GS_bert5
This model is a fine-tuned version of biblo0507/GS_bert4 on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.1024
- F1: 0.6894
- Precision: 0.7204
- Recall: 0.6662
Model description
More information needed
Intended uses & limitations
More information needed
Training and evaluation data
More information needed
Training procedure
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 5e-05
- train_batch_size: 16
- eval_batch_size: 16
- seed: 42
- optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 500
- num_epochs: 350
Training results
Training Loss | Epoch | Step | Validation Loss | F1 | Precision | Recall |
---|---|---|---|---|---|---|
0.6926 | 1.0 | 45 | 0.6579 | 0.0484 | 0.05 | 0.0472 |
0.5138 | 2.0 | 90 | 0.4769 | 0.0246 | 0.0259 | 0.0236 |
0.3914 | 3.0 | 135 | 0.3539 | 0.0267 | 0.0278 | 0.0259 |
0.2927 | 4.0 | 180 | 0.2713 | 0.0447 | 0.0463 | 0.0435 |
0.2405 | 5.0 | 225 | 0.2181 | 0.0685 | 0.0722 | 0.0657 |
0.1995 | 6.0 | 270 | 0.1883 | 0.0534 | 0.0574 | 0.0505 |
0.1853 | 7.0 | 315 | 0.1732 | 0.0532 | 0.0574 | 0.05 |
0.1743 | 8.0 | 360 | 0.1660 | 0.0521 | 0.0556 | 0.0495 |
0.1701 | 9.0 | 405 | 0.1624 | 0.0767 | 0.0815 | 0.0731 |
0.1672 | 10.0 | 450 | 0.1594 | 0.1569 | 0.1648 | 0.1509 |
0.163 | 11.0 | 495 | 0.1553 | 0.2571 | 0.2704 | 0.2472 |
0.1563 | 12.0 | 540 | 0.1507 | 0.3257 | 0.3426 | 0.3130 |
0.151 | 13.0 | 585 | 0.1458 | 0.3717 | 0.3907 | 0.3574 |
0.1451 | 14.0 | 630 | 0.1422 | 0.3929 | 0.4130 | 0.3778 |
0.1388 | 15.0 | 675 | 0.1381 | 0.4161 | 0.4370 | 0.4005 |
0.1345 | 16.0 | 720 | 0.1349 | 0.4466 | 0.4685 | 0.4301 |
0.1298 | 17.0 | 765 | 0.1316 | 0.4757 | 0.4981 | 0.4588 |
0.1248 | 18.0 | 810 | 0.1285 | 0.4886 | 0.5111 | 0.4718 |
0.1198 | 19.0 | 855 | 0.1255 | 0.5196 | 0.5444 | 0.5009 |
0.115 | 20.0 | 900 | 0.1229 | 0.5347 | 0.5593 | 0.5162 |
0.1129 | 21.0 | 945 | 0.1209 | 0.5423 | 0.5667 | 0.5241 |
0.1083 | 22.0 | 990 | 0.1182 | 0.5669 | 0.5926 | 0.5477 |
0.1049 | 23.0 | 1035 | 0.1159 | 0.5836 | 0.6093 | 0.5644 |
0.1036 | 24.0 | 1080 | 0.1142 | 0.5960 | 0.6222 | 0.5764 |
0.0979 | 25.0 | 1125 | 0.1111 | 0.6103 | 0.6370 | 0.5903 |
0.0944 | 26.0 | 1170 | 0.1095 | 0.6175 | 0.6444 | 0.5972 |
0.0893 | 27.0 | 1215 | 0.1076 | 0.6040 | 0.6296 | 0.5847 |
0.0869 | 28.0 | 1260 | 0.1057 | 0.6132 | 0.6407 | 0.5926 |
0.0844 | 29.0 | 1305 | 0.1036 | 0.6384 | 0.6667 | 0.6171 |
0.0816 | 30.0 | 1350 | 0.1024 | 0.6339 | 0.6611 | 0.6134 |
0.0781 | 31.0 | 1395 | 0.1009 | 0.6354 | 0.6630 | 0.6148 |
0.0759 | 32.0 | 1440 | 0.0993 | 0.6333 | 0.6611 | 0.6125 |
0.0738 | 33.0 | 1485 | 0.0979 | 0.6405 | 0.6685 | 0.6194 |
0.0714 | 34.0 | 1530 | 0.0966 | 0.6429 | 0.6704 | 0.6222 |
0.0666 | 35.0 | 1575 | 0.0951 | 0.6534 | 0.6815 | 0.6324 |
0.0658 | 36.0 | 1620 | 0.0948 | 0.6474 | 0.6759 | 0.6259 |
