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nerugm-unipelt-1

This model is a fine-tuned version of indolem/indobert-base-uncased on an unknown dataset. It achieves the following results on the evaluation set:

  • Loss: 0.2230
  • Location Precision: 0.7792
  • Location Recall: 0.8696
  • Location F1: 0.8219
  • Location Number: 69
  • Organization Precision: 0.6301
  • Organization Recall: 0.7541
  • Organization F1: 0.6866
  • Organization Number: 61
  • Person Precision: 0.8957
  • Person Recall: 0.9542
  • Person F1: 0.9241
  • Person Number: 153
  • Quantity Precision: 0.7941
  • Quantity Recall: 0.8438
  • Quantity F1: 0.8182
  • Quantity Number: 32
  • Time Precision: 0.7941
  • Time Recall: 0.8710
  • Time F1: 0.8308
  • Time Number: 31
  • Overall Precision: 0.8031
  • Overall Recall: 0.8844
  • Overall F1: 0.8418
  • Overall Accuracy: 0.9651

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: 64
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • num_epochs: 100.0

Training results

Training Loss Epoch Step Validation Loss Location Precision Location Recall Location F1 Location Number Organization Precision Organization Recall Organization F1 Organization Number Person Precision Person Recall Person F1 Person Number Quantity Precision Quantity Recall Quantity F1 Quantity Number Time Precision Time Recall Time F1 Time Number Overall Precision Overall Recall Overall F1 Overall Accuracy
0.9528 1.0 106 0.6223 0.0 0.0 0.0 69 0.0 0.0 0.0 61 0.25 0.0065 0.0127 153 0.0 0.0 0.0 32 0.0 0.0 0.0 31 0.2 0.0029 0.0057 0.8358
0.5159 2.0 212 0.3608 0.4915 0.4203 0.4531 69 0.0789 0.0492 0.0606 61 0.4873 0.7516 0.5913 153 0.0476 0.0312 0.0377 32 0.4651 0.6452 0.5405 31 0.4232 0.4855 0.4522 0.8982
0.297 3.0 318 0.1927 0.5918 0.8406 0.6946 69 0.4458 0.6066 0.5139 61 0.7886 0.9020 0.8415 153 0.5116 0.6875 0.5867 32 0.8182 0.8710 0.8438 31 0.6528 0.8150 0.7249 0.9408
0.1907 4.0 424 0.1742 0.6061 0.8696 0.7143 69 0.55 0.7213 0.6241 61 0.8161 0.9281 0.8685 153 0.4808 0.7812 0.5952 32 0.6190 0.8387 0.7123 31 0.6644 0.8584 0.7491 0.9438
0.1593 5.0 530 0.1357 0.6707 0.7971 0.7285 69 0.5732 0.7705 0.6573 61 0.8246 0.9216 0.8704 153 0.7027 0.8125 0.7536 32 0.8710 0.8710 0.8710 31 0.7345 0.8555 0.7904 0.9549
0.1401 6.0 636 0.1358 0.6304 0.8406 0.7205 69 0.5783 0.7869 0.6667 61 0.8512 0.9346 0.8910 153 0.6585 0.8438 0.7397 32 0.7297 0.8710 0.7941 31 0.7197 0.8757 0.7901 0.9554
