--- library_name: transformers base_model: Arthur-Tsai/histv4_pretrain_tssp-smlm tags: - generated_from_trainer metrics: - accuracy model-index: - name: histv4_ftis_pretrain_tssp-smlm results: [] --- # histv4_ftis_pretrain_tssp-smlm This model is a fine-tuned version of [Arthur-Tsai/histv4_pretrain_tssp-smlm](https://huggingface.co/Arthur-Tsai/histv4_pretrain_tssp-smlm) on an unknown dataset. It achieves the following results on the evaluation set: - Loss: 1.1632 - Accuracy: 0.9363 - Macro F1: 0.8424 ## 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: 0.0001 - train_batch_size: 8 - eval_batch_size: 4 - 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: 6731 - training_steps: 134625 ### Training results | Training Loss | Epoch | Step | Validation Loss | Accuracy | Macro F1 | |:-------------:|:--------:|:-----:|:---------------:|:--------:|:--------:| | 55.3894 | 0.0010 | 134 | 35.1324 | 0.0984 | 0.0386 | | 18.918 | 1.0010 | 268 | 10.1671 | 0.2393 | 0.0602 | | 8.5997 | 2.0010 | 402 | 7.6994 | 0.4769 | 0.1186 | | 7.1174 | 3.0010 | 536 | 6.9546 | 0.5783 | 0.1517 | | 6.2204 | 4.0010 | 670 | 5.7874 | 0.6025 | 0.1633 | | 5.4044 | 5.0010 | 804 | 5.0189 | 0.6174 | 0.1677 | | 5.4034 | 6.0010 | 938 | 4.6322 | 0.6239 | 0.1754 | | 4.5241 | 7.0009 | 1072 | 4.1836 | 0.6375 | 0.1789 | | 4.0434 | 8.0009 | 1206 | 3.6530 | 0.6487 | 0.1929 | | 3.7176 | 9.0009 | 1340 | 3.0832 | 0.6448 | 0.1825 | | 3.157 | 10.0009 | 1474 | 2.7375 | 0.6690 | 0.1988 | | 2.9552 | 11.0009 | 1608 | 2.5801 | 0.6866 | 0.2334 | | 2.701 | 12.0009 | 1742 | 2.3763 | 0.6942 | 0.2421 | | 2.6541 | 13.0009 | 1876 | 2.2104 | 0.7097 | 0.2634 | | 2.4742 | 14.0009 | 2010 | 2.2566 | 0.7047 | 0.2659 | | 2.4582 | 15.0009 | 2144 | 2.1282 | 0.7252 | 0.3072 | | 2.1877 | 16.0009 | 2278 | 2.1017 | 0.7319 | 0.3179 | | 2.1537 | 17.0009 | 2412 | 2.0268 | 0.7361 | 0.3329 | | 2.0021 | 18.0009 | 2546 | 1.9605 | 0.7479 | 0.3561 | | 1.9491 | 19.0009 | 2680 | 1.8756 | 0.7546 | 0.3802 | | 1.9159 | 20.0008 | 2814 | 1.7724 | 0.7650 | 0.4046 | | 1.8062 | 21.0008 | 2948 | 1.7757 | 0.7744 | 0.4063 | | 1.713 | 22.0008 | 3082 | 1.8805 | 0.7571 | 0.4120 | | 1.6901 | 23.0008 | 3216 | 1.7198 | 0.7854 | 0.4417 | | 1.6065 | 24.0008 | 3350 | 1.7338 | 0.7770 | 0.4449 | | 1.6351 | 25.0008 | 3484 | 1.6711 | 0.7874 | 0.4570 | | 1.5468 | 26.0008 | 3618 | 1.6827 | 0.7886 | 0.4569 | | 1.4436 | 27.0008 | 3752 | 1.6055 | 0.7955 | 0.4648 | | 1.3852 | 28.0008 | 3886 | 1.5738 | 0.8043 | 0.4968 | | 1.3806 | 