0.0643 | 37.0 | 1665 | 0.0926 | 0.6550 | 0.6833 | 0.6338 |
0.0639 | 38.0 | 1710 | 0.0924 | 0.6492 | 0.6778 | 0.6278 |
0.0594 | 39.0 | 1755 | 0.0914 | 0.6603 | 0.6889 | 0.6389 |
0.0569 | 40.0 | 1800 | 0.0895 | 0.6553 | 0.6833 | 0.6343 |
0.0558 | 41.0 | 1845 | 0.0888 | 0.6638 | 0.6926 | 0.6421 |
0.0547 | 42.0 | 1890 | 0.0878 | 0.6603 | 0.6889 | 0.6389 |
0.0525 | 43.0 | 1935 | 0.0880 | 0.6659 | 0.6944 | 0.6444 |
0.0511 | 44.0 | 1980 | 0.0863 | 0.6556 | 0.6852 | 0.6333 |
0.0487 | 45.0 | 2025 | 0.0859 | 0.6709 | 0.7000 | 0.6491 |
0.0477 | 46.0 | 2070 | 0.0848 | 0.6675 | 0.6963 | 0.6458 |
0.0455 | 47.0 | 2115 | 0.0854 | 0.6606 | 0.6889 | 0.6394 |
0.043 | 48.0 | 2160 | 0.0836 | 0.6619 | 0.6907 | 0.6403 |
0.0437 | 49.0 | 2205 | 0.0841 | 0.6585 | 0.6870 | 0.6370 |
0.0422 | 50.0 | 2250 | 0.0833 | 0.6508 | 0.6796 | 0.6292 |
0.0419 | 51.0 | 2295 | 0.0830 | 0.6587 | 0.6870 | 0.6375 |
0.0406 | 52.0 | 2340 | 0.0821 | 0.6709 | 0.7 | 0.6491 |
0.0381 | 53.0 | 2385 | 0.0814 | 0.6720 | 0.7019 | 0.6495 |
0.0361 | 54.0 | 2430 | 0.0811 | 0.6566 | 0.6852 | 0.6352 |
0.0356 | 55.0 | 2475 | 0.0811 | 0.6688 | 0.6981 | 0.6468 |
0.0358 | 56.0 | 2520 | 0.0805 | 0.6690 | 0.6981 | 0.6472 |
0.0347 | 57.0 | 2565 | 0.0802 | 0.6688 | 0.6981 | 0.6468 |
0.0325 | 58.0 | 2610 | 0.0801 | 0.6690 | 0.6981 | 0.6472 |
0.0324 | 59.0 | 2655 | 0.0789 | 0.6741 | 0.7037 | 0.6519 |
0.0311 | 60.0 | 2700 | 0.0783 | 0.6688 | 0.6981 | 0.6468 |
0.0308 | 61.0 | 2745 | 0.0792 | 0.6635 | 0.6926 | 0.6417 |
0.0292 | 62.0 | 2790 | 0.0787 | 0.6595 | 0.6889 | 0.6375 |
0.0282 | 63.0 | 2835 | 0.0773 | 0.6664 | 0.6963 | 0.6440 |
0.0283 | 64.0 | 2880 | 0.0783 | 0.6690 | 0.6981 | 0.6472 |
0.0271 | 65.0 | 2925 | 0.0775 | 0.6738 | 0.7037 | 0.6514 |
0.027 | 66.0 | 2970 | 0.0786 | 0.6735 | 0.7037 | 0.6509 |
0.0265 | 67.0 | 3015 | 0.0777 | 0.6677 | 0.6963 | 0.6463 |
0.0252 | 68.0 | 3060 | 0.0780 | 0.6630 | 0.6926 | 0.6407 |
0.0249 | 69.0 | 3105 | 0.0760 | 0.6786 | 0.7093 | 0.6556 |
0.0236 | 70.0 | 3150 | 0.0776 | 0.6759 | 0.7056 | 0.6537 |
0.0229 | 71.0 | 3195 | 0.0771 | 0.6688 | 0.6981 | 0.6468 |
0.0232 | 72.0 | 3240 | 0.0766 | 0.6653 | 0.6944 | 0.6435 |
0.0224 | 73.0 | 3285 | 0.0764 | 0.6757 | 0.7056 | 0.6532 |
0.0221 | 74.0 | 3330 | 0.0762 | 0.6667 | 0.6963 | 0.6444 |
0.022 | 75.0 | 3375 | 0.0771 | 0.6646 | 0.6944 | 0.6421 |
0.0209 | 76.0 | 3420 | 0.0765 | 0.6725 | 0.7019 | 0.6505 |
0.0209 | 77.0 | 3465 | 0.0765 | 0.6741 | 0.7037 | 0.6519 |
0.02 | 78.0 | 3510 | 0.0763 | 0.6847 | 0.7148 | 0.6620 |
0.0196 | 79.0 | 3555 | 0.0767 | 0.6778 | 0.7074 | 0.6556 |
0.0193 | 80.0 | 3600 | 0.0761 | 0.6759 | 0.7056 | 0.6537 |
0.0181 | 81.0 | 3645 | 0.0757 | 0.6759 | 0.7056 | 0.6537 |
0.0183 | 82.0 | 3690 | 0.0764 | 0.6725 | 0.7019 | 0.6505 |
