ]
+INFO:root:Average loss=0.1751818714233545
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2371 | LCC = 0.8605 | SRCC = 0.8562 ]
+INFO:root:Average loss=0.15648722228331444
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2484 | LCC = 0.8616 | SRCC = 0.8566 ]
+INFO:root:Average loss=0.15287528855678362
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2445 | LCC = 0.8617 | SRCC = 0.8580 ]
+INFO:root:Average loss=0.1552216035242264
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2632 | LCC = 0.8570 | SRCC = 0.8561 ]
+INFO:root:Average loss=0.15204329769580793
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3091 | LCC = 0.8599 | SRCC = 0.8564 ]
+INFO:root:Average loss=0.13646902239475495
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2994 | LCC = 0.8541 | SRCC = 0.8580 ]
+INFO:root:Average loss=0.14148859144785467
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2543 | LCC = 0.8667 | SRCC = 0.8635 ]
+INFO:root:Average loss=0.13043933170728195
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2293 | LCC = 0.8589 | SRCC = 0.8545 ]
+INFO:root:Average loss=0.11726944291820893
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2665 | LCC = 0.8590 | SRCC = 0.8575 ]
+INFO:root:Average loss=0.1131831179253566
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2341 | LCC = 0.8658 | SRCC = 0.8617 ]
+INFO:root:Average loss=0.09997039823195873
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2368 | LCC = 0.8571 | SRCC = 0.8540 ]
+INFO:root:Average loss=0.11063103353938995
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2518 | LCC = 0.8597 | SRCC = 0.8579 ]
+INFO:root:Average loss=0.09950210101520404
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2349 | LCC = 0.8620 | SRCC = 0.8599 ]
+INFO:root:Average loss=0.09259480471985462
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2382 | LCC = 0.8588 | SRCC = 0.8563 ]
+INFO:root:Average loss=0.0872818324714899
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2252 | LCC = 0.8605 | SRCC = 0.8575 ]
+INFO:root:Average loss=0.08420909434939042
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2290 | LCC = 0.8574 | SRCC = 0.8543 ]
+INFO:root:Average loss=0.0984893917846374
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2472 | LCC = 0.8605 | SRCC = 0.8578 ]
+INFO:root:Average loss=0.07734269567598136
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2343 | LCC = 0.8606 | SRCC = 0.8570 ]
+INFO:root:Average loss=0.07764111153590374
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2296 | LCC = 0.8596 | SRCC = 0.8568 ]
+INFO:root:Average loss=0.071108121281633
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2320 | LCC = 0.8600 | SRCC = 0.8585 ]
+INFO:root:Average loss=0.06883150448974891
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2432 | LCC = 0.8589 | SRCC = 0.8573 ]
+INFO:root:Average loss=0.07408437037315124
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2686 | LCC = 0.8551 | SRCC = 0.8545 ]
+INFO:root:Average loss=0.06756089928631599
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2389 | LCC = 0.8588 | SRCC = 0.8546 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2917 | LCC = 0.8571 | SRCC = 0.8594 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer32/run2/config.gin b/results_bvcc/w2v2_xlsr_2b/layer32/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer32/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_xlsr_2b/layer32/run2/model.pt b/results_bvcc/w2v2_xlsr_2b/layer32/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..22b4e6bdd43b0d2f4c00d25b3b7fbd92c1a410e4
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer32/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:16373a0415251c8c7d378c685c42ee87323d06fb84f7c7712786223be9931d16
+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer32/run2/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer32/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..54a6cc0772941dad860da857a611085939ff9c64
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer32/run2/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:60b64fd5f73df12426e8385bfbb302ae13d7bd190ef0b846e2dbf969601717ea
+size 5698758
diff --git a/results_bvcc/w2v2_xlsr_2b/layer32/run2/train.log b/results_bvcc/w2v2_xlsr_2b/layer32/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..0569e1b35f38980e69ad97f826893d56c0dcd26c
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer32/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=0.548745259642601
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4177 | LCC = 0.7849 | SRCC = 0.7871 ]
+INFO:root:Average loss=0.29607849778273165
+INFO:root:
+[Valid][1][UTT][ MSE = 0.4475 | LCC = 0.8094 | SRCC = 0.8141 ]
+INFO:root:Average loss=0.2686692753281349
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2733 | LCC = 0.8344 | SRCC = 0.8320 ]
+INFO:root:Average loss=0.21848220301744264
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2607 | LCC = 0.8434 | SRCC = 0.8399 ]
+INFO:root:Average loss=0.20349802669042197
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2654 | LCC = 0.8533 | SRCC = 0.8492 ]
+INFO:root:Average loss=0.1912476146259369
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2689 | LCC = 0.8512 | SRCC = 0.8480 ]
+INFO:root:Average loss=0.20442707082017875
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3702 | LCC = 0.8394 | SRCC = 0.8379 ]
+INFO:root:Average loss=0.18464545896038032
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2536 | LCC = 0.8508 | SRCC = 0.8476 ]
+INFO:root:Average loss=0.1612561985086172
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2830 | LCC = 0.8525 | SRCC = 0.8507 ]
+INFO:root:Average loss=0.15664164091532046
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2689 | LCC = 0.8518 | SRCC = 0.8508 ]
+INFO:root:Average loss=0.1451097682882578
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2684 | LCC = 0.8555 | SRCC = 0.8543 ]
+INFO:root:Average loss=0.138958900116193
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2382 | LCC = 0.8527 | SRCC = 0.8511 ]
+INFO:root:Average loss=0.13338133816917738
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2519 | LCC = 0.8553 | SRCC = 0.8529 ]
+INFO:root:Average loss=0.12742397867334196
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2443 | LCC = 0.8489 | SRCC = 0.8467 ]
+INFO:root:Average loss=0.12605790918072066
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2491 | LCC = 0.8548 | SRCC = 0.8540 ]
+INFO:root:Average loss=0.11180901126219676
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2491 | LCC = 0.8497 | SRCC = 0.8481 ]
+INFO:root:Average loss=0.1029756591679194
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2566 | LCC = 0.8567 | SRCC = 0.8572 ]
+INFO:root:Average loss=0.09782590717077255
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2463 | LCC = 0.8515 | SRCC = 0.8508 ]
+INFO:root:Average loss=0.10100526448625785
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2494 | LCC = 0.8532 | SRCC = 0.8506 ]
+INFO:root:Average loss=0.0846133000480059
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2558 | LCC = 0.8496 | SRCC = 0.8480 ]
+INFO:root:Average loss=0.0833462132857396
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2495 | LCC = 0.8510 | SRCC = 0.8488 ]
+INFO:root:Average loss=0.077608595482814
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2282 | LCC = 0.8552 | SRCC = 0.8537 ]
+INFO:root:Average loss=0.07934295452940159
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2533 | LCC = 0.8569 | SRCC = 0.8557 ]
+INFO:root:Average loss=0.07237895797842588
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2394 | LCC = 0.8526 | SRCC = 0.8500 ]
+INFO:root:Average loss=0.06348783795077068
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2415 | LCC = 0.8493 | SRCC = 0.8472 ]
+INFO:root:Average loss=0.06540745195861046
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2414 | LCC = 0.8510 | SRCC = 0.8501 ]
+INFO:root:Average loss=0.062167481638682194
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2389 | LCC = 0.8514 | SRCC = 0.8500 ]
+INFO:root:Average loss=0.05755878965824078
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2380 | LCC = 0.8512 | SRCC = 0.8503 ]
+INFO:root:Average loss=0.058574992255904734
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2254 | LCC = 0.8560 | SRCC = 0.8562 ]
+INFO:root:Average loss=0.0552508902664368
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2621 | LCC = 0.8504 | SRCC = 0.8509 ]
+INFO:root:Average loss=0.053578572729841255
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2355 | LCC = 0.8557 | SRCC = 0.8546 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2849 | LCC = 0.8594 | SRCC = 0.8642 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer32/run3/config.gin b/results_bvcc/w2v2_xlsr_2b/layer32/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer32/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_xlsr_2b/layer32/run3/model.pt b/results_bvcc/w2v2_xlsr_2b/layer32/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ce2a10ea226280663e6a76410a4ce906f5d49c51
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer32/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8171da644b6b11b2f664a387c4ead0c933602e06e44c0ac1b6522c244119442e
+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer32/run3/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer32/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..9768fc8d3c7a85e5b19581cef7f17d5565443b18
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer32/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:dbb21cb0dad6f061a4f704efc4b438fb2c83438e4fed03b0bac534309c48cb60
+size 5698822
diff --git a/results_bvcc/w2v2_xlsr_2b/layer32/run3/train.log b/results_bvcc/w2v2_xlsr_2b/layer32/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..8976ef62ec4d7ad2a5f955e7fac119844403f286
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer32/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=0.5251919869811107
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3723 | LCC = 0.7734 | SRCC = 0.7730 ]
+INFO:root:Average loss=0.30788416549181324
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3357 | LCC = 0.8094 | SRCC = 0.8050 ]
+INFO:root:Average loss=0.27679517769660705
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2959 | LCC = 0.8273 | SRCC = 0.8221 ]
+INFO:root:Average loss=0.23860812340027246
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2603 | LCC = 0.8384 | SRCC = 0.8348 ]
+INFO:root:Average loss=0.21155932192236948
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3513 | LCC = 0.8381 | SRCC = 0.8421 ]
+INFO:root:Average loss=0.21205313828511116
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2700 | LCC = 0.8522 | SRCC = 0.8478 ]
+INFO:root:Average loss=0.1906144715463504
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2818 | LCC = 0.8495 | SRCC = 0.8461 ]
+INFO:root:Average loss=0.1778402203359665
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2526 | LCC = 0.8501 | SRCC = 0.8456 ]
+INFO:root:Average loss=0.19887952907727316
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2466 | LCC = 0.8556 | SRCC = 0.8520 ]
+INFO:root:Average loss=0.17194693573774436
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2344 | LCC = 0.8577 | SRCC = 0.8545 ]
+INFO:root:Average loss=0.15598013614996886
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2912 | LCC = 0.8563 | SRCC = 0.8566 ]
+INFO:root:Average loss=0.16218283696052355
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2405 | LCC = 0.8582 | SRCC = 0.8544 ]
+INFO:root:Average loss=0.14662526490596625
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2591 | LCC = 0.8535 | SRCC = 0.8515 ]
+INFO:root:Average loss=0.12806871361457384
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2952 | LCC = 0.8435 | SRCC = 0.8448 ]
+INFO:root:Average loss=0.12529191384330773
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2359 | LCC = 0.8568 | SRCC = 0.8530 ]
+INFO:root:Average loss=0.12045798708613102
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2772 | LCC = 0.8518 | SRCC = 0.8481 ]
+INFO:root:Average loss=0.12677902050125292
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2307 | LCC = 0.8573 | SRCC = 0.8540 ]
+INFO:root:Average loss=0.1118791730931172
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2882 | LCC = 0.8484 | SRCC = 0.8477 ]
+INFO:root:Average loss=0.10427379049360752
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2569 | LCC = 0.8565 | SRCC = 0.8550 ]
+INFO:root:Average loss=0.10874145716810837
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2308 | LCC = 0.8584 | SRCC = 0.8551 ]
+INFO:root:Average loss=0.09300500488816163
+INFO:root:
+[Valid][20][UTT][ MSE = 0.3199 | LCC = 0.8512 | SRCC = 0.8485 ]
+INFO:root:Average loss=0.08438681868406442
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2362 | LCC = 0.8569 | SRCC = 0.8542 ]
+INFO:root:Average loss=0.07966761257594977
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2440 | LCC = 0.8567 | SRCC = 0.8536 ]
+INFO:root:Average loss=0.07711001585882443
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2424 | LCC = 0.8568 | SRCC = 0.8547 ]
+INFO:root:Average loss=0.0803351442878827
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2399 | LCC = 0.8574 | SRCC = 0.8545 ]
+INFO:root:Average loss=0.07075375041518456
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2350 | LCC = 0.8559 | SRCC = 0.8529 ]
+INFO:root:Average loss=0.07536672089153375
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2644 | LCC = 0.8540 | SRCC = 0.8518 ]
+INFO:root:Average loss=0.07051337018418007
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2331 | LCC = 0.8579 | SRCC = 0.8550 ]
+INFO:root:Average loss=0.0675585926629794
+INFO:root:
+[Valid][28][UTT][ MSE = 0.3039 | LCC = 0.8531 | SRCC = 0.8539 ]
+INFO:root:Average loss=0.06260488690951696
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2355 | LCC = 0.8565 | SRCC = 0.8541 ]
+INFO:root:Average loss=0.05596010577984345
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2502 | LCC = 0.8553 | SRCC = 0.8522 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2486 | LCC = 0.8544 | SRCC = 0.8555 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer32/run4/config.gin b/results_bvcc/w2v2_xlsr_2b/layer32/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer32/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_xlsr_2b/layer32/run4/model.pt b/results_bvcc/w2v2_xlsr_2b/layer32/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..701c734b3dfd2edb14fea6f557bfc2f846e270d2
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer32/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d87720361a12bbdae02d06296e0ea38739432a34f9c013b6d1ec44eb005c4a1a
+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer32/run4/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer32/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..9a1414889cfd45f2ac61e2b7119eb88c50c14bb0
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer32/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e44b667e1de52b06ae4b291faac23b4860610d01879949a29d0dc587a1871ee4
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diff --git a/results_bvcc/w2v2_xlsr_2b/layer32/run4/train.log b/results_bvcc/w2v2_xlsr_2b/layer32/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..b432881f377dd74015f4aec413b3219ce815ad26
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer32/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.47413975191422
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3377 | LCC = 0.7918 | SRCC = 0.7898 ]
+INFO:root:Average loss=0.2831004166450256
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3209 | LCC = 0.8249 | SRCC = 0.8215 ]
+INFO:root:Average loss=0.24760917650583464
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2757 | LCC = 0.8441 | SRCC = 0.8413 ]
+INFO:root:Average loss=0.24268213220131704
+INFO:root:
+[Valid][3][UTT][ MSE = 0.4394 | LCC = 0.8442 | SRCC = 0.8484 ]
+INFO:root:Average loss=0.2302647603627963
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2684 | LCC = 0.8505 | SRCC = 0.8451 ]
+INFO:root:Average loss=0.20969608712654847
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2744 | LCC = 0.8552 | SRCC = 0.8508 ]
+INFO:root:Average loss=0.186011435989386
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2525 | LCC = 0.8522 | SRCC = 0.8474 ]
+INFO:root:Average loss=0.18750266062143522
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2589 | LCC = 0.8609 | SRCC = 0.8601 ]
+INFO:root:Average loss=0.16689605304063895
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2617 | LCC = 0.8644 | SRCC = 0.8615 ]
+INFO:root:Average loss=0.1558380680015454
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2436 | LCC = 0.8599 | SRCC = 0.8561 ]
+INFO:root:Average loss=0.16280417249370843
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2566 | LCC = 0.8618 | SRCC = 0.8603 ]
+INFO:root:Average loss=0.14749597509702048
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2403 | LCC = 0.8571 | SRCC = 0.8540 ]
+INFO:root:Average loss=0.15657165608344933
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2271 | LCC = 0.8626 | SRCC = 0.8602 ]
+INFO:root:Average loss=0.12731087637635377
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2399 | LCC = 0.8613 | SRCC = 0.8584 ]
+INFO:root:Average loss=0.12418167426800117
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2282 | LCC = 0.8608 | SRCC = 0.8571 ]
+INFO:root:Average loss=0.11917897418905528
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2385 | LCC = 0.8667 | SRCC = 0.8640 ]
+INFO:root:Average loss=0.11634772309125999
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2377 | LCC = 0.8680 | SRCC = 0.8657 ]
+INFO:root:Average loss=0.11711917015222403
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2393 | LCC = 0.8627 | SRCC = 0.8625 ]
+INFO:root:Average loss=0.10228665473942573
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2408 | LCC = 0.8625 | SRCC = 0.8604 ]
+INFO:root:Average loss=0.09519405930470197
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2415 | LCC = 0.8635 | SRCC = 0.8609 ]
+INFO:root:Average loss=0.09330321461535417
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2344 | LCC = 0.8651 | SRCC = 0.8626 ]
+INFO:root:Average loss=0.10752888176685725
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2144 | LCC = 0.8671 | SRCC = 0.8656 ]
+INFO:root:Average loss=0.08595694744816193
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2373 | LCC = 0.8674 | SRCC = 0.8652 ]
+INFO:root:Average loss=0.08819433139302792
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2173 | LCC = 0.8666 | SRCC = 0.8631 ]
+INFO:root:Average loss=0.0817033310349171
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2650 | LCC = 0.8569 | SRCC = 0.8565 ]
+INFO:root:Average loss=0.08719383987287681
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2325 | LCC = 0.8641 | SRCC = 0.8617 ]
+INFO:root:Average loss=0.06793536389103302
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2311 | LCC = 0.8619 | SRCC = 0.8587 ]
+INFO:root:Average loss=0.07782322106262048
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2323 | LCC = 0.8676 | SRCC = 0.8654 ]
+INFO:root:Average loss=0.06250334416444485
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2414 | LCC = 0.8649 | SRCC = 0.8628 ]
+INFO:root:Average loss=0.05925218517390581
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2228 | LCC = 0.8646 | SRCC = 0.8623 ]
+INFO:root:Average loss=0.059737101006202206
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2384 | LCC = 0.8601 | SRCC = 0.8584 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2852 | LCC = 0.8569 | SRCC = 0.8609 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer34/run0/config.gin b/results_bvcc/w2v2_xlsr_2b/layer34/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer34/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_xlsr_2b/layer34/run0/model.pt b/results_bvcc/w2v2_xlsr_2b/layer34/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..3a5e4d8c839bde1492cba8fdfd4aa13fc81d0cde
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer34/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_2b/layer34/run0/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer34/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..1ad80eaedb9eb7759a2de59d9da5c001189c40fe
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer34/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_2b/layer34/run0/train.log b/results_bvcc/w2v2_xlsr_2b/layer34/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..416c2b087d2be63776a1711b1a5bc97bb77a0859
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer34/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=0.5375197128607676
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3304 | LCC = 0.7968 | SRCC = 0.7962 ]
+INFO:root:Average loss=0.2849557758905949
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3158 | LCC = 0.8310 | SRCC = 0.8273 ]
+INFO:root:Average loss=0.24901374792441344
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3239 | LCC = 0.8477 | SRCC = 0.8462 ]
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+INFO:root:
+[Valid][3][UTT][ MSE = 0.3080 | LCC = 0.8443 | SRCC = 0.8485 ]
+INFO:root:Average loss=0.21012599899982795
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2576 | LCC = 0.8534 | SRCC = 0.8514 ]
+INFO:root:Average loss=0.19946385480654547
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2471 | LCC = 0.8621 | SRCC = 0.8590 ]
+INFO:root:Average loss=0.1774656640795561
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2342 | LCC = 0.8637 | SRCC = 0.8611 ]
+INFO:root:Average loss=0.1705557519617753
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2499 | LCC = 0.8575 | SRCC = 0.8563 ]
+INFO:root:Average loss=0.18296202138448373
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2323 | LCC = 0.8648 | SRCC = 0.8628 ]
+INFO:root:Average loss=0.15842030932888007
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2362 | LCC = 0.8675 | SRCC = 0.8653 ]
+INFO:root:Average loss=0.14679156090968695
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2625 | LCC = 0.8664 | SRCC = 0.8634 ]
+INFO:root:Average loss=0.13555266526647103
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2428 | LCC = 0.8648 | SRCC = 0.8621 ]
+INFO:root:Average loss=0.13043520293938807
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2158 | LCC = 0.8698 | SRCC = 0.8674 ]
+INFO:root:Average loss=0.13476030356608903
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2318 | LCC = 0.8674 | SRCC = 0.8651 ]
+INFO:root:Average loss=0.12375697273856555
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2267 | LCC = 0.8645 | SRCC = 0.8641 ]
+INFO:root:Average loss=0.11357883020089223
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2576 | LCC = 0.8655 | SRCC = 0.8645 ]
+INFO:root:Average loss=0.13065860535089785
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2517 | LCC = 0.8692 | SRCC = 0.8685 ]
+INFO:root:Average loss=0.11229117778249276
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2885 | LCC = 0.8615 | SRCC = 0.8614 ]
+INFO:root:Average loss=0.1068728177402264
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2297 | LCC = 0.8654 | SRCC = 0.8648 ]
+INFO:root:Average loss=0.09561055268232639
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2520 | LCC = 0.8640 | SRCC = 0.8610 ]
+INFO:root:Average loss=0.08855030122093666
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2225 | LCC = 0.8592 | SRCC = 0.8575 ]
+INFO:root:Average loss=0.09189290080506068
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2314 | LCC = 0.8654 | SRCC = 0.8632 ]
+INFO:root:Average loss=0.08197464416615474
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2534 | LCC = 0.8613 | SRCC = 0.8583 ]
+INFO:root:Average loss=0.08969952376225056
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2304 | LCC = 0.8630 | SRCC = 0.8623 ]
+INFO:root:Average loss=0.07556798285207687
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2193 | LCC = 0.8641 | SRCC = 0.8618 ]
+INFO:root:Average loss=0.07012701306778651
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2665 | LCC = 0.8634 | SRCC = 0.8613 ]
+INFO:root:Average loss=0.06812258637868442
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2257 | LCC = 0.8627 | SRCC = 0.8611 ]
+INFO:root:Average loss=0.0712295608738294
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2264 | LCC = 0.8640 | SRCC = 0.8604 ]
+INFO:root:Average loss=0.06112715754753504
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2241 | LCC = 0.8575 | SRCC = 0.8541 ]
+INFO:root:Average loss=0.05975187054047218
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2175 | LCC = 0.8642 | SRCC = 0.8618 ]
+INFO:root:Average loss=0.05848620722118097
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2551 | LCC = 0.8595 | SRCC = 0.8561 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2369 | LCC = 0.8651 | SRCC = 0.8651 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer34/run1/config.gin b/results_bvcc/w2v2_xlsr_2b/layer34/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer34/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_xlsr_2b/layer34/run1/model.pt b/results_bvcc/w2v2_xlsr_2b/layer34/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..6ac989e36c175142c65827709da487f216181b23
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer34/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:298bbfef8c3dba6565f28104020cd1ff7b06f77d5c4f8b1f2b56c8b5bd4f864a
+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer34/run1/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer34/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e39a596883c3837e5022d81df2ae14e5d6517116
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer34/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b4e34b0e087b9f875b9d5a02d30496d659518ac8e9b309a038da53b452df9a34
+size 5698822
diff --git a/results_bvcc/w2v2_xlsr_2b/layer34/run1/train.log b/results_bvcc/w2v2_xlsr_2b/layer34/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..95eb2f01fd5c946db9f236674cc6820d2b0d14e7
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer34/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=0.46915649355222017
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3134 | LCC = 0.8068 | SRCC = 0.8068 ]
+INFO:root:Average loss=0.28212712189325917
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3068 | LCC = 0.8376 | SRCC = 0.8346 ]
+INFO:root:Average loss=0.25109380063338155
+INFO:root:
+[Valid][2][UTT][ MSE = 0.4110 | LCC = 0.8357 | SRCC = 0.8419 ]
+INFO:root:Average loss=0.22565833756174797
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2994 | LCC = 0.8522 | SRCC = 0.8516 ]
+INFO:root:Average loss=0.20520341052458838
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3451 | LCC = 0.8547 | SRCC = 0.8552 ]
+INFO:root:Average loss=0.20762261060568002
+INFO:root:
+[Valid][5][UTT][ MSE = 0.4386 | LCC = 0.8448 | SRCC = 0.8488 ]
+INFO:root:Average loss=0.17939664920171103
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2673 | LCC = 0.8628 | SRCC = 0.8636 ]