0.1309 7.0 742 0.1302 0.6364 0.8116 0.7134 69 0.5976 0.8033 0.6853 61 0.8503 0.9281 0.8875 153 0.6190 0.8125 0.7027 32 0.8182 0.8710 0.8438 31 0.7282 0.8671 0.7916 0.9571
0.1197 8.0 848 0.1252 0.7284 0.8551 0.7867 69 0.6125 0.8033 0.6950 61 0.8537 0.9150 0.8833 153 0.75 0.8438 0.7941 32 0.6842 0.8387 0.7536 31 0.7544 0.8699 0.8081 0.9581
0.1102 9.0 954 0.1331 0.6629 0.8551 0.7468 69 0.6479 0.7541 0.6970 61 0.8512 0.9346 0.8910 153 0.7778 0.875 0.8235 32 0.7105 0.8710 0.7826 31 0.7537 0.8757 0.8102 0.9589
0.1078 10.0 1060 0.1159 0.7632 0.8406 0.8 69 0.5972 0.7049 0.6466 61 0.8773 0.9346 0.9051 153 0.75 0.8438 0.7941 32 0.7429 0.8387 0.7879 31 0.7775 0.8584 0.8159 0.9609
0.1003 11.0 1166 0.1227 0.7073 0.8406 0.7682 69 0.6301 0.7541 0.6866 61 0.8563 0.9346 0.8938 153 0.7105 0.8438 0.7714 32 0.6923 0.8710 0.7714 31 0.7544 0.8699 0.8081 0.9591
0.0953 12.0 1272 0.1236 0.7632 0.8406 0.8 69 0.6056 0.7049 0.6515 61 0.8812 0.9216 0.9010 153 0.6842 0.8125 0.7429 32 0.7647 0.8387 0.8000 31 0.7757 0.8497 0.8110 0.9581
0.0906 13.0 1378 0.1297 0.6951 0.8261 0.7550 69 0.6341 0.8525 0.7273 61 0.8631 0.9477 0.9034 153 0.7714 0.8438 0.8060 32 0.75 0.8710 0.8060 31 0.7643 0.8902 0.8224 0.9609
0.0875 14.0 1484 0.1440 0.7436 0.8406 0.7891 69 0.5761 0.8689 0.6928 61 0.8735 0.9477 0.9091 153 0.675 0.8438 0.75 32 0.6341 0.8387 0.7222 31 0.7410 0.8931 0.8100 0.9547
0.0851 15.0 1590 0.1324 0.7468 0.8551 0.7973 69 0.6053 0.7541 0.6715 61 0.8606 0.9281 0.8931 153 0.7105 0.8438 0.7714 32 0.7647 0.8387 0.8000 31 0.7653 0.8671 0.8130 0.9574
0.0757 16.0 1696 0.1373 0.7375 0.8551 0.7919 69 0.6329 0.8197 0.7143 61 0.8720 0.9346 0.9022 153 0.7105 0.8438 0.7714 32 0.7647 0.8387 0.8000 31 0.7722 0.8815 0.8232 0.9594
0.0752 17.0 1802 0.1300 0.6744 0.8406 0.7484 69 0.6104 0.7705 0.6812 61 0.8765 0.9281 0.9016 153 0.7297 0.8438 0.7826 32 0.7778 0.9032 0.8358 31 0.7588 0.8728 0.8118 0.9604
0.0707 18.0 1908 0.1344 0.7468 0.8551 0.7973 69 0.6462 0.6885 0.6667 61 0.8720 0.9346 0.9022 153 0.7297 0.8438 0.7826 32 0.7429 0.8387 0.7879 31 0.7816 0.8584 0.8182 0.9591
0.0692 19.0 2014 0.1338 0.7532 0.8406 0.7945 69 0.64 0.7869 0.7059 61 0.8606 0.9281 0.8931 153 0.7568 0.875 0.8116 32 0.7647 0.8387 0.8000 31 0.7784 0.8728 0.8229 0.9601