0.0176 | 83.0 | 3735 | 0.0757 | 0.6825 | 0.7130 | 0.6597 |
0.018 | 84.0 | 3780 | 0.0761 | 0.6775 | 0.7074 | 0.6551 |
0.0169 | 85.0 | 3825 | 0.0759 | 0.6804 | 0.7111 | 0.6574 |
0.0166 | 86.0 | 3870 | 0.0764 | 0.6762 | 0.7056 | 0.6542 |
0.0159 | 87.0 | 3915 | 0.0750 | 0.6791 | 0.7093 | 0.6565 |
0.0155 | 88.0 | 3960 | 0.0764 | 0.6841 | 0.7148 | 0.6611 |
0.0155 | 89.0 | 4005 | 0.0752 | 0.6807 | 0.7111 | 0.6579 |
0.0151 | 90.0 | 4050 | 0.0760 | 0.6857 | 0.7167 | 0.6625 |
0.0143 | 91.0 | 4095 | 0.0771 | 0.6720 | 0.7019 | 0.6495 |
0.015 | 92.0 | 4140 | 0.0764 | 0.6788 | 0.7093 | 0.6560 |
0.0141 | 93.0 | 4185 | 0.0774 | 0.6802 | 0.7111 | 0.6569 |
0.0138 | 94.0 | 4230 | 0.0759 | 0.6778 | 0.7074 | 0.6556 |
0.0133 | 95.0 | 4275 | 0.0763 | 0.6794 | 0.7093 | 0.6569 |
0.014 | 96.0 | 4320 | 0.0767 | 0.6717 | 0.7019 | 0.6491 |
0.0131 | 97.0 | 4365 | 0.0776 | 0.6709 | 0.7 | 0.6491 |
0.0126 | 98.0 | 4410 | 0.0768 | 0.6852 | 0.7167 | 0.6616 |
0.0124 | 99.0 | 4455 | 0.0777 | 0.6746 | 0.7056 | 0.6514 |
0.0121 | 100.0 | 4500 | 0.0765 | 0.6817 | 0.7130 | 0.6583 |
0.0121 | 101.0 | 4545 | 0.0782 | 0.6720 | 0.7019 | 0.6495 |
0.0115 | 102.0 | 4590 | 0.0765 | 0.6894 | 0.7204 | 0.6662 |
0.0116 | 103.0 | 4635 | 0.0779 | 0.6762 | 0.7056 | 0.6542 |
0.0112 | 104.0 | 4680 | 0.0764 | 0.6823 | 0.7130 | 0.6593 |
0.011 | 105.0 | 4725 | 0.0779 | 0.6704 | 0.7 | 0.6481 |
0.0106 | 106.0 | 4770 | 0.0767 | 0.6788 | 0.7093 | 0.6560 |
0.0102 | 107.0 | 4815 | 0.0778 | 0.6828 | 0.7130 | 0.6602 |
0.0106 | 108.0 | 4860 | 0.0776 | 0.6788 | 0.7093 | 0.6560 |
0.0105 | 109.0 | 4905 | 0.0766 | 0.6923 | 0.7241 | 0.6685 |
0.0101 | 110.0 | 4950 | 0.0781 | 0.6786 | 0.7093 | 0.6556 |
0.01 | 111.0 | 4995 | 0.0776 | 0.6720 | 0.7019 | 0.6495 |
0.0095 | 112.0 | 5040 | 0.0773 | 0.6876 | 0.7185 | 0.6644 |
0.0096 | 113.0 | 5085 | 0.0765 | 0.6878 | 0.7185 | 0.6648 |
0.0096 | 114.0 | 5130 | 0.0783 | 0.6857 | 0.7167 | 0.6625 |
0.0091 | 115.0 | 5175 | 0.0769 | 0.6754 | 0.7056 | 0.6528 |
0.0088 | 116.0 | 5220 | 0.0778 | 0.6807 | 0.7111 | 0.6579 |
0.0089 | 117.0 | 5265 | 0.0777 | 0.6878 | 0.7185 | 0.6648 |
0.0086 | 118.0 | 5310 | 0.0768 | 0.6794 | 0.7093 | 0.6569 |
0.0086 | 119.0 | 5355 | 0.0781 | 0.6910 | 0.7222 | 0.6676 |
0.0082 | 120.0 | 5400 | 0.0784 | 0.6878 | 0.7185 | 0.6648 |
0.0082 | 121.0 | 5445 | 0.0789 | 0.6847 | 0.7148 | 0.6620 |
0.0078 | 122.0 | 5490 | 0.0787 | 0.6810 | 0.7111 | 0.6583 |
0.0078 | 123.0 | 5535 | 0.0777 | 0.6788 | 0.7093 | 0.6560 |
0.0077 | 124.0 | 5580 | 0.0790 | 0.6810 | 0.7111 | 0.6583 |
0.0075 | 125.0 | 5625 | 0.0788 | 0.6839 | 0.7148 | 0.6606 |
0.0077 | 126.0 | 5670 | 0.0783 | 0.6841 | 0.7148 | 0.6611 |
0.0073 | 127.0 | 5715 | 0.0798 | 0.6844 | 0.7148 | 0.6616 |
0.007 | 128.0 | 5760 | 0.0787 | 0.6910 | 0.7222 | 0.6676 |
