| EPOCH TIMESTAMP BAD_EPOCHS LEARNING_RATE TRAIN_LOSS DEV_LOSS DEV_PRECISION DEV_RECALL DEV_F1 | |
| 1 22:21:51 0 0.3000 17.472273126244545 6.965503692626953 0.5674 0.4716 0.5151 | |
| 2 22:22:23 0 0.3000 6.331819538027048 4.563994407653809 0.6817 0.5825 0.6282 | |
| 3 22:22:54 0 0.3000 4.54547656327486 3.692333459854126 0.7664 0.6469 0.7016 | |
| 4 22:23:26 1 0.3000 3.8078860715031624 3.748687267303467 0.8339 0.5954 0.6947 | |
| 5 22:23:51 0 0.3000 3.224332842975855 3.788922071456909 0.8095 0.6353 0.7119 | |
| 6 22:24:23 0 0.3000 2.825058188289404 2.498257875442505 0.8136 0.7990 0.8062 | |
| 7 22:24:54 1 0.3000 2.5590385776013136 2.939021587371826 0.7698 0.8144 0.7915 | |
| 8 22:25:20 2 0.3000 2.3768120519816875 2.844846248626709 0.8433 0.7629 0.8011 | |
| 9 22:25:46 0 0.3000 2.212526123970747 2.5015368461608887 0.8424 0.7784 0.8091 | |
| 10 22:26:18 0 0.3000 2.033915653824806 2.623438596725464 0.7978 0.8338 0.8154 | |
| 11 22:26:50 0 0.3000 2.0886431019753218 2.2910242080688477 0.8364 0.8299 0.8331 | |
| 12 22:27:19 0 0.3000 1.771607938222587 2.2936065196990967 0.8693 0.8144 0.8410 | |
| 13 22:27:51 1 0.3000 1.6983198607340455 2.2538070678710938 0.8406 0.7951 0.8172 | |
| 14 22:28:18 2 0.3000 1.5571402702480555 2.3815298080444336 0.8421 0.7835 0.8117 | |
| 15 22:28:41 3 0.3000 1.5201340597122908 2.4031999111175537 0.8024 0.8582 0.8294 | |
| 16 22:29:03 0 0.3000 1.423526513390243 2.368293523788452 0.8253 0.8647 0.8446 | |
| 17 22:29:35 1 0.3000 1.445368747226894 2.311508893966675 0.8146 0.8608 0.8371 | |
| 18 22:30:01 0 0.3000 1.3587858071550727 2.274489164352417 0.8808 0.8286 0.8539 | |
| 19 22:30:33 1 0.3000 1.3014102596789598 2.287468910217285 0.8556 0.8325 0.8439 | |
| 20 22:30:59 0 0.3000 1.279892211779952 2.206141948699951 0.8629 0.8518 0.8573 | |
| 21 22:31:28 1 0.3000 1.2296404428780079 2.239777088165283 0.8437 0.8557 0.8496 | |
| 22 22:31:51 2 0.3000 1.120644735172391 2.220460891723633 0.8460 0.8492 0.8476 | |
| 23 22:32:14 3 0.3000 1.1178421676158905 2.244847059249878 0.8590 0.8479 0.8534 | |
| 24 22:32:37 4 0.3000 1.0228932620957494 2.5024445056915283 0.8118 0.8724 0.8410 | |
| 25 22:33:01 0 0.1500 0.917114042211324 2.068671226501465 0.8708 0.8686 0.8697 | |
| 26 22:33:30 0 0.1500 0.8054926390759647 2.149716854095459 0.8651 0.8763 0.8707 | |
| 27 22:33:59 1 0.1500 0.7934768856503069 2.0705320835113525 0.8693 0.8570 0.8631 | |
| 28 22:34:23 2 0.1500 0.7813156247138977 2.1735875606536865 0.8710 0.8698 0.8704 | |
| 29 22:34:47 3 0.1500 0.7485080468468368 2.2071945667266846 0.8595 0.8750 0.8672 | |
| 30 22:35:11 0 0.1500 0.7276866999454796 2.2505757808685303 0.8672 0.8750 0.8711 | |
| 31 22:35:42 1 0.1500 0.6818905016407371 2.1375606060028076 0.8718 0.8673 0.8695 | |
| 32 22:36:08 2 0.1500 0.6471196250058711 2.1708431243896484 0.8675 0.8608 0.8642 | |
| 33 22:36:31 0 0.1500 0.638990780338645 2.225886583328247 0.8784 0.8750 0.8767 | |
| 34 22:37:01 1 0.1500 0.6303823431953788 2.291550397872925 0.8706 0.8673 0.8689 | |
| 35 22:37:24 0 0.1500 0.6683211764320731 2.2020788192749023 0.8772 0.8840 0.8806 | |
| 36 22:37:54 1 0.1500 0.5994818117469549 2.289341449737549 0.8747 0.8814 0.8780 | |
| 37 22:38:17 2 0.1500 0.623131156899035 2.224529981613159 0.8691 0.8814 0.8752 | |
| 38 22:38:41 3 0.1500 0.6067021316848695 2.509596347808838 0.8695 0.8840 0.8767 | |
| 39 22:39:04 4 0.1500 0.5841562657151371 2.2750895023345947 0.8658 0.8814 0.8736 | |
| 40 22:39:27 1 0.0750 0.54271514643915 2.2930290699005127 0.8776 0.8776 0.8776 | |
| 41 22:39:52 2 0.0750 0.5555255371145904 2.247403860092163 0.8740 0.8853 0.8796 | |
| 42 22:40:15 3 0.0750 0.49450826831161976 2.3375790119171143 0.8734 0.8711 0.8723 | |
| 43 22:40:39 0 0.0750 0.5016048294492066 2.2947566509246826 0.8715 0.8918 0.8815 | |