0.0647 20.0 2120 0.1284 0.7662 0.8551 0.8082 69 0.64 0.7869 0.7059 61 0.8727 0.9412 0.9057 153 0.7714 0.8438 0.8060 32 0.7941 0.8710 0.8308 31 0.7902 0.8815 0.8333 0.9619
0.0611 21.0 2226 0.1556 0.6951 0.8261 0.7550 69 0.5952 0.8197 0.6897 61 0.8554 0.9281 0.8903 153 0.6341 0.8125 0.7123 32 0.7027 0.8387 0.7647 31 0.7341 0.8699 0.7963 0.9522
0.0626 22.0 2332 0.1527 0.7108 0.8551 0.7763 69 0.6145 0.8361 0.7083 61 0.8788 0.9477 0.9119 153 0.7027 0.8125 0.7536 32 0.7027 0.8387 0.7647 31 0.7580 0.8873 0.8176 0.9584
0.0588 23.0 2438 0.1367 0.7662 0.8551 0.8082 69 0.6154 0.7869 0.6906 61 0.8938 0.9346 0.9137 153 0.7714 0.8438 0.8060 32 0.7879 0.8387 0.8125 31 0.7911 0.8757 0.8313 0.9611
0.0549 24.0 2544 0.1411 0.7284 0.8551 0.7867 69 0.6575 0.7869 0.7164 61 0.8812 0.9216 0.9010 153 0.8 0.875 0.8358 32 0.8182 0.8710 0.8438 31 0.7932 0.8757 0.8324 0.9614
0.0524 25.0 2650 0.1437 0.7073 0.8406 0.7682 69 0.6282 0.8033 0.7050 61 0.8727 0.9412 0.9057 153 0.7714 0.8438 0.8060 32 0.7714 0.8710 0.8182 31 0.7722 0.8815 0.8232 0.9616
0.0526 26.0 2756 0.1351 0.7564 0.8551 0.8027 69 0.6081 0.7377 0.6667 61 0.8727 0.9412 0.9057 153 0.7429 0.8125 0.7761 32 0.7941 0.8710 0.8308 31 0.7798 0.8699 0.8224 0.9616
0.0487 27.0 2862 0.1429 0.7284 0.8551 0.7867 69 0.6267 0.7705 0.6912 61 0.8773 0.9346 0.9051 153 0.7714 0.8438 0.8060 32 0.7941 0.8710 0.8308 31 0.7809 0.8757 0.8256 0.9611
0.0476 28.0 2968 0.1472 0.7143 0.8696 0.7843 69 0.6571 0.7541 0.7023 61 0.8720 0.9346 0.9022 153 0.7714 0.8438 0.8060 32 0.7297 0.8710 0.7941 31 0.7769 0.8757 0.8234 0.9606
0.0462 29.0 3074 0.1602 0.7160 0.8406 0.7733 69 0.6145 0.8361 0.7083 61 0.8855 0.9608 0.9216 153 0.7714 0.8438 0.8060 32 0.75 0.8710 0.8060 31 0.7731 0.8960 0.8300 0.9616
0.0444 30.0 3180 0.1521 0.7763 0.8551 0.8138 69 0.6203 0.8033 0.7 61 0.8855 0.9608 0.9216 153 0.7714 0.8438 0.8060 32 0.8182 0.8710 0.8438 31 0.7943 0.8931 0.8408 0.9626
0.0446 31.0 3286 0.1581 0.7215 0.8261 0.7703 69 0.6203 0.8033 0.7 61 0.8788 0.9477 0.9119 153 0.7714 0.8438 0.8060 32 0.8182 0.8710 0.8438 31 0.7801 0.8815 0.8277 0.9609
0.0406 32.0 3392 0.1524 0.7722 0.8841 0.8243 69 0.625 0.7377 0.6767 61 0.9012 0.9542 0.9270 153 0.7714 0.8438 0.8060 32 0.8182 0.8710 0.8438 31 0.8031 0.8844 0.8418 0.9623
0.0411 33.0 3498 0.1447 0.7792 0.8696 0.8219 69 0.6234 0.7869 0.6957 61 0.8889 0.9412 0.9143 153 0.7714 0.8438 0.8060 32 0.7941 0.8710 0.8308 31 0.7948 0.8844 0.8372 0.9638