0.0071 | 129.0 | 5805 | 0.0798 | 0.6897 | 0.7204 | 0.6667 |
0.0072 | 130.0 | 5850 | 0.0789 | 0.6862 | 0.7167 | 0.6634 |
0.0068 | 131.0 | 5895 | 0.0796 | 0.6817 | 0.7130 | 0.6583 |
0.0066 | 132.0 | 5940 | 0.0796 | 0.6828 | 0.7130 | 0.6602 |
0.0067 | 133.0 | 5985 | 0.0798 | 0.6860 | 0.7167 | 0.6630 |
0.0068 | 134.0 | 6030 | 0.0787 | 0.6892 | 0.7204 | 0.6657 |
0.0061 | 135.0 | 6075 | 0.0789 | 0.6931 | 0.7241 | 0.6699 |
0.0062 | 136.0 | 6120 | 0.0799 | 0.6915 | 0.7222 | 0.6685 |
0.0061 | 137.0 | 6165 | 0.0803 | 0.6825 | 0.7130 | 0.6597 |
0.0058 | 138.0 | 6210 | 0.0803 | 0.6876 | 0.7185 | 0.6644 |
0.0062 | 139.0 | 6255 | 0.0795 | 0.6910 | 0.7222 | 0.6676 |
0.0057 | 140.0 | 6300 | 0.0801 | 0.6892 | 0.7204 | 0.6657 |
0.0054 | 141.0 | 6345 | 0.0810 | 0.6820 | 0.7130 | 0.6588 |
0.0055 | 142.0 | 6390 | 0.0817 | 0.6873 | 0.7185 | 0.6639 |
0.0055 | 143.0 | 6435 | 0.0810 | 0.6783 | 0.7093 | 0.6551 |
0.0053 | 144.0 | 6480 | 0.0806 | 0.6865 | 0.7167 | 0.6639 |
0.0054 | 145.0 | 6525 | 0.0811 | 0.6862 | 0.7167 | 0.6634 |
0.0052 | 146.0 | 6570 | 0.0811 | 0.6807 | 0.7111 | 0.6579 |
0.0054 | 147.0 | 6615 | 0.0812 | 0.6934 | 0.7241 | 0.6704 |
0.0054 | 148.0 | 6660 | 0.0817 | 0.6944 | 0.7259 | 0.6708 |
0.0051 | 149.0 | 6705 | 0.0813 | 0.6847 | 0.7148 | 0.6620 |
0.0049 | 150.0 | 6750 | 0.0814 | 0.6876 | 0.7185 | 0.6644 |
0.0048 | 151.0 | 6795 | 0.0811 | 0.6844 | 0.7148 | 0.6616 |
0.0046 | 152.0 | 6840 | 0.0826 | 0.6876 | 0.7185 | 0.6644 |
0.0046 | 153.0 | 6885 | 0.0834 | 0.6804 | 0.7111 | 0.6574 |
0.0047 | 154.0 | 6930 | 0.0828 | 0.6854 | 0.7167 | 0.6620 |
0.0045 | 155.0 | 6975 | 0.0834 | 0.6791 | 0.7093 | 0.6565 |
0.0045 | 156.0 | 7020 | 0.0825 | 0.6860 | 0.7167 | 0.6630 |
0.0043 | 157.0 | 7065 | 0.0817 | 0.6944 | 0.7259 | 0.6708 |
0.0043 | 158.0 | 7110 | 0.0828 | 0.6876 | 0.7185 | 0.6644 |
0.0044 | 159.0 | 7155 | 0.0838 | 0.6841 | 0.7148 | 0.6611 |
0.004 | 160.0 | 7200 | 0.0840 | 0.6796 | 0.7093 | 0.6574 |
0.0041 | 161.0 | 7245 | 0.0840 | 0.6889 | 0.7204 | 0.6653 |
0.004 | 162.0 | 7290 | 0.0850 | 0.6857 | 0.7167 | 0.6625 |
0.004 | 163.0 | 7335 | 0.0842 | 0.6913 | 0.7222 | 0.6681 |
0.004 | 164.0 | 7380 | 0.0845 | 0.6968 | 0.7278 | 0.6736 |
0.0037 | 165.0 | 7425 | 0.0844 | 0.6918 | 0.7222 | 0.6690 |
0.0038 | 166.0 | 7470 | 0.0824 | 0.7053 | 0.7370 | 0.6815 |
0.0039 | 167.0 | 7515 | 0.0838 | 0.6947 | 0.7259 | 0.6713 |
0.0038 | 168.0 | 7560 | 0.0844 | 0.6915 | 0.7222 | 0.6685 |
0.0036 | 169.0 | 7605 | 0.0840 | 0.6947 | 0.7259 | 0.6713 |
0.0036 | 170.0 | 7650 | 0.0844 | 0.6881 | 0.7185 | 0.6653 |
0.0034 | 171.0 | 7695 | 0.0849 | 0.6963 | 0.7278 | 0.6727 |
0.0035 | 172.0 | 7740 | 0.0850 | 0.6881 | 0.7185 | 0.6653 |
0.0035 | 173.0 | 7785 | 0.0840 | 0.6939 | 0.7241 | 0.6713 |