+INFO:root:Average loss=0.17269016563510284
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3110 | LCC = 0.8607 | SRCC = 0.8603 ]
+INFO:root:Average loss=0.16667625470421252
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2184 | LCC = 0.8691 | SRCC = 0.8666 ]
+INFO:root:Average loss=0.1469379376906615
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2491 | LCC = 0.8642 | SRCC = 0.8615 ]
+INFO:root:Average loss=0.14319357151786485
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2223 | LCC = 0.8692 | SRCC = 0.8662 ]
+INFO:root:Average loss=0.153187624250467
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2666 | LCC = 0.8632 | SRCC = 0.8627 ]
+INFO:root:Average loss=0.13204252461974436
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2424 | LCC = 0.8658 | SRCC = 0.8649 ]
+INFO:root:Average loss=0.12093719677665295
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2366 | LCC = 0.8623 | SRCC = 0.8589 ]
+INFO:root:Average loss=0.12454871212442716
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2126 | LCC = 0.8679 | SRCC = 0.8662 ]
+INFO:root:Average loss=0.11924207067260376
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2547 | LCC = 0.8627 | SRCC = 0.8596 ]
+INFO:root:Average loss=0.11101080362613384
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2353 | LCC = 0.8654 | SRCC = 0.8637 ]
+INFO:root:Average loss=0.10463620416629009
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2322 | LCC = 0.8621 | SRCC = 0.8590 ]
+INFO:root:Average loss=0.10465758675948167
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2354 | LCC = 0.8627 | SRCC = 0.8606 ]
+INFO:root:Average loss=0.0893872132859169
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2566 | LCC = 0.8637 | SRCC = 0.8623 ]
+INFO:root:Average loss=0.10225819223202191
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2641 | LCC = 0.8581 | SRCC = 0.8578 ]
+INFO:root:Average loss=0.08908062667036667
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2460 | LCC = 0.8636 | SRCC = 0.8622 ]
+INFO:root:Average loss=0.08556945005861613
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2998 | LCC = 0.8609 | SRCC = 0.8613 ]
+INFO:root:Average loss=0.0756882837949655
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2229 | LCC = 0.8643 | SRCC = 0.8621 ]
+INFO:root:Average loss=0.0706701746258216
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2344 | LCC = 0.8632 | SRCC = 0.8622 ]
+INFO:root:Average loss=0.06754066112140815
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2503 | LCC = 0.8600 | SRCC = 0.8582 ]
+INFO:root:Average loss=0.0692888843612029
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2657 | LCC = 0.8621 | SRCC = 0.8623 ]
+INFO:root:Average loss=0.07052457757676259
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2156 | LCC = 0.8654 | SRCC = 0.8627 ]
+INFO:root:Average loss=0.05869468346906778
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2219 | LCC = 0.8639 | SRCC = 0.8620 ]
+INFO:root:Average loss=0.05712102960126522
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2341 | LCC = 0.8637 | SRCC = 0.8621 ]
+INFO:root:Average loss=0.05392015868654618
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2173 | LCC = 0.8631 | SRCC = 0.8607 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2262 | LCC = 0.8681 | SRCC = 0.8671 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer34/run2/config.gin b/results_bvcc/w2v2_xlsr_2b/layer34/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer34/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_xlsr_2b/layer34/run2/model.pt b/results_bvcc/w2v2_xlsr_2b/layer34/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b11c29c3131246d10954bcbb018568dc5fa185b2
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer34/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2ec45272bed754d68f31b3513fe3e094c533584a77711bcd661a986ca432ba57
+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer34/run2/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer34/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ce6e3f1b438019552e5ba94ffb34e04bc4b0322c
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer34/run2/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a4d3ce95f48d6983db6bdaadb3214dd36a456bfaf6fa6da15945443d53745f35
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diff --git a/results_bvcc/w2v2_xlsr_2b/layer34/run2/train.log b/results_bvcc/w2v2_xlsr_2b/layer34/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..1b6ca56ba263f885eaf26e36640bd64eff6a3e8d
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer34/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=0.46693192231349456
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3399 | LCC = 0.7954 | SRCC = 0.7937 ]
+INFO:root:Average loss=0.29338185355449337
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3074 | LCC = 0.8285 | SRCC = 0.8253 ]
+INFO:root:Average loss=0.2553929843199559
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2672 | LCC = 0.8428 | SRCC = 0.8394 ]
+INFO:root:Average loss=0.22277520234004045
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2754 | LCC = 0.8500 | SRCC = 0.8450 ]
+INFO:root:Average loss=0.22478584620432976
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2539 | LCC = 0.8568 | SRCC = 0.8527 ]
+INFO:root:Average loss=0.1937376619913639
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2419 | LCC = 0.8597 | SRCC = 0.8565 ]
+INFO:root:Average loss=0.18955155576650912
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2557 | LCC = 0.8589 | SRCC = 0.8540 ]
+INFO:root:Average loss=0.17185675085355073
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2449 | LCC = 0.8619 | SRCC = 0.8589 ]
+INFO:root:Average loss=0.17683605859294915
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2615 | LCC = 0.8633 | SRCC = 0.8600 ]
+INFO:root:Average loss=0.17621305460731188
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2834 | LCC = 0.8624 | SRCC = 0.8582 ]
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+INFO:root:
+[Valid][10][UTT][ MSE = 0.2522 | LCC = 0.8641 | SRCC = 0.8604 ]
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+INFO:root:
+[Valid][11][UTT][ MSE = 0.2605 | LCC = 0.8533 | SRCC = 0.8496 ]
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+INFO:root:
+[Valid][12][UTT][ MSE = 0.2392 | LCC = 0.8625 | SRCC = 0.8596 ]
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+INFO:root:
+[Valid][13][UTT][ MSE = 0.2483 | LCC = 0.8573 | SRCC = 0.8537 ]
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+INFO:root:
+[Valid][14][UTT][ MSE = 0.2307 | LCC = 0.8591 | SRCC = 0.8557 ]
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+INFO:root:
+[Valid][15][UTT][ MSE = 0.2402 | LCC = 0.8606 | SRCC = 0.8579 ]
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+[Valid][16][UTT][ MSE = 0.2374 | LCC = 0.8553 | SRCC = 0.8533 ]
+INFO:root:Average loss=0.1050460731658416
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2340 | LCC = 0.8598 | SRCC = 0.8579 ]
+INFO:root:Average loss=0.10813633801463322
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2564 | LCC = 0.8574 | SRCC = 0.8574 ]
+INFO:root:Average loss=0.09770188065102467
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2542 | LCC = 0.8569 | SRCC = 0.8536 ]
+INFO:root:Average loss=0.08698127523828776
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2620 | LCC = 0.8565 | SRCC = 0.8546 ]
+INFO:root:Average loss=0.08932012610901625
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2534 | LCC = 0.8581 | SRCC = 0.8564 ]
+INFO:root:Average loss=0.09126229679737335
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2362 | LCC = 0.8595 | SRCC = 0.8560 ]
+INFO:root:Average loss=0.0774741402039161
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2462 | LCC = 0.8604 | SRCC = 0.8596 ]
+INFO:root:Average loss=0.07415704252437139
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2297 | LCC = 0.8612 | SRCC = 0.8588 ]
+INFO:root:Average loss=0.07437387858636868
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2380 | LCC = 0.8590 | SRCC = 0.8589 ]
+INFO:root:Average loss=0.0781140176531596
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2332 | LCC = 0.8597 | SRCC = 0.8580 ]
+INFO:root:Average loss=0.06839141263984717
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2534 | LCC = 0.8592 | SRCC = 0.8592 ]
+INFO:root:Average loss=0.06480489812122706
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2258 | LCC = 0.8614 | SRCC = 0.8587 ]
+INFO:root:Average loss=0.0658878279515566
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2638 | LCC = 0.8583 | SRCC = 0.8550 ]
+INFO:root:Average loss=0.05532466252453816
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2422 | LCC = 0.8583 | SRCC = 0.8563 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2723 | LCC = 0.8636 | SRCC = 0.8635 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer34/run3/config.gin b/results_bvcc/w2v2_xlsr_2b/layer34/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer34/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_xlsr_2b/layer34/run3/model.pt b/results_bvcc/w2v2_xlsr_2b/layer34/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..2824d3628473a34e6e73f52556c49e89f8c52100
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer34/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_2b/layer34/run3/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer34/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..37da98c6f4f5d36052d4f081e8c1d32e40ceb979
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer34/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_2b/layer34/run3/train.log b/results_bvcc/w2v2_xlsr_2b/layer34/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..23e450760e9806fe8e894e90ee155b2aa1fd0f48
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer34/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=0.5377594295602578
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3425 | LCC = 0.7938 | SRCC = 0.7946 ]
+INFO:root:Average loss=0.2828167273830145
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2900 | LCC = 0.8331 | SRCC = 0.8315 ]
+INFO:root:Average loss=0.25235254030961257
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2797 | LCC = 0.8459 | SRCC = 0.8409 ]
+INFO:root:Average loss=0.2192709432580532
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2978 | LCC = 0.8517 | SRCC = 0.8483 ]
+INFO:root:Average loss=0.2191008203304731
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3728 | LCC = 0.8437 | SRCC = 0.8448 ]
+INFO:root:Average loss=0.20092359758340395
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2512 | LCC = 0.8577 | SRCC = 0.8536 ]
+INFO:root:Average loss=0.18671284367640814
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2427 | LCC = 0.8628 | SRCC = 0.8598 ]
+INFO:root:Average loss=0.17505613580728188
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2367 | LCC = 0.8655 | SRCC = 0.8618 ]
+INFO:root:Average loss=0.17991766371788123
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3769 | LCC = 0.8526 | SRCC = 0.8598 ]
+INFO:root:Average loss=0.18300849638688257
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2572 | LCC = 0.8638 | SRCC = 0.8613 ]
+INFO:root:Average loss=0.15003506390330118
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2526 | LCC = 0.8568 | SRCC = 0.8543 ]
+INFO:root:Average loss=0.14976615640215385
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2384 | LCC = 0.8587 | SRCC = 0.8556 ]
+INFO:root:Average loss=0.13399797400985008
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2436 | LCC = 0.8592 | SRCC = 0.8563 ]
+INFO:root:Average loss=0.13529476380118957
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2326 | LCC = 0.8621 | SRCC = 0.8600 ]
+INFO:root:Average loss=0.13234549693954298
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2757 | LCC = 0.8537 | SRCC = 0.8541 ]
+INFO:root:Average loss=0.12544186327319878
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2463 | LCC = 0.8584 | SRCC = 0.8560 ]
+INFO:root:Average loss=0.11891023929302509
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2345 | LCC = 0.8595 | SRCC = 0.8566 ]
+INFO:root:Average loss=0.12009062493840854
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2210 | LCC = 0.8619 | SRCC = 0.8602 ]
+INFO:root:Average loss=0.10539575159931794
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2547 | LCC = 0.8576 | SRCC = 0.8577 ]
+INFO:root:Average loss=0.10229795168225582
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2299 | LCC = 0.8578 | SRCC = 0.8563 ]
+INFO:root:Average loss=0.10349690255064231
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2463 | LCC = 0.8579 | SRCC = 0.8552 ]
+INFO:root:Average loss=0.09282001384939903
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2365 | LCC = 0.8581 | SRCC = 0.8550 ]
+INFO:root:Average loss=0.08535947058445369
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2380 | LCC = 0.8559 | SRCC = 0.8528 ]
+INFO:root:Average loss=0.08191944099962711
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2408 | LCC = 0.8578 | SRCC = 0.8574 ]
+INFO:root:Average loss=0.07703580172398151
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2291 | LCC = 0.8534 | SRCC = 0.8504 ]
+INFO:root:Average loss=0.06946111785677764
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2645 | LCC = 0.8528 | SRCC = 0.8501 ]
+INFO:root:Average loss=0.07322646032732266
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2374 | LCC = 0.8588 | SRCC = 0.8564 ]
+INFO:root:Average loss=0.06943739516039689
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2487 | LCC = 0.8552 | SRCC = 0.8517 ]
+INFO:root:Average loss=0.06971476389429508
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2269 | LCC = 0.8555 | SRCC = 0.8525 ]
+INFO:root:Average loss=0.05957434154473818
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2343 | LCC = 0.8537 | SRCC = 0.8512 ]
+INFO:root:Average loss=0.05818069024154773
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2512 | LCC = 0.8525 | SRCC = 0.8519 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2370 | LCC = 0.8670 | SRCC = 0.8657 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer34/run4/config.gin b/results_bvcc/w2v2_xlsr_2b/layer34/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer34/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_xlsr_2b/layer34/run4/model.pt b/results_bvcc/w2v2_xlsr_2b/layer34/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..76b8e4e65bc97a9c5bacc4d465518c44d7d8b3a0
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer34/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1b1595849c25004e89021cbbf7145bdaf543a66ad12f10734745ceded06dcf83
+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer34/run4/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer34/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ef22c04dcaa2c60a36067da7a83b9cd0f9a154bb
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer34/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:eba35038fb647203771c14dee52b07adba0f7225e2d28a1b55c03f95af984fcb
+size 5698758
diff --git a/results_bvcc/w2v2_xlsr_2b/layer34/run4/train.log b/results_bvcc/w2v2_xlsr_2b/layer34/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..2f5e9f4fddd524c2d8c8bbdbd421f270349acdd2
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer34/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.5010682757084186
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3572 | LCC = 0.7945 | SRCC = 0.7974 ]
+INFO:root:Average loss=0.287391236386238
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3042 | LCC = 0.8330 | SRCC = 0.8297 ]
+INFO:root:Average loss=0.2580302204841223
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2644 | LCC = 0.8473 | SRCC = 0.8447 ]
+INFO:root:Average loss=0.23233127956971145
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3139 | LCC = 0.8537 | SRCC = 0.8535 ]
+INFO:root:Average loss=0.20991274905510438
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2725 | LCC = 0.8597 | SRCC = 0.8557 ]
+INFO:root:Average loss=0.19525568779462424
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2587 | LCC = 0.8613 | SRCC = 0.8581 ]
+INFO:root:Average loss=0.18269998217240357
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2970 | LCC = 0.8585 | SRCC = 0.8593 ]
+INFO:root:Average loss=0.20047754001541016
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2362 | LCC = 0.8664 | SRCC = 0.8634 ]
+INFO:root:Average loss=0.16677553120713967
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2571 | LCC = 0.8631 | SRCC = 0.8617 ]
+INFO:root:Average loss=0.1708639528697882
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2406 | LCC = 0.8672 | SRCC = 0.8638 ]
+INFO:root:Average loss=0.15482882419839883
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2874 | LCC = 0.8545 | SRCC = 0.8544 ]
+INFO:root:Average loss=0.1468894203694967
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2524 | LCC = 0.8651 | SRCC = 0.8650 ]
+INFO:root:Average loss=0.14727130627784973
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2978 | LCC = 0.8624 | SRCC = 0.8649 ]
+INFO:root:Average loss=0.13088684872939035
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2491 | LCC = 0.8616 | SRCC = 0.8602 ]
+INFO:root:Average loss=0.13379177861870864
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2253 | LCC = 0.8665 | SRCC = 0.8648 ]
+INFO:root:Average loss=0.13016351828208336
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2216 | LCC = 0.8660 | SRCC = 0.8644 ]
+INFO:root:Average loss=0.13224824403341
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2362 | LCC = 0.8619 | SRCC = 0.8611 ]
+INFO:root:Average loss=0.12407397297330391
+INFO:root:
+[Valid][17][UTT][ MSE = 0.3257 | LCC = 0.8587 | SRCC = 0.8638 ]
+INFO:root:Average loss=0.11207686632107465
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2459 | LCC = 0.8618 | SRCC = 0.8615 ]
+INFO:root:Average loss=0.10201548421994233
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2752 | LCC = 0.8599 | SRCC = 0.8607 ]
+INFO:root:Average loss=0.09525510258017442
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2533 | LCC = 0.8619 | SRCC = 0.8632 ]
+INFO:root:Average loss=0.08999252605896729
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2278 | LCC = 0.8664 | SRCC = 0.8655 ]
+INFO:root:Average loss=0.08914741291067539
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2394 | LCC = 0.8633 | SRCC = 0.8622 ]
+INFO:root:Average loss=0.08936106867324083
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2256 | LCC = 0.8628 | SRCC = 0.8628 ]
+INFO:root:Average loss=0.08708597466540642
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2328 | LCC = 0.8629 | SRCC = 0.8630 ]
+INFO:root:Average loss=0.08017970740986176
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2284 | LCC = 0.8690 | SRCC = 0.8686 ]
+INFO:root:Average loss=0.07123422116423264
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2516 | LCC = 0.8684 | SRCC = 0.8678 ]
+INFO:root:Average loss=0.06785112070158505
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2154 | LCC = 0.8687 | SRCC = 0.8683 ]
+INFO:root:Average loss=0.07257892396778633
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2655 | LCC = 0.8644 | SRCC = 0.8658 ]
+INFO:root:Average loss=0.06314359657848492
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2446 | LCC = 0.8655 | SRCC = 0.8682 ]
+INFO:root:Average loss=0.06702306780677575
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2264 | LCC = 0.8618 | SRCC = 0.8620 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2142 | LCC = 0.8703 | SRCC = 0.8685 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer36/run0/config.gin b/results_bvcc/w2v2_xlsr_2b/layer36/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer36/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_xlsr_2b/layer36/run0/model.pt b/results_bvcc/w2v2_xlsr_2b/layer36/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e2670883719ebec04fa95480dbe48fff9b1c5c2d
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer36/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:aa39bedfb904f2d40aafd614d82da7f41e8c88748e9d6c29f874d5734a5a6fdc
+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer36/run0/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer36/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..79033093f07d0ab41403175b1f66bef341a65d09
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer36/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2f36afdf78d3bb537edf619542501915c14c41d8c706a893a440d785d8156448
+size 5698758
diff --git a/results_bvcc/w2v2_xlsr_2b/layer36/run0/train.log b/results_bvcc/w2v2_xlsr_2b/layer36/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..f06f5aff39ad18731cb1a0d9aeb542648ee6a34a
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer36/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=0.5984815995280559
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3924 | LCC = 0.7972 | SRCC = 0.7992 ]
+INFO:root:Average loss=0.2915324484690642
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3916 | LCC = 0.8295 | SRCC = 0.8292 ]
+INFO:root:Average loss=0.23553807001847488
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2741 | LCC = 0.8487 | SRCC = 0.8474 ]
+INFO:root:Average loss=0.21691644000701416
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2888 | LCC = 0.8457 | SRCC = 0.8444 ]
+INFO:root:Average loss=0.19657488874135873
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3185 | LCC = 0.8487 | SRCC = 0.8433 ]
+INFO:root:Average loss=0.20981097087646142
+INFO:root:
+[Valid][5][UTT][ MSE = 0.4065 | LCC = 0.8494 | SRCC = 0.8506 ]
+INFO:root:Average loss=0.19309472560118407
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3314 | LCC = 0.8568 | SRCC = 0.8536 ]
+INFO:root:Average loss=0.1722871191226519
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2848 | LCC = 0.8598 | SRCC = 0.8542 ]
+INFO:root:Average loss=0.16165706620384485
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3363 | LCC = 0.8474 | SRCC = 0.8449 ]
+INFO:root:Average loss=0.15061269499934637
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3671 | LCC = 0.8536 | SRCC = 0.8527 ]
+INFO:root:Average loss=0.1430702919188218
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2656 | LCC = 0.8559 | SRCC = 0.8520 ]
+INFO:root:Average loss=0.13938472658777848
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2423 | LCC = 0.8532 | SRCC = 0.8506 ]
+INFO:root:Average loss=0.1300097447939408
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2495 | LCC = 0.8604 | SRCC = 0.8586 ]
+INFO:root:Average loss=0.12455828019823784
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2634 | LCC = 0.8521 | SRCC = 0.8514 ]
+INFO:root:Average loss=0.12058218367970906
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2937 | LCC = 0.8544 | SRCC = 0.8527 ]
+INFO:root:Average loss=0.11536803822486828
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3054 | LCC = 0.8526 | SRCC = 0.8512 ]
+INFO:root:Average loss=0.11599256680944027
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2648 | LCC = 0.8544 | SRCC = 0.8535 ]
+INFO:root:Average loss=0.09596412991866088
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2405 | LCC = 0.8538 | SRCC = 0.8512 ]
+INFO:root:Average loss=0.09213277936363831
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2708 | LCC = 0.8487 | SRCC = 0.8480 ]
+INFO:root:Average loss=0.09685076333773442
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2495 | LCC = 0.8512 | SRCC = 0.8491 ]
+INFO:root:Average loss=0.08653341410442805
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2540 | LCC = 0.8511 | SRCC = 0.8491 ]
+INFO:root:Average loss=0.07414274180355744
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2572 | LCC = 0.8483 | SRCC = 0.8465 ]
+INFO:root:Average loss=0.07412188428525741
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2777 | LCC = 0.8436 | SRCC = 0.8418 ]
+INFO:root:Average loss=0.07693454699638562
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2558 | LCC = 0.8494 | SRCC = 0.8467 ]
+INFO:root:Average loss=0.06893756192846176
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2410 | LCC = 0.8536 | SRCC = 0.8516 ]
+INFO:root:Average loss=0.07241077444110161
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2640 | LCC = 0.8587 | SRCC = 0.8582 ]
+INFO:root:Average loss=0.060081747909769036
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2488 | LCC = 0.8556 | SRCC = 0.8532 ]
+INFO:root:Average loss=0.06457105742242092
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2378 | LCC = 0.8545 | SRCC = 0.8529 ]
+INFO:root:Average loss=0.057085525817595996
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2436 | LCC = 0.8545 | SRCC = 0.8535 ]
+INFO:root:Average loss=0.060321065955437146
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2944 | LCC = 0.8469 | SRCC = 0.8452 ]
+INFO:root:Average loss=0.05686311022593425
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2418 | LCC = 0.8528 | SRCC = 0.8504 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2262 | LCC = 0.8653 | SRCC = 0.8653 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer36/run1/config.gin b/results_bvcc/w2v2_xlsr_2b/layer36/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer36/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_xlsr_2b/layer36/run1/model.pt b/results_bvcc/w2v2_xlsr_2b/layer36/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..3acb0f79b18f5e820471a69c593f82bb0b0ba5d9
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer36/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5f1b9912fe2a3d94e21d49e34230d2254aa824f1063e14c03910644a023d6630
+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer36/run1/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer36/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..725b53b83c3b0759d011a10b4c8f8053bd544fc7
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer36/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6104008f00c10ddae5e5ce8cc7c2887cee396e850dfe188950b1e068c4f1e08d
+size 5698758
diff --git a/results_bvcc/w2v2_xlsr_2b/layer36/run1/train.log b/results_bvcc/w2v2_xlsr_2b/layer36/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..e920a5091193ea4ebc0a170d6c6f05018743d0f0
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer36/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=0.48497239710428774
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3723 | LCC = 0.8193 | SRCC = 0.8166 ]
+INFO:root:Average loss=0.2708373608497473
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2737 | LCC = 0.8437 | SRCC = 0.8405 ]
+INFO:root:Average loss=0.23725389345334127
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2676 | LCC = 0.8522 | SRCC = 0.8492 ]
+INFO:root:Average loss=0.21239639856876472
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2582 | LCC = 0.8538 | SRCC = 0.8504 ]
+INFO:root:Average loss=0.20163289514871743
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2861 | LCC = 0.8530 | SRCC = 0.8488 ]
+INFO:root:Average loss=0.20563846100599337
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2615 | LCC = 0.8600 | SRCC = 0.8571 ]