0.0376 34.0 3604 0.1713 0.7160 0.8406 0.7733 69 0.5882 0.8197 0.6849 61 0.8896 0.9477 0.9177 153 0.7714 0.8438 0.8060 32 0.7941 0.8710 0.8308 31 0.7714 0.8873 0.8253 0.9606
0.0386 35.0 3710 0.1511 0.7284 0.8551 0.7867 69 0.6267 0.7705 0.6912 61 0.8780 0.9412 0.9085 153 0.7714 0.8438 0.8060 32 0.8182 0.8710 0.8438 31 0.7835 0.8786 0.8283 0.9631
0.0357 36.0 3816 0.1648 0.7867 0.8551 0.8194 69 0.625 0.8197 0.7092 61 0.8848 0.9542 0.9182 153 0.8235 0.875 0.8485 32 0.8182 0.8710 0.8438 31 0.8010 0.8960 0.8458 0.9628
0.0347 37.0 3922 0.1701 0.7436 0.8406 0.7891 69 0.6265 0.8525 0.7222 61 0.9018 0.9608 0.9304 153 0.7714 0.8438 0.8060 32 0.8438 0.8710 0.8571 31 0.7954 0.8988 0.8440 0.9636
0.0354 38.0 4028 0.1487 0.7403 0.8261 0.7808 69 0.6197 0.7213 0.6667 61 0.8957 0.9542 0.9241 153 0.7429 0.8125 0.7761 32 0.8182 0.8710 0.8438 31 0.7916 0.8671 0.8276 0.9641
0.0337 39.0 4134 0.1630 0.7895 0.8696 0.8276 69 0.6190 0.8525 0.7172 61 0.8735 0.9477 0.9091 153 0.75 0.8438 0.7941 32 0.8182 0.8710 0.8438 31 0.7873 0.8988 0.8394 0.9626
0.031 40.0 4240 0.1605 0.7125 0.8261 0.7651 69 0.6438 0.7705 0.7015 61 0.8848 0.9542 0.9182 153 0.75 0.8438 0.7941 32 0.8182 0.8710 0.8438 31 0.7855 0.8786 0.8295 0.9631
0.0305 41.0 4346 0.1641 0.7308 0.8261 0.7755 69 0.5926 0.7869 0.6761 61 0.8788 0.9477 0.9119 153 0.7714 0.8438 0.8060 32 0.8182 0.8710 0.8438 31 0.7755 0.8786 0.8238 0.9616
0.0292 42.0 4452 0.1699 0.7632 0.8406 0.8 69 0.625 0.8197 0.7092 61 0.9012 0.9542 0.9270 153 0.7714 0.8438 0.8060 32 0.8182 0.8710 0.8438 31 0.7979 0.8902 0.8415 0.9636
0.0296 43.0 4558 0.1610 0.7215 0.8261 0.7703 69 0.6769 0.7213 0.6984 61 0.9012 0.9542 0.9270 153 0.7647 0.8125 0.7879 32 0.8182 0.8710 0.8438 31 0.8043 0.8671 0.8345 0.9661
0.0271 44.0 4664 0.1737 0.7564 0.8551 0.8027 69 0.6479 0.7541 0.6970 61 0.8848 0.9542 0.9182 153 0.7714 0.8438 0.8060 32 0.8182 0.8710 0.8438 31 0.7984 0.8815 0.8379 0.9626
0.0257 45.0 4770 0.1687 0.7532 0.8406 0.7945 69 0.6164 0.7377 0.6716 61 0.8855 0.9608 0.9216 153 0.7714 0.8438 0.8060 32 0.8438 0.8710 0.8571 31 0.7937 0.8786 0.8340 0.9641
0.0267 46.0 4876 0.1672 0.7532 0.8406 0.7945 69 0.6133 0.7541 0.6765 61 0.9068 0.9542 0.9299 153 0.7941 0.8438 0.8182 32 0.8438 0.8710 0.8571 31 0.8021 0.8786 0.8386 0.9638