0.0035 | 174.0 | 7830 | 0.0857 | 0.6952 | 0.7259 | 0.6722 |
0.0036 | 175.0 | 7875 | 0.0855 | 0.6968 | 0.7278 | 0.6736 |
0.0033 | 176.0 | 7920 | 0.0860 | 0.6894 | 0.7204 | 0.6662 |
0.0033 | 177.0 | 7965 | 0.0862 | 0.6804 | 0.7111 | 0.6574 |
0.0033 | 178.0 | 8010 | 0.0864 | 0.6894 | 0.7204 | 0.6662 |
0.0033 | 179.0 | 8055 | 0.0879 | 0.6836 | 0.7148 | 0.6602 |
0.0034 | 180.0 | 8100 | 0.0861 | 0.6963 | 0.7278 | 0.6727 |
0.0032 | 181.0 | 8145 | 0.0869 | 0.6910 | 0.7222 | 0.6676 |
0.003 | 182.0 | 8190 | 0.0869 | 0.6931 | 0.7241 | 0.6699 |
0.0031 | 183.0 | 8235 | 0.0857 | 0.6860 | 0.7167 | 0.6630 |
0.003 | 184.0 | 8280 | 0.0862 | 0.6897 | 0.7204 | 0.6667 |
0.0028 | 185.0 | 8325 | 0.0866 | 0.6876 | 0.7185 | 0.6644 |
0.0028 | 186.0 | 8370 | 0.0874 | 0.6878 | 0.7185 | 0.6648 |
0.0027 | 187.0 | 8415 | 0.0870 | 0.6929 | 0.7241 | 0.6694 |
0.0029 | 188.0 | 8460 | 0.0882 | 0.6839 | 0.7148 | 0.6606 |
0.0028 | 189.0 | 8505 | 0.0879 | 0.6844 | 0.7148 | 0.6616 |
0.003 | 190.0 | 8550 | 0.0877 | 0.6894 | 0.7204 | 0.6662 |
0.0027 | 191.0 | 8595 | 0.0874 | 0.6894 | 0.7204 | 0.6662 |
0.0028 | 192.0 | 8640 | 0.0874 | 0.6878 | 0.7185 | 0.6648 |
0.0028 | 193.0 | 8685 | 0.0871 | 0.6841 | 0.7148 | 0.6611 |
0.0026 | 194.0 | 8730 | 0.0877 | 0.6844 | 0.7148 | 0.6616 |
0.0025 | 195.0 | 8775 | 0.0895 | 0.6847 | 0.7148 | 0.6620 |
0.0025 | 196.0 | 8820 | 0.0886 | 0.6915 | 0.7222 | 0.6685 |
0.0026 | 197.0 | 8865 | 0.0897 | 0.6823 | 0.7130 | 0.6593 |
0.0025 | 198.0 | 8910 | 0.0890 | 0.6894 | 0.7204 | 0.6662 |
0.0025 | 199.0 | 8955 | 0.0887 | 0.6876 | 0.7185 | 0.6644 |
0.0023 | 200.0 | 9000 | 0.0894 | 0.6931 | 0.7241 | 0.6699 |
0.0023 | 201.0 | 9045 | 0.0899 | 0.6878 | 0.7185 | 0.6648 |
0.0024 | 202.0 | 9090 | 0.0885 | 0.6947 | 0.7259 | 0.6713 |
0.0023 | 203.0 | 9135 | 0.0890 | 0.6918 | 0.7222 | 0.6690 |
0.0024 | 204.0 | 9180 | 0.0900 | 0.6788 | 0.7093 | 0.6560 |
0.0024 | 205.0 | 9225 | 0.0894 | 0.6950 | 0.7259 | 0.6718 |
0.0022 | 206.0 | 9270 | 0.0920 | 0.6878 | 0.7185 | 0.6648 |
0.0022 | 207.0 | 9315 | 0.0910 | 0.6910 | 0.7222 | 0.6676 |
0.0023 | 208.0 | 9360 | 0.0896 | 0.6947 | 0.7259 | 0.6713 |
0.0038 | 209.0 | 9405 | 0.0896 | 0.6804 | 0.7111 | 0.6574 |
0.0049 | 210.0 | 9450 | 0.0951 | 0.6807 | 0.7111 | 0.6579 |
0.0029 | 211.0 | 9495 | 0.0962 | 0.6635 | 0.6926 | 0.6417 |
0.0029 | 212.0 | 9540 | 0.0957 | 0.6725 | 0.7019 | 0.6505 |
0.0025 | 213.0 | 9585 | 0.0966 | 0.6709 | 0.7000 | 0.6491 |
0.0022 | 214.0 | 9630 | 0.0937 | 0.6810 | 0.7111 | 0.6583 |
0.0021 | 215.0 | 9675 | 0.0931 | 0.6791 | 0.7093 | 0.6565 |
0.002 | 216.0 | 9720 | 0.0937 | 0.6823 | 0.7130 | 0.6593 |
0.002 | 217.0 | 9765 | 0.0934 | 0.6844 | 0.7148 | 0.6616 |
0.0019 | 218.0 | 9810 | 0.0938 | 0.6775 | 0.7074 | 0.6551 |
0.0018 | 219.0 | 9855 | 0.0936 | 0.6791 | 0.7093 | 0.6565 |