+INFO:root:Average loss=0.19453296571587905
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2686 | LCC = 0.8573 | SRCC = 0.8547 ]
+INFO:root:Average loss=0.17316375921169916
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2671 | LCC = 0.8585 | SRCC = 0.8555 ]
+INFO:root:Average loss=0.18268107985838866
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2577 | LCC = 0.8602 | SRCC = 0.8576 ]
+INFO:root:Average loss=0.1706955642081224
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2722 | LCC = 0.8596 | SRCC = 0.8565 ]
+INFO:root:Average loss=0.13942345241323495
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2458 | LCC = 0.8605 | SRCC = 0.8579 ]
+INFO:root:Average loss=0.14160128931204477
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2480 | LCC = 0.8607 | SRCC = 0.8588 ]
+INFO:root:Average loss=0.13417335781149375
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2529 | LCC = 0.8545 | SRCC = 0.8548 ]
+INFO:root:Average loss=0.13328950288586128
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2502 | LCC = 0.8589 | SRCC = 0.8571 ]
+INFO:root:Average loss=0.11707431966295609
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2405 | LCC = 0.8585 | SRCC = 0.8584 ]
+INFO:root:Average loss=0.11861485768205081
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2424 | LCC = 0.8612 | SRCC = 0.8587 ]
+INFO:root:Average loss=0.10882446580590346
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2383 | LCC = 0.8572 | SRCC = 0.8553 ]
+INFO:root:Average loss=0.10504890997440387
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2542 | LCC = 0.8510 | SRCC = 0.8499 ]
+INFO:root:Average loss=0.09535265718706143
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2381 | LCC = 0.8566 | SRCC = 0.8553 ]
+INFO:root:Average loss=0.09496856308900394
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2407 | LCC = 0.8527 | SRCC = 0.8506 ]
+INFO:root:Average loss=0.098686541741093
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2511 | LCC = 0.8550 | SRCC = 0.8539 ]
+INFO:root:Average loss=0.08830483358066815
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2491 | LCC = 0.8494 | SRCC = 0.8486 ]
+INFO:root:Average loss=0.07967674364455235
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2586 | LCC = 0.8519 | SRCC = 0.8509 ]
+INFO:root:Average loss=0.07342600383055516
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2732 | LCC = 0.8484 | SRCC = 0.8471 ]
+INFO:root:Average loss=0.08646495926838654
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2720 | LCC = 0.8526 | SRCC = 0.8496 ]
+INFO:root:Average loss=0.07281912533709636
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2280 | LCC = 0.8602 | SRCC = 0.8579 ]
+INFO:root:Average loss=0.07631502219308646
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2567 | LCC = 0.8538 | SRCC = 0.8525 ]
+INFO:root:Average loss=0.06277824155031106
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2666 | LCC = 0.8510 | SRCC = 0.8503 ]
+INFO:root:Average loss=0.05838146504874413
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2555 | LCC = 0.8526 | SRCC = 0.8507 ]
+INFO:root:Average loss=0.05692978585377718
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2486 | LCC = 0.8518 | SRCC = 0.8487 ]
+INFO:root:Average loss=0.055578428105666086
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2572 | LCC = 0.8520 | SRCC = 0.8500 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2568 | LCC = 0.8668 | SRCC = 0.8680 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer36/run2/config.gin b/results_bvcc/w2v2_xlsr_2b/layer36/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer36/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_xlsr_2b/layer36/run2/model.pt b/results_bvcc/w2v2_xlsr_2b/layer36/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..94668ab2a301474377027ef43f7491e1be3783ad
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer36/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:476d8d0c94246776a9db754bd04c6fa7f2dc8e09a0af2b1b4ed96d25e30f48db
+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer36/run2/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer36/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..85094ae48a13509aeed511448ce94bad8c7d91b5
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer36/run2/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e3ff50d258e3ca53bb92616cf0c74f77c66ad2736769275c51d90e7949a152d4
+size 5698758
diff --git a/results_bvcc/w2v2_xlsr_2b/layer36/run2/train.log b/results_bvcc/w2v2_xlsr_2b/layer36/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..07d3125b62bd4e091e2b818b8b9f4226e805b233
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer36/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=0.4450864432713924
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3749 | LCC = 0.8090 | SRCC = 0.8103 ]
+INFO:root:Average loss=0.27147201544199234
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2918 | LCC = 0.8358 | SRCC = 0.8348 ]
+INFO:root:Average loss=0.24456991560948202
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3614 | LCC = 0.8458 | SRCC = 0.8440 ]
+INFO:root:Average loss=0.25895080008567906
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2621 | LCC = 0.8534 | SRCC = 0.8510 ]
+INFO:root:Average loss=0.21488784330013472
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2371 | LCC = 0.8538 | SRCC = 0.8508 ]
+INFO:root:Average loss=0.18899151243460485
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2867 | LCC = 0.8521 | SRCC = 0.8496 ]
+INFO:root:Average loss=0.1814275968533296
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2834 | LCC = 0.8559 | SRCC = 0.8552 ]
+INFO:root:Average loss=0.18509229759757334
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2575 | LCC = 0.8580 | SRCC = 0.8540 ]
+INFO:root:Average loss=0.1673255266669469
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2393 | LCC = 0.8620 | SRCC = 0.8600 ]
+INFO:root:Average loss=0.15445923604644263
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2326 | LCC = 0.8643 | SRCC = 0.8607 ]
+INFO:root:Average loss=0.14887556003836486
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2351 | LCC = 0.8625 | SRCC = 0.8607 ]
+INFO:root:Average loss=0.14487215685538757
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2484 | LCC = 0.8584 | SRCC = 0.8558 ]
+INFO:root:Average loss=0.13494233500498992
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2274 | LCC = 0.8628 | SRCC = 0.8606 ]
+INFO:root:Average loss=0.12285355086892079
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2574 | LCC = 0.8555 | SRCC = 0.8536 ]
+INFO:root:Average loss=0.11317817064431998
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2218 | LCC = 0.8645 | SRCC = 0.8626 ]
+INFO:root:Average loss=0.1199083597614215
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2314 | LCC = 0.8575 | SRCC = 0.8553 ]
+INFO:root:Average loss=0.10664185036260349
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2291 | LCC = 0.8596 | SRCC = 0.8579 ]
+INFO:root:Average loss=0.10161798733931321
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2365 | LCC = 0.8547 | SRCC = 0.8516 ]
+INFO:root:Average loss=0.0998436278448655
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2561 | LCC = 0.8559 | SRCC = 0.8541 ]
+INFO:root:Average loss=0.09419115226811324
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2321 | LCC = 0.8538 | SRCC = 0.8510 ]
+INFO:root:Average loss=0.0859333638770458
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2503 | LCC = 0.8502 | SRCC = 0.8475 ]
+INFO:root:Average loss=0.08116870980041149
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2422 | LCC = 0.8505 | SRCC = 0.8468 ]
+INFO:root:Average loss=0.08110969184109798
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2843 | LCC = 0.8504 | SRCC = 0.8500 ]
+INFO:root:Average loss=0.0819101349856609
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2717 | LCC = 0.8487 | SRCC = 0.8477 ]
+INFO:root:Average loss=0.07133177491143727
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2558 | LCC = 0.8537 | SRCC = 0.8529 ]
+INFO:root:Average loss=0.0713119756621428
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2791 | LCC = 0.8492 | SRCC = 0.8475 ]
+INFO:root:Average loss=0.06448302078896608
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2294 | LCC = 0.8559 | SRCC = 0.8530 ]
+INFO:root:Average loss=0.07170996662133779
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2421 | LCC = 0.8550 | SRCC = 0.8535 ]
+INFO:root:Average loss=0.0593425999276149
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2331 | LCC = 0.8550 | SRCC = 0.8521 ]
+INFO:root:Average loss=0.058715022288453884
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2389 | LCC = 0.8504 | SRCC = 0.8484 ]
+INFO:root:Average loss=0.054198312597014964
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2363 | LCC = 0.8559 | SRCC = 0.8540 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2189 | LCC = 0.8688 | SRCC = 0.8690 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer36/run3/config.gin b/results_bvcc/w2v2_xlsr_2b/layer36/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer36/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_xlsr_2b/layer36/run3/model.pt b/results_bvcc/w2v2_xlsr_2b/layer36/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b255f29f41ee8763dbcd2bdc066a93de8e2914bc
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer36/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_2b/layer36/run3/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer36/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..0d819545561ce1b657bc6128e077060b37e018f2
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer36/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_2b/layer36/run3/train.log b/results_bvcc/w2v2_xlsr_2b/layer36/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..3f6a3daf3090966afb6d05a97938a4db7b5b7a91
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer36/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=0.46782799026904964
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3522 | LCC = 0.8152 | SRCC = 0.8173 ]
+INFO:root:Average loss=0.2781913500183668
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3042 | LCC = 0.8331 | SRCC = 0.8333 ]
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+INFO:root:
+[Valid][2][UTT][ MSE = 0.2633 | LCC = 0.8454 | SRCC = 0.8435 ]
+INFO:root:Average loss=0.25785628696664786
+INFO:root:
+[Valid][3][UTT][ MSE = 0.4057 | LCC = 0.8396 | SRCC = 0.8494 ]
+INFO:root:Average loss=0.2088584192097187
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2650 | LCC = 0.8529 | SRCC = 0.8512 ]
+INFO:root:Average loss=0.18860272490061247
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2821 | LCC = 0.8566 | SRCC = 0.8554 ]
+INFO:root:Average loss=0.2015618992348512
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2474 | LCC = 0.8571 | SRCC = 0.8569 ]
+INFO:root:Average loss=0.16699670780545625
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2390 | LCC = 0.8599 | SRCC = 0.8576 ]
+INFO:root:Average loss=0.1765368671562427
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3640 | LCC = 0.8481 | SRCC = 0.8527 ]
+INFO:root:Average loss=0.16602718190122873
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2600 | LCC = 0.8581 | SRCC = 0.8571 ]
+INFO:root:Average loss=0.1451917667992604
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2593 | LCC = 0.8581 | SRCC = 0.8568 ]
+INFO:root:Average loss=0.13914749284203237
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2738 | LCC = 0.8518 | SRCC = 0.8523 ]
+INFO:root:Average loss=0.12636169905845934
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2441 | LCC = 0.8587 | SRCC = 0.8574 ]
+INFO:root:Average loss=0.11549876018976554
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2337 | LCC = 0.8560 | SRCC = 0.8546 ]
+INFO:root:Average loss=0.1172158885269593
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2334 | LCC = 0.8588 | SRCC = 0.8569 ]
+INFO:root:Average loss=0.12119980204181793
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2951 | LCC = 0.8505 | SRCC = 0.8512 ]
+INFO:root:Average loss=0.10720962094954956
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2486 | LCC = 0.8566 | SRCC = 0.8569 ]
+INFO:root:Average loss=0.09667513003716102
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2348 | LCC = 0.8551 | SRCC = 0.8529 ]
+INFO:root:Average loss=0.09527855906157921
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2319 | LCC = 0.8547 | SRCC = 0.8534 ]
+INFO:root:Average loss=0.08788390796727095
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2360 | LCC = 0.8566 | SRCC = 0.8547 ]
+INFO:root:Average loss=0.08641898039823924
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2902 | LCC = 0.8514 | SRCC = 0.8534 ]
+INFO:root:Average loss=0.08154827022017577
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2339 | LCC = 0.8559 | SRCC = 0.8547 ]
+INFO:root:Average loss=0.08279233378095505
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2951 | LCC = 0.8481 | SRCC = 0.8497 ]
+INFO:root:Average loss=0.08541754566324063
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2678 | LCC = 0.8506 | SRCC = 0.8517 ]
+INFO:root:Average loss=0.06918120049895385
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2307 | LCC = 0.8551 | SRCC = 0.8537 ]
+INFO:root:Average loss=0.0681045461828128
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2791 | LCC = 0.8471 | SRCC = 0.8477 ]
+INFO:root:Average loss=0.06688634898418035
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2333 | LCC = 0.8533 | SRCC = 0.8521 ]
+INFO:root:Average loss=0.06728325726894233
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2641 | LCC = 0.8506 | SRCC = 0.8499 ]
+INFO:root:Average loss=0.058451941332373865
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2639 | LCC = 0.8514 | SRCC = 0.8527 ]
+INFO:root:Average loss=0.06005131969085106
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2366 | LCC = 0.8521 | SRCC = 0.8504 ]
+INFO:root:Average loss=0.05470000622937313
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2405 | LCC = 0.8534 | SRCC = 0.8521 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2367 | LCC = 0.8673 | SRCC = 0.8694 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer36/run4/config.gin b/results_bvcc/w2v2_xlsr_2b/layer36/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer36/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_xlsr_2b/layer36/run4/model.pt b/results_bvcc/w2v2_xlsr_2b/layer36/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..bedf46a46a2f867a456244f053a84f62b2e13487
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer36/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8a0c20aaeef9e73402c48f3089434cc5e187079070bcbf6a6d2cbc7e765850f8
+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer36/run4/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer36/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..9357d80b4e8168b00a563890ef389bf2130fa241
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer36/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2dfa34fa5f83758aef62c03039f85460dd5f517103ca463e1b21e78d42156468
+size 5698758
diff --git a/results_bvcc/w2v2_xlsr_2b/layer36/run4/train.log b/results_bvcc/w2v2_xlsr_2b/layer36/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..62d9051c7a23bd15acab8274dd01d53b97798a3f
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer36/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.5403031802330261
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3472 | LCC = 0.7987 | SRCC = 0.8005 ]
+INFO:root:Average loss=0.29160037140051526
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2845 | LCC = 0.8350 | SRCC = 0.8349 ]
+INFO:root:Average loss=0.25015308134830916
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2941 | LCC = 0.8457 | SRCC = 0.8436 ]
+INFO:root:Average loss=0.21945622104864854
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3054 | LCC = 0.8570 | SRCC = 0.8540 ]
+INFO:root:Average loss=0.2143567461424913
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2972 | LCC = 0.8607 | SRCC = 0.8594 ]
+INFO:root:Average loss=0.18632809397501823
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3829 | LCC = 0.8573 | SRCC = 0.8571 ]
+INFO:root:Average loss=0.17762682844813055
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2539 | LCC = 0.8584 | SRCC = 0.8540 ]
+INFO:root:Average loss=0.1706214968401652
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2655 | LCC = 0.8589 | SRCC = 0.8554 ]
+INFO:root:Average loss=0.1547461575231491
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2508 | LCC = 0.8559 | SRCC = 0.8523 ]
+INFO:root:Average loss=0.1478629131347705
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2666 | LCC = 0.8593 | SRCC = 0.8564 ]
+INFO:root:Average loss=0.14295846252487257
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2563 | LCC = 0.8517 | SRCC = 0.8535 ]
+INFO:root:Average loss=0.14285138020148644
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2470 | LCC = 0.8620 | SRCC = 0.8600 ]
+INFO:root:Average loss=0.1326152300223326
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2690 | LCC = 0.8601 | SRCC = 0.8582 ]
+INFO:root:Average loss=0.12487329513980792
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2595 | LCC = 0.8529 | SRCC = 0.8545 ]
+INFO:root:Average loss=0.11023803274983014
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2442 | LCC = 0.8606 | SRCC = 0.8573 ]
+INFO:root:Average loss=0.10794697396266155
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2281 | LCC = 0.8595 | SRCC = 0.8577 ]
+INFO:root:Average loss=0.10911797904051267
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2471 | LCC = 0.8531 | SRCC = 0.8532 ]
+INFO:root:Average loss=0.10374127533764411
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2900 | LCC = 0.8454 | SRCC = 0.8502 ]
+INFO:root:Average loss=0.10772056772540776
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2756 | LCC = 0.8604 | SRCC = 0.8596 ]
+INFO:root:Average loss=0.09287374953810985
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2508 | LCC = 0.8528 | SRCC = 0.8495 ]
+INFO:root:Average loss=0.09270783069615181
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2650 | LCC = 0.8493 | SRCC = 0.8502 ]
+INFO:root:Average loss=0.08840168945682354
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2472 | LCC = 0.8534 | SRCC = 0.8527 ]
+INFO:root:Average loss=0.0799880382628777
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2555 | LCC = 0.8575 | SRCC = 0.8563 ]
+INFO:root:Average loss=0.08178898333930053
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2568 | LCC = 0.8593 | SRCC = 0.8576 ]
+INFO:root:Average loss=0.07396869719601594
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2651 | LCC = 0.8558 | SRCC = 0.8537 ]
+INFO:root:Average loss=0.07943589288072708
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2399 | LCC = 0.8589 | SRCC = 0.8576 ]
+INFO:root:Average loss=0.07351301223612748
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2367 | LCC = 0.8575 | SRCC = 0.8562 ]
+INFO:root:Average loss=0.06573026235669087
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2592 | LCC = 0.8566 | SRCC = 0.8555 ]
+INFO:root:Average loss=0.06762225147432242
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2390 | LCC = 0.8543 | SRCC = 0.8535 ]
+INFO:root:Average loss=0.06417936110534729
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2496 | LCC = 0.8537 | SRCC = 0.8553 ]
+INFO:root:Average loss=0.06490868525818372
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2316 | LCC = 0.8590 | SRCC = 0.8592 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2760 | LCC = 0.8672 | SRCC = 0.8697 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer38/run0/config.gin b/results_bvcc/w2v2_xlsr_2b/layer38/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer38/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_xlsr_2b/layer38/run0/model.pt b/results_bvcc/w2v2_xlsr_2b/layer38/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e4d3915af5c13b989aa428f01753dd15b1212939
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer38/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9798f1580654b43c02244c2c710ad39ce0936c5fdaeb4aa92d3139b539a85f01
+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer38/run0/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer38/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..2991f150e599fc03e7a33f2433a648d593934de9
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer38/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_2b/layer38/run0/train.log b/results_bvcc/w2v2_xlsr_2b/layer38/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..70f82f1bae1a3008abe5774cf9681cc4b27ca402
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer38/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=0.5070909057290126
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3524 | LCC = 0.8085 | SRCC = 0.8101 ]
+INFO:root:Average loss=0.2844069202740987
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3205 | LCC = 0.8374 | SRCC = 0.8377 ]
+INFO:root:Average loss=0.23405783184063741
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3418 | LCC = 0.8408 | SRCC = 0.8398 ]
+INFO:root:Average loss=0.22875257848929137
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2506 | LCC = 0.8560 | SRCC = 0.8527 ]
+INFO:root:Average loss=0.20786661750231034
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2597 | LCC = 0.8540 | SRCC = 0.8502 ]
+INFO:root:Average loss=0.19483748517739466
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2491 | LCC = 0.8552 | SRCC = 0.8506 ]
+INFO:root:Average loss=0.18904046848034248
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2662 | LCC = 0.8566 | SRCC = 0.8514 ]
+INFO:root:Average loss=0.18169560885200134
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2971 | LCC = 0.8547 | SRCC = 0.8541 ]
+INFO:root:Average loss=0.1716896442648692
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2578 | LCC = 0.8560 | SRCC = 0.8516 ]
+INFO:root:Average loss=0.1693018163817051
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2399 | LCC = 0.8610 | SRCC = 0.8578 ]
+INFO:root:Average loss=0.16482819989323616
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2404 | LCC = 0.8601 | SRCC = 0.8571 ]
+INFO:root:Average loss=0.1551352060185029
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2412 | LCC = 0.8598 | SRCC = 0.8563 ]
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+INFO:root:
+[Valid][12][UTT][ MSE = 0.2320 | LCC = 0.8576 | SRCC = 0.8541 ]
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+INFO:root:
+[Valid][13][UTT][ MSE = 0.2512 | LCC = 0.8580 | SRCC = 0.8568 ]
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+INFO:root:
+[Valid][14][UTT][ MSE = 0.2369 | LCC = 0.8573 | SRCC = 0.8546 ]
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+INFO:root:
+[Valid][15][UTT][ MSE = 0.2551 | LCC = 0.8545 | SRCC = 0.8544 ]
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+INFO:root:
+[Valid][16][UTT][ MSE = 0.2573 | LCC = 0.8540 | SRCC = 0.8526 ]
+INFO:root:Average loss=0.10580787196373329
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2409 | LCC = 0.8558 | SRCC = 0.8543 ]
+INFO:root:Average loss=0.09717959370941688
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2694 | LCC = 0.8580 | SRCC = 0.8574 ]
+INFO:root:Average loss=0.09868284166814426
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2285 | LCC = 0.8581 | SRCC = 0.8551 ]
+INFO:root:Average loss=0.09971028824265186
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2279 | LCC = 0.8592 | SRCC = 0.8581 ]
+INFO:root:Average loss=0.09440769379337628
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2567 | LCC = 0.8577 | SRCC = 0.8566 ]
+INFO:root:Average loss=0.08097471077090655
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2231 | LCC = 0.8579 | SRCC = 0.8561 ]
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+INFO:root:
+[Valid][23][UTT][ MSE = 0.2340 | LCC = 0.8537 | SRCC = 0.8514 ]
+INFO:root:Average loss=0.07737369486727776
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2288 | LCC = 0.8543 | SRCC = 0.8523 ]
+INFO:root:Average loss=0.07527442157077484
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2382 | LCC = 0.8519 | SRCC = 0.8498 ]
+INFO:root:Average loss=0.0684222237039835
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2522 | LCC = 0.8541 | SRCC = 0.8520 ]
+INFO:root:Average loss=0.07089307751411046
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2593 | LCC = 0.8496 | SRCC = 0.8471 ]
+INFO:root:Average loss=0.06583028678328563
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2342 | LCC = 0.8541 | SRCC = 0.8521 ]
+INFO:root:Average loss=0.06634628237822117
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2320 | LCC = 0.8543 | SRCC = 0.8539 ]
+INFO:root:Average loss=0.06191782782284113
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2451 | LCC = 0.8532 | SRCC = 0.8515 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2522 | LCC = 0.8660 | SRCC = 0.8685 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer38/run1/config.gin b/results_bvcc/w2v2_xlsr_2b/layer38/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer38/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_xlsr_2b/layer38/run1/model.pt b/results_bvcc/w2v2_xlsr_2b/layer38/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..afffc03ac35de94f8e49815cd3cf268e8e98cbd9
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer38/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_2b/layer38/run1/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer38/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..eab27c541229905a98342efbe9e4d5759c940ab9
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer38/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_xlsr_2b/layer38/run1/train.log b/results_bvcc/w2v2_xlsr_2b/layer38/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..8dc9b6d18e9db5d43856f151b2fce498407313fb
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer38/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=0.5507365327615005
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3830 | LCC = 0.7874 | SRCC = 0.7961 ]
+INFO:root:Average loss=0.27502186386249006
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2768 | LCC = 0.8378 | SRCC = 0.8395 ]
+INFO:root:Average loss=0.23468328630312896
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2749 | LCC = 0.8444 | SRCC = 0.8441 ]
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+INFO:root:
+[Valid][3][UTT][ MSE = 0.2596 | LCC = 0.8494 | SRCC = 0.8476 ]
+INFO:root:Average loss=0.19415487272617143
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2704 | LCC = 0.8528 | SRCC = 0.8540 ]
+INFO:root:Average loss=0.19173525932889718
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2603 | LCC = 0.8541 | SRCC = 0.8535 ]
+INFO:root:Average loss=0.1667338444445378
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2321 | LCC = 0.8606 | SRCC = 0.8601 ]
+INFO:root:Average loss=0.19793268035237604