0.0243 47.0 4982 0.1724 0.7632 0.8406 0.8 69 0.6282 0.8033 0.7050 61 0.8963 0.9608 0.9274 153 0.7429 0.8125 0.7761 32 0.8438 0.8710 0.8571 31 0.7974 0.8873 0.8399 0.9643
0.0245 48.0 5088 0.1749 0.7662 0.8551 0.8082 69 0.6216 0.7541 0.6815 61 0.8957 0.9542 0.9241 153 0.7714 0.8438 0.8060 32 0.8182 0.8710 0.8438 31 0.7984 0.8815 0.8379 0.9631
0.0248 49.0 5194 0.1652 0.7763 0.8551 0.8138 69 0.6389 0.7541 0.6917 61 0.8957 0.9542 0.9241 153 0.7429 0.8125 0.7761 32 0.8182 0.8710 0.8438 31 0.8021 0.8786 0.8386 0.9643
0.024 50.0 5300 0.1688 0.7703 0.8261 0.7972 69 0.6286 0.7213 0.6718 61 0.8889 0.9412 0.9143 153 0.7647 0.8125 0.7879 32 0.8182 0.8710 0.8438 31 0.7989 0.8613 0.8289 0.9621
0.0218 51.0 5406 0.1847 0.7922 0.8841 0.8356 69 0.6173 0.8197 0.7042 61 0.9080 0.9673 0.9367 153 0.7714 0.8438 0.8060 32 0.7941 0.8710 0.8308 31 0.8026 0.9046 0.8505 0.9643
0.0213 52.0 5512 0.1806 0.7922 0.8841 0.8356 69 0.6118 0.8525 0.7123 61 0.9136 0.9673 0.9397 153 0.7429 0.8125 0.7761 32 0.7714 0.8710 0.8182 31 0.7970 0.9075 0.8486 0.9636
0.0201 53.0 5618 0.1869 0.7733 0.8406 0.8056 69 0.65 0.8525 0.7376 61 0.8909 0.9608 0.9245 153 0.7647 0.8125 0.7879 32 0.8182 0.8710 0.8438 31 0.8010 0.8960 0.8458 0.9643
0.02 54.0 5724 0.1793 0.7564 0.8551 0.8027 69 0.6620 0.7705 0.7121 61 0.8916 0.9673 0.9279 153 0.8235 0.875 0.8485 32 0.8182 0.8710 0.8438 31 0.8089 0.8931 0.8489 0.9653
0.0204 55.0 5830 0.1896 0.7733 0.8406 0.8056 69 0.6053 0.7541 0.6715 61 0.8720 0.9346 0.9022 153 0.75 0.8438 0.7941 32 0.7714 0.8710 0.8182 31 0.7798 0.8699 0.8224 0.9604
0.0221 56.0 5936 0.1789 0.7973 0.8551 0.8252 69 0.6389 0.7541 0.6917 61 0.9187 0.9608 0.9393 153 0.75 0.8438 0.7941 32 0.8438 0.8710 0.8571 31 0.8182 0.8844 0.85 0.9656
0.0191 57.0 6042 0.1873 0.7895 0.8696 0.8276 69 0.6164 0.7377 0.6716 61 0.9074 0.9608 0.9333 153 0.7429 0.8125 0.7761 32 0.8438 0.8710 0.8571 31 0.8069 0.8815 0.8425 0.9633
0.0184 58.0 6148 0.1909 0.7632 0.8406 0.8 69 0.6053 0.7541 0.6715 61 0.8855 0.9608 0.9216 153 0.7714 0.8438 0.8060 32 0.8438 0.8710 0.8571 31 0.7922 0.8815 0.8345 0.9623
0.0173 59.0 6254 0.1982 0.8 0.8696 0.8333 69 0.6 0.7377 0.6618 61 0.8902 0.9542 0.9211 153 0.7714 0.8438 0.8060 32 0.7714 0.8710 0.8182 31 0.7943 0.8815 0.8356 0.9619
0.018 60.0 6360 0.2026 0.7632 0.8406 0.8 69 0.5976 0.8033 0.6853 61 0.8743 0.9542 0.9125 153 0.7941 0.8438 0.8182 32 0.8182 0.8710 0.8438 31 0.7832 0.8873 0.8320 0.9623