29.0008 | 4020 | 1.5726 | 0.8032 | 0.5033 | | 1.3412 | 30.0008 | 4154 | 1.5599 | 0.8129 | 0.5217 | | 1.2908 | 31.0008 | 4288 | 1.5065 | 0.8154 | 0.5289 | | 1.2871 | 32.0008 | 4422 | 1.5368 | 0.8193 | 0.5313 | | 1.1652 | 33.0008 | 4556 | 1.5389 | 0.8203 | 0.5497 | | 1.1798 | 34.0007 | 4690 | 1.5526 | 0.8239 | 0.5460 | | 1.0976 | 35.0007 | 4824 | 1.4046 | 0.8290 | 0.5637 | | 1.1273 | 36.0007 | 4958 | 1.4097 | 0.8338 | 0.5728 | | 1.0345 | 37.0007 | 5092 | 1.4208 | 0.8362 | 0.5806 | | 1.026 | 38.0007 | 5226 | 1.4389 | 0.8296 | 0.5714 | | 1.0661 | 39.0007 | 5360 | 1.4622 | 0.8374 | 0.5810 | | 0.946 | 40.0007 | 5494 | 1.4262 | 0.8379 | 0.5954 | | 0.9635 | 41.0007 | 5628 | 1.4241 | 0.8425 | 0.5907 | | 0.9187 | 42.0007 | 5762 | 1.3810 | 0.8520 | 0.6056 | | 0.9025 | 43.0007 | 5896 | 1.3077 | 0.8472 | 0.6140 | | 0.8672 | 44.0007 | 6030 | 1.3554 | 0.8578 | 0.6226 | | 0.8452 | 45.0007 | 6164 | 1.3833 | 0.8521 | 0.6220 | | 0.8284 | 46.0007 | 6298 | 1.2703 | 0.8594 | 0.6330 | | 0.7989 | 47.0006 | 6432 | 1.2957 | 0.8653 | 0.6342 | | 0.793 | 48.0006 | 6566 | 1.2856 | 0.8688 | 0.6519 | | 0.7824 | 49.0006 | 6700 | 1.2281 | 0.8693 | 0.6441 | | 0.7463 | 50.0006 | 6834 | 1.2627 | 0.8723 | 0.6507 | | 0.7483 | 51.0006 | 6968 | 1.2259 | 0.8694 | 0.6623 | | 0.7055 | 52.0006 | 7102 | 1.2387 | 0.8682 | 0.6540 | | 0.6776 | 53.0006 | 7236 | 1.3164 | 0.8680 | 0.6648 | | 0.6857 | 54.0006 | 7370 | 1.3460 | 0.8658 | 0.6626 | | 0.7119 | 55.0006 | 7504 | 1.2333 | 0.8774 | 0.6765 | | 0.6596 | 56.0006 | 7638 | 1.2530 | 0.8733 | 0.6779 | | 0.6563 | 57.0006 | 7772 | 1.2025 | 0.8865 | 0.6873 | | 0.6339 | 58.0006 | 7906 | 1.1617 | 0.8881 | 0.6934 | | 0.6279 | 59.0006 | 8040 | 1.1904 | 0.8888 | 0.6920 | | 0.6235 | 60.0005 | 8174 | 1.2045 | 0.8899 | 0.6950 | | 0.6099 | 61.0005 | 8308 | 1.2477 | 0.8865 | 0.6971 | | 0.6012 | 62.0005 | 8442 | 1.1347 | 0.8953 | 0.7033 | | 0.5739 | 63.0005 | 8576 | 1.1254 | 0.8959 | 0.7072 | | 0.5729 | 64.0005 | 8710 | 1.2194 | 0.8921 | 0.7034 | | 0.5885 | 65.0005 | 8844 | 1.1563 | 0.8958 | 0.7137 | | 0.5753 | 66.0005 | 8978 | 1.2452 | 0.8942 | 0.7072 | | 0.5472 | 67.0005 | 9112 | 1.0772 | 0.8992 | 0.7231 | | 0.5523 | 68.0005 | 9246 | 1.1278 | 0.9019 | 0.7199 | | 0.5384 | 69.0005 | 9380 | 1.1228 | 0.8997 | 0.7132 | | 0.5285 | 70.0005 | 9514 | 1.1582 | 0.8998 | 0.7262 | | 0.5329 | 71.0005 | 9648 | 1.2059 | 0.9050 | 0.7312 | | 0.5187 | 72.0005 | 9782 | 1.1313 | 0.9026 | 0.7338 | | 0.5223 | 73.0005 | 9916 | 1.2060 | 0.8972 | 0.7243 | | 