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2578 | LCC = 0.8616 | SRCC = 0.8601 ]
+INFO:root:Average loss=0.15289464354132995
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2577 | LCC = 0.8575 | SRCC = 0.8586 ]
+INFO:root:Average loss=0.16261778590388787
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2465 | LCC = 0.8592 | SRCC = 0.8579 ]
+INFO:root:Average loss=0.14999115065886423
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2770 | LCC = 0.8578 | SRCC = 0.8554 ]
+INFO:root:Average loss=0.1371036033408764
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2412 | LCC = 0.8604 | SRCC = 0.8593 ]
+INFO:root:Average loss=0.13155508518983156
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2347 | LCC = 0.8630 | SRCC = 0.8620 ]
+INFO:root:Average loss=0.1348687444264308
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2361 | LCC = 0.8639 | SRCC = 0.8625 ]
+INFO:root:Average loss=0.11744202234041996
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2341 | LCC = 0.8621 | SRCC = 0.8613 ]
+INFO:root:Average loss=0.11599284878525978
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2806 | LCC = 0.8517 | SRCC = 0.8533 ]
+INFO:root:Average loss=0.10685268617593326
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2526 | LCC = 0.8580 | SRCC = 0.8593 ]
+INFO:root:Average loss=0.10964936275894825
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2421 | LCC = 0.8595 | SRCC = 0.8590 ]
+INFO:root:Average loss=0.09272175458952403
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2398 | LCC = 0.8561 | SRCC = 0.8552 ]
+INFO:root:Average loss=0.09262751252987446
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2313 | LCC = 0.8608 | SRCC = 0.8602 ]
+INFO:root:Average loss=0.08961917321460369
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2381 | LCC = 0.8552 | SRCC = 0.8540 ]
+INFO:root:Average loss=0.09435541134996292
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2645 | LCC = 0.8589 | SRCC = 0.8592 ]
+INFO:root:Average loss=0.08313312142705306
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2289 | LCC = 0.8583 | SRCC = 0.8589 ]
+INFO:root:Average loss=0.07885605870531155
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2259 | LCC = 0.8593 | SRCC = 0.8588 ]
+INFO:root:Average loss=0.07038533835647962
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2487 | LCC = 0.8577 | SRCC = 0.8574 ]
+INFO:root:Average loss=0.0708104801388123
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2422 | LCC = 0.8569 | SRCC = 0.8573 ]
+INFO:root:Average loss=0.06413043424105033
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2415 | LCC = 0.8597 | SRCC = 0.8591 ]
+INFO:root:Average loss=0.06481866748669209
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2573 | LCC = 0.8542 | SRCC = 0.8551 ]
+INFO:root:Average loss=0.06266907421060097
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2503 | LCC = 0.8504 | SRCC = 0.8492 ]
+INFO:root:Average loss=0.06336536721732372
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2393 | LCC = 0.8578 | SRCC = 0.8572 ]
+INFO:root:Average loss=0.05253532447685034
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2358 | LCC = 0.8561 | SRCC = 0.8551 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2411 | LCC = 0.8697 | SRCC = 0.8700 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer38/run2/config.gin b/results_bvcc/w2v2_xlsr_2b/layer38/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer38/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_xlsr_2b/layer38/run2/model.pt b/results_bvcc/w2v2_xlsr_2b/layer38/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..8a5ced6f605e8dfbacf73d8559208f2bd52146ed
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer38/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f92671f1fab582b63774f55a4ed74ea02b516c14641fb46f34cbbcdcf18a47c6
+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer38/run2/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer38/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..f392e7b981d6d423589d66622f7af0c62ca3bc61
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer38/run2/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:84caebbd04253bad9b61b411bd6f54f557f27e15a9ebef560c0b954625cb662b
+size 5698822
diff --git a/results_bvcc/w2v2_xlsr_2b/layer38/run2/train.log b/results_bvcc/w2v2_xlsr_2b/layer38/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..98a251d788d4c6e41d29245b2e0492137eb86c71
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer38/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=0.4890604995382138
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3053 | LCC = 0.8130 | SRCC = 0.8166 ]
+INFO:root:Average loss=0.2695315810732352
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2581 | LCC = 0.8415 | SRCC = 0.8423 ]
+INFO:root:Average loss=0.258920434766855
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2426 | LCC = 0.8484 | SRCC = 0.8490 ]
+INFO:root:Average loss=0.2192069534689952
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2637 | LCC = 0.8466 | SRCC = 0.8454 ]
+INFO:root:Average loss=0.20822859498170707
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2880 | LCC = 0.8547 | SRCC = 0.8527 ]
+INFO:root:Average loss=0.18962670757602423
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2765 | LCC = 0.8543 | SRCC = 0.8532 ]
+INFO:root:Average loss=0.18821359912936503
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2765 | LCC = 0.8533 | SRCC = 0.8500 ]
+INFO:root:Average loss=0.16494052073894402
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2647 | LCC = 0.8546 | SRCC = 0.8514 ]
+INFO:root:Average loss=0.15898813183108965
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2980 | LCC = 0.8541 | SRCC = 0.8529 ]
+INFO:root:Average loss=0.14687052111213023
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2870 | LCC = 0.8547 | SRCC = 0.8551 ]
+INFO:root:Average loss=0.1614665096768966
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2416 | LCC = 0.8603 | SRCC = 0.8569 ]
+INFO:root:Average loss=0.13447702227112573
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3006 | LCC = 0.8565 | SRCC = 0.8564 ]
+INFO:root:Average loss=0.13856934727384493
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2506 | LCC = 0.8592 | SRCC = 0.8575 ]
+INFO:root:Average loss=0.1261272557461873
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2449 | LCC = 0.8601 | SRCC = 0.8577 ]
+INFO:root:Average loss=0.11659584490534587
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2487 | LCC = 0.8600 | SRCC = 0.8578 ]
+INFO:root:Average loss=0.12191287662165287
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2707 | LCC = 0.8585 | SRCC = 0.8567 ]
+INFO:root:Average loss=0.11819335120992783
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2441 | LCC = 0.8626 | SRCC = 0.8613 ]
+INFO:root:Average loss=0.10342198552993628
+INFO:root:
+[Valid][17][UTT][ MSE = 0.3335 | LCC = 0.8528 | SRCC = 0.8552 ]
+INFO:root:Average loss=0.10097908610716844
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2253 | LCC = 0.8637 | SRCC = 0.8617 ]
+INFO:root:Average loss=0.09621615913242866
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2402 | LCC = 0.8617 | SRCC = 0.8602 ]
+INFO:root:Average loss=0.0973758316383912
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2599 | LCC = 0.8596 | SRCC = 0.8594 ]
+INFO:root:Average loss=0.08964135125279427
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2311 | LCC = 0.8636 | SRCC = 0.8626 ]
+INFO:root:Average loss=0.08868475511479072
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2300 | LCC = 0.8638 | SRCC = 0.8608 ]
+INFO:root:Average loss=0.08319354224472474
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2389 | LCC = 0.8606 | SRCC = 0.8590 ]
+INFO:root:Average loss=0.08082495472179009
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2262 | LCC = 0.8635 | SRCC = 0.8614 ]
+INFO:root:Average loss=0.07753909484316142
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2185 | LCC = 0.8654 | SRCC = 0.8643 ]
+INFO:root:Average loss=0.06951837327617866
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2413 | LCC = 0.8636 | SRCC = 0.8618 ]
+INFO:root:Average loss=0.07036080230505039
+INFO:root:
+[Valid][27][UTT][ MSE = 0.3039 | LCC = 0.8526 | SRCC = 0.8554 ]
+INFO:root:Average loss=0.07140375917347577
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2212 | LCC = 0.8664 | SRCC = 0.8648 ]
+INFO:root:Average loss=0.06764828552229282
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2551 | LCC = 0.8641 | SRCC = 0.8639 ]
+INFO:root:Average loss=0.05863923737062858
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2555 | LCC = 0.8630 | SRCC = 0.8620 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2307 | LCC = 0.8654 | SRCC = 0.8671 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer38/run3/config.gin b/results_bvcc/w2v2_xlsr_2b/layer38/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer38/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_xlsr_2b/layer38/run3/model.pt b/results_bvcc/w2v2_xlsr_2b/layer38/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4436f5ab3c313ae2900c322383fe0e291c3201c0
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer38/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a539ec7831673fdeabb9e2a2b70ee0476c602afcbc37018386b45e579034eeeb
+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer38/run3/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer38/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..238792ed582297480bcb7c743bb2de09578a52bf
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer38/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c89954fa6bf4f9387662ebce67eb443a9e08685657cc988aae50a111d3700245
+size 5698758
diff --git a/results_bvcc/w2v2_xlsr_2b/layer38/run3/train.log b/results_bvcc/w2v2_xlsr_2b/layer38/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..371613ca3bb265513d712a7123694f808c886ad1
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer38/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=0.4916198664368727
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4140 | LCC = 0.8010 | SRCC = 0.8178 ]
+INFO:root:Average loss=0.2774184640401449
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3487 | LCC = 0.8297 | SRCC = 0.8353 ]
+INFO:root:Average loss=0.23052144346710962
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3041 | LCC = 0.8389 | SRCC = 0.8395 ]
+INFO:root:Average loss=0.20968206073993292
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2662 | LCC = 0.8486 | SRCC = 0.8448 ]
+INFO:root:Average loss=0.22000932368712547
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2754 | LCC = 0.8497 | SRCC = 0.8449 ]
+INFO:root:Average loss=0.19847576186442986
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2682 | LCC = 0.8470 | SRCC = 0.8492 ]
+INFO:root:Average loss=0.18394930078051028
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2652 | LCC = 0.8539 | SRCC = 0.8505 ]
+INFO:root:Average loss=0.1724161526713616
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3408 | LCC = 0.8397 | SRCC = 0.8426 ]
+INFO:root:Average loss=0.16815558629922378
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2494 | LCC = 0.8539 | SRCC = 0.8516 ]
+INFO:root:Average loss=0.1470044573339132
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2792 | LCC = 0.8540 | SRCC = 0.8531 ]
+INFO:root:Average loss=0.1464411120575208
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2514 | LCC = 0.8589 | SRCC = 0.8568 ]
+INFO:root:Average loss=0.13353649784739202
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2395 | LCC = 0.8537 | SRCC = 0.8531 ]
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+INFO:root:
+[Valid][12][UTT][ MSE = 0.2527 | LCC = 0.8529 | SRCC = 0.8537 ]
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+INFO:root:
+[Valid][13][UTT][ MSE = 0.3233 | LCC = 0.8494 | SRCC = 0.8522 ]
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+INFO:root:
+[Valid][14][UTT][ MSE = 0.2333 | LCC = 0.8582 | SRCC = 0.8561 ]
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+INFO:root:
+[Valid][15][UTT][ MSE = 0.2261 | LCC = 0.8604 | SRCC = 0.8582 ]
+INFO:root:Average loss=0.10926414319337943
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2334 | LCC = 0.8594 | SRCC = 0.8583 ]
+INFO:root:Average loss=0.1032730996226653
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2500 | LCC = 0.8531 | SRCC = 0.8516 ]
+INFO:root:Average loss=0.09688265640766193
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3226 | LCC = 0.8427 | SRCC = 0.8461 ]
+INFO:root:Average loss=0.09021076006002915
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2578 | LCC = 0.8509 | SRCC = 0.8496 ]
+INFO:root:Average loss=0.09911008289036079
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2670 | LCC = 0.8520 | SRCC = 0.8507 ]
+INFO:root:Average loss=0.08655052660749508
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2387 | LCC = 0.8513 | SRCC = 0.8503 ]
+INFO:root:Average loss=0.07964911927970555
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2947 | LCC = 0.8497 | SRCC = 0.8500 ]
+INFO:root:Average loss=0.08502883803194915
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2344 | LCC = 0.8567 | SRCC = 0.8540 ]
+INFO:root:Average loss=0.07650539723153298
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2320 | LCC = 0.8549 | SRCC = 0.8524 ]
+INFO:root:Average loss=0.06845491618300095
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2444 | LCC = 0.8520 | SRCC = 0.8498 ]
+INFO:root:Average loss=0.06588901985341157
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2430 | LCC = 0.8559 | SRCC = 0.8529 ]
+INFO:root:Average loss=0.06681633229630116
+INFO:root:
+[Valid][27][UTT][ MSE = 0.3126 | LCC = 0.8463 | SRCC = 0.8468 ]
+INFO:root:Average loss=0.06595333527104977
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2686 | LCC = 0.8495 | SRCC = 0.8476 ]
+INFO:root:Average loss=0.060720156209591106
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2542 | LCC = 0.8485 | SRCC = 0.8454 ]
+INFO:root:Average loss=0.05307185153166453
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2461 | LCC = 0.8501 | SRCC = 0.8468 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2433 | LCC = 0.8612 | SRCC = 0.8614 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer38/run4/config.gin b/results_bvcc/w2v2_xlsr_2b/layer38/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer38/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_xlsr_2b/layer38/run4/model.pt b/results_bvcc/w2v2_xlsr_2b/layer38/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4fa29ef6fcd724e9b4c8d8c1d028b7c5bf72e12d
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer38/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_2b/layer38/run4/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer38/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..61854ae58c4c5afbd45f1c701c4417ae943b6849
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer38/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_2b/layer38/run4/train.log b/results_bvcc/w2v2_xlsr_2b/layer38/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..018a8fa993c12adacf661978047d7b18fc12c64c
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer38/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.48302992433309555
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3401 | LCC = 0.8226 | SRCC = 0.8234 ]
+INFO:root:Average loss=0.2631719742829983
+INFO:root:
+[Valid][1][UTT][ MSE = 0.4241 | LCC = 0.8257 | SRCC = 0.8354 ]
+INFO:root:Average loss=0.223773792386055
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3014 | LCC = 0.8419 | SRCC = 0.8434 ]
+INFO:root:Average loss=0.20673860752811798
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3178 | LCC = 0.8488 | SRCC = 0.8477 ]
+INFO:root:Average loss=0.2130934805251085
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2508 | LCC = 0.8561 | SRCC = 0.8538 ]
+INFO:root:Average loss=0.1896793483159481
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3810 | LCC = 0.8499 | SRCC = 0.8490 ]
+INFO:root:Average loss=0.18144373528850385
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2651 | LCC = 0.8501 | SRCC = 0.8483 ]
+INFO:root:Average loss=0.1864932449773336
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3901 | LCC = 0.8532 | SRCC = 0.8546 ]
+INFO:root:Average loss=0.17199560006459555
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2853 | LCC = 0.8536 | SRCC = 0.8501 ]
+INFO:root:Average loss=0.16338960597148308
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2571 | LCC = 0.8565 | SRCC = 0.8516 ]
+INFO:root:Average loss=0.14138975920967567
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2620 | LCC = 0.8535 | SRCC = 0.8509 ]
+INFO:root:Average loss=0.1456548537199314
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2476 | LCC = 0.8574 | SRCC = 0.8542 ]
+INFO:root:Average loss=0.12294731881373967
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2380 | LCC = 0.8593 | SRCC = 0.8565 ]
+INFO:root:Average loss=0.12013130988448094
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2974 | LCC = 0.8514 | SRCC = 0.8499 ]
+INFO:root:Average loss=0.12978053723390287
+INFO:root:
+[Valid][14][UTT][ MSE = 0.3258 | LCC = 0.8470 | SRCC = 0.8472 ]
+INFO:root:Average loss=0.11577776938867874
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2839 | LCC = 0.8549 | SRCC = 0.8528 ]
+INFO:root:Average loss=0.10294790914616524
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2347 | LCC = 0.8564 | SRCC = 0.8536 ]
+INFO:root:Average loss=0.09748601880020057
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2293 | LCC = 0.8554 | SRCC = 0.8526 ]
+INFO:root:Average loss=0.10431334567375672
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2356 | LCC = 0.8525 | SRCC = 0.8504 ]
+INFO:root:Average loss=0.09213490731632099
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2316 | LCC = 0.8548 | SRCC = 0.8520 ]
+INFO:root:Average loss=0.08254728580896671
+INFO:root:
+[Valid][20][UTT][ MSE = 0.3102 | LCC = 0.8514 | SRCC = 0.8499 ]
+INFO:root:Average loss=0.08876874512777878
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2347 | LCC = 0.8499 | SRCC = 0.8467 ]
+INFO:root:Average loss=0.07909807543724011
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2417 | LCC = 0.8486 | SRCC = 0.8460 ]
+INFO:root:Average loss=0.08826920590721644
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2670 | LCC = 0.8500 | SRCC = 0.8473 ]
+INFO:root:Average loss=0.07510702818250045
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2565 | LCC = 0.8520 | SRCC = 0.8499 ]
+INFO:root:Average loss=0.0668686601596001
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2659 | LCC = 0.8470 | SRCC = 0.8441 ]
+INFO:root:Average loss=0.07368563679166329
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2444 | LCC = 0.8546 | SRCC = 0.8520 ]
+INFO:root:Average loss=0.0664814680050581
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2489 | LCC = 0.8516 | SRCC = 0.8489 ]
+INFO:root:Average loss=0.057885126903271064
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2482 | LCC = 0.8476 | SRCC = 0.8456 ]
+INFO:root:Average loss=0.05520425942272712
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2323 | LCC = 0.8537 | SRCC = 0.8515 ]
+INFO:root:Average loss=0.06713165987569553
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2377 | LCC = 0.8546 | SRCC = 0.8523 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2156 | LCC = 0.8690 | SRCC = 0.8682 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer4/run0/config.gin b/results_bvcc/w2v2_xlsr_2b/layer4/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/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_xlsr_2b/layer4/run0/model.pt b/results_bvcc/w2v2_xlsr_2b/layer4/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..a8c2fa036b72239c0662a96558f58da0f7a826cd
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer4/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_2b/layer4/run0/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer4/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..5b4f246d62473ee3934713e8bc743e394bdd77c8
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer4/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_2b/layer4/run0/train.log b/results_bvcc/w2v2_xlsr_2b/layer4/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..fe2d0a10a7a36b7135923ef9566d835aebbf9f20
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer4/run0/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.45145359482520664
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3493 | LCC = 0.7841 | SRCC = 0.7989 ]
+INFO:root:Average loss=0.27558988829453784
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2673 | LCC = 0.8531 | SRCC = 0.8512 ]
+INFO:root:Average loss=0.23788673182328543
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2485 | LCC = 0.8622 | SRCC = 0.8588 ]
+INFO:root:Average loss=0.20179717930463645
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2212 | LCC = 0.8705 | SRCC = 0.8711 ]
+INFO:root:Average loss=0.18534948772344834
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2018 | LCC = 0.8793 | SRCC = 0.8781 ]
+INFO:root:Average loss=0.17593364045023918
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2177 | LCC = 0.8808 | SRCC = 0.8787 ]
+INFO:root:Average loss=0.1663596738034334
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2089 | LCC = 0.8844 | SRCC = 0.8816 ]
+INFO:root:Average loss=0.1617137455405333
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2072 | LCC = 0.8864 | SRCC = 0.8860 ]
+INFO:root:Average loss=0.16174443534169441
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2051 | LCC = 0.8892 | SRCC = 0.8874 ]
+INFO:root:Average loss=0.1347647257722341
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2126 | LCC = 0.8825 | SRCC = 0.8814 ]
+INFO:root:Average loss=0.13013349253779802
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2127 | LCC = 0.8854 | SRCC = 0.8837 ]
+INFO:root:Average loss=0.1291473655937574
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2061 | LCC = 0.8823 | SRCC = 0.8815 ]
+INFO:root:Average loss=0.11744157640406719
+INFO:root:
+[Valid][12][UTT][ MSE = 0.1867 | LCC = 0.8854 | SRCC = 0.8854 ]
+INFO:root:Average loss=0.10901736649565208
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2048 | LCC = 0.8861 | SRCC = 0.8845 ]
+INFO:root:Average loss=0.10415461788383815
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2039 | LCC = 0.8817 | SRCC = 0.8804 ]
+INFO:root:Average loss=0.10034229439229538
+INFO:root:
+[Valid][15][UTT][ MSE = 0.1938 | LCC = 0.8816 | SRCC = 0.8820 ]
+INFO:root:Average loss=0.09390572721186356
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2041 | LCC = 0.8848 | SRCC = 0.8844 ]
+INFO:root:Average loss=0.08637102607351083
+INFO:root:
+[Valid][17][UTT][ MSE = 0.1957 | LCC = 0.8822 | SRCC = 0.8825 ]
+INFO:root:Average loss=0.08710818799833457
+INFO:root:
+[Valid][18][UTT][ MSE = 0.1859 | LCC = 0.8842 | SRCC = 0.8837 ]
+INFO:root:Average loss=0.07806611877794449
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2093 | LCC = 0.8831 | SRCC = 0.8833 ]
+INFO:root:Average loss=0.07379140413533418
+INFO:root:
+[Valid][20][UTT][ MSE = 0.1954 | LCC = 0.8782 | SRCC = 0.8779 ]
+INFO:root:Average loss=0.07203740449861074
+INFO:root:
+[Valid][21][UTT][ MSE = 0.1913 | LCC = 0.8802 | SRCC = 0.8810 ]
+INFO:root:Average loss=0.07227506049168415
+INFO:root:
+[Valid][22][UTT][ MSE = 0.1954 | LCC = 0.8796 | SRCC = 0.8793 ]
+INFO:root:Average loss=0.06761527720552224
+INFO:root:
+[Valid][23][UTT][ MSE = 0.1981 | LCC = 0.8823 | SRCC = 0.8821 ]
+INFO:root:Average loss=0.0669868882649984
+INFO:root:
+[Valid][24][UTT][ MSE = 0.1976 | LCC = 0.8822 | SRCC = 0.8827 ]
+INFO:root:Average loss=0.06030103965447499
+INFO:root:
+[Valid][25][UTT][ MSE = 0.1962 | LCC = 0.8818 | SRCC = 0.8818 ]
+INFO:root:Average loss=0.06480730071854897
+INFO:root:
+[Valid][26][UTT][ MSE = 0.1897 | LCC = 0.8849 | SRCC = 0.8852 ]
+INFO:root:Average loss=0.05733866053513992
+INFO:root:
+[Valid][27][UTT][ MSE = 0.1867 | LCC = 0.8840 | SRCC = 0.8834 ]
+INFO:root:Average loss=0.05319681949913502
+INFO:root:
+[Valid][28][UTT][ MSE = 0.1966 | LCC = 0.8814 | SRCC = 0.8803 ]
+INFO:root:Average loss=0.04742580836113447
+INFO:root:
+[Valid][29][UTT][ MSE = 0.1895 | LCC = 0.8850 | SRCC = 0.8852 ]
+INFO:root:Average loss=0.04909145206404038
+INFO:root:
+[Valid][30][UTT][ MSE = 0.1898 | LCC = 0.8839 | SRCC = 0.8836 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2149 | LCC = 0.8822 | SRCC = 0.8816 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer4/run1/config.gin b/results_bvcc/w2v2_xlsr_2b/layer4/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/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_xlsr_2b/layer4/run1/model.pt b/results_bvcc/w2v2_xlsr_2b/layer4/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..cf33c1f4935f7b1847647db4df49fa968b869129
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer4/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_2b/layer4/run1/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer4/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..65f6d092ece5fe41db88fb905f5082218c15ac79
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer4/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_2b/layer4/run1/train.log b/results_bvcc/w2v2_xlsr_2b/layer4/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..b5a321d0098cb9d5a15a8e8c1ef3a34cf86f38f9
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer4/run1/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.47265291538758153
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3174 | LCC = 0.8012 | SRCC = 0.8063 ]
+INFO:root:Average loss=0.2654630855107919
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2700 | LCC = 0.8368 | SRCC = 0.8390 ]
+INFO:root:Average loss=0.2269411482490026
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2446 | LCC = 0.8593 | SRCC = 0.8567 ]
+INFO:root:Average loss=0.22046735615302354
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2378 | LCC = 0.8586 | SRCC = 0.8626 ]
+INFO:root:Average loss=0.19942242203232569
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2375 | LCC = 0.8721 | SRCC = 0.8737 ]
+INFO:root:Average loss=0.19283361484607062
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2131 | LCC = 0.8690 | SRCC = 0.8742 ]
+INFO:root:Average loss=0.1790928163398535
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2712 | LCC = 0.8695 | SRCC = 0.8746 ]
+INFO:root:Average loss=0.17205651429219124
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2201 | LCC = 0.8806 | SRCC = 0.8797 ]
+INFO:root:Average loss=0.15843039005994797
+INFO:root:
+[Valid][8][UTT][ MSE = 0.1986 | LCC = 0.8874 | SRCC = 0.8874 ]
+INFO:root:Average loss=0.15195400048142824
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2055 | LCC = 0.8858 | SRCC = 0.8847 ]
+INFO:root:Average loss=0.1459959887732298
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2169 | LCC = 0.8801 | SRCC = 0.8802 ]
+INFO:root:Average loss=0.13563500296993133
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2354 | LCC = 0.8854 | SRCC = 0.8866 ]
+INFO:root:Average loss=0.12441838828799053