0.0174 61.0 6466 0.1825 0.7808 0.8261 0.8028 69 0.6667 0.7213 0.6929 61 0.9 0.9412 0.9201 153 0.7714 0.8438 0.8060 32 0.8182 0.8710 0.8438 31 0.8147 0.8642 0.8387 0.9653
0.0159 62.0 6572 0.2077 0.7821 0.8841 0.8299 69 0.5854 0.7869 0.6713 61 0.8795 0.9542 0.9154 153 0.7647 0.8125 0.7879 32 0.8485 0.9032 0.875 31 0.7863 0.8931 0.8363 0.9631
0.0159 63.0 6678 0.2055 0.7973 0.8551 0.8252 69 0.6133 0.7541 0.6765 61 0.8963 0.9608 0.9274 153 0.7429 0.8125 0.7761 32 0.8 0.9032 0.8485 31 0.7990 0.8844 0.8395 0.9623
0.0151 64.0 6784 0.2079 0.7922 0.8841 0.8356 69 0.6076 0.7869 0.6857 61 0.9136 0.9673 0.9397 153 0.75 0.8438 0.7941 32 0.8182 0.8710 0.8438 31 0.8036 0.8988 0.8486 0.9626
0.0162 65.0 6890 0.1951 0.7792 0.8696 0.8219 69 0.6053 0.7541 0.6715 61 0.8902 0.9542 0.9211 153 0.7941 0.8438 0.8182 32 0.8182 0.8710 0.8438 31 0.7969 0.8844 0.8384 0.9643
0.0149 66.0 6996 0.2003 0.7821 0.8841 0.8299 69 0.6301 0.7541 0.6866 61 0.8963 0.9608 0.9274 153 0.7647 0.8125 0.7879 32 0.7778 0.9032 0.8358 31 0.8 0.8902 0.8427 0.9651
0.0155 67.0 7102 0.2013 0.7532 0.8406 0.7945 69 0.6286 0.7213 0.6718 61 0.9024 0.9673 0.9338 153 0.7429 0.8125 0.7761 32 0.7941 0.8710 0.8308 31 0.7974 0.8757 0.8347 0.9626
0.0147 68.0 7208 0.2069 0.7662 0.8551 0.8082 69 0.6377 0.7213 0.6769 61 0.8855 0.9608 0.9216 153 0.7941 0.8438 0.8182 32 0.8182 0.8710 0.8438 31 0.8021 0.8786 0.8386 0.9628
0.0139 69.0 7314 0.1964 0.7895 0.8696 0.8276 69 0.6389 0.7541 0.6917 61 0.9012 0.9542 0.9270 153 0.7647 0.8125 0.7879 32 0.8182 0.8710 0.8438 31 0.8090 0.8815 0.8437 0.9653
0.0141 70.0 7420 0.2023 0.7662 0.8551 0.8082 69 0.6618 0.7377 0.6977 61 0.8902 0.9542 0.9211 153 0.8235 0.875 0.8485 32 0.8438 0.8710 0.8571 31 0.8133 0.8815 0.8460 0.9643
0.0136 71.0 7526 0.2076 0.7564 0.8551 0.8027 69 0.6389 0.7541 0.6917 61 0.8848 0.9542 0.9182 153 0.7941 0.8438 0.8182 32 0.8182 0.8710 0.8438 31 0.7984 0.8815 0.8379 0.9643
0.0135 72.0 7632 0.2011 0.7564 0.8551 0.8027 69 0.6338 0.7377 0.6818 61 0.8957 0.9542 0.9241 153 0.8235 0.875 0.8485 32 0.8182 0.8710 0.8438 31 0.8047 0.8815 0.8414 0.9646
0.0114 73.0 7738 0.2044 0.7792 0.8696 0.8219 69 0.6522 0.7377 0.6923 61 0.9018 0.9608 0.9304 153 0.8235 0.875 0.8485 32 0.8182 0.8710 0.8438 31 0.8165 0.8873 0.8504 0.9668
0.0124 74.0 7844 0.2059 0.7792 0.8696 0.8219 69 0.625 0.7377 0.6767 61 0.9018 0.9608 0.9304 153 0.7941 0.8438 0.8182 32 0.8235 0.9032 0.8615 31 0.8079 0.8873 0.8457 0.9658