0.0019 | 220.0 | 9900 | 0.0926 | 0.6844 | 0.7148 | 0.6616 |
0.0019 | 221.0 | 9945 | 0.0934 | 0.6839 | 0.7148 | 0.6606 |
0.0017 | 222.0 | 9990 | 0.0928 | 0.6894 | 0.7204 | 0.6662 |
0.0017 | 223.0 | 10035 | 0.0938 | 0.6878 | 0.7185 | 0.6648 |
0.0018 | 224.0 | 10080 | 0.0937 | 0.6812 | 0.7111 | 0.6588 |
0.0017 | 225.0 | 10125 | 0.0940 | 0.6878 | 0.7185 | 0.6648 |
0.0018 | 226.0 | 10170 | 0.0942 | 0.6841 | 0.7148 | 0.6611 |
0.0018 | 227.0 | 10215 | 0.0943 | 0.6810 | 0.7111 | 0.6583 |
0.0018 | 228.0 | 10260 | 0.0937 | 0.6860 | 0.7167 | 0.6630 |
0.0016 | 229.0 | 10305 | 0.0948 | 0.6860 | 0.7167 | 0.6630 |
0.0017 | 230.0 | 10350 | 0.0947 | 0.6894 | 0.7204 | 0.6662 |
0.0016 | 231.0 | 10395 | 0.0952 | 0.6807 | 0.7111 | 0.6579 |
0.0015 | 232.0 | 10440 | 0.0947 | 0.6807 | 0.7111 | 0.6579 |
0.0016 | 233.0 | 10485 | 0.0943 | 0.6841 | 0.7148 | 0.6611 |
0.0016 | 234.0 | 10530 | 0.0951 | 0.6860 | 0.7167 | 0.6630 |
0.0016 | 235.0 | 10575 | 0.0949 | 0.6876 | 0.7185 | 0.6644 |
0.0015 | 236.0 | 10620 | 0.0948 | 0.6860 | 0.7167 | 0.6630 |
0.0016 | 237.0 | 10665 | 0.0956 | 0.6825 | 0.7130 | 0.6597 |
0.0015 | 238.0 | 10710 | 0.0957 | 0.6841 | 0.7148 | 0.6611 |
0.0015 | 239.0 | 10755 | 0.0956 | 0.6860 | 0.7167 | 0.6630 |
0.0016 | 240.0 | 10800 | 0.0954 | 0.6844 | 0.7148 | 0.6616 |
0.0015 | 241.0 | 10845 | 0.0963 | 0.6810 | 0.7111 | 0.6583 |
0.0015 | 242.0 | 10890 | 0.0959 | 0.6876 | 0.7185 | 0.6644 |
0.0014 | 243.0 | 10935 | 0.0965 | 0.6913 | 0.7222 | 0.6681 |
0.0015 | 244.0 | 10980 | 0.0969 | 0.6878 | 0.7185 | 0.6648 |
0.0015 | 245.0 | 11025 | 0.0958 | 0.6854 | 0.7167 | 0.6620 |
0.0014 | 246.0 | 11070 | 0.0967 | 0.6892 | 0.7204 | 0.6657 |
0.0014 | 247.0 | 11115 | 0.0961 | 0.6894 | 0.7204 | 0.6662 |
0.0014 | 248.0 | 11160 | 0.0968 | 0.6931 | 0.7241 | 0.6699 |
0.0014 | 249.0 | 11205 | 0.0955 | 0.6926 | 0.7241 | 0.6690 |
0.0014 | 250.0 | 11250 | 0.0973 | 0.6913 | 0.7222 | 0.6681 |
0.0013 | 251.0 | 11295 | 0.0968 | 0.6844 | 0.7148 | 0.6616 |
0.0014 | 252.0 | 11340 | 0.0970 | 0.6915 | 0.7222 | 0.6685 |
0.0013 | 253.0 | 11385 | 0.0963 | 0.6931 | 0.7241 | 0.6699 |
0.0013 | 254.0 | 11430 | 0.0970 | 0.6862 | 0.7167 | 0.6634 |
0.0012 | 255.0 | 11475 | 0.0966 | 0.6860 | 0.7167 | 0.6630 |
0.0013 | 256.0 | 11520 | 0.0969 | 0.6828 | 0.7130 | 0.6602 |
0.0013 | 257.0 | 11565 | 0.0969 | 0.6823 | 0.7130 | 0.6593 |
0.0013 | 258.0 | 11610 | 0.0967 | 0.6878 | 0.7185 | 0.6648 |
0.0013 | 259.0 | 11655 | 0.0974 | 0.6897 | 0.7204 | 0.6667 |
0.0013 | 260.0 | 11700 | 0.0980 | 0.6878 | 0.7185 | 0.6648 |
0.0012 | 261.0 | 11745 | 0.0985 | 0.6862 | 0.7167 | 0.6634 |
0.0013 | 262.0 | 11790 | 0.0984 | 0.6876 | 0.7185 | 0.6644 |
0.0012 | 263.0 | 11835 | 0.0981 | 0.6825 | 0.7130 | 0.6597 |