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2502 | LCC = 0.8830 | SRCC = 0.8864 ]
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+INFO:root:
+[Valid][13][UTT][ MSE = 0.2230 | LCC = 0.8828 | SRCC = 0.8847 ]
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+[Valid][14][UTT][ MSE = 0.2071 | LCC = 0.8817 | SRCC = 0.8847 ]
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+INFO:root:
+[Valid][15][UTT][ MSE = 0.2122 | LCC = 0.8794 | SRCC = 0.8810 ]
+INFO:root:Average loss=0.10112159957106297
+INFO:root:
+[Valid][16][UTT][ MSE = 0.1934 | LCC = 0.8826 | SRCC = 0.8843 ]
+INFO:root:Average loss=0.09409027131131062
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2099 | LCC = 0.8808 | SRCC = 0.8826 ]
+INFO:root:Average loss=0.1013128632822862
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2373 | LCC = 0.8783 | SRCC = 0.8806 ]
+INFO:root:Average loss=0.09072360372505127
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2050 | LCC = 0.8823 | SRCC = 0.8807 ]
+INFO:root:Average loss=0.07833615241524501
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2163 | LCC = 0.8774 | SRCC = 0.8802 ]
+INFO:root:Average loss=0.08080604027670163
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2164 | LCC = 0.8792 | SRCC = 0.8795 ]
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+INFO:root:
+[Valid][22][UTT][ MSE = 0.1889 | LCC = 0.8834 | SRCC = 0.8842 ]
+INFO:root:Average loss=0.0660346346692397
+INFO:root:
+[Valid][23][UTT][ MSE = 0.1986 | LCC = 0.8804 | SRCC = 0.8814 ]
+INFO:root:Average loss=0.07081949347868943
+INFO:root:
+[Valid][24][UTT][ MSE = 0.1955 | LCC = 0.8821 | SRCC = 0.8824 ]
+INFO:root:Average loss=0.06349769263313366
+INFO:root:
+[Valid][25][UTT][ MSE = 0.1993 | LCC = 0.8779 | SRCC = 0.8783 ]
+INFO:root:Average loss=0.058680892372742675
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2005 | LCC = 0.8776 | SRCC = 0.8791 ]
+INFO:root:Average loss=0.06550807639574394
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2086 | LCC = 0.8753 | SRCC = 0.8767 ]
+INFO:root:Average loss=0.060299449480879
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2213 | LCC = 0.8756 | SRCC = 0.8790 ]
+INFO:root:Average loss=0.0542414436260095
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2063 | LCC = 0.8786 | SRCC = 0.8778 ]
+INFO:root:Average loss=0.05518577703967308
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2139 | LCC = 0.8761 | SRCC = 0.8774 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2147 | LCC = 0.8818 | SRCC = 0.8814 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer4/run2/config.gin b/results_bvcc/w2v2_xlsr_2b/layer4/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/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_xlsr_2b/layer4/run2/model.pt b/results_bvcc/w2v2_xlsr_2b/layer4/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b4d32530c5b005ade16dd438b3aea28bf339d958
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer4/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer4/run2/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer4/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..6c3a7a7b706f9049b8116e16f4bcf05d861866a8
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer4/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_xlsr_2b/layer4/run2/train.log b/results_bvcc/w2v2_xlsr_2b/layer4/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..57a8196722ff36dc08e90ed7af433af5d090751e
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer4/run2/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.5297327943337269
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3558 | LCC = 0.7809 | SRCC = 0.7905 ]
+INFO:root:Average loss=0.274326917834771
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2788 | LCC = 0.8353 | SRCC = 0.8386 ]
+INFO:root:Average loss=0.23581633774133828
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3033 | LCC = 0.8419 | SRCC = 0.8515 ]
+INFO:root:Average loss=0.22880454304126593
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2522 | LCC = 0.8689 | SRCC = 0.8665 ]
+INFO:root:Average loss=0.19047800098092127
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2720 | LCC = 0.8686 | SRCC = 0.8686 ]
+INFO:root:Average loss=0.19825181775750259
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3954 | LCC = 0.8545 | SRCC = 0.8598 ]
+INFO:root:Average loss=0.18727848822107682
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2274 | LCC = 0.8771 | SRCC = 0.8763 ]
+INFO:root:Average loss=0.15702926405729392
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2290 | LCC = 0.8747 | SRCC = 0.8746 ]
+INFO:root:Average loss=0.1478161544371874
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2299 | LCC = 0.8794 | SRCC = 0.8802 ]
+INFO:root:Average loss=0.14153369554342368
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2081 | LCC = 0.8803 | SRCC = 0.8794 ]
+INFO:root:Average loss=0.13587408197613862
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2817 | LCC = 0.8780 | SRCC = 0.8783 ]
+INFO:root:Average loss=0.12657636107924658
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2267 | LCC = 0.8770 | SRCC = 0.8761 ]
+INFO:root:Average loss=0.11733632792647068
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2183 | LCC = 0.8785 | SRCC = 0.8775 ]
+INFO:root:Average loss=0.11493863007770135
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2019 | LCC = 0.8821 | SRCC = 0.8821 ]
+INFO:root:Average loss=0.10480730292888787
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2299 | LCC = 0.8784 | SRCC = 0.8782 ]
+INFO:root:Average loss=0.10133688094524237
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2138 | LCC = 0.8783 | SRCC = 0.8796 ]
+INFO:root:Average loss=0.09986032330645965
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2055 | LCC = 0.8808 | SRCC = 0.8814 ]
+INFO:root:Average loss=0.08943752447764079
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2409 | LCC = 0.8777 | SRCC = 0.8790 ]
+INFO:root:Average loss=0.08415607038216713
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2121 | LCC = 0.8732 | SRCC = 0.8739 ]
+INFO:root:Average loss=0.07955632936687042
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2187 | LCC = 0.8751 | SRCC = 0.8739 ]
+INFO:root:Average loss=0.08703039089838664
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2440 | LCC = 0.8711 | SRCC = 0.8708 ]
+INFO:root:Average loss=0.07648616222043832
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2046 | LCC = 0.8767 | SRCC = 0.8763 ]
+INFO:root:Average loss=0.06559885369661526
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2135 | LCC = 0.8745 | SRCC = 0.8743 ]
+INFO:root:Average loss=0.06386290710323896
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2223 | LCC = 0.8653 | SRCC = 0.8655 ]
+INFO:root:Average loss=0.06133514375258715
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+[Valid][24][UTT][ MSE = 0.2390 | LCC = 0.8707 | SRCC = 0.8723 ]
+INFO:root:Average loss=0.057421241815273576
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2075 | LCC = 0.8718 | SRCC = 0.8710 ]
+INFO:root:Average loss=0.05697986005972593
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2023 | LCC = 0.8753 | SRCC = 0.8745 ]
+INFO:root:Average loss=0.05546205932608782
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2304 | LCC = 0.8728 | SRCC = 0.8721 ]
+INFO:root:Average loss=0.050721161497327
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2264 | LCC = 0.8707 | SRCC = 0.8724 ]
+INFO:root:Average loss=0.048326314331438296
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2162 | LCC = 0.8724 | SRCC = 0.8711 ]
+INFO:root:Average loss=0.052628788070227854
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2184 | LCC = 0.8762 | SRCC = 0.8763 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2080 | LCC = 0.8760 | SRCC = 0.8768 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer4/run3/config.gin b/results_bvcc/w2v2_xlsr_2b/layer4/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/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_xlsr_2b/layer4/run3/model.pt b/results_bvcc/w2v2_xlsr_2b/layer4/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..88426c5ddd9c3f429016f6ef2f0ad288efdf1ddc
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer4/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer4/run3/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer4/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..f956280da977ac3f2d4691eb5384dd9716cb6982
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer4/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_2b/layer4/run3/train.log b/results_bvcc/w2v2_xlsr_2b/layer4/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..8af0dc7d8aba13b65aa87f2148694075a1eec2d8
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer4/run3/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.4864290943130469
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3251 | LCC = 0.8044 | SRCC = 0.8148 ]
+INFO:root:Average loss=0.2680990890814708
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3036 | LCC = 0.8338 | SRCC = 0.8346 ]
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+INFO:root:
+[Valid][2][UTT][ MSE = 0.2686 | LCC = 0.8613 | SRCC = 0.8581 ]
+INFO:root:Average loss=0.20458780209987593
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2287 | LCC = 0.8607 | SRCC = 0.8609 ]
+INFO:root:Average loss=0.19373299735478866
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2659 | LCC = 0.8693 | SRCC = 0.8723 ]
+INFO:root:Average loss=0.17549563972995832
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2226 | LCC = 0.8801 | SRCC = 0.8782 ]
+INFO:root:Average loss=0.15842050180221215
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2387 | LCC = 0.8755 | SRCC = 0.8738 ]
+INFO:root:Average loss=0.15094914831794226
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2467 | LCC = 0.8824 | SRCC = 0.8820 ]
+INFO:root:Average loss=0.14310458006385046
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2328 | LCC = 0.8745 | SRCC = 0.8727 ]
+INFO:root:Average loss=0.132462189747737
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2296 | LCC = 0.8774 | SRCC = 0.8783 ]
+INFO:root:Average loss=0.13145851659087035
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+[Valid][10][UTT][ MSE = 0.2292 | LCC = 0.8808 | SRCC = 0.8793 ]
+INFO:root:Average loss=0.11734766369828811
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2117 | LCC = 0.8773 | SRCC = 0.8767 ]
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+[Valid][12][UTT][ MSE = 0.2196 | LCC = 0.8805 | SRCC = 0.8778 ]
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+[Valid][13][UTT][ MSE = 0.1982 | LCC = 0.8810 | SRCC = 0.8802 ]
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+[Valid][14][UTT][ MSE = 0.2076 | LCC = 0.8758 | SRCC = 0.8760 ]
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+[Valid][15][UTT][ MSE = 0.2075 | LCC = 0.8808 | SRCC = 0.8792 ]
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+[Valid][16][UTT][ MSE = 0.2046 | LCC = 0.8762 | SRCC = 0.8749 ]
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+INFO:root:
+[Valid][17][UTT][ MSE = 0.2024 | LCC = 0.8791 | SRCC = 0.8779 ]
+INFO:root:Average loss=0.0799660754796022
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2081 | LCC = 0.8813 | SRCC = 0.8798 ]
+INFO:root:Average loss=0.07543163006313336
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+[Valid][19][UTT][ MSE = 0.2121 | LCC = 0.8788 | SRCC = 0.8788 ]
+INFO:root:Average loss=0.07356948644304886
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+[Valid][20][UTT][ MSE = 0.2129 | LCC = 0.8756 | SRCC = 0.8757 ]
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+INFO:root:
+[Valid][21][UTT][ MSE = 0.2140 | LCC = 0.8743 | SRCC = 0.8745 ]
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+[Valid][22][UTT][ MSE = 0.2111 | LCC = 0.8786 | SRCC = 0.8756 ]
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+[Valid][23][UTT][ MSE = 0.2195 | LCC = 0.8772 | SRCC = 0.8750 ]
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+[Valid][24][UTT][ MSE = 0.2591 | LCC = 0.8715 | SRCC = 0.8729 ]
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+[Valid][25][UTT][ MSE = 0.2068 | LCC = 0.8751 | SRCC = 0.8741 ]
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+INFO:root:
+[Valid][26][UTT][ MSE = 0.2072 | LCC = 0.8801 | SRCC = 0.8785 ]
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+INFO:root:
+[Valid][27][UTT][ MSE = 0.2005 | LCC = 0.8774 | SRCC = 0.8764 ]
+INFO:root:Average loss=0.049344357986671805
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2125 | LCC = 0.8778 | SRCC = 0.8770 ]
+INFO:root:Average loss=0.0468116977180426
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2097 | LCC = 0.8798 | SRCC = 0.8798 ]
+INFO:root:Average loss=0.04759356986062649
+INFO:root:
+[Valid][30][UTT][ MSE = 0.1997 | LCC = 0.8774 | SRCC = 0.8766 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2239 | LCC = 0.8835 | SRCC = 0.8806 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer4/run4/config.gin b/results_bvcc/w2v2_xlsr_2b/layer4/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/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_xlsr_2b/layer4/run4/model.pt b/results_bvcc/w2v2_xlsr_2b/layer4/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..bd523066e86feddfd8553e778a4a988dd7cfe3e8
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer4/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_2b/layer4/run4/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer4/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..84e3d690623dd075abc9010718670b62593df37d
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer4/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_2b/layer4/run4/train.log b/results_bvcc/w2v2_xlsr_2b/layer4/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..038847f747fec4b83f70a73cfc576f524b8c81c3
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer4/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.40213400029983276
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3053 | LCC = 0.8095 | SRCC = 0.8153 ]
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+[Valid][1][UTT][ MSE = 0.2487 | LCC = 0.8506 | SRCC = 0.8507 ]
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+[Valid][2][UTT][ MSE = 0.2524 | LCC = 0.8548 | SRCC = 0.8584 ]
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+[Valid][3][UTT][ MSE = 0.2354 | LCC = 0.8710 | SRCC = 0.8689 ]
+INFO:root:Average loss=0.1997014343356475
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2288 | LCC = 0.8722 | SRCC = 0.8732 ]
+INFO:root:Average loss=0.18429315730165213
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2116 | LCC = 0.8780 | SRCC = 0.8766 ]
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+INFO:root:
+[Valid][6][UTT][ MSE = 0.2199 | LCC = 0.8769 | SRCC = 0.8783 ]
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+INFO:root:
+[Valid][7][UTT][ MSE = 0.2146 | LCC = 0.8827 | SRCC = 0.8824 ]
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+INFO:root:
+[Valid][8][UTT][ MSE = 0.2180 | LCC = 0.8746 | SRCC = 0.8775 ]
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+INFO:root:
+[Valid][9][UTT][ MSE = 0.1938 | LCC = 0.8807 | SRCC = 0.8824 ]
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+[Valid][10][UTT][ MSE = 0.2024 | LCC = 0.8820 | SRCC = 0.8820 ]
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+[Valid][11][UTT][ MSE = 0.2082 | LCC = 0.8785 | SRCC = 0.8788 ]
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+[Valid][12][UTT][ MSE = 0.2140 | LCC = 0.8774 | SRCC = 0.8778 ]
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+[Valid][13][UTT][ MSE = 0.2152 | LCC = 0.8817 | SRCC = 0.8807 ]
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+[Valid][14][UTT][ MSE = 0.1961 | LCC = 0.8826 | SRCC = 0.8830 ]
+INFO:root:Average loss=0.09331801925332119
+INFO:root:
+[Valid][15][UTT][ MSE = 0.1965 | LCC = 0.8772 | SRCC = 0.8772 ]
+INFO:root:Average loss=0.08920479264970009
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2062 | LCC = 0.8799 | SRCC = 0.8819 ]
+INFO:root:Average loss=0.08264460930457482
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2102 | LCC = 0.8780 | SRCC = 0.8781 ]
+INFO:root:Average loss=0.08161800206662753
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2008 | LCC = 0.8821 | SRCC = 0.8821 ]
+INFO:root:Average loss=0.07664417332181564
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2024 | LCC = 0.8784 | SRCC = 0.8799 ]
+INFO:root:Average loss=0.07219902717341216
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2040 | LCC = 0.8777 | SRCC = 0.8758 ]
+INFO:root:Average loss=0.07005118363751815
+INFO:root:
+[Valid][21][UTT][ MSE = 0.1926 | LCC = 0.8789 | SRCC = 0.8797 ]
+INFO:root:Average loss=0.07777881159041172
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2069 | LCC = 0.8760 | SRCC = 0.8772 ]
+INFO:root:Average loss=0.06499342687236957
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2084 | LCC = 0.8767 | SRCC = 0.8778 ]
+INFO:root:Average loss=0.058001367279734366
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2108 | LCC = 0.8783 | SRCC = 0.8782 ]
+INFO:root:Average loss=0.05844128934236673
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2072 | LCC = 0.8788 | SRCC = 0.8776 ]
+INFO:root:Average loss=0.056693374107663445
+INFO:root:
+[Valid][26][UTT][ MSE = 0.1946 | LCC = 0.8780 | SRCC = 0.8778 ]
+INFO:root:Average loss=0.05826649045906006
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2234 | LCC = 0.8769 | SRCC = 0.8767 ]
+INFO:root:Average loss=0.050844826663915925
+INFO:root:
+[Valid][28][UTT][ MSE = 0.1981 | LCC = 0.8774 | SRCC = 0.8781 ]
+INFO:root:Average loss=0.050974976868392564
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2137 | LCC = 0.8791 | SRCC = 0.8788 ]
+INFO:root:Average loss=0.04678497434808658
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2093 | LCC = 0.8800 | SRCC = 0.8801 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2170 | LCC = 0.8785 | SRCC = 0.8784 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer40/run0/config.gin b/results_bvcc/w2v2_xlsr_2b/layer40/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer40/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_xlsr_2b/layer40/run0/model.pt b/results_bvcc/w2v2_xlsr_2b/layer40/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..7afc4f75be394555e3dc4857eb3fe3e4c4ec84d6
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer40/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a7250e6c82d3aba8604588f4a50b441f4feabb4e1b4f5eaec04de0a541611674
+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer40/run0/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer40/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..5350597358250e8b6b88d96e63d1bc23137860c4
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer40/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:af0c360e17e9c781fdbf93169365ceb6648fed5c1c3447a04aebb74a1b6e2ceb
+size 5698758
diff --git a/results_bvcc/w2v2_xlsr_2b/layer40/run0/train.log b/results_bvcc/w2v2_xlsr_2b/layer40/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..e154f0a45369df4f2f7fea6c48320ef9e21125f6
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer40/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=0.47304984888969326
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3313 | LCC = 0.8200 | SRCC = 0.8216 ]
+INFO:root:Average loss=0.29135788595065093
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2760 | LCC = 0.8365 | SRCC = 0.8388 ]
+INFO:root:Average loss=0.2437417963758493
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2986 | LCC = 0.8504 | SRCC = 0.8480 ]
+INFO:root:Average loss=0.24223044113470957
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2979 | LCC = 0.8418 | SRCC = 0.8442 ]
+INFO:root:Average loss=0.20937695717200255
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2739 | LCC = 0.8476 | SRCC = 0.8498 ]
+INFO:root:Average loss=0.2130440639761778
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3047 | LCC = 0.8483 | SRCC = 0.8489 ]
+INFO:root:Average loss=0.1953446397032493
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2532 | LCC = 0.8521 | SRCC = 0.8514 ]
+INFO:root:Average loss=0.19419581997088897
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2642 | LCC = 0.8528 | SRCC = 0.8498 ]
+INFO:root:Average loss=0.2068717614389383
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2301 | LCC = 0.8589 | SRCC = 0.8577 ]
+INFO:root:Average loss=0.1915204273775602
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2365 | LCC = 0.8588 | SRCC = 0.8555 ]
+INFO:root:Average loss=0.173841293519124
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2496 | LCC = 0.8573 | SRCC = 0.8571 ]
+INFO:root:Average loss=0.1747354396069661
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2694 | LCC = 0.8615 | SRCC = 0.8589 ]
+INFO:root:Average loss=0.1575225846698651
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2743 | LCC = 0.8499 | SRCC = 0.8535 ]
+INFO:root:Average loss=0.14877917483831063
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2628 | LCC = 0.8552 | SRCC = 0.8556 ]
+INFO:root:Average loss=0.15166663645933837
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2436 | LCC = 0.8547 | SRCC = 0.8522 ]
+INFO:root:Average loss=0.13958207985911614
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2364 | LCC = 0.8598 | SRCC = 0.8582 ]
+INFO:root:Average loss=0.13969635094205538
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2349 | LCC = 0.8583 | SRCC = 0.8569 ]
+INFO:root:Average loss=0.13197411749607477
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2387 | LCC = 0.8607 | SRCC = 0.8567 ]
+INFO:root:Average loss=0.12075827227762112
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2327 | LCC = 0.8618 | SRCC = 0.8598 ]
+INFO:root:Average loss=0.12563894564906755
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2738 | LCC = 0.8553 | SRCC = 0.8535 ]
+INFO:root:Average loss=0.12620202289559904
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2380 | LCC = 0.8570 | SRCC = 0.8602 ]
+INFO:root:Average loss=0.12329329464298028
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2317 | LCC = 0.8610 | SRCC = 0.8610 ]
+INFO:root:Average loss=0.10578883324678127
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2251 | LCC = 0.8606 | SRCC = 0.8610 ]
+INFO:root:Average loss=0.10432535109038536
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2263 | LCC = 0.8616 | SRCC = 0.8604 ]
+INFO:root:Average loss=0.09363044979862678
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2351 | LCC = 0.8575 | SRCC = 0.8581 ]
+INFO:root:Average loss=0.08911558049611557
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2252 | LCC = 0.8602 | SRCC = 0.8600 ]
+INFO:root:Average loss=0.09201322376537018
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2652 | LCC = 0.8521 | SRCC = 0.8555 ]
+INFO:root:Average loss=0.0861769233089991
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2544 | LCC = 0.8538 | SRCC = 0.8547 ]
+INFO:root:Average loss=0.08424278654349156
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2171 | LCC = 0.8611 | SRCC = 0.8610 ]
+INFO:root:Average loss=0.0811123239974945
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2516 | LCC = 0.8584 | SRCC = 0.8603 ]
+INFO:root:Average loss=0.07670413182140925
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2295 | LCC = 0.8617 | SRCC = 0.8617 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2362 | LCC = 0.8652 | SRCC = 0.8634 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer40/run1/config.gin b/results_bvcc/w2v2_xlsr_2b/layer40/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer40/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_xlsr_2b/layer40/run1/model.pt b/results_bvcc/w2v2_xlsr_2b/layer40/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ecb032800de3adce2a4f6049d9ec62b6b808439f
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer40/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer40/run1/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer40/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..2dfa5eb5d06ded60155779f77b7763ec8ca9758b
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer40/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_xlsr_2b/layer40/run1/train.log b/results_bvcc/w2v2_xlsr_2b/layer40/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..7a90f2669f2689d939241cb959b0a1c69167c7e1
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer40/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=0.6229215000684445
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4190 | LCC = 0.7895 | SRCC = 0.8044 ]
+INFO:root:Average loss=0.3012782505307442
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3256 | LCC = 0.8312 | SRCC = 0.8339 ]
+INFO:root:Average loss=0.25796939776493955
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2792 | LCC = 0.8448 | SRCC = 0.8425 ]
+INFO:root:Average loss=0.25113267967334163
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2961 | LCC = 0.8460 | SRCC = 0.8434 ]
+INFO:root:Average loss=0.23645543173337594
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2715 | LCC = 0.8494 | SRCC = 0.8462 ]
+INFO:root:Average loss=0.22115600395661134
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2527 | LCC = 0.8480 | SRCC = 0.8467 ]
+INFO:root:Average loss=0.1970863510400821
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2834 | LCC = 0.8449 | SRCC = 0.8484 ]
+INFO:root:Average loss=0.2010809782987986
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2557 | LCC = 0.8551 | SRCC = 0.8527 ]
+INFO:root:Average loss=0.19276253095804116
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2680 | LCC = 0.8486 | SRCC = 0.8491 ]
+INFO:root:Average loss=0.1802395150447503
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2565 | LCC = 0.8563 | SRCC = 0.8528 ]
+INFO:root:Average loss=0.17093297380667466
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2575 | LCC = 0.8520 | SRCC = 0.8509 ]
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+INFO:root:
+[Valid][11][UTT][ MSE = 0.2561 | LCC = 0.8555 | SRCC = 0.8515 ]
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+INFO:root:
+[Valid][12][UTT][ MSE = 0.2327 | LCC = 0.8584 | SRCC = 0.8562 ]
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+INFO:root:
+[Valid][13][UTT][ MSE = 0.2790 | LCC = 0.8477 | SRCC = 0.8477 ]
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+INFO:root:
+[Valid][14][UTT][ MSE = 0.2573 | LCC = 0.8539 | SRCC = 0.8515 ]
+INFO:root:Average loss=0.13979894323990896
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2833 | LCC = 0.8524 | SRCC = 0.8531 ]
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+INFO:root:
+[Valid][16][UTT][ MSE = 0.2425 | LCC = 0.8536 | SRCC = 0.8529 ]
+INFO:root:Average loss=0.13359617422788572
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2385 | LCC = 0.8578 | SRCC = 0.8557 ]
+INFO:root:Average loss=0.12412173444261917
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2448 | LCC = 0.8551 | SRCC = 0.8528 ]
+INFO:root:Average loss=0.11733542803006294