0.5112 | 74.0004 | 10050 | 1.0968 | 0.9010 | 0.7288 | | 0.5092 | 75.0004 | 10184 | 1.1148 | 0.9038 | 0.7355 | | 0.5163 | 76.0004 | 10318 | 1.1616 | 0.9031 | 0.7375 | | 0.4888 | 77.0004 | 10452 | 1.2090 | 0.9011 | 0.7356 | | 0.4843 | 78.0004 | 10586 | 1.1041 | 0.9102 | 0.7450 | | 0.4883 | 79.0004 | 10720 | 1.1185 | 0.9123 | 0.7471 | | 0.468 | 80.0004 | 10854 | 1.1897 | 0.9028 | 0.7394 | | 0.5335 | 81.0004 | 10988 | 1.1172 | 0.9107 | 0.7517 | | 0.4713 | 82.0004 | 11122 | 1.1265 | 0.9068 | 0.7435 | | 0.4628 | 83.0004 | 11256 | 1.1179 | 0.9072 | 0.7497 | | 0.4651 | 84.0004 | 11390 | 1.1078 | 0.9067 | 0.7555 | | 0.4648 | 85.0004 | 11524 | 1.1391 | 0.9117 | 0.7578 | | 0.4644 | 86.0004 | 11658 | 1.1462 | 0.9107 | 0.7545 | | 0.4571 | 87.0003 | 11792 | 1.1315 | 0.9132 | 0.7596 | | 0.4592 | 88.0003 | 11926 | 1.0956 | 0.9145 | 0.7622 | | 0.449 | 89.0003 | 12060 | 1.0572 | 0.9131 | 0.7603 | | 0.4436 | 90.0003 | 12194 | 1.0729 | 0.9154 | 0.7600 | | 0.4393 | 91.0003 | 12328 | 1.1984 | 0.9117 | 0.7564 | | 0.446 | 92.0003 | 12462 | 1.1225 | 0.9163 | 0.7676 | | 0.4354 | 93.0003 | 12596 | 1.0545 | 0.9172 | 0.7663 | | 0.4335 | 94.0003 | 12730 | 1.1755 | 0.9142 | 0.7683 | | 0.4337 | 95.0003 | 12864 | 1.0756 | 0.9181 | 0.7690 | | 0.4467 | 96.0003 | 12998 | 1.1676 | 0.9128 | 0.7639 | | 0.434 | 97.0003 | 13132 | 1.1052 | 0.9154 | 0.7669 | | 0.4299 | 98.0003 | 13266 | 1.1338 | 0.9194 | 0.7757 | | 0.428 | 99.0003 | 13400 | 1.1444 | 0.9157 | 0.7742 | | 0.4275 | 100.0003 | 13534 | 1.1884 | 0.9156 | 0.7736 | | 0.4252 | 101.0002 | 13668 | 1.1568 | 0.9131 | 0.7737 | | 0.4164 | 102.0002 | 13802 | 1.1225 | 0.9171 | 0.7749 | | 0.4152 | 103.0002 | 13936 | 1.1537 | 0.9153 | 0.7776 | | 0.4159 | 104.0002 | 14070 | 1.1624 | 0.9178 | 0.7746 | | 0.4157 | 105.0002 | 14204 | 1.1576 | 0.9199 | 0.7828 | | 0.4143 | 106.0002 | 14338 | 1.1240 | 0.9216 | 0.7851 | | 0.4121 | 107.0002 | 14472 | 1.1977 | 0.9200 | 0.7838 | | 0.4155 | 108.0002 | 14606 | 1.1228 | 0.9207 | 0.7852 | | 0.4053 | 109.0002 | 14740 | 1.1826 | 0.9208 | 0.7829 | | 0.4119 | 110.0002 | 14874 | 1.1437 | 0.9215 | 0.7865 | | 0.409 | 111.0002 | 15008 | 1.2030 | 0.9178 | 0.7817 | | 0.4104 | 112.0002 | 15142 | 1.1730 | 0.9207 | 0.7887 | | 0.4044 | 113.0002 | 15276 | 1.1140 | 0.9167 | 0.7827 | | 0.4014 | 114.0001 | 15410 | 1.1813 | 0.9197 | 0.7870 | | 0.3961 | 115.0001 | 15544 | 1.0286 | 0.9220 | 0.7856 | | 0.3922 | 116.0001 | 15678 | 1.1234 | 0.9232 | 0.7944 | | 0.402 | 117.0001 | 15812 | 1.1740 | 0.9190 | 0.7856 | | 0.3979 | 118.0001 | 15946 | 1.2381 | 0.9183 | 0.7856 | | 0.3963 | 119.0001 | 16080 | 1.0980 | 0.9232 | 0.7904 | | 0.3971 | 120.0001 | 16214 | 1.0807 | 0.9253 | 0.7972 | | 0.3979 | 121.0001 | 16348 | 1.2433 | 0.9196 | 0.7900 | | 0.385 | 122.0001 | 16482 | 1.1439 | 0.9215 | 0.7966 | | 0.3878 | 123.0001 | 16616 | 1.1335 | 0.9251 | 0.7973 | | 0.3961 | 124.0001 | 16750 | 1.0517 | 0.9241 | 0.7981 | | 0.3866 | 125.0001 | 16884 | 1.1566 | 0.9244 | 0.7984 | | 0.3891 | 126.0001 | 17018 | 1.1221 | 0.9222 | 0.7974 | | 0.3947 | 127.0001 | 17152 | 1.1581 | 0.9215 | 0.7961 | | 0.386 | 128.0000 | 17286 | 1.1091 | 0.9228 | 0.7968 | | 0.3869 | 129.0000 | 17420 | 1.1956 | 0.9219 | 0.7992 | | 0.3792 | 130.0000 | 17554 | 1.1028 | 0.9265 | 0.8044 | | 0.3807 | 131.0000 | 17688 | 1.1615 | 0.9236 | 0.8012 | | 0.3856 | 132.0000 | 17822 | 1.1611 | 0.9236 | 0.7997 | | 0.383 | 133.0000 | 17956 | 1.0714 | 0.9272 | 0.8075 | | 0.3841 | 133.0010 | 18090 | 1.0641 | 0.9271 | 0.8089 | | 0.3771 | 134.0010 | 18224 | 1.0847 | 0.9260 | 0.8028 | | 0.3728 | 135.0010 | 18358 | 1.1321 | 0.9270 | 0.8084 | | 0.3748 | 136.0010 | 18492 | 1.0593 | 0.9270 | 0.8081 | | 0.3823 | 137.0010 | 18626 | 1.0427 | 0.9268 | 0.8074 | | 0.3759 | 138.0010 | 18760 | 1.1458 | 0.9245 | 0.8030 | | 0.377 | 139.0010 | 18894 | 1.1261 | 0.9281 | 0.8072 | | 0.3759 | 140.0010 | 19028 | 1.0683 | 0.9300 | 0.8075 | | 0.3744 | 141.0009 | 19162 | 1.1769 | 0.9277 | 0.8093 | | 0.3726 | 142.0009 | 19296 | 1.1496 | 0.9226 | 0.8040 | | 0.3711 | 143.0009 | 19430 | 1.1391 | 0.9295 | 0.8086 | | 0.3757 | 144.0009 | 19564 | 1.1431 | 0.9259 | 0.8049 | | 0.3692 | 145.0009 | 19698 | 1.1009 | 0.9245 | 0.8093 | | 0.3721 | 146.0009 | 19832 | 1.1249 | 0.9292 | 0.8088 | | 0.3757 | 147.0009 | 19966 | 1.1317 | 0.9265 | 0.8105 | | 0.3688 | 148.0009 | 20100 | 1.1235 | 0.9302 | 0.8143 | | 0.365 | 149.0009 | 20234 | 1.1392 | 0.9273 | 0.8140 | | 0.3716 | 150.0009 | 20368 | 1.1094 | 0.9280 | 0.8106 | | 0.3721 | 151.0009 | 20502 | 1.1367 | 0.9270 | 0.8095 | | 0.3672 | 152.0009 | 20636 | 1.0418 | 0.9278 | 0.8131 | | 0.3689 | 153.0009 | 20770 | 1.1297 | 0.9275 | 0.8145 | | 0.3636 | 154.0008 | 20904 | 1.0557 | 0.9292 | 0.8171 | | 0.3628 | 155.0008 | 21038 | 1.1378 | 0.9294 | 0.8155 | | 0.3662 | 156.0008 | 21172 | 1.1843 | 0.9283 | 0.8141 | | 0.3654 | 157.0008 | 21306 | 1.1547 | 0.9305 | 0.8175 | | 0.3611 | 158.0008 | 21440 | 1.1781 | 0.9314 | 0.8157 | | 0.3648 | 159.0008 | 21574 | 1.1277 | 0.9289 | 0.8160 | | 