0.0012 | 264.0 | 11880 | 0.0977 | 0.6899 | 0.7204 | 0.6671 |
0.0012 | 265.0 | 11925 | 0.0982 | 0.6878 | 0.7185 | 0.6648 |
0.0012 | 266.0 | 11970 | 0.0984 | 0.6984 | 0.7296 | 0.675 |
0.0012 | 267.0 | 12015 | 0.0972 | 0.6910 | 0.7222 | 0.6676 |
0.0012 | 268.0 | 12060 | 0.0975 | 0.6913 | 0.7222 | 0.6681 |
0.0012 | 269.0 | 12105 | 0.0984 | 0.6931 | 0.7241 | 0.6699 |
0.0012 | 270.0 | 12150 | 0.0980 | 0.6913 | 0.7222 | 0.6681 |
0.0012 | 271.0 | 12195 | 0.0983 | 0.6947 | 0.7259 | 0.6713 |
0.0011 | 272.0 | 12240 | 0.0992 | 0.6913 | 0.7222 | 0.6681 |
0.0012 | 273.0 | 12285 | 0.0983 | 0.6878 | 0.7185 | 0.6648 |
0.0012 | 274.0 | 12330 | 0.0983 | 0.6865 | 0.7167 | 0.6639 |
0.0011 | 275.0 | 12375 | 0.0982 | 0.6934 | 0.7241 | 0.6704 |
0.0011 | 276.0 | 12420 | 0.0988 | 0.6902 | 0.7204 | 0.6676 |
0.0012 | 277.0 | 12465 | 0.0988 | 0.6950 | 0.7259 | 0.6718 |
0.0011 | 278.0 | 12510 | 0.0984 | 0.6931 | 0.7241 | 0.6699 |
0.0011 | 279.0 | 12555 | 0.0979 | 0.6873 | 0.7185 | 0.6639 |
0.0011 | 280.0 | 12600 | 0.0981 | 0.6926 | 0.7241 | 0.6690 |
0.0011 | 281.0 | 12645 | 0.0986 | 0.6913 | 0.7222 | 0.6681 |
0.0011 | 282.0 | 12690 | 0.0994 | 0.6881 | 0.7185 | 0.6653 |
0.0011 | 283.0 | 12735 | 0.0996 | 0.6841 | 0.7148 | 0.6611 |
0.0011 | 284.0 | 12780 | 0.1000 | 0.6876 | 0.7185 | 0.6644 |
0.0011 | 285.0 | 12825 | 0.1001 | 0.6860 | 0.7167 | 0.6630 |
0.001 | 286.0 | 12870 | 0.0998 | 0.6860 | 0.7167 | 0.6630 |
0.0011 | 287.0 | 12915 | 0.1001 | 0.6894 | 0.7204 | 0.6662 |
0.001 | 288.0 | 12960 | 0.1005 | 0.6878 | 0.7185 | 0.6648 |
0.001 | 289.0 | 13005 | 0.1001 | 0.6960 | 0.7278 | 0.6722 |
0.001 | 290.0 | 13050 | 0.1002 | 0.6963 | 0.7278 | 0.6727 |
0.0011 | 291.0 | 13095 | 0.1007 | 0.6947 | 0.7259 | 0.6713 |
0.001 | 292.0 | 13140 | 0.1006 | 0.6876 | 0.7185 | 0.6644 |
0.001 | 293.0 | 13185 | 0.0998 | 0.6929 | 0.7241 | 0.6694 |
0.001 | 294.0 | 13230 | 0.1008 | 0.6894 | 0.7204 | 0.6662 |
0.0009 | 295.0 | 13275 | 0.1005 | 0.6860 | 0.7167 | 0.6630 |
0.001 | 296.0 | 13320 | 0.1006 | 0.6892 | 0.7204 | 0.6657 |
0.001 | 297.0 | 13365 | 0.1011 | 0.6929 | 0.7241 | 0.6694 |
0.001 | 298.0 | 13410 | 0.1011 | 0.6873 | 0.7185 | 0.6639 |
0.0009 | 299.0 | 13455 | 0.1007 | 0.6892 | 0.7204 | 0.6657 |
0.0009 | 300.0 | 13500 | 0.1006 | 0.6929 | 0.7241 | 0.6694 |
0.0009 | 301.0 | 13545 | 0.1009 | 0.6860 | 0.7167 | 0.6630 |
0.0009 | 302.0 | 13590 | 0.1015 | 0.6857 | 0.7167 | 0.6625 |
0.001 | 303.0 | 13635 | 0.1014 | 0.6929 | 0.7241 | 0.6694 |
0.001 | 304.0 | 13680 | 0.1007 | 0.6926 | 0.7241 | 0.6690 |
0.0009 | 305.0 | 13725 | 0.1011 | 0.6929 | 0.7241 | 0.6694 |
0.0009 | 306.0 | 13770 | 0.1009 | 0.6913 | 0.7222 | 0.6681 |
0.001 | 307.0 | 13815 | 0.1007 | 0.6947 | 0.7259 | 0.6713 |
0.0009 | 308.0 | 13860 | 0.1009 | 0.6929 | 0.7241 | 0.6694 |