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2400 | LCC = 0.8547 | SRCC = 0.8529 ]
+INFO:root:Average loss=0.13215711540900743
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2458 | LCC = 0.8580 | SRCC = 0.8563 ]
+INFO:root:Average loss=0.106919892036762
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2383 | LCC = 0.8581 | SRCC = 0.8554 ]
+INFO:root:Average loss=0.10212673800878036
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2396 | LCC = 0.8564 | SRCC = 0.8546 ]
+INFO:root:Average loss=0.10160887699860793
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2415 | LCC = 0.8531 | SRCC = 0.8520 ]
+INFO:root:Average loss=0.09918645038627662
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2410 | LCC = 0.8499 | SRCC = 0.8490 ]
+INFO:root:Average loss=0.08814988309183182
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2345 | LCC = 0.8568 | SRCC = 0.8551 ]
+INFO:root:Average loss=0.09225632465229584
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2293 | LCC = 0.8561 | SRCC = 0.8559 ]
+INFO:root:Average loss=0.08382506601703472
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2481 | LCC = 0.8586 | SRCC = 0.8592 ]
+INFO:root:Average loss=0.08268585576651952
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2350 | LCC = 0.8582 | SRCC = 0.8567 ]
+INFO:root:Average loss=0.07798321874668965
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2472 | LCC = 0.8541 | SRCC = 0.8529 ]
+INFO:root:Average loss=0.07655735146731903
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2438 | LCC = 0.8525 | SRCC = 0.8530 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2700 | LCC = 0.8633 | SRCC = 0.8647 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer40/run2/config.gin b/results_bvcc/w2v2_xlsr_2b/layer40/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer40/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_xlsr_2b/layer40/run2/model.pt b/results_bvcc/w2v2_xlsr_2b/layer40/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..98467024747cee280d38dea91062fea9d40ed985
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer40/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_2b/layer40/run2/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer40/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..07df8a750bbfe95bf4ab30f7ab86c51bf2927096
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer40/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_xlsr_2b/layer40/run2/train.log b/results_bvcc/w2v2_xlsr_2b/layer40/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..ed8f64f6ceec0230af74cb9e240abf74d7515995
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer40/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=0.47999969392250746
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3548 | LCC = 0.8094 | SRCC = 0.8130 ]
+INFO:root:Average loss=0.2712332797356141
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3555 | LCC = 0.8298 | SRCC = 0.8266 ]
+INFO:root:Average loss=0.2557336414853732
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2879 | LCC = 0.8395 | SRCC = 0.8366 ]
+INFO:root:Average loss=0.23961876046199065
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3552 | LCC = 0.8351 | SRCC = 0.8365 ]
+INFO:root:Average loss=0.23359041374463302
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3001 | LCC = 0.8448 | SRCC = 0.8390 ]
+INFO:root:Average loss=0.23029412625309748
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3135 | LCC = 0.8422 | SRCC = 0.8392 ]
+INFO:root:Average loss=0.2051992995234636
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3318 | LCC = 0.8410 | SRCC = 0.8423 ]
+INFO:root:Average loss=0.19062818109225005
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2416 | LCC = 0.8560 | SRCC = 0.8532 ]
+INFO:root:Average loss=0.19702807412697718
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2857 | LCC = 0.8548 | SRCC = 0.8511 ]
+INFO:root:Average loss=0.1956028356575049
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2595 | LCC = 0.8546 | SRCC = 0.8506 ]
+INFO:root:Average loss=0.17711207423454675
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2431 | LCC = 0.8593 | SRCC = 0.8556 ]
+INFO:root:Average loss=0.1662716126212707
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2723 | LCC = 0.8610 | SRCC = 0.8580 ]
+INFO:root:Average loss=0.17447658475392905
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2419 | LCC = 0.8600 | SRCC = 0.8555 ]
+INFO:root:Average loss=0.1640995870798062
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2639 | LCC = 0.8589 | SRCC = 0.8563 ]
+INFO:root:Average loss=0.155161903741268
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2340 | LCC = 0.8591 | SRCC = 0.8555 ]
+INFO:root:Average loss=0.15356953871937898
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2883 | LCC = 0.8547 | SRCC = 0.8533 ]
+INFO:root:Average loss=0.14532496684636825
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2535 | LCC = 0.8600 | SRCC = 0.8576 ]
+INFO:root:Average loss=0.13579389252341711
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2562 | LCC = 0.8578 | SRCC = 0.8560 ]
+INFO:root:Average loss=0.1395643257941955
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2434 | LCC = 0.8652 | SRCC = 0.8619 ]
+INFO:root:Average loss=0.12994542803901893
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2757 | LCC = 0.8562 | SRCC = 0.8572 ]
+INFO:root:Average loss=0.1209823241791664
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2276 | LCC = 0.8625 | SRCC = 0.8595 ]
+INFO:root:Average loss=0.11323704121586604
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2471 | LCC = 0.8614 | SRCC = 0.8599 ]
+INFO:root:Average loss=0.1126779413376099
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2209 | LCC = 0.8634 | SRCC = 0.8620 ]
+INFO:root:Average loss=0.11033462021404351
+INFO:root:
+[Valid][23][UTT][ MSE = 0.3659 | LCC = 0.8482 | SRCC = 0.8512 ]
+INFO:root:Average loss=0.12834775189940745
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2322 | LCC = 0.8611 | SRCC = 0.8589 ]
+INFO:root:Average loss=0.0939113333916817
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2252 | LCC = 0.8624 | SRCC = 0.8591 ]
+INFO:root:Average loss=0.10136152789569818
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2293 | LCC = 0.8623 | SRCC = 0.8603 ]
+INFO:root:Average loss=0.09471014352181019
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2418 | LCC = 0.8596 | SRCC = 0.8574 ]
+INFO:root:Average loss=0.08562823599920823
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2524 | LCC = 0.8595 | SRCC = 0.8558 ]
+INFO:root:Average loss=0.0900679502922755
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2286 | LCC = 0.8615 | SRCC = 0.8585 ]
+INFO:root:Average loss=0.08054452141125996
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2515 | LCC = 0.8609 | SRCC = 0.8602 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2319 | LCC = 0.8672 | SRCC = 0.8676 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer40/run3/config.gin b/results_bvcc/w2v2_xlsr_2b/layer40/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer40/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_xlsr_2b/layer40/run3/model.pt b/results_bvcc/w2v2_xlsr_2b/layer40/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e75c82922f7503ef4e2cf9159d74ebebfab892a2
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer40/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6187271be8e3235c493ea3e0659ef7f715453ade0c8183b9e194b1f6b1138bdf
+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer40/run3/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer40/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4dc89efb91d3176e1f5369ee185249e167bc5ddb
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer40/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5e60598374c5fddcbd49013b450defad5e74f707422c6d9a5272aed4e3c989c2
+size 5698758
diff --git a/results_bvcc/w2v2_xlsr_2b/layer40/run3/train.log b/results_bvcc/w2v2_xlsr_2b/layer40/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..f5165072a60ce45d46e7dd51bd7ba661a1c5fe2b
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer40/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=0.542768959242564
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3230 | LCC = 0.8122 | SRCC = 0.8151 ]
+INFO:root:Average loss=0.3236540666757486
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3847 | LCC = 0.8160 | SRCC = 0.8269 ]
+INFO:root:Average loss=0.28115106851626664
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3110 | LCC = 0.8451 | SRCC = 0.8423 ]
+INFO:root:Average loss=0.23370354106793037
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2791 | LCC = 0.8448 | SRCC = 0.8409 ]
+INFO:root:Average loss=0.22013511183934334
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2754 | LCC = 0.8462 | SRCC = 0.8433 ]
+INFO:root:Average loss=0.21530831242218995
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3671 | LCC = 0.8417 | SRCC = 0.8459 ]
+INFO:root:Average loss=0.21102303171005005
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3432 | LCC = 0.8524 | SRCC = 0.8489 ]
+INFO:root:Average loss=0.19697803316208032
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2670 | LCC = 0.8532 | SRCC = 0.8494 ]
+INFO:root:Average loss=0.18736045836256102
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2495 | LCC = 0.8549 | SRCC = 0.8532 ]
+INFO:root:Average loss=0.17143352090930328
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2847 | LCC = 0.8522 | SRCC = 0.8499 ]
+INFO:root:Average loss=0.188529829088694
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2857 | LCC = 0.8551 | SRCC = 0.8520 ]
+INFO:root:Average loss=0.17125728592658654
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2543 | LCC = 0.8562 | SRCC = 0.8531 ]
+INFO:root:Average loss=0.17808973531310374
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2803 | LCC = 0.8473 | SRCC = 0.8518 ]
+INFO:root:Average loss=0.1636090279580691
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2558 | LCC = 0.8569 | SRCC = 0.8537 ]
+INFO:root:Average loss=0.15861416808687723
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2469 | LCC = 0.8577 | SRCC = 0.8548 ]
+INFO:root:Average loss=0.14247007925923055
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2356 | LCC = 0.8608 | SRCC = 0.8574 ]
+INFO:root:Average loss=0.15450220803419748
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2700 | LCC = 0.8577 | SRCC = 0.8572 ]
+INFO:root:Average loss=0.15095059697826704
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2661 | LCC = 0.8612 | SRCC = 0.8577 ]
+INFO:root:Average loss=0.12672499729654726
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2543 | LCC = 0.8626 | SRCC = 0.8594 ]
+INFO:root:Average loss=0.1146351118118335
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2326 | LCC = 0.8575 | SRCC = 0.8561 ]
+INFO:root:Average loss=0.12313472794798705
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2316 | LCC = 0.8587 | SRCC = 0.8577 ]
+INFO:root:Average loss=0.10782103326458198
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2363 | LCC = 0.8578 | SRCC = 0.8578 ]
+INFO:root:Average loss=0.14162873801512596
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2272 | LCC = 0.8606 | SRCC = 0.8587 ]
+INFO:root:Average loss=0.10213174584966439
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2494 | LCC = 0.8616 | SRCC = 0.8585 ]
+INFO:root:Average loss=0.0952152012823484
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2406 | LCC = 0.8559 | SRCC = 0.8544 ]
+INFO:root:Average loss=0.09243788469869357
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2722 | LCC = 0.8485 | SRCC = 0.8486 ]
+INFO:root:Average loss=0.10460509713261555
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2420 | LCC = 0.8607 | SRCC = 0.8577 ]
+INFO:root:Average loss=0.08561392539204696
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2386 | LCC = 0.8545 | SRCC = 0.8529 ]
+INFO:root:Average loss=0.09059221980472405
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2597 | LCC = 0.8604 | SRCC = 0.8593 ]
+INFO:root:Average loss=0.08715278846331131
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2318 | LCC = 0.8578 | SRCC = 0.8566 ]
+INFO:root:Average loss=0.07850863894399925
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2356 | LCC = 0.8595 | SRCC = 0.8585 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2784 | LCC = 0.8634 | SRCC = 0.8654 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer40/run4/config.gin b/results_bvcc/w2v2_xlsr_2b/layer40/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer40/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_xlsr_2b/layer40/run4/model.pt b/results_bvcc/w2v2_xlsr_2b/layer40/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..feaa9e017324deb61ebd2f081b33272f651ab6a9
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer40/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cb7a2a5a919ba0835612818a21e20db5992570ca7edc8aac6195e9b62cb7a11b
+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer40/run4/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer40/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..8bcddab394e6191fd3fe694ef10122c34d7ccfbd
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer40/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4be17c02da81fa7a5294425c00a575ec14e0572301f94001b35e6a383908f810
+size 5698758
diff --git a/results_bvcc/w2v2_xlsr_2b/layer40/run4/train.log b/results_bvcc/w2v2_xlsr_2b/layer40/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..1dec1bc2593ce57622e6b55be4f00eb86f0af3eb
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer40/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.5613525152588502
+INFO:root:
+[Valid][0][UTT][ MSE = 0.3479 | LCC = 0.8164 | SRCC = 0.8184 ]
+INFO:root:Average loss=0.2849637772410344
+INFO:root:
+[Valid][1][UTT][ MSE = 0.2732 | LCC = 0.8390 | SRCC = 0.8369 ]
+INFO:root:Average loss=0.2494345763937021
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3124 | LCC = 0.8470 | SRCC = 0.8422 ]
+INFO:root:Average loss=0.23620723761045015
+INFO:root:
+[Valid][3][UTT][ MSE = 0.2656 | LCC = 0.8516 | SRCC = 0.8473 ]
+INFO:root:Average loss=0.2175662257732489
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2763 | LCC = 0.8510 | SRCC = 0.8480 ]
+INFO:root:Average loss=0.2621462889588796
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3713 | LCC = 0.8470 | SRCC = 0.8484 ]
+INFO:root:Average loss=0.22143195426234832
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3681 | LCC = 0.8450 | SRCC = 0.8462 ]
+INFO:root:Average loss=0.21839955697456995
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2777 | LCC = 0.8567 | SRCC = 0.8510 ]
+INFO:root:Average loss=0.2001202391126217
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2802 | LCC = 0.8567 | SRCC = 0.8519 ]
+INFO:root:Average loss=0.19467757613613054
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2430 | LCC = 0.8589 | SRCC = 0.8546 ]
+INFO:root:Average loss=0.17030559384670013
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2381 | LCC = 0.8575 | SRCC = 0.8522 ]
+INFO:root:Average loss=0.17323755453794432
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2663 | LCC = 0.8590 | SRCC = 0.8558 ]
+INFO:root:Average loss=0.17804760590959817
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3019 | LCC = 0.8564 | SRCC = 0.8568 ]
+INFO:root:Average loss=0.190063792352493
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2393 | LCC = 0.8621 | SRCC = 0.8581 ]
+INFO:root:Average loss=0.14911645039533958
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2490 | LCC = 0.8616 | SRCC = 0.8566 ]
+INFO:root:Average loss=0.14907624496099275
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2408 | LCC = 0.8602 | SRCC = 0.8556 ]
+INFO:root:Average loss=0.13702375374925443
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2380 | LCC = 0.8596 | SRCC = 0.8554 ]
+INFO:root:Average loss=0.1418024345468252
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2415 | LCC = 0.8584 | SRCC = 0.8541 ]
+INFO:root:Average loss=0.12572669008603463
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2536 | LCC = 0.8532 | SRCC = 0.8542 ]
+INFO:root:Average loss=0.13084209691255522
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2309 | LCC = 0.8625 | SRCC = 0.8603 ]
+INFO:root:Average loss=0.11631994350598408
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2933 | LCC = 0.8590 | SRCC = 0.8584 ]
+INFO:root:Average loss=0.11136792189417741
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2541 | LCC = 0.8590 | SRCC = 0.8553 ]
+INFO:root:Average loss=0.10651323867914005
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2418 | LCC = 0.8598 | SRCC = 0.8555 ]
+INFO:root:Average loss=0.11097493357001206
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2318 | LCC = 0.8624 | SRCC = 0.8592 ]
+INFO:root:Average loss=0.10738078380624454
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2607 | LCC = 0.8615 | SRCC = 0.8598 ]
+INFO:root:Average loss=0.10144223588017318
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2408 | LCC = 0.8589 | SRCC = 0.8564 ]
+INFO:root:Average loss=0.09712860924311173
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2703 | LCC = 0.8598 | SRCC = 0.8573 ]
+INFO:root:Average loss=0.09118516857807453
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2287 | LCC = 0.8602 | SRCC = 0.8578 ]
+INFO:root:Average loss=0.09130327862042648
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2340 | LCC = 0.8581 | SRCC = 0.8545 ]
+INFO:root:Average loss=0.07750316246006733
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2364 | LCC = 0.8565 | SRCC = 0.8543 ]
+INFO:root:Average loss=0.08433858687296891
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2298 | LCC = 0.8605 | SRCC = 0.8571 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2461 | LCC = 0.8647 | SRCC = 0.8644 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer42/run0/config.gin b/results_bvcc/w2v2_xlsr_2b/layer42/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer42/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_xlsr_2b/layer42/run0/model.pt b/results_bvcc/w2v2_xlsr_2b/layer42/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..d17f612ae097fdd7ca69b4ace8f042904fa5925c
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer42/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_2b/layer42/run0/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer42/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..9e129c48f05791d711b10997476118979a36db00
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer42/run0/model_best.pt
@@ -0,0 +1,3 @@
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diff --git a/results_bvcc/w2v2_xlsr_2b/layer42/run0/train.log b/results_bvcc/w2v2_xlsr_2b/layer42/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..a60dec5b99551c5b0f85e177e13e38946986172f
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer42/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=0.7581935009131064
+INFO:root:
+[Valid][0][UTT][ MSE = 0.6035 | LCC = 0.6036 | SRCC = 0.5979 ]
+INFO:root:Average loss=0.42753687367225307
+INFO:root:
+[Valid][1][UTT][ MSE = 0.4146 | LCC = 0.7860 | SRCC = 0.7917 ]
+INFO:root:Average loss=0.33959232576382464
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3440 | LCC = 0.8156 | SRCC = 0.8160 ]
+INFO:root:Average loss=0.2843200984673622
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3062 | LCC = 0.8313 | SRCC = 0.8297 ]
+INFO:root:Average loss=0.28635911567088884
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2906 | LCC = 0.8367 | SRCC = 0.8351 ]
+INFO:root:Average loss=0.2955979865330916
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2950 | LCC = 0.8373 | SRCC = 0.8368 ]
+INFO:root:Average loss=0.25413141686182755
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2748 | LCC = 0.8410 | SRCC = 0.8385 ]
+INFO:root:Average loss=0.28544953312629306
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2807 | LCC = 0.8419 | SRCC = 0.8394 ]
+INFO:root:Average loss=0.25005348599874055
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3263 | LCC = 0.8420 | SRCC = 0.8399 ]
+INFO:root:Average loss=0.25256100602639026
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2598 | LCC = 0.8452 | SRCC = 0.8426 ]
+INFO:root:Average loss=0.2402247645151921
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2978 | LCC = 0.8427 | SRCC = 0.8437 ]
+INFO:root:Average loss=0.26975734035174054
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2756 | LCC = 0.8426 | SRCC = 0.8426 ]
+INFO:root:Average loss=0.21983061864590034
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2578 | LCC = 0.8482 | SRCC = 0.8455 ]
+INFO:root:Average loss=0.21314390118305498
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2913 | LCC = 0.8441 | SRCC = 0.8447 ]
+INFO:root:Average loss=0.213519838758004
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2752 | LCC = 0.8503 | SRCC = 0.8472 ]
+INFO:root:Average loss=0.22564141968121895
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2509 | LCC = 0.8524 | SRCC = 0.8492 ]
+INFO:root:Average loss=0.21544547589161459
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2727 | LCC = 0.8486 | SRCC = 0.8449 ]
+INFO:root:Average loss=0.21644456264300224
+INFO:root:
+[Valid][17][UTT][ MSE = 0.3269 | LCC = 0.8414 | SRCC = 0.8459 ]
+INFO:root:Average loss=0.2124611055239653
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2622 | LCC = 0.8520 | SRCC = 0.8477 ]
+INFO:root:Average loss=0.19520623332414871
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2471 | LCC = 0.8519 | SRCC = 0.8491 ]
+INFO:root:Average loss=0.1998718329347097
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2452 | LCC = 0.8532 | SRCC = 0.8507 ]
+INFO:root:Average loss=0.1971208899258039
+INFO:root:
+[Valid][21][UTT][ MSE = 0.3090 | LCC = 0.8410 | SRCC = 0.8435 ]
+INFO:root:Average loss=0.19674948297249964
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2938 | LCC = 0.8503 | SRCC = 0.8479 ]
+INFO:root:Average loss=0.18463658589201096
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2633 | LCC = 0.8510 | SRCC = 0.8499 ]
+INFO:root:Average loss=0.18573937335839638
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2425 | LCC = 0.8542 | SRCC = 0.8501 ]
+INFO:root:Average loss=0.18840296652454597
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2534 | LCC = 0.8510 | SRCC = 0.8474 ]
+INFO:root:Average loss=0.17313460623606658
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2622 | LCC = 0.8479 | SRCC = 0.8470 ]
+INFO:root:Average loss=0.2072403940061728
+INFO:root:
+[Valid][27][UTT][ MSE = 0.3539 | LCC = 0.8392 | SRCC = 0.8435 ]
+INFO:root:Average loss=0.17858428574907473
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2671 | LCC = 0.8487 | SRCC = 0.8468 ]
+INFO:root:Average loss=0.16772802317371735
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2677 | LCC = 0.8476 | SRCC = 0.8465 ]
+INFO:root:Average loss=0.16913803179676717
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2646 | LCC = 0.8509 | SRCC = 0.8481 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2475 | LCC = 0.8625 | SRCC = 0.8630 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer42/run1/config.gin b/results_bvcc/w2v2_xlsr_2b/layer42/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer42/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_xlsr_2b/layer42/run1/model.pt b/results_bvcc/w2v2_xlsr_2b/layer42/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..101e3f868254525a3bde872298dc772970f712be
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer42/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer42/run1/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer42/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..676fd59be2fa583e43338896d70fefabcd6a58d7
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer42/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c910ce158e41652d089448e078e3b4f63e8aa4c0716df359d4d30693786ad2dd
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diff --git a/results_bvcc/w2v2_xlsr_2b/layer42/run1/train.log b/results_bvcc/w2v2_xlsr_2b/layer42/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..f5aad432d47c5d41c867ff1f47e1835e5e51d805
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer42/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=0.6885924717554679
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4100 | LCC = 0.7391 | SRCC = 0.7399 ]
+INFO:root:Average loss=0.3787787824104994
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3887 | LCC = 0.8042 | SRCC = 0.8073 ]
+INFO:root:Average loss=0.33765484927556455
+INFO:root:
+[Valid][2][UTT][ MSE = 0.2898 | LCC = 0.8216 | SRCC = 0.8228 ]
+INFO:root:Average loss=0.3267326505902486
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3018 | LCC = 0.8333 | SRCC = 0.8302 ]
+INFO:root:Average loss=0.28361427058012056
+INFO:root:
+[Valid][4][UTT][ MSE = 0.2824 | LCC = 0.8390 | SRCC = 0.8371 ]
+INFO:root:Average loss=0.27454776718066287
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3798 | LCC = 0.8352 | SRCC = 0.8394 ]
+INFO:root:Average loss=0.27131857035251766
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2724 | LCC = 0.8384 | SRCC = 0.8383 ]
+INFO:root:Average loss=0.26239001464385253
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3048 | LCC = 0.8465 | SRCC = 0.8415 ]
+INFO:root:Average loss=0.24925682273430702
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3734 | LCC = 0.8451 | SRCC = 0.8402 ]
+INFO:root:Average loss=0.2644468066401971
+INFO:root:
+[Valid][9][UTT][ MSE = 0.4169 | LCC = 0.8346 | SRCC = 0.8433 ]
+INFO:root:Average loss=0.23639588000682685
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2786 | LCC = 0.8463 | SRCC = 0.8438 ]
+INFO:root:Average loss=0.25715553836944777
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2488 | LCC = 0.8472 | SRCC = 0.8446 ]
+INFO:root:Average loss=0.21206315692800742
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2466 | LCC = 0.8477 | SRCC = 0.8464 ]
+INFO:root:Average loss=0.21149435199988195
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2698 | LCC = 0.8483 | SRCC = 0.8451 ]
+INFO:root:Average loss=0.22615552502564895
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2706 | LCC = 0.8507 | SRCC = 0.8463 ]
+INFO:root:Average loss=0.230740086772503
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2444 | LCC = 0.8456 | SRCC = 0.8444 ]
+INFO:root:Average loss=0.2161390018195678
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2548 | LCC = 0.8500 | SRCC = 0.8465 ]
+INFO:root:Average loss=0.20714954640238714
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2859 | LCC = 0.8470 | SRCC = 0.8477 ]
+INFO:root:Average loss=0.22927393095615584
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3829 | LCC = 0.8430 | SRCC = 0.8433 ]
+INFO:root:Average loss=0.1989811584353447
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2799 | LCC = 0.8504 | SRCC = 0.8480 ]
+INFO:root:Average loss=0.20129940505975333
+INFO:root:
+[Valid][20][UTT][ MSE = 0.3645 | LCC = 0.8412 | SRCC = 0.8420 ]
+INFO:root:Average loss=0.21279939483755675