| 44 22:41:08 1 0.0750 0.48831119225360453 2.3227221965789795 0.8683 0.8918 0.8798 | |
| 45 22:41:32 0 0.0750 0.47807430871762335 2.2496578693389893 0.8745 0.8892 0.8818 | |
| 46 22:42:02 0 0.0750 0.4982724557630718 2.284778356552124 0.8755 0.8969 0.8861 | |
| 47 22:42:31 1 0.0750 0.48725942405872047 2.348423957824707 0.8726 0.8918 0.8821 | |
| 48 22:42:55 2 0.0750 0.47411922947503626 2.2794902324676514 0.8742 0.8866 0.8804 | |
| 49 22:43:18 3 0.0750 0.44736177870072424 2.3296754360198975 0.8750 0.8930 0.8839 | |
| 50 22:43:42 4 0.0750 0.45091298990882933 2.3168609142303467 0.8722 0.8879 0.8799 | |
| 51 22:44:05 1 0.0375 0.41667158529162407 2.3459651470184326 0.8703 0.8905 0.8803 | |
| 52 22:44:28 2 0.0375 0.46220739278942347 2.3504903316497803 0.8714 0.8905 0.8808 | |
| 53 22:44:51 3 0.0375 0.42694262927398086 2.3319015502929688 0.8725 0.8905 0.8814 | |
| 54 22:45:14 4 0.0375 0.44180342671461403 2.3736486434936523 0.8748 0.8918 0.8832 | |
| 55 22:45:38 1 0.0187 0.43295063031837344 2.3521299362182617 0.8717 0.8930 0.8822 | |
| 56 22:46:02 2 0.0187 0.44154200330376625 2.341326951980591 0.8748 0.8918 0.8832 | |
| 57 22:46:26 3 0.0187 0.4436059354338795 2.370931386947632 0.8723 0.8892 0.8807 | |
| 58 22:46:52 4 0.0187 0.43259974638931453 2.3615732192993164 0.8759 0.8918 0.8838 | |
| 59 22:47:18 1 0.0094 0.4402118099387735 2.3688137531280518 0.8748 0.8918 0.8832 | |
| 60 22:47:44 2 0.0094 0.44715206464752555 2.3603522777557373 0.8756 0.8892 0.8824 | |
| 61 22:48:07 3 0.0094 0.3985748381819576 2.3601460456848145 0.8747 0.8905 0.8825 | |
| 62 22:48:30 4 0.0094 0.4179883445613086 2.362473726272583 0.8747 0.8905 0.8825 | |
| 63 22:48:53 1 0.0047 0.4112482126802206 2.3569560050964355 0.8756 0.8892 0.8824 | |
| 64 22:49:16 2 0.0047 0.4033759217709303 2.3631749153137207 0.8759 0.8918 0.8838 | |
| 65 22:49:40 3 0.0047 0.42369257449172437 2.366528034210205 0.8759 0.8918 0.8838 | |
| 66 22:50:03 4 0.0047 0.43378317006863654 2.3644633293151855 0.8737 0.8918 0.8827 | |
| 67 22:50:26 1 0.0023 0.41813112958334386 2.3589577674865723 0.8748 0.8918 0.8832 | |
| 68 22:50:50 2 0.0023 0.41330498654861003 2.364949941635132 0.8748 0.8918 0.8832 | |
| 69 22:51:14 3 0.0023 0.41404458112083375 2.364715337753296 0.8761 0.8930 0.8845 | |
| 70 22:51:38 4 0.0023 0.40569780580699444 2.366793394088745 0.8750 0.8930 0.8839 | |
| 71 22:52:01 1 0.0012 0.39920941134914756 2.367583751678467 0.8739 0.8930 0.8834 | |
| 72 22:52:24 2 0.0012 0.4466242743656039 2.3672447204589844 0.8737 0.8918 0.8827 | |
| 73 22:52:48 3 0.0012 0.49336252780631185 2.3676764965057373 0.8750 0.8930 0.8839 | |
| 74 22:53:11 4 0.0012 0.41680092574097216 2.3728187084198 0.8737 0.8918 0.8827 | |
| 75 22:53:34 1 0.0006 0.40637461957521737 2.3737502098083496 0.8750 0.8930 0.8839 | |
| 76 22:53:58 2 0.0006 0.3958528663497418 2.3736560344696045 0.8750 0.8930 0.8839 | |
| 77 22:54:21 3 0.0006 0.4052965778391808 2.373429536819458 0.8750 0.8930 0.8839 | |
| 78 22:54:44 4 0.0006 0.4628065589349717 2.3730530738830566 0.8750 0.8930 0.8839 | |
| 79 22:55:08 1 0.0003 0.4144555260427296 2.3730993270874023 0.8750 0.8930 0.8839 | |
| 80 22:55:31 2 0.0003 0.4305266817100346 2.3732383251190186 0.8750 0.8930 0.8839 | |
| 81 22:55:55 3 0.0003 0.4842997221276164 2.37296199798584 0.8750 0.8930 0.8839 | |
| 82 22:56:18 4 0.0003 0.4898713151924312 2.373277187347412 0.8750 0.8930 0.8839 | |
| 83 22:56:41 1 0.0001 0.40637412085197866 2.372835636138916 0.8750 0.8930 0.8839 | |
| 84 22:57:04 2 0.0001 0.4238975855987519 2.372957944869995 0.8750 0.8930 0.8839 | |
| 85 22:57:28 3 0.0001 0.4228640552610159 2.3727893829345703 0.8750 0.8930 0.8839 | |
| 86 22:57:52 4 0.0001 0.4088873646687716 2.37283992767334 0.8750 0.8930 0.8839 |