0.3592 | 160.0008 | 21708 | 1.1404 | 0.9306 | 0.8143 | | 0.3573 | 161.0008 | 21842 | 1.1759 | 0.9233 | 0.8069 | | 0.361 | 162.0008 | 21976 | 1.0884 | 0.9282 | 0.8117 | | 0.3577 | 163.0008 | 22110 | 1.1466 | 0.9298 | 0.8147 | | 0.3574 | 164.0008 | 22244 | 1.1322 | 0.9308 | 0.8140 | | 0.3624 | 165.0008 | 22378 | 1.1427 | 0.9300 | 0.8156 | | 0.364 | 166.0008 | 22512 | 1.0894 | 0.9298 | 0.8196 | | 0.3594 | 167.0008 | 22646 | 1.1468 | 0.9314 | 0.8197 | | 0.3563 | 168.0007 | 22780 | 1.1269 | 0.9314 | 0.8211 | | 0.3574 | 169.0007 | 22914 | 1.1715 | 0.9293 | 0.8208 | | 0.3553 | 170.0007 | 23048 | 1.1810 | 0.9276 | 0.8146 | | 0.3652 | 171.0007 | 23182 | 1.1446 | 0.9328 | 0.8216 | | 0.3616 | 172.0007 | 23316 | 1.1073 | 0.9302 | 0.8230 | | 0.3544 | 173.0007 | 23450 | 1.1607 | 0.9305 | 0.8199 | | 0.3588 | 174.0007 | 23584 | 1.0762 | 0.9311 | 0.8214 | | 0.3497 | 175.0007 | 23718 | 1.2322 | 0.9295 | 0.8216 | | 0.3546 | 176.0007 | 23852 | 1.0806 | 0.9318 | 0.8241 | | 0.3525 | 177.0007 | 23986 | 1.1816 | 0.9310 | 0.8228 | | 0.3532 | 178.0007 | 24120 | 1.1360 | 0.9298 | 0.8200 | | 0.3512 | 179.0007 | 24254 | 1.1131 | 0.9288 | 0.8217 | | 0.357 | 180.0007 | 24388 | 1.0603 | 0.9326 | 0.8233 | | 0.3505 | 181.0006 | 24522 | 1.1621 | 0.9304 | 0.8208 | | 0.3461 | 182.0006 | 24656 | 1.1579 | 0.9326 | 0.8256 | | 0.3464 | 183.0006 | 24790 | 1.1323 | 0.9284 | 0.8198 | | 0.3467 | 184.0006 | 24924 | 1.1901 | 0.9327 | 0.8265 | | 0.3438 | 185.0006 | 25058 | 1.1528 | 0.9310 | 0.8234 | | 0.3472 | 186.0006 | 25192 | 1.0564 | 0.9304 | 0.8209 | | 0.3458 | 187.0006 | 25326 | 1.1367 | 0.9312 | 0.8253 | | 0.3474 | 188.0006 | 25460 | 1.1996 | 0.9300 | 0.8214 | | 0.3545 | 189.0006 | 25594 | 1.0940 | 0.9308 | 0.8260 | | 0.3475 | 190.0006 | 25728 | 1.1275 | 0.9312 | 0.8244 | | 0.3451 | 191.0006 | 25862 | 1.1172 | 0.9335 | 0.8253 | | 0.3548 | 192.0006 | 25996 | 1.1018 | 0.9325 | 0.8269 | | 0.3495 | 193.0006 | 26130 | 1.2482 | 0.9299 | 0.8236 | | 0.3434 | 194.0005 | 26264 | 1.0972 | 0.9310 | 0.8256 | | 0.3394 | 195.0005 | 26398 | 1.1501 | 0.9330 | 0.8252 | | 0.348 | 196.0005 | 26532 | 1.0713 | 0.9341 | 0.8302 | | 0.3482 | 197.0005 | 26666 | 1.0762 | 0.9304 | 0.8276 | | 0.346 | 198.0005 | 26800 | 1.1292 | 0.9318 | 0.8297 | | 0.3413 | 199.0005 | 26934 | 1.1672 | 0.9306 | 0.8309 | | 0.3469 | 200.0005 | 27068 | 1.1858 | 0.9321 | 0.8274 | | 0.3481 | 201.0005 | 27202 | 1.1274 | 0.9334 | 0.8282 | | 0.3444 | 202.0005 | 27336 | 1.0595 | 0.9340 | 0.8296 | | 0.3409 | 203.0005 | 27470 | 1.1346 | 0.9313 | 0.8233 | | 0.3404 | 204.0005 | 27604 | 1.1648 | 0.9300 | 0.8260 | | 0.3415 | 205.0005 | 27738 | 1.1321 | 0.9339 | 0.8323 | | 0.3366 | 206.0005 | 27872 | 1.0624 | 0.9355 | 0.8320 | | 0.3434 | 207.0005 | 28006 | 1.1668 | 0.9347 | 0.8312 | | 0.3361 | 208.0004 | 28140 | 1.2214 | 0.9303 | 0.8271 | | 0.3436 | 209.0004 | 28274 | 1.1347 | 0.9322 | 0.8261 | | 0.334 | 210.0004 | 28408 | 1.1120 | 0.9327 | 0.8298 | | 0.3437 | 211.0004 | 28542 | 1.1540 | 0.9321 | 0.8298 | | 0.3394 | 212.0004 | 28676 | 1.1963 | 0.9311 | 0.8295 | | 0.3353 | 213.0004 | 28810 | 1.0861 | 0.9333 | 0.8332 | | 0.3363 | 214.0004 | 28944 | 1.1713 | 0.9336 | 0.8318 | | 0.3424 | 215.0004 | 29078 | 1.0783 | 0.9352 | 0.8331 | | 0.3358 | 216.0004 | 29212 | 1.2150 | 0.9343 | 0.8339 | | 0.3398 | 217.0004 | 29346 | 1.0477 | 0.9340 | 0.8304 | | 0.3412 | 218.0004 | 29480 | 1.1030 | 0.9338 | 0.8349 | | 0.3319 | 219.0004 | 29614 | 1.1323 | 0.9350 | 0.8352 | | 0.3341 | 220.0004 | 29748 | 1.1640 | 0.9330 | 0.8316 | | 0.3342 | 221.0003 | 29882 | 1.1778 | 0.9341 | 0.8332 | | 0.3315 | 222.0003 | 30016 | 1.1014 | 0.9355 | 0.8336 | | 0.3358 | 223.0003 | 30150 | 1.0782 | 0.9356 | 0.8360 | | 0.3304 | 224.0003 | 30284 | 1.1710 | 0.9331 | 0.8343 | | 0.3376 | 225.0003 | 30418 | 1.1315 | 0.9332 | 0.8307 | | 0.3377 | 226.0003 | 30552 | 1.1422 | 0.9333 | 0.8375 | | 0.3407 | 227.0003 | 30686 | 1.1212 | 0.9327 | 0.8339 | | 0.3336 | 228.0003 | 30820 | 1.1862 | 0.9329 | 0.8331 | | 0.3291 | 229.0003 | 30954 | 1.1664 | 0.9338 | 0.8365 | | 0.3289 | 230.0003 | 31088 | 1.1416 | 0.9312 | 0.8349 | | 0.3348 | 231.0003 | 31222 | 1.1191 | 0.9350 | 0.8319 | | 0.3332 | 232.0003 | 31356 | 1.1485 | 0.9347 | 0.8344 | | 0.3333 | 233.0003 | 31490 | 1.1854 | 0.9329 | 0.8371 | | 0.3366 | 234.0003 | 31624 | 1.1300 | 0.9343 | 0.8364 | | 0.3327 | 235.0002 | 31758 | 1.1206 | 0.9337 | 0.8344 | | 0.3303 | 236.0002 | 31892 | 1.1259 | 0.9344 | 0.8386 | | 0.3351 | 237.0002 | 32026 | 1.2126 | 0.9332 | 0.8339 | | 0.3325 | 238.0002 | 32160 | 1.0613 | 0.9332 | 0.8365 | | 0.3307 | 239.0002 | 32294 | 1.1920 | 0.9333 | 0.8381 | | 0.3229 | 240.0002 | 32428 | 1.1440 | 0.9308 | 0.8361 | | 0.3306 | 241.0002 | 32562 | 1.1151 | 0.9366 | 0.8403 | | 0.3314 | 242.0002 | 32696 | 1.1222 | 0.9369 | 0.8409 | | 0.3305 | 243.0002 | 32830 | 1.0968 | 0.9363 | 0.8411 | | 0.3329 | 244.0002 | 32964 | 1.2053 | 0.9325 | 0.8374 | | 0.331 | 245.0002 | 33098 | 1.2320 | 0.9304 | 0.8357 | | 0.3326 | 246.0002 | 33232 | 1.0964 | 0.9348 | 0.8386 | | 0.3256 | 247.0002 | 33366 | 1.1932 | 0.9355 | 0.8357 | | 0.3248 | 248.0001 | 33500 | 1.1480 | 0.9348 | 0.8377 | | 0.3271 | 249.0001 | 33634 | 1.0855 | 0.9329 | 0.8342 | | 0.3305 | 250.0001 | 33768 | 1.1305 | 0.9354 | 0.8370 | | 0.3238 | 251.0001 | 33902 | 1.1825 | 0.9353 | 0.8337 | | 0.3366 | 252.0001 | 34036 | 1.1667 | 0.9295 | 0.8342 | | 0.3304 | 253.0001 | 34170 | 1.1602 | 0.9324 | 0.8377 | | 0.3298 | 254.0001 | 34304 | 1.2036 | 0.9342 | 0.8392 | | 0.3229 | 255.0001 | 34438 | 1.1078 | 0.9352 | 0.8383 | | 0.3256 | 256.0001 | 34572 | 1.2037 | 0.9333 | 0.8369 | | 0.3304 | 257.0001 | 34706 | 1.1323 | 0.9330 | 0.8373 | | 0.3328 | 258.0001 | 34840 | 1.1087 | 0.9362 | 0.8406 | | 0.3308 | 259.0001 | 34974 | 1.1195 | 0.9350 | 0.8402 | | 0.3262 | 260.0001 | 35108 | 1.2003 | 0.9346 | 0.8423 | | 0.323 | 261.0001 | 35242 | 1.1591 | 0.9340 | 0.8404 | | 0.3273 | 262.0000 | 35376 | 1.1502 | 0.9341 | 0.8358 | | 0.3284 | 263.0000 | 35510 | 1.1411 | 0.9352 | 0.8387 | | 0.3277 | 264.0000 | 35644 | 1.1039 | 0.9328 | 0.8406 | | 0.3198 | 265.0000 | 35778 | 1.1403 | 0.9352 | 0.8422 | | 0.3211 | 266.0000 | 35912 | 1.1426 | 0.9346 | 0.8394 | | 0.3224 | 267.0000 | 36046 | 1.0819 | 0.9373 | 0.8460 | | 0.3233 | 267.0010 | 36180 | 1.2254 | 0.9332 | 0.8419 | | 0.324 | 268.0010 | 36314 | 1.1642 | 0.9322 | 0.8396 | | 0.3194 | 269.0010 | 36448 | 1.1398 | 0.9345 | 0.8398 | | 0.3222 | 270.0010 | 36582 | 1.1631 | 0.9369 | 0.8440 | | 0.3203 | 271.0010 | 36716 | 1.1834 | 0.9336 | 0.8399 | | 0.321 | 272.0010 | 36850 | 1.1637 | 0.9358 | 0.8414 | | 0.3196 | 273.0010 | 36984 | 1.1655 | 0.9365 | 0.8413 | | 0.324 | 274.0010 | 37118 | 1.1740 | 0.9333 | 0.8383 | | 0.3192 | 275.0009 | 37252 | 1.2534 | 0.9334 | 0.8422 | | 0.3225 | 276.0009 | 37386 | 1.1748 | 0.9363 | 0.8437 | | 0.3246 | 277.0009 | 37520 | 1.1696 | 0.9342 | 0.8374 | | 0.3237 | 278.0009 | 37654 | 1.1097 | 0.9354 | 0.8430 | | 0.3172 | 279.0009 | 37788 | 1.1747 | 0.9332 | 0.8397 | | 0.3263 | 280.0009 | 37922 | 1.1971 | 0.9311 | 0.8336 | | 0.319 | 281.0009 | 38056 | 1.1673 | 0.9373 | 0.8420 | | 0.32 | 282.0009 | 38190 | 1.0440 | 0.9356 | 0.8428 | | 0.319 | 283.0009 | 38324 | 1.1730 | 0.9356 | 0.8404 | | 0.3186 | 284.0009 | 38458 | 1.2349 | 0.9318 | 0.8381 | | 0.3198 | 285.0009 | 38592 | 1.2052 | 0.9364 | 0.8448 | | 0.3222 | 286.0009 | 38726 | 1.2739 | 0.9352 | 0.8407 | ### Framework versions - Transformers 4.46.0 - Pytorch 2.3.1+cu121 - Datasets 2.20.0 - Tokenizers 0.20.1