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2564 | LCC = 0.8500 | SRCC = 0.8474 ]
+INFO:root:Average loss=0.19851840134614554
+INFO:root:
+[Valid][22][UTT][ MSE = 0.3177 | LCC = 0.8483 | SRCC = 0.8467 ]
+INFO:root:Average loss=0.18790631789045456
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2913 | LCC = 0.8545 | SRCC = 0.8505 ]
+INFO:root:Average loss=0.21174345155939078
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2648 | LCC = 0.8529 | SRCC = 0.8498 ]
+INFO:root:Average loss=0.18759709606185937
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2535 | LCC = 0.8556 | SRCC = 0.8506 ]
+INFO:root:Average loss=0.1858447713729663
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2709 | LCC = 0.8550 | SRCC = 0.8500 ]
+INFO:root:Average loss=0.17518948438840035
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2923 | LCC = 0.8504 | SRCC = 0.8483 ]
+INFO:root:Average loss=0.19938656716392592
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2649 | LCC = 0.8539 | SRCC = 0.8491 ]
+INFO:root:Average loss=0.17377073480150637
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2616 | LCC = 0.8530 | SRCC = 0.8495 ]
+INFO:root:Average loss=0.1725321161823395
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2609 | LCC = 0.8545 | SRCC = 0.8494 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2496 | LCC = 0.8612 | SRCC = 0.8613 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer42/run2/config.gin b/results_bvcc/w2v2_xlsr_2b/layer42/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer42/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_xlsr_2b/layer42/run2/model.pt b/results_bvcc/w2v2_xlsr_2b/layer42/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..8c33a96bbc00cb85704f7347de911d0f324ca6d7
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer42/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer42/run2/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer42/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..d8dee0538ec945867cf1c8c002cba4aaa42fed2a
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer42/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_xlsr_2b/layer42/run2/train.log b/results_bvcc/w2v2_xlsr_2b/layer42/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..7dbf28222376872d2c932a1b3412c03613a2d8de
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer42/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=0.6390332445884362
+INFO:root:
+[Valid][0][UTT][ MSE = 0.5496 | LCC = 0.7159 | SRCC = 0.7307 ]
+INFO:root:Average loss=0.43811803654982495
+INFO:root:
+[Valid][1][UTT][ MSE = 0.4090 | LCC = 0.7859 | SRCC = 0.7931 ]
+INFO:root:Average loss=0.342982873129539
+INFO:root:
+[Valid][2][UTT][ MSE = 0.4696 | LCC = 0.7959 | SRCC = 0.8094 ]
+INFO:root:Average loss=0.3008578127393356
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3040 | LCC = 0.8244 | SRCC = 0.8254 ]
+INFO:root:Average loss=0.29014125026953524
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3409 | LCC = 0.8278 | SRCC = 0.8323 ]
+INFO:root:Average loss=0.2790978531806897
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2963 | LCC = 0.8358 | SRCC = 0.8355 ]
+INFO:root:Average loss=0.2828413513608468
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2950 | LCC = 0.8437 | SRCC = 0.8407 ]
+INFO:root:Average loss=0.2646825263897578
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2808 | LCC = 0.8395 | SRCC = 0.8398 ]
+INFO:root:Average loss=0.26287647298513317
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2656 | LCC = 0.8433 | SRCC = 0.8409 ]
+INFO:root:Average loss=0.24040500876995233
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2857 | LCC = 0.8449 | SRCC = 0.8432 ]
+INFO:root:Average loss=0.2656322241975711
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2604 | LCC = 0.8484 | SRCC = 0.8455 ]
+INFO:root:Average loss=0.22133565159180227
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2654 | LCC = 0.8480 | SRCC = 0.8447 ]
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+INFO:root:
+[Valid][12][UTT][ MSE = 0.2755 | LCC = 0.8478 | SRCC = 0.8431 ]
+INFO:root:Average loss=0.20665241319399613
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2569 | LCC = 0.8517 | SRCC = 0.8476 ]
+INFO:root:Average loss=0.21398763282176775
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2550 | LCC = 0.8534 | SRCC = 0.8493 ]
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+INFO:root:
+[Valid][15][UTT][ MSE = 0.2812 | LCC = 0.8527 | SRCC = 0.8476 ]
+INFO:root:Average loss=0.2222899303604395
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2534 | LCC = 0.8529 | SRCC = 0.8497 ]
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+INFO:root:
+[Valid][17][UTT][ MSE = 0.2632 | LCC = 0.8538 | SRCC = 0.8505 ]
+INFO:root:Average loss=0.2023958089068914
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2867 | LCC = 0.8485 | SRCC = 0.8477 ]
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+INFO:root:
+[Valid][19][UTT][ MSE = 0.2453 | LCC = 0.8554 | SRCC = 0.8516 ]
+INFO:root:Average loss=0.21926248751771757
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2471 | LCC = 0.8536 | SRCC = 0.8503 ]
+INFO:root:Average loss=0.18366283025497046
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2604 | LCC = 0.8550 | SRCC = 0.8506 ]
+INFO:root:Average loss=0.17913348648028496
+INFO:root:
+[Valid][22][UTT][ MSE = 0.3241 | LCC = 0.8502 | SRCC = 0.8509 ]
+INFO:root:Average loss=0.18733913384568998
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2830 | LCC = 0.8533 | SRCC = 0.8498 ]
+INFO:root:Average loss=0.20154663901298475
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2369 | LCC = 0.8541 | SRCC = 0.8514 ]
+INFO:root:Average loss=0.18108486689818212
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2641 | LCC = 0.8563 | SRCC = 0.8513 ]
+INFO:root:Average loss=0.17229186466489083
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2721 | LCC = 0.8537 | SRCC = 0.8497 ]
+INFO:root:Average loss=0.16711687401701242
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2537 | LCC = 0.8528 | SRCC = 0.8495 ]
+INFO:root:Average loss=0.1883111359217228
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2424 | LCC = 0.8546 | SRCC = 0.8511 ]
+INFO:root:Average loss=0.15950054169083253
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2631 | LCC = 0.8564 | SRCC = 0.8528 ]
+INFO:root:Average loss=0.16591257124375075
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2339 | LCC = 0.8555 | SRCC = 0.8515 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2505 | LCC = 0.8626 | SRCC = 0.8624 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer42/run3/config.gin b/results_bvcc/w2v2_xlsr_2b/layer42/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer42/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_xlsr_2b/layer42/run3/model.pt b/results_bvcc/w2v2_xlsr_2b/layer42/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4cda74a46458eed4a584ed6b38e4dda4454ae801
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer42/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:36584247f21ede39ff9593e17a37b340345b23c15b9ce80e7813fefd15a11e92
+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer42/run3/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer42/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b38151d1a1586e9b7bf08878dc9c25ae3b4f1175
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer42/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:094a8fc2c02a417896970ade14ce76c180e681645c0c4814034e61238b578d48
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diff --git a/results_bvcc/w2v2_xlsr_2b/layer42/run3/train.log b/results_bvcc/w2v2_xlsr_2b/layer42/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..88f5e32db80b1af6e927903774fcacd91971324c
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer42/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=0.6934978067874908
+INFO:root:
+[Valid][0][UTT][ MSE = 0.4797 | LCC = 0.6871 | SRCC = 0.6942 ]
+INFO:root:Average loss=0.453488691112934
+INFO:root:
+[Valid][1][UTT][ MSE = 0.4772 | LCC = 0.7741 | SRCC = 0.7824 ]
+INFO:root:Average loss=0.39324047989570177
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3639 | LCC = 0.8082 | SRCC = 0.8100 ]
+INFO:root:Average loss=0.3454139811488298
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3143 | LCC = 0.8188 | SRCC = 0.8204 ]
+INFO:root:Average loss=0.29633750384434676
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3339 | LCC = 0.8274 | SRCC = 0.8263 ]
+INFO:root:Average loss=0.264934476178426
+INFO:root:
+[Valid][5][UTT][ MSE = 0.2788 | LCC = 0.8355 | SRCC = 0.8335 ]
+INFO:root:Average loss=0.2807601077052263
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3058 | LCC = 0.8371 | SRCC = 0.8368 ]
+INFO:root:Average loss=0.24835112576301283
+INFO:root:
+[Valid][7][UTT][ MSE = 0.2995 | LCC = 0.8369 | SRCC = 0.8335 ]
+INFO:root:Average loss=0.2759487942243234
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2990 | LCC = 0.8416 | SRCC = 0.8397 ]
+INFO:root:Average loss=0.23856096007885078
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2633 | LCC = 0.8443 | SRCC = 0.8418 ]
+INFO:root:Average loss=0.27366996231751567
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2732 | LCC = 0.8471 | SRCC = 0.8441 ]
+INFO:root:Average loss=0.24502921448304102
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2900 | LCC = 0.8469 | SRCC = 0.8431 ]
+INFO:root:Average loss=0.2413569383132152
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2844 | LCC = 0.8457 | SRCC = 0.8445 ]
+INFO:root:Average loss=0.23508166139706588
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3122 | LCC = 0.8490 | SRCC = 0.8465 ]
+INFO:root:Average loss=0.23023026684919992
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2938 | LCC = 0.8443 | SRCC = 0.8456 ]
+INFO:root:Average loss=0.2172162621640242
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2765 | LCC = 0.8476 | SRCC = 0.8465 ]
+INFO:root:Average loss=0.23327717108604235
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2627 | LCC = 0.8519 | SRCC = 0.8472 ]
+INFO:root:Average loss=0.2075337376923133
+INFO:root:
+[Valid][17][UTT][ MSE = 0.3573 | LCC = 0.8375 | SRCC = 0.8412 ]
+INFO:root:Average loss=0.22496165153689873
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2657 | LCC = 0.8513 | SRCC = 0.8475 ]
+INFO:root:Average loss=0.21076390548394278
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2547 | LCC = 0.8511 | SRCC = 0.8472 ]
+INFO:root:Average loss=0.21756722405552864
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2828 | LCC = 0.8517 | SRCC = 0.8475 ]
+INFO:root:Average loss=0.19148404208513406
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2691 | LCC = 0.8434 | SRCC = 0.8432 ]
+INFO:root:Average loss=0.19534950598310202
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2499 | LCC = 0.8503 | SRCC = 0.8458 ]
+INFO:root:Average loss=0.21172095959385237
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2652 | LCC = 0.8560 | SRCC = 0.8516 ]
+INFO:root:Average loss=0.19460380497651222
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2508 | LCC = 0.8524 | SRCC = 0.8481 ]
+INFO:root:Average loss=0.17790295088138336
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2690 | LCC = 0.8500 | SRCC = 0.8460 ]
+INFO:root:Average loss=0.18389569796048677
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2720 | LCC = 0.8516 | SRCC = 0.8474 ]
+INFO:root:Average loss=0.18116653653291556
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2983 | LCC = 0.8467 | SRCC = 0.8457 ]
+INFO:root:Average loss=0.17694553217062584
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2582 | LCC = 0.8478 | SRCC = 0.8448 ]
+INFO:root:Average loss=0.18687827961567122
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2598 | LCC = 0.8495 | SRCC = 0.8464 ]
+INFO:root:Average loss=0.18413380800913542
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2744 | LCC = 0.8506 | SRCC = 0.8461 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2637 | LCC = 0.8631 | SRCC = 0.8627 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer42/run4/config.gin b/results_bvcc/w2v2_xlsr_2b/layer42/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer42/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_xlsr_2b/layer42/run4/model.pt b/results_bvcc/w2v2_xlsr_2b/layer42/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..81bcb658683bcd7b4b773b88aa0a56178e310be3
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer42/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer42/run4/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer42/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..0d34705c21654de2c32b0a373512c3a4fb4e82a0
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer42/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_2b/layer42/run4/train.log b/results_bvcc/w2v2_xlsr_2b/layer42/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..f6342add38fdb3cc05b32d18132747958ca7284d
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer42/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.7574752901609128
+INFO:root:
+[Valid][0][UTT][ MSE = 0.5353 | LCC = 0.6299 | SRCC = 0.6214 ]
+INFO:root:Average loss=0.41321593408401197
+INFO:root:
+[Valid][1][UTT][ MSE = 0.3586 | LCC = 0.7992 | SRCC = 0.7965 ]
+INFO:root:Average loss=0.32500000527271855
+INFO:root:
+[Valid][2][UTT][ MSE = 0.4897 | LCC = 0.8006 | SRCC = 0.8131 ]
+INFO:root:Average loss=0.3208452283571928
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3604 | LCC = 0.8209 | SRCC = 0.8219 ]
+INFO:root:Average loss=0.2757172825244757
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3692 | LCC = 0.8245 | SRCC = 0.8283 ]
+INFO:root:Average loss=0.28397543479998905
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3219 | LCC = 0.8332 | SRCC = 0.8349 ]
+INFO:root:Average loss=0.2742874404558769
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2995 | LCC = 0.8396 | SRCC = 0.8355 ]
+INFO:root:Average loss=0.3203318354028922
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3399 | LCC = 0.8396 | SRCC = 0.8377 ]
+INFO:root:Average loss=0.2520412128323164
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3007 | LCC = 0.8359 | SRCC = 0.8378 ]
+INFO:root:Average loss=0.25168114805068725
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3390 | LCC = 0.8433 | SRCC = 0.8401 ]
+INFO:root:Average loss=0.24312075494955748
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3075 | LCC = 0.8450 | SRCC = 0.8403 ]
+INFO:root:Average loss=0.22489306464409217
+INFO:root:
+[Valid][11][UTT][ MSE = 0.2595 | LCC = 0.8448 | SRCC = 0.8416 ]
+INFO:root:Average loss=0.2189400678452773
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2603 | LCC = 0.8430 | SRCC = 0.8434 ]
+INFO:root:Average loss=0.20834731043149263
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2785 | LCC = 0.8455 | SRCC = 0.8423 ]
+INFO:root:Average loss=0.205680696054911
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2856 | LCC = 0.8498 | SRCC = 0.8445 ]
+INFO:root:Average loss=0.21477611057269266
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2775 | LCC = 0.8511 | SRCC = 0.8472 ]
+INFO:root:Average loss=0.20263935453616655
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2548 | LCC = 0.8491 | SRCC = 0.8467 ]
+INFO:root:Average loss=0.22449040069029882
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2756 | LCC = 0.8523 | SRCC = 0.8472 ]
+INFO:root:Average loss=0.20280245443185171
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2627 | LCC = 0.8500 | SRCC = 0.8460 ]
+INFO:root:Average loss=0.2051435458736542
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2691 | LCC = 0.8528 | SRCC = 0.8489 ]
+INFO:root:Average loss=0.1926698474547802
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2697 | LCC = 0.8494 | SRCC = 0.8479 ]
+INFO:root:Average loss=0.20368467481472555
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2726 | LCC = 0.8561 | SRCC = 0.8510 ]
+INFO:root:Average loss=0.1989534636720633
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2547 | LCC = 0.8532 | SRCC = 0.8489 ]
+INFO:root:Average loss=0.1819549217247046
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2385 | LCC = 0.8536 | SRCC = 0.8507 ]
+INFO:root:Average loss=0.18676934821101335
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2631 | LCC = 0.8442 | SRCC = 0.8460 ]
+INFO:root:Average loss=0.17992746419249436
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2768 | LCC = 0.8539 | SRCC = 0.8499 ]
+INFO:root:Average loss=0.1715428332487742
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2780 | LCC = 0.8479 | SRCC = 0.8463 ]
+INFO:root:Average loss=0.1780851121323231
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2627 | LCC = 0.8526 | SRCC = 0.8490 ]
+INFO:root:Average loss=0.18316223128483847
+INFO:root:
+[Valid][28][UTT][ MSE = 0.3119 | LCC = 0.8422 | SRCC = 0.8467 ]
+INFO:root:Average loss=0.18604572251057014
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2999 | LCC = 0.8463 | SRCC = 0.8468 ]
+INFO:root:Average loss=0.18736703149401224
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2533 | LCC = 0.8532 | SRCC = 0.8512 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2825 | LCC = 0.8602 | SRCC = 0.8618 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer44/run0/config.gin b/results_bvcc/w2v2_xlsr_2b/layer44/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer44/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_xlsr_2b/layer44/run0/model.pt b/results_bvcc/w2v2_xlsr_2b/layer44/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..3278eb56085da6533760d9d7ad68468ac4dcbb1a
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer44/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_2b/layer44/run0/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer44/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..860954c888d77c923d3ea4b61b74d7f4a4e84b6e
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer44/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_2b/layer44/run0/train.log b/results_bvcc/w2v2_xlsr_2b/layer44/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..d6cc400657db7b7d6a87eb3eed30952edadaa704
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer44/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=0.7668305299220941
+INFO:root:
+[Valid][0][UTT][ MSE = 0.7003 | LCC = 0.4473 | SRCC = 0.4290 ]
+INFO:root:Average loss=0.5379934780872785
+INFO:root:
+[Valid][1][UTT][ MSE = 0.4533 | LCC = 0.7350 | SRCC = 0.7405 ]
+INFO:root:Average loss=0.4609967437692178
+INFO:root:
+[Valid][2][UTT][ MSE = 0.4431 | LCC = 0.7785 | SRCC = 0.7793 ]
+INFO:root:Average loss=0.37094880182009476
+INFO:root:
+[Valid][3][UTT][ MSE = 0.4273 | LCC = 0.7990 | SRCC = 0.7993 ]
+INFO:root:Average loss=0.3635311443836261
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3441 | LCC = 0.8091 | SRCC = 0.8092 ]
+INFO:root:Average loss=0.32797885915407765
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3996 | LCC = 0.8037 | SRCC = 0.8076 ]
+INFO:root:Average loss=0.4254333766607138
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3789 | LCC = 0.8110 | SRCC = 0.8087 ]
+INFO:root:Average loss=0.30945347746213275
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3081 | LCC = 0.8194 | SRCC = 0.8184 ]
+INFO:root:Average loss=0.2905914374651053
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3218 | LCC = 0.8259 | SRCC = 0.8236 ]
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+INFO:root:
+[Valid][9][UTT][ MSE = 0.3120 | LCC = 0.8299 | SRCC = 0.8275 ]
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+INFO:root:
+[Valid][10][UTT][ MSE = 0.3172 | LCC = 0.8321 | SRCC = 0.8284 ]
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+INFO:root:
+[Valid][11][UTT][ MSE = 0.3043 | LCC = 0.8329 | SRCC = 0.8295 ]
+INFO:root:Average loss=0.26799823362857866
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3721 | LCC = 0.8331 | SRCC = 0.8337 ]
+INFO:root:Average loss=0.28134791667644793
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2909 | LCC = 0.8386 | SRCC = 0.8343 ]
+INFO:root:Average loss=0.2564885505498984
+INFO:root:
+[Valid][14][UTT][ MSE = 0.4036 | LCC = 0.8223 | SRCC = 0.8317 ]
+INFO:root:Average loss=0.3028483495880396
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3225 | LCC = 0.8281 | SRCC = 0.8315 ]
+INFO:root:Average loss=0.25413125161177075
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2923 | LCC = 0.8389 | SRCC = 0.8352 ]
+INFO:root:Average loss=0.24007127262078798
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2966 | LCC = 0.8344 | SRCC = 0.8326 ]
+INFO:root:Average loss=0.23551527983867204
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2905 | LCC = 0.8413 | SRCC = 0.8374 ]
+INFO:root:Average loss=0.23930556231584305
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2628 | LCC = 0.8350 | SRCC = 0.8319 ]
+INFO:root:Average loss=0.23931756481910363
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2656 | LCC = 0.8428 | SRCC = 0.8393 ]
+INFO:root:Average loss=0.2264565783433425
+INFO:root:
+[Valid][21][UTT][ MSE = 0.3043 | LCC = 0.8453 | SRCC = 0.8401 ]
+INFO:root:Average loss=0.225681606393594
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2767 | LCC = 0.8445 | SRCC = 0.8409 ]
+INFO:root:Average loss=0.21786380196229005
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2977 | LCC = 0.8435 | SRCC = 0.8402 ]
+INFO:root:Average loss=0.2550125771608108
+INFO:root:
+[Valid][24][UTT][ MSE = 0.3090 | LCC = 0.8466 | SRCC = 0.8424 ]
+INFO:root:Average loss=0.22465637631905386
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2682 | LCC = 0.8460 | SRCC = 0.8412 ]
+INFO:root:Average loss=0.20530161624535537
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2650 | LCC = 0.8432 | SRCC = 0.8404 ]
+INFO:root:Average loss=0.21796097052402985
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2682 | LCC = 0.8436 | SRCC = 0.8401 ]
+INFO:root:Average loss=0.22188139458497366
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2867 | LCC = 0.8464 | SRCC = 0.8400 ]
+INFO:root:Average loss=0.22224741964003977
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2716 | LCC = 0.8427 | SRCC = 0.8383 ]
+INFO:root:Average loss=0.21027966072926155
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2657 | LCC = 0.8457 | SRCC = 0.8415 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.3330 | LCC = 0.8508 | SRCC = 0.8544 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer44/run1/config.gin b/results_bvcc/w2v2_xlsr_2b/layer44/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer44/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_xlsr_2b/layer44/run1/model.pt b/results_bvcc/w2v2_xlsr_2b/layer44/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..254933e3bccc7fca33bf1834112e0939c127be8f
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer44/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:63509da9e002dd6473a33de4ef43c40d6f145904dfe15b89176114ed61c35051
+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer44/run1/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer44/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b80f4334b3052a6cf854eae148df73f4c29d145d
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer44/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7964be7337b2937e8db87f41607810eedb465d18d98b8a409e9bcafdcdbc94a5
+size 5698758
diff --git a/results_bvcc/w2v2_xlsr_2b/layer44/run1/train.log b/results_bvcc/w2v2_xlsr_2b/layer44/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..43dc174ce3b775582dd9c0e5657960cc85016bd3
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer44/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=0.7791702693853623
+INFO:root:
+[Valid][0][UTT][ MSE = 0.7318 | LCC = 0.3596 | SRCC = 0.3944 ]
+INFO:root:Average loss=0.6069214573273292
+INFO:root:
+[Valid][1][UTT][ MSE = 0.4779 | LCC = 0.6745 | SRCC = 0.6704 ]
+INFO:root:Average loss=0.46841876399822724
+INFO:root:
+[Valid][2][UTT][ MSE = 0.4854 | LCC = 0.7710 | SRCC = 0.7676 ]
+INFO:root:Average loss=0.3567043206630609
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3339 | LCC = 0.7937 | SRCC = 0.7907 ]
+INFO:root:Average loss=0.3314145830197212
+INFO:root:
+[Valid][4][UTT][ MSE = 0.4001 | LCC = 0.8056 | SRCC = 0.8078 ]
+INFO:root:Average loss=0.33400990871282726
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3662 | LCC = 0.8181 | SRCC = 0.8154 ]
+INFO:root:Average loss=0.2933948893959706
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2880 | LCC = 0.8218 | SRCC = 0.8196 ]
+INFO:root:Average loss=0.29543148286831683
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3424 | LCC = 0.8239 | SRCC = 0.8207 ]
+INFO:root:Average loss=0.2777372285341605
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2970 | LCC = 0.8262 | SRCC = 0.8227 ]
+INFO:root:Average loss=0.2940859183287009
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2863 | LCC = 0.8266 | SRCC = 0.8253 ]
+INFO:root:Average loss=0.27767786918542325
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2976 | LCC = 0.8332 | SRCC = 0.8309 ]
+INFO:root:Average loss=0.2820115184936768
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3669 | LCC = 0.8329 | SRCC = 0.8312 ]
+INFO:root:Average loss=0.2624552723688957
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2929 | LCC = 0.8361 | SRCC = 0.8329 ]
+INFO:root:Average loss=0.25328206309141255
+INFO:root:
+[Valid][13][UTT][ MSE = 0.2878 | LCC = 0.8306 | SRCC = 0.8316 ]
+INFO:root:Average loss=0.26378689696773505
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2769 | LCC = 0.8402 | SRCC = 0.8373 ]
+INFO:root:Average loss=0.26684037175698155
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2747 | LCC = 0.8390 | SRCC = 0.8373 ]
+INFO:root:Average loss=0.2681546043127011
+INFO:root:
+[Valid][16][UTT][ MSE = 0.4292 | LCC = 0.8235 | SRCC = 0.8325 ]
+INFO:root:Average loss=0.2557345401400175
+INFO:root:
+[Valid][17][UTT][ MSE = 0.3037 | LCC = 0.8398 | SRCC = 0.8382 ]
+INFO:root:Average loss=0.23167423158884048
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2985 | LCC = 0.8397 | SRCC = 0.8386 ]
+INFO:root:Average loss=0.25662188155528826
+INFO:root:
+[Valid][19][UTT][ MSE = 0.3003 | LCC = 0.8386 | SRCC = 0.8388 ]
+INFO:root:Average loss=0.24233378374423736
+INFO:root:
+[Valid][20][UTT][ MSE = 0.3105 | LCC = 0.8426 | SRCC = 0.8384 ]
+INFO:root:Average loss=0.23647041618824005
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2709 | LCC = 0.8439 | SRCC = 0.8414 ]
+INFO:root:Average loss=0.2273772567128524
+INFO:root:
+[Valid][22][UTT][ MSE = 0.3002 | LCC = 0.8445 | SRCC = 0.8409 ]
+INFO:root:Average loss=0.22100255695673135
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2812 | LCC = 0.8432 | SRCC = 0.8391 ]
+INFO:root:Average loss=0.2281800281160917
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2953 | LCC = 0.8418 | SRCC = 0.8403 ]
+INFO:root:Average loss=0.2055893320685778
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2608 | LCC = 0.8443 | SRCC = 0.8416 ]
+INFO:root:Average loss=0.2145519295755105
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2678 | LCC = 0.8477 | SRCC = 0.8434 ]
+INFO:root:Average loss=0.21936863718124536