0.0009 | 309.0 | 13905 | 0.1005 | 0.6894 | 0.7204 | 0.6662 |
0.0009 | 310.0 | 13950 | 0.1011 | 0.6878 | 0.7185 | 0.6648 |
0.0009 | 311.0 | 13995 | 0.1011 | 0.6878 | 0.7185 | 0.6648 |
0.0008 | 312.0 | 14040 | 0.1009 | 0.6876 | 0.7185 | 0.6644 |
0.0009 | 313.0 | 14085 | 0.1009 | 0.6913 | 0.7222 | 0.6681 |
0.0009 | 314.0 | 14130 | 0.1014 | 0.6931 | 0.7241 | 0.6699 |
0.0009 | 315.0 | 14175 | 0.1004 | 0.6910 | 0.7222 | 0.6676 |
0.0008 | 316.0 | 14220 | 0.1013 | 0.6860 | 0.7167 | 0.6630 |
0.0009 | 317.0 | 14265 | 0.1010 | 0.6910 | 0.7222 | 0.6676 |
0.0009 | 318.0 | 14310 | 0.1020 | 0.6910 | 0.7222 | 0.6676 |
0.0009 | 319.0 | 14355 | 0.1020 | 0.6878 | 0.7185 | 0.6648 |
0.0009 | 320.0 | 14400 | 0.1022 | 0.6878 | 0.7185 | 0.6648 |
0.0008 | 321.0 | 14445 | 0.1021 | 0.6878 | 0.7185 | 0.6648 |
0.0009 | 322.0 | 14490 | 0.1022 | 0.6878 | 0.7185 | 0.6648 |
0.0008 | 323.0 | 14535 | 0.1019 | 0.6929 | 0.7241 | 0.6694 |
0.0009 | 324.0 | 14580 | 0.1018 | 0.6878 | 0.7185 | 0.6648 |
0.0008 | 325.0 | 14625 | 0.1020 | 0.6860 | 0.7167 | 0.6630 |
0.0008 | 326.0 | 14670 | 0.1018 | 0.6910 | 0.7222 | 0.6676 |
0.0009 | 327.0 | 14715 | 0.1022 | 0.6892 | 0.7204 | 0.6657 |
0.0009 | 328.0 | 14760 | 0.1025 | 0.6894 | 0.7204 | 0.6662 |
0.0009 | 329.0 | 14805 | 0.1024 | 0.6897 | 0.7204 | 0.6667 |
0.0008 | 330.0 | 14850 | 0.1025 | 0.6857 | 0.7167 | 0.6625 |
0.0008 | 331.0 | 14895 | 0.1024 | 0.6876 | 0.7185 | 0.6644 |
0.0008 | 332.0 | 14940 | 0.1022 | 0.6910 | 0.7222 | 0.6676 |
0.0008 | 333.0 | 14985 | 0.1026 | 0.6876 | 0.7185 | 0.6644 |
0.0008 | 334.0 | 15030 | 0.1027 | 0.6876 | 0.7185 | 0.6644 |
0.0008 | 335.0 | 15075 | 0.1028 | 0.6857 | 0.7167 | 0.6625 |
0.0008 | 336.0 | 15120 | 0.1027 | 0.6876 | 0.7185 | 0.6644 |
0.0008 | 337.0 | 15165 | 0.1024 | 0.6910 | 0.7222 | 0.6676 |
0.0008 | 338.0 | 15210 | 0.1023 | 0.6913 | 0.7222 | 0.6681 |
0.0008 | 339.0 | 15255 | 0.1025 | 0.6878 | 0.7185 | 0.6648 |
0.0008 | 340.0 | 15300 | 0.1025 | 0.6876 | 0.7185 | 0.6644 |
0.0008 | 341.0 | 15345 | 0.1023 | 0.6876 | 0.7185 | 0.6644 |
0.0008 | 342.0 | 15390 | 0.1023 | 0.6876 | 0.7185 | 0.6644 |
0.0008 | 343.0 | 15435 | 0.1022 | 0.6894 | 0.7204 | 0.6662 |
0.0008 | 344.0 | 15480 | 0.1023 | 0.6894 | 0.7204 | 0.6662 |
0.0008 | 345.0 | 15525 | 0.1023 | 0.6894 | 0.7204 | 0.6662 |
0.0008 | 346.0 | 15570 | 0.1024 | 0.6894 | 0.7204 | 0.6662 |
0.0008 | 347.0 | 15615 | 0.1023 | 0.6894 | 0.7204 | 0.6662 |
0.0008 | 348.0 | 15660 | 0.1024 | 0.6894 | 0.7204 | 0.6662 |
0.0008 | 349.0 | 15705 | 0.1024 | 0.6894 | 0.7204 | 0.6662 |
0.0008 | 350.0 | 15750 | 0.1024 | 0.6894 | 0.7204 | 0.6662 |
Framework versions
- Transformers 4.51.0.dev0
- Pytorch 2.5.1+cu121
- Datasets 3.4.1
- Tokenizers 0.21.0
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