0.0113 75.0 7950 0.2138 0.7692 0.8696 0.8163 69 0.6164 0.7377 0.6716 61 0.8902 0.9542 0.9211 153 0.7941 0.8438 0.8182 32 0.7941 0.8710 0.8308 31 0.7963 0.8815 0.8368 0.9648
0.0126 76.0 8056 0.2141 0.7722 0.8841 0.8243 69 0.625 0.7377 0.6767 61 0.8902 0.9542 0.9211 153 0.8235 0.875 0.8485 32 0.8 0.9032 0.8485 31 0.8021 0.8902 0.8438 0.9638
0.0116 77.0 8162 0.2113 0.7867 0.8551 0.8194 69 0.6429 0.7377 0.6870 61 0.9074 0.9608 0.9333 153 0.8235 0.875 0.8485 32 0.7941 0.8710 0.8308 31 0.816 0.8844 0.8488 0.9653
0.0126 78.0 8268 0.2126 0.7922 0.8841 0.8356 69 0.6351 0.7705 0.6963 61 0.8909 0.9608 0.9245 153 0.8235 0.875 0.8485 32 0.7297 0.8710 0.7941 31 0.8010 0.8960 0.8458 0.9653
0.0123 79.0 8374 0.2036 0.7973 0.8551 0.8252 69 0.6471 0.7213 0.6822 61 0.9018 0.9608 0.9304 153 0.8235 0.875 0.8485 32 0.8182 0.8710 0.8438 31 0.8199 0.8815 0.8496 0.9668
0.0121 80.0 8480 0.2102 0.7821 0.8841 0.8299 69 0.6053 0.7541 0.6715 61 0.9012 0.9542 0.9270 153 0.7941 0.8438 0.8182 32 0.8182 0.8710 0.8438 31 0.8016 0.8873 0.8422 0.9636
0.0104 81.0 8586 0.2147 0.7922 0.8841 0.8356 69 0.625 0.7377 0.6767 61 0.9012 0.9542 0.9270 153 0.75 0.8438 0.7941 32 0.7941 0.8710 0.8308 31 0.8031 0.8844 0.8418 0.9633
0.0108 82.0 8692 0.2235 0.7922 0.8841 0.8356 69 0.6053 0.7541 0.6715 61 0.9018 0.9608 0.9304 153 0.75 0.8438 0.7941 32 0.7714 0.8710 0.8182 31 0.7959 0.8902 0.8404 0.9619
0.0105 83.0 8798 0.2103 0.7662 0.8551 0.8082 69 0.6338 0.7377 0.6818 61 0.9074 0.9608 0.9333 153 0.7941 0.8438 0.8182 32 0.8182 0.8710 0.8438 31 0.8090 0.8815 0.8437 0.9646
0.0107 84.0 8904 0.2155 0.7662 0.8551 0.8082 69 0.6429 0.7377 0.6870 61 0.9130 0.9608 0.9363 153 0.75 0.8438 0.7941 32 0.7941 0.8710 0.8308 31 0.8069 0.8815 0.8425 0.9648
0.0103 85.0 9010 0.2167 0.7595 0.8696 0.8108 69 0.6338 0.7377 0.6818 61 0.8957 0.9542 0.9241 153 0.7941 0.8438 0.8182 32 0.7714 0.8710 0.8182 31 0.7984 0.8815 0.8379 0.9643
0.01 86.0 9116 0.2214 0.7722 0.8841 0.8243 69 0.6133 0.7541 0.6765 61 0.8902 0.9542 0.9211 153 0.7941 0.8438 0.8182 32 0.75 0.8710 0.8060 31 0.7912 0.8873 0.8365 0.9641
0.0101 87.0 9222 0.2154 0.7722 0.8841 0.8243 69 0.6301 0.7541 0.6866 61 0.8957 0.9542 0.9241 153 0.7941 0.8438 0.8182 32 0.75 0.8710 0.8060 31 0.7974 0.8873 0.8399 0.9641