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2939 | LCC = 0.8469 | SRCC = 0.8436 ]
+INFO:root:Average loss=0.22565188430822813
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2642 | LCC = 0.8464 | SRCC = 0.8426 ]
+INFO:root:Average loss=0.2231341982499147
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2774 | LCC = 0.8474 | SRCC = 0.8435 ]
+INFO:root:Average loss=0.20618792948050377
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2631 | LCC = 0.8483 | SRCC = 0.8445 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2616 | LCC = 0.8562 | SRCC = 0.8547 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer44/run2/config.gin b/results_bvcc/w2v2_xlsr_2b/layer44/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer44/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_xlsr_2b/layer44/run2/model.pt b/results_bvcc/w2v2_xlsr_2b/layer44/run2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..343bff0912cf0e456224d65ccc9b3e5691f0856d
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer44/run2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f6e547ea659d2eaf1507fe46f743eae9a735c4c31540c9ae9ffd17fec157efd5
+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer44/run2/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer44/run2/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..411f5b09bab711cc2d1d21fed21b7768028da083
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer44/run2/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 5698758
diff --git a/results_bvcc/w2v2_xlsr_2b/layer44/run2/train.log b/results_bvcc/w2v2_xlsr_2b/layer44/run2/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..2006003e8b295d96db6bae0a47063fb398537940
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer44/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=0.756042250073873
+INFO:root:
+[Valid][0][UTT][ MSE = 0.7050 | LCC = 0.4330 | SRCC = 0.4334 ]
+INFO:root:Average loss=0.5466075929311606
+INFO:root:
+[Valid][1][UTT][ MSE = 0.5954 | LCC = 0.6969 | SRCC = 0.7159 ]
+INFO:root:Average loss=0.3858604207634926
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3684 | LCC = 0.7797 | SRCC = 0.7796 ]
+INFO:root:Average loss=0.39320782476510757
+INFO:root:
+[Valid][3][UTT][ MSE = 0.4812 | LCC = 0.7856 | SRCC = 0.7947 ]
+INFO:root:Average loss=0.4083798594581775
+INFO:root:
+[Valid][4][UTT][ MSE = 0.5382 | LCC = 0.7962 | SRCC = 0.7973 ]
+INFO:root:Average loss=0.3593849688768387
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3941 | LCC = 0.8006 | SRCC = 0.8095 ]
+INFO:root:Average loss=0.3025165828756797
+INFO:root:
+[Valid][6][UTT][ MSE = 0.6830 | LCC = 0.7858 | SRCC = 0.8145 ]
+INFO:root:Average loss=0.36372208289611035
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3546 | LCC = 0.8131 | SRCC = 0.8141 ]
+INFO:root:Average loss=0.2936096970851605
+INFO:root:
+[Valid][8][UTT][ MSE = 0.4320 | LCC = 0.8173 | SRCC = 0.8245 ]
+INFO:root:Average loss=0.2891326789290477
+INFO:root:
+[Valid][9][UTT][ MSE = 0.4658 | LCC = 0.8130 | SRCC = 0.8242 ]
+INFO:root:Average loss=0.30153588205575943
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3083 | LCC = 0.8296 | SRCC = 0.8289 ]
+INFO:root:Average loss=0.3319422258780553
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3513 | LCC = 0.8239 | SRCC = 0.8278 ]
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+INFO:root:
+[Valid][12][UTT][ MSE = 0.2850 | LCC = 0.8365 | SRCC = 0.8331 ]
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+INFO:root:
+[Valid][13][UTT][ MSE = 0.2884 | LCC = 0.8297 | SRCC = 0.8249 ]
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+INFO:root:
+[Valid][14][UTT][ MSE = 0.2939 | LCC = 0.8362 | SRCC = 0.8340 ]
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+INFO:root:
+[Valid][15][UTT][ MSE = 0.3310 | LCC = 0.8324 | SRCC = 0.8308 ]
+INFO:root:Average loss=0.3171271265317232
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3144 | LCC = 0.8395 | SRCC = 0.8350 ]
+INFO:root:Average loss=0.22838679739297965
+INFO:root:
+[Valid][17][UTT][ MSE = 0.3218 | LCC = 0.8398 | SRCC = 0.8363 ]
+INFO:root:Average loss=0.2523124829316751
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3674 | LCC = 0.8307 | SRCC = 0.8304 ]
+INFO:root:Average loss=0.23197267204523087
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2733 | LCC = 0.8385 | SRCC = 0.8338 ]
+INFO:root:Average loss=0.24022261951214227
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2738 | LCC = 0.8424 | SRCC = 0.8379 ]
+INFO:root:Average loss=0.23450613423035696
+INFO:root:
+[Valid][21][UTT][ MSE = 0.4108 | LCC = 0.8316 | SRCC = 0.8396 ]
+INFO:root:Average loss=0.23191141146115768
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2853 | LCC = 0.8403 | SRCC = 0.8361 ]
+INFO:root:Average loss=0.26106335127200836
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2597 | LCC = 0.8376 | SRCC = 0.8350 ]
+INFO:root:Average loss=0.23162634384173614
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2741 | LCC = 0.8426 | SRCC = 0.8394 ]
+INFO:root:Average loss=0.2214191939968329
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2900 | LCC = 0.8463 | SRCC = 0.8419 ]
+INFO:root:Average loss=0.24885348956554365
+INFO:root:
+[Valid][26][UTT][ MSE = 0.4231 | LCC = 0.8302 | SRCC = 0.8359 ]
+INFO:root:Average loss=0.22725320550111625
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2651 | LCC = 0.8464 | SRCC = 0.8417 ]
+INFO:root:Average loss=0.22052764319456541
+INFO:root:
+[Valid][28][UTT][ MSE = 0.3239 | LCC = 0.8435 | SRCC = 0.8436 ]
+INFO:root:Average loss=0.22439467620391113
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2795 | LCC = 0.8452 | SRCC = 0.8402 ]
+INFO:root:Average loss=0.20128464182982078
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2711 | LCC = 0.8444 | SRCC = 0.8414 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2468 | LCC = 0.8579 | SRCC = 0.8583 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer44/run3/config.gin b/results_bvcc/w2v2_xlsr_2b/layer44/run3/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer44/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_xlsr_2b/layer44/run3/model.pt b/results_bvcc/w2v2_xlsr_2b/layer44/run3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..1cce49080835c5ac9bfac5268ff5e8f8960ab629
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer44/run3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer44/run3/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer44/run3/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e0c127a7139aac13114c5d8073729a9e07366e39
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer44/run3/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results_bvcc/w2v2_xlsr_2b/layer44/run3/train.log b/results_bvcc/w2v2_xlsr_2b/layer44/run3/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..292eb3fcc3476949a8af59e7e0568db2c8160d90
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer44/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=0.7913925242729676
+INFO:root:
+[Valid][0][UTT][ MSE = 0.7747 | LCC = 0.2721 | SRCC = 0.3505 ]
+INFO:root:Average loss=0.6424460189464765
+INFO:root:
+[Valid][1][UTT][ MSE = 0.5484 | LCC = 0.6108 | SRCC = 0.6262 ]
+INFO:root:Average loss=0.49150429780666643
+INFO:root:
+[Valid][2][UTT][ MSE = 0.4089 | LCC = 0.7322 | SRCC = 0.7383 ]
+INFO:root:Average loss=0.40048299863552433
+INFO:root:
+[Valid][3][UTT][ MSE = 0.4712 | LCC = 0.7733 | SRCC = 0.7798 ]
+INFO:root:Average loss=0.3257220996878086
+INFO:root:
+[Valid][4][UTT][ MSE = 0.4284 | LCC = 0.8013 | SRCC = 0.8048 ]
+INFO:root:Average loss=0.31081851113301057
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3605 | LCC = 0.8156 | SRCC = 0.8146 ]
+INFO:root:Average loss=0.3083281975526076
+INFO:root:
+[Valid][6][UTT][ MSE = 0.2998 | LCC = 0.8191 | SRCC = 0.8199 ]
+INFO:root:Average loss=0.26956788832560563
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3357 | LCC = 0.8136 | SRCC = 0.8199 ]
+INFO:root:Average loss=0.27710103128965086
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2952 | LCC = 0.8278 | SRCC = 0.8256 ]
+INFO:root:Average loss=0.30631321038191134
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2978 | LCC = 0.8307 | SRCC = 0.8291 ]
+INFO:root:Average loss=0.2546662984368129
+INFO:root:
+[Valid][10][UTT][ MSE = 0.2873 | LCC = 0.8309 | SRCC = 0.8298 ]
+INFO:root:Average loss=0.25369123503183705
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3231 | LCC = 0.8299 | SRCC = 0.8309 ]
+INFO:root:Average loss=0.2901159633810704
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3863 | LCC = 0.8301 | SRCC = 0.8324 ]
+INFO:root:Average loss=0.27986720261665493
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3321 | LCC = 0.8246 | SRCC = 0.8322 ]
+INFO:root:Average loss=0.2459612339735031
+INFO:root:
+[Valid][14][UTT][ MSE = 0.3310 | LCC = 0.8365 | SRCC = 0.8374 ]
+INFO:root:Average loss=0.28258293370405835
+INFO:root:
+[Valid][15][UTT][ MSE = 0.2956 | LCC = 0.8388 | SRCC = 0.8372 ]
+INFO:root:Average loss=0.2264808339950366
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2675 | LCC = 0.8364 | SRCC = 0.8367 ]
+INFO:root:Average loss=0.22805188921017525
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2790 | LCC = 0.8399 | SRCC = 0.8397 ]
+INFO:root:Average loss=0.26144889149910366
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2748 | LCC = 0.8419 | SRCC = 0.8406 ]
+INFO:root:Average loss=0.23205343977763102
+INFO:root:
+[Valid][19][UTT][ MSE = 0.3360 | LCC = 0.8434 | SRCC = 0.8394 ]
+INFO:root:Average loss=0.22494583538709542
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2709 | LCC = 0.8437 | SRCC = 0.8402 ]
+INFO:root:Average loss=0.23086162561025375
+INFO:root:
+[Valid][21][UTT][ MSE = 0.4092 | LCC = 0.8192 | SRCC = 0.8352 ]
+INFO:root:Average loss=0.23596782925037238
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2874 | LCC = 0.8453 | SRCC = 0.8420 ]
+INFO:root:Average loss=0.23803565975947258
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2955 | LCC = 0.8485 | SRCC = 0.8442 ]
+INFO:root:Average loss=0.2374769078615384
+INFO:root:
+[Valid][24][UTT][ MSE = 0.3534 | LCC = 0.8458 | SRCC = 0.8436 ]
+INFO:root:Average loss=0.2235501555678172
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2673 | LCC = 0.8481 | SRCC = 0.8441 ]
+INFO:root:Average loss=0.23123911787302065
+INFO:root:
+[Valid][26][UTT][ MSE = 0.3240 | LCC = 0.8475 | SRCC = 0.8437 ]
+INFO:root:Average loss=0.21188365200009102
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2636 | LCC = 0.8465 | SRCC = 0.8421 ]
+INFO:root:Average loss=0.2117595265691097
+INFO:root:
+[Valid][28][UTT][ MSE = 0.3197 | LCC = 0.8382 | SRCC = 0.8423 ]
+INFO:root:Average loss=0.21134244822538817
+INFO:root:
+[Valid][29][UTT][ MSE = 0.3413 | LCC = 0.8522 | SRCC = 0.8475 ]
+INFO:root:Average loss=0.2505964803007933
+INFO:root:
+[Valid][30][UTT][ MSE = 0.2700 | LCC = 0.8469 | SRCC = 0.8452 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.3726 | LCC = 0.8559 | SRCC = 0.8571 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer44/run4/config.gin b/results_bvcc/w2v2_xlsr_2b/layer44/run4/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer44/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_xlsr_2b/layer44/run4/model.pt b/results_bvcc/w2v2_xlsr_2b/layer44/run4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..2602901153319ea19576a8cccb338274b6af01e7
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer44/run4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1ee75b05e9e13b6c729449878c504b8c88bbaedbcd42bc365bd5e0ff67aeb75c
+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer44/run4/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer44/run4/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e46cdddc08b0baa9ed3efd885550790eeb79d15a
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer44/run4/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c22beec61af3eb44871c91dc3b63fb8215578ba444f0f494fe0d30f7443249c0
+size 5698758
diff --git a/results_bvcc/w2v2_xlsr_2b/layer44/run4/train.log b/results_bvcc/w2v2_xlsr_2b/layer44/run4/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..9bef1b97e855aaeb8f93d1dc9c2730fa03753c58
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer44/run4/train.log
@@ -0,0 +1,99 @@
+INFO:root:Num train speech clips: 4974
+INFO:root:Num val speech clips: 1066
+INFO:root:Num test speech clips: 1066
+INFO:root:Device=cuda
+INFO:root:Average loss=0.7489930475369478
+INFO:root:
+[Valid][0][UTT][ MSE = 0.6669 | LCC = 0.4634 | SRCC = 0.4638 ]
+INFO:root:Average loss=0.5439565342206222
+INFO:root:
+[Valid][1][UTT][ MSE = 0.4532 | LCC = 0.7271 | SRCC = 0.7296 ]
+INFO:root:Average loss=0.3816746425552246
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3826 | LCC = 0.7833 | SRCC = 0.7903 ]
+INFO:root:Average loss=0.3885394418850923
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3952 | LCC = 0.8042 | SRCC = 0.8026 ]
+INFO:root:Average loss=0.34912743858802014
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3243 | LCC = 0.8105 | SRCC = 0.8085 ]
+INFO:root:Average loss=0.3834704021230722
+INFO:root:
+[Valid][5][UTT][ MSE = 0.4340 | LCC = 0.8044 | SRCC = 0.8160 ]
+INFO:root:Average loss=0.326692738976234
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3649 | LCC = 0.8202 | SRCC = 0.8219 ]
+INFO:root:Average loss=0.3186676574823184
+INFO:root:
+[Valid][7][UTT][ MSE = 0.4204 | LCC = 0.8076 | SRCC = 0.8180 ]
+INFO:root:Average loss=0.2900536612440378
+INFO:root:
+[Valid][8][UTT][ MSE = 0.2931 | LCC = 0.8284 | SRCC = 0.8261 ]
+INFO:root:Average loss=0.2843361993630727
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3173 | LCC = 0.8242 | SRCC = 0.8229 ]
+INFO:root:Average loss=0.32909353937094027
+INFO:root:
+[Valid][10][UTT][ MSE = 0.4023 | LCC = 0.8126 | SRCC = 0.8274 ]
+INFO:root:Average loss=0.2605956943753438
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3476 | LCC = 0.8277 | SRCC = 0.8317 ]
+INFO:root:Average loss=0.28087231574150234
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2979 | LCC = 0.8366 | SRCC = 0.8323 ]
+INFO:root:Average loss=0.2761998549103737
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3252 | LCC = 0.8332 | SRCC = 0.8338 ]
+INFO:root:Average loss=0.26360618896209276
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2859 | LCC = 0.8394 | SRCC = 0.8344 ]
+INFO:root:Average loss=0.28566664380904955
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3595 | LCC = 0.8280 | SRCC = 0.8325 ]
+INFO:root:Average loss=0.2738784014796599
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2871 | LCC = 0.8407 | SRCC = 0.8372 ]
+INFO:root:Average loss=0.25221432210543215
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2834 | LCC = 0.8411 | SRCC = 0.8370 ]
+INFO:root:Average loss=0.25753632015906847
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3146 | LCC = 0.8359 | SRCC = 0.8365 ]
+INFO:root:Average loss=0.2875183050831159
+INFO:root:
+[Valid][19][UTT][ MSE = 0.3217 | LCC = 0.8411 | SRCC = 0.8392 ]
+INFO:root:Average loss=0.242182069672988
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2781 | LCC = 0.8428 | SRCC = 0.8389 ]
+INFO:root:Average loss=0.2447786575708634
+INFO:root:
+[Valid][21][UTT][ MSE = 0.2832 | LCC = 0.8405 | SRCC = 0.8365 ]
+INFO:root:Average loss=0.23755869880700722
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2644 | LCC = 0.8425 | SRCC = 0.8399 ]
+INFO:root:Average loss=0.20918964403562057
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2695 | LCC = 0.8411 | SRCC = 0.8384 ]
+INFO:root:Average loss=0.22882859790936494
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2823 | LCC = 0.8462 | SRCC = 0.8411 ]
+INFO:root:Average loss=0.21252643326536202
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2953 | LCC = 0.8417 | SRCC = 0.8399 ]
+INFO:root:Average loss=0.24610476788037863
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2682 | LCC = 0.8459 | SRCC = 0.8408 ]
+INFO:root:Average loss=0.25832200050354004
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2640 | LCC = 0.8396 | SRCC = 0.8402 ]
+INFO:root:Average loss=0.2477914517124494
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2805 | LCC = 0.8464 | SRCC = 0.8425 ]
+INFO:root:Average loss=0.22492422956304672
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2829 | LCC = 0.8425 | SRCC = 0.8370 ]
+INFO:root:Average loss=0.2190713345622405
+INFO:root:
+[Valid][30][UTT][ MSE = 0.3025 | LCC = 0.8434 | SRCC = 0.8410 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2648 | LCC = 0.8591 | SRCC = 0.8588 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer46/run0/config.gin b/results_bvcc/w2v2_xlsr_2b/layer46/run0/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer46/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_xlsr_2b/layer46/run0/model.pt b/results_bvcc/w2v2_xlsr_2b/layer46/run0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..773191331fcc7d8085fd85013ebbafab472e1fde
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer46/run0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:850bf318a771d36c84ea495e9086cfa6f9c42a700b224971cab4338d90086406
+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer46/run0/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer46/run0/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b91cdfd9fe5a356a2a7a2232259aeef37d9cc3ef
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer46/run0/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ac5f6a364abb44a8db78056741aaf78cd7afed840afed67cb497c4c62c5dd1a9
+size 5698758
diff --git a/results_bvcc/w2v2_xlsr_2b/layer46/run0/train.log b/results_bvcc/w2v2_xlsr_2b/layer46/run0/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..b4facecf7b3d3ca9e6f1fec843e005d1bcea8fa8
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer46/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=0.7657769941366636
+INFO:root:
+[Valid][0][UTT][ MSE = 0.7382 | LCC = 0.4551 | SRCC = 0.4377 ]
+INFO:root:Average loss=0.5950492173433304
+INFO:root:
+[Valid][1][UTT][ MSE = 0.4790 | LCC = 0.6919 | SRCC = 0.6898 ]
+INFO:root:Average loss=0.49101657706957597
+INFO:root:
+[Valid][2][UTT][ MSE = 0.4486 | LCC = 0.7584 | SRCC = 0.7616 ]
+INFO:root:Average loss=0.37709608845985854
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3812 | LCC = 0.7952 | SRCC = 0.7946 ]
+INFO:root:Average loss=0.3338413370343355
+INFO:root:
+[Valid][4][UTT][ MSE = 0.3756 | LCC = 0.8111 | SRCC = 0.8081 ]
+INFO:root:Average loss=0.36217632469458455
+INFO:root:
+[Valid][5][UTT][ MSE = 0.3388 | LCC = 0.8132 | SRCC = 0.8104 ]
+INFO:root:Average loss=0.3232664895745424
+INFO:root:
+[Valid][6][UTT][ MSE = 0.4964 | LCC = 0.8076 | SRCC = 0.8137 ]
+INFO:root:Average loss=0.34137435811452377
+INFO:root:
+[Valid][7][UTT][ MSE = 0.3227 | LCC = 0.8229 | SRCC = 0.8197 ]
+INFO:root:Average loss=0.2968517448275517
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3277 | LCC = 0.8220 | SRCC = 0.8216 ]
+INFO:root:Average loss=0.26690878031345516
+INFO:root:
+[Valid][9][UTT][ MSE = 0.2776 | LCC = 0.8256 | SRCC = 0.8245 ]
+INFO:root:Average loss=0.2682353168343886
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3006 | LCC = 0.8276 | SRCC = 0.8257 ]
+INFO:root:Average loss=0.29858892678450316
+INFO:root:
+[Valid][11][UTT][ MSE = 0.3234 | LCC = 0.8336 | SRCC = 0.8301 ]
+INFO:root:Average loss=0.274887642226158
+INFO:root:
+[Valid][12][UTT][ MSE = 0.3615 | LCC = 0.8327 | SRCC = 0.8304 ]
+INFO:root:Average loss=0.2811152125016237
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3158 | LCC = 0.8291 | SRCC = 0.8242 ]
+INFO:root:Average loss=0.2718165877919931
+INFO:root:
+[Valid][14][UTT][ MSE = 0.2945 | LCC = 0.8375 | SRCC = 0.8343 ]
+INFO:root:Average loss=0.2624101071403577
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3194 | LCC = 0.8292 | SRCC = 0.8320 ]
+INFO:root:Average loss=0.2472265527034417
+INFO:root:
+[Valid][16][UTT][ MSE = 0.2801 | LCC = 0.8320 | SRCC = 0.8300 ]
+INFO:root:Average loss=0.27566335503107464
+INFO:root:
+[Valid][17][UTT][ MSE = 0.2892 | LCC = 0.8399 | SRCC = 0.8357 ]
+INFO:root:Average loss=0.2867658506983366
+INFO:root:
+[Valid][18][UTT][ MSE = 0.3240 | LCC = 0.8318 | SRCC = 0.8327 ]
+INFO:root:Average loss=0.24778572068764612
+INFO:root:
+[Valid][19][UTT][ MSE = 0.2929 | LCC = 0.8370 | SRCC = 0.8336 ]
+INFO:root:Average loss=0.2237925716699698
+INFO:root:
+[Valid][20][UTT][ MSE = 0.2828 | LCC = 0.8352 | SRCC = 0.8319 ]
+INFO:root:Average loss=0.21715211123228073
+INFO:root:
+[Valid][21][UTT][ MSE = 0.3266 | LCC = 0.8327 | SRCC = 0.8354 ]
+INFO:root:Average loss=0.22642765079553312
+INFO:root:
+[Valid][22][UTT][ MSE = 0.2903 | LCC = 0.8352 | SRCC = 0.8337 ]
+INFO:root:Average loss=0.24501121502656203
+INFO:root:
+[Valid][23][UTT][ MSE = 0.2886 | LCC = 0.8371 | SRCC = 0.8344 ]
+INFO:root:Average loss=0.2172897152411632
+INFO:root:
+[Valid][24][UTT][ MSE = 0.3128 | LCC = 0.8399 | SRCC = 0.8374 ]
+INFO:root:Average loss=0.2135363231675747
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2914 | LCC = 0.8404 | SRCC = 0.8393 ]
+INFO:root:Average loss=0.21708621524083307
+INFO:root:
+[Valid][26][UTT][ MSE = 0.3145 | LCC = 0.8350 | SRCC = 0.8377 ]
+INFO:root:Average loss=0.20595973424422434
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2861 | LCC = 0.8365 | SRCC = 0.8346 ]
+INFO:root:Average loss=0.21452233692010245
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2652 | LCC = 0.8372 | SRCC = 0.8357 ]
+INFO:root:Average loss=0.20534525314966837
+INFO:root:
+[Valid][29][UTT][ MSE = 0.2906 | LCC = 0.8438 | SRCC = 0.8398 ]
+INFO:root:Average loss=0.22432073702414831
+INFO:root:
+[Valid][30][UTT][ MSE = 0.4849 | LCC = 0.8185 | SRCC = 0.8335 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2757 | LCC = 0.8590 | SRCC = 0.8585 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer46/run1/config.gin b/results_bvcc/w2v2_xlsr_2b/layer46/run1/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer46/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_xlsr_2b/layer46/run1/model.pt b/results_bvcc/w2v2_xlsr_2b/layer46/run1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..f05ca6f02c8787e296d22263a18eff1bbeaa0166
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer46/run1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cb089b280bc4693adc511b877b95394d1a61d46d8c580b8adb4217d47942f50b
+size 5697099
diff --git a/results_bvcc/w2v2_xlsr_2b/layer46/run1/model_best.pt b/results_bvcc/w2v2_xlsr_2b/layer46/run1/model_best.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4ca15e892162ebd3de87d0ce11112169c1b48a8a
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer46/run1/model_best.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9487a686f5d5e04e6277fd0d2ec93a9d3182a13d7ece8dffe02b658a4279ace9
+size 5698758
diff --git a/results_bvcc/w2v2_xlsr_2b/layer46/run1/train.log b/results_bvcc/w2v2_xlsr_2b/layer46/run1/train.log
new file mode 100644
index 0000000000000000000000000000000000000000..ed537e5331ac3423db25a31fe32cecf87f640e46
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer46/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=0.7206788307581192
+INFO:root:
+[Valid][0][UTT][ MSE = 0.7831 | LCC = 0.4353 | SRCC = 0.4768 ]
+INFO:root:Average loss=0.4893983293038148
+INFO:root:
+[Valid][1][UTT][ MSE = 0.4009 | LCC = 0.7586 | SRCC = 0.7592 ]
+INFO:root:Average loss=0.43703350023581433
+INFO:root:
+[Valid][2][UTT][ MSE = 0.3643 | LCC = 0.7808 | SRCC = 0.7774 ]
+INFO:root:Average loss=0.3318770531660471
+INFO:root:
+[Valid][3][UTT][ MSE = 0.3800 | LCC = 0.7539 | SRCC = 0.7517 ]
+INFO:root:Average loss=0.3940461963797227
+INFO:root:
+[Valid][4][UTT][ MSE = 0.4696 | LCC = 0.8023 | SRCC = 0.8047 ]
+INFO:root:Average loss=0.3174651863101201
+INFO:root:
+[Valid][5][UTT][ MSE = 0.5556 | LCC = 0.7979 | SRCC = 0.8091 ]
+INFO:root:Average loss=0.2999968591790933
+INFO:root:
+[Valid][6][UTT][ MSE = 0.3163 | LCC = 0.8205 | SRCC = 0.8167 ]
+INFO:root:Average loss=0.28104600673302627
+INFO:root:
+[Valid][7][UTT][ MSE = 0.5294 | LCC = 0.8078 | SRCC = 0.8179 ]
+INFO:root:Average loss=0.26802708495121735
+INFO:root:
+[Valid][8][UTT][ MSE = 0.3141 | LCC = 0.8256 | SRCC = 0.8212 ]
+INFO:root:Average loss=0.28646537279471374
+INFO:root:
+[Valid][9][UTT][ MSE = 0.3676 | LCC = 0.8265 | SRCC = 0.8265 ]
+INFO:root:Average loss=0.33733715613683063
+INFO:root:
+[Valid][10][UTT][ MSE = 0.3294 | LCC = 0.8193 | SRCC = 0.8160 ]
+INFO:root:Average loss=0.3340873406865658
+INFO:root:
+[Valid][11][UTT][ MSE = 0.7218 | LCC = 0.8141 | SRCC = 0.8266 ]
+INFO:root:Average loss=0.31306282048806167
+INFO:root:
+[Valid][12][UTT][ MSE = 0.2914 | LCC = 0.8230 | SRCC = 0.8185 ]
+INFO:root:Average loss=0.24738399397868377
+INFO:root:
+[Valid][13][UTT][ MSE = 0.3448 | LCC = 0.8355 | SRCC = 0.8309 ]
+INFO:root:Average loss=0.2723316972454389
+INFO:root:
+[Valid][14][UTT][ MSE = 0.3343 | LCC = 0.8310 | SRCC = 0.8254 ]
+INFO:root:Average loss=0.26156446433220154
+INFO:root:
+[Valid][15][UTT][ MSE = 0.3162 | LCC = 0.8322 | SRCC = 0.8273 ]
+INFO:root:Average loss=0.26051197697718936
+INFO:root:
+[Valid][16][UTT][ MSE = 0.3565 | LCC = 0.8303 | SRCC = 0.8277 ]
+INFO:root:Average loss=0.23673642178376517
+INFO:root:
+[Valid][17][UTT][ MSE = 0.3371 | LCC = 0.8316 | SRCC = 0.8289 ]
+INFO:root:Average loss=0.25291135601508313
+INFO:root:
+[Valid][18][UTT][ MSE = 0.2972 | LCC = 0.8321 | SRCC = 0.8308 ]
+INFO:root:Average loss=0.2795618189833103
+INFO:root:
+[Valid][19][UTT][ MSE = 0.3935 | LCC = 0.8360 | SRCC = 0.8350 ]
+INFO:root:Average loss=0.23708207580523613
+INFO:root:
+[Valid][20][UTT][ MSE = 0.3756 | LCC = 0.8347 | SRCC = 0.8374 ]
+INFO:root:Average loss=0.22879493542206594
+INFO:root:
+[Valid][21][UTT][ MSE = 0.3285 | LCC = 0.8408 | SRCC = 0.8374 ]
+INFO:root:Average loss=0.2617316626203366
+INFO:root:
+[Valid][22][UTT][ MSE = 0.3325 | LCC = 0.8409 | SRCC = 0.8378 ]
+INFO:root:Average loss=0.22272566992502946
+INFO:root:
+[Valid][23][UTT][ MSE = 0.3086 | LCC = 0.8387 | SRCC = 0.8359 ]
+INFO:root:Average loss=0.2335178391673626
+INFO:root:
+[Valid][24][UTT][ MSE = 0.2960 | LCC = 0.8444 | SRCC = 0.8396 ]
+INFO:root:Average loss=0.21130298804014158
+INFO:root:
+[Valid][25][UTT][ MSE = 0.2687 | LCC = 0.8438 | SRCC = 0.8391 ]
+INFO:root:Average loss=0.24544849399572763
+INFO:root:
+[Valid][26][UTT][ MSE = 0.2777 | LCC = 0.8452 | SRCC = 0.8407 ]
+INFO:root:Average loss=0.22084321138950494
+INFO:root:
+[Valid][27][UTT][ MSE = 0.2871 | LCC = 0.8455 | SRCC = 0.8412 ]
+INFO:root:Average loss=0.21638540369577897
+INFO:root:
+[Valid][28][UTT][ MSE = 0.2970 | LCC = 0.8444 | SRCC = 0.8405 ]
+INFO:root:Average loss=0.20379051680748278
+INFO:root:
+[Valid][29][UTT][ MSE = 0.4108 | LCC = 0.8352 | SRCC = 0.8353 ]
+INFO:root:Average loss=0.20946937961838183
+INFO:root:
+[Valid][30][UTT][ MSE = 0.3533 | LCC = 0.8363 | SRCC = 0.8396 ]
+INFO:root:
+[Test][31][UTT][ MSE = 0.2640 | LCC = 0.8542 | SRCC = 0.8547 ]
diff --git a/results_bvcc/w2v2_xlsr_2b/layer46/run2/config.gin b/results_bvcc/w2v2_xlsr_2b/layer46/run2/config.gin
new file mode 100644
index 0000000000000000000000000000000000000000..d36a6964ab640c490fd7442e2d46a6fbe5fc84aa
--- /dev/null
+++ b/results_bvcc/w2v2_xlsr_2b/layer46/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