0.0112 88.0 9328 0.2147 0.7722 0.8841 0.8243 69 0.6216 0.7541 0.6815 61 0.9074 0.9608 0.9333 153 0.7941 0.8438 0.8182 32 0.7714 0.8710 0.8182 31 0.8021 0.8902 0.8438 0.9651
0.0111 89.0 9434 0.2140 0.7722 0.8841 0.8243 69 0.6338 0.7377 0.6818 61 0.8957 0.9542 0.9241 153 0.7941 0.8438 0.8182 32 0.7714 0.8710 0.8182 31 0.8010 0.8844 0.8407 0.9648
0.0098 90.0 9540 0.2226 0.7595 0.8696 0.8108 69 0.6438 0.7705 0.7015 61 0.8951 0.9477 0.9206 153 0.7941 0.8438 0.8182 32 0.7714 0.8710 0.8182 31 0.7990 0.8844 0.8395 0.9638
0.0099 91.0 9646 0.2159 0.7632 0.8406 0.8 69 0.6620 0.7705 0.7121 61 0.9074 0.9608 0.9333 153 0.7941 0.8438 0.8182 32 0.8182 0.8710 0.8438 31 0.8138 0.8844 0.8476 0.9658
0.0102 92.0 9752 0.2202 0.7692 0.8696 0.8163 69 0.6620 0.7705 0.7121 61 0.9018 0.9608 0.9304 153 0.7941 0.8438 0.8182 32 0.7941 0.8710 0.8308 31 0.8105 0.8902 0.8485 0.9666
0.0096 93.0 9858 0.2222 0.7692 0.8696 0.8163 69 0.6479 0.7541 0.6970 61 0.8957 0.9542 0.9241 153 0.7941 0.8438 0.8182 32 0.7714 0.8710 0.8182 31 0.8031 0.8844 0.8418 0.9651
0.0092 94.0 9964 0.2224 0.7595 0.8696 0.8108 69 0.6301 0.7541 0.6866 61 0.8957 0.9542 0.9241 153 0.7941 0.8438 0.8182 32 0.7714 0.8710 0.8182 31 0.7969 0.8844 0.8384 0.9646
0.0087 95.0 10070 0.2220 0.7662 0.8551 0.8082 69 0.6389 0.7541 0.6917 61 0.8957 0.9542 0.9241 153 0.7941 0.8438 0.8182 32 0.7941 0.8710 0.8308 31 0.8026 0.8815 0.8402 0.9651
0.0084 96.0 10176 0.2240 0.7692 0.8696 0.8163 69 0.6301 0.7541 0.6866 61 0.8957 0.9542 0.9241 153 0.7941 0.8438 0.8182 32 0.7941 0.8710 0.8308 31 0.8010 0.8844 0.8407 0.9651
0.0087 97.0 10282 0.2240 0.7692 0.8696 0.8163 69 0.6389 0.7541 0.6917 61 0.8957 0.9542 0.9241 153 0.7941 0.8438 0.8182 32 0.7941 0.8710 0.8308 31 0.8031 0.8844 0.8418 0.9646
0.0088 98.0 10388 0.2227 0.7692 0.8696 0.8163 69 0.6389 0.7541 0.6917 61 0.8957 0.9542 0.9241 153 0.7941 0.8438 0.8182 32 0.7714 0.8710 0.8182 31 0.8010 0.8844 0.8407 0.9648
0.0086 99.0 10494 0.2222 0.7792 0.8696 0.8219 69 0.6301 0.7541 0.6866 61 0.8957 0.9542 0.9241 153 0.7941 0.8438 0.8182 32 0.7941 0.8710 0.8308 31 0.8031 0.8844 0.8418 0.9648
0.0084 100.0 10600 0.2230 0.7792 0.8696 0.8219 69 0.6301 0.7541 0.6866 61 0.8957 0.9542 0.9241 153 0.7941 0.8438 0.8182 32 0.7941 0.8710 0.8308 31 0.8031 0.8844 0.8418 0.9651

Framework versions

  • Transformers 4.39.3
  • Pytorch 2.3.0+cu121
  • Datasets 2.19.1
  • Tokenizers 0.15.2
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