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nerugm-pt-pl30-2

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: 0.2094
  • Location Precision: 0.8
  • Location Recall: 0.8333
  • Location F1: 0.8163
  • Location Number: 72
  • Organization Precision: 0.7143
  • Organization Recall: 0.8
  • Organization F1: 0.7547
  • Organization Number: 75
  • Person Precision: 0.8636
  • Person Recall: 0.9301
  • Person F1: 0.8956
  • Person Number: 143
  • Quantity Precision: 0.7037
  • Quantity Recall: 0.8261
  • Quantity F1: 0.76
  • Quantity Number: 23
  • Time Precision: 0.7097
  • Time Recall: 0.8462
  • Time F1: 0.7719
  • Time Number: 26
  • Overall Precision: 0.7925
  • Overall Recall: 0.8673
  • Overall F1: 0.8282
  • Overall Accuracy: 0.9590

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
0.9989 1.0 106 0.5582 0.0 0.0 0.0 72 0.0 0.0 0.0 75 0.0909 0.0070 0.0130 143 0.0 0.0 0.0 23 0.0 0.0 0.0 26 0.0455 0.0029 0.0055 0.8469
0.4921 2.0 212 0.3282 0.4 0.1389 0.2062 72 0.0465 0.0267 0.0339 75 0.4880 0.7133 0.5795 143 0.1071 0.1304 0.1176 23 0.625 0.5769 0.6 26 0.4012 0.3894 0.3952 0.9014
0.3179 3.0 318 0.2382 0.5816 0.7917 0.6706 72 0.4175 0.5733 0.4831 75 0.7679 0.9021 0.8296 143 0.3488 0.6522 0.4545 23 0.6774 0.8077 0.7368 26 0.5982 0.7817 0.6777 0.9269
0.2251 4.0 424 0.2123 0.6591 0.8056 0.7250 72 0.5354 0.7067 0.6092 75 0.7688 0.9301 0.8418 143 0.3556 0.6957 0.4706 23 0.5676 0.8077 0.6667 26 0.6357 0.8289 0.7196 0.9322
0.1854 5.0 530 0.1583 0.7051 0.7639 0.7333 72 0.5816 0.76 0.6590 75 0.8165 0.9021 0.8571 143 0.4857 0.7391 0.5862 23 0.8519 0.8846 0.8679 26 0.7096 0.8289 0.7646 0.9485
0.1674 6.0 636 0.1546 0.6211 0.8194 0.7066 72 0.5701 0.8133 0.6703 75 0.8447 0.9510 0.8947 143 0.5 0.7391 0.5965 23 0.8 0.9231 0.8571 26 0.6956 0.8761 0.7755 0.9492
0.1515 7.0 742 0.1532 0.6941 0.8194 0.7516 72 0.6042 0.7733 0.6784 75 0.8344 0.9510 0.8889 143 0.4615 0.7826 0.5806 23 0.7188 0.8846 0.7931 26 0.7084 0.8673 0.7798 0.9512
0.1437 8.0 848 0.1440 0.6905 0.8056 0.7436 72 0.6105 0.7733 0.6824 75 0.8447 0.9510 0.8947 143 0.5588 0.8261 0.6667 23 0.6667 0.8462 0.7458 26 0.7199 0.8643 0.7855 0.9520
0.1356 9.0 954 0.1407 0.7037 0.7917 0.7451 72 0.6224 0.8133 0.7052 75 0.8509 0.9580 0.9013 143 0.6552 0.8261 0.7308 23 0.7 0.8077 0.75 26 0.7393 0.8702 0.7995 0.9537
0.1257 10.0 1060 0.1395 0.7436 0.8056 0.7733 72 0.6860 0.7867 0.7329 75 0.8481 0.9371 0.8904 143 0.5 0.7391 0.5965 23 0.6875 0.8462 0.7586 26 0.7474 0.8555 0.7978 0.9537
0.1201 11.0 1166 0.1356 0.7160 0.8056 0.7582 72 0.7079 0.84 0.7683 75 0.8562 0.9161 0.8851 143 0.5429 0.8261 0.6552 23 0.7419 0.8846 0.8070 26 0.7558 0.8673 0.8077 0.9550
0.1165 12.0 1272 0.1314 0.7403 0.7917 0.7651 72 0.7326 0.84 0.7826 75 0.8481 0.9371 0.8904 143 0.5312 0.7391 0.6182 23 0.9231 0.9231 0.9231 26 0.7784 0.8702 0.8217 0.9590
0.1099 13.0 1378 0.1359 0.7284 0.8194 0.7712 72 0.7045 0.8267 0.7607 75 0.8590 0.9371 0.8963 143 0.6333 0.8261 0.7170 23 0.8 0.9231 0.8571 26 0.7740 0.8791 0.8232 0.9590
0.1083 14.0 1484 0.1340 0.7536 0.7222 0.7376 72 0.7065 0.8667 0.7784 75 0.8481 0.9371 0.8904 143 0.5625 0.7826 0.6545 23 0.6774 0.8077 0.7368 26 0.7592 0.8555 0.8044 0.9567
0.1016 15.0 1590 0.1322 0.7436 0.8056 0.7733 72 0.6882 0.8533 0.7619 75 0.8590 0.9371 0.8963 143 0.7037 0.8261 0.76 23 0.8 0.9231 0.8571 26 0.7786 0.8820 0.8271 0.9595
0.0981 16.0 1696 0.1441 0.7468 0.8194 0.7815 72 0.6471 0.88 0.7458 75 0.8608 0.9510 0.9037 143 0.6429 0.7826 0.7059 23 0.7667 0.8846 0.8214 26 0.7607 0.8909 0.8207 0.9567
0.0971 17.0 1802 0.1418 0.7125 0.7917 0.75 72 0.7191 0.8533 0.7805 75 0.8590 0.9371 0.8963 143 0.5806 0.7826 0.6667 23 0.7188 0.8846 0.7931 26 0.7629 0.8732 0.8143 0.9572
0.0915 18.0 1908 0.1390 0.7273 0.7778 0.7517 72 0.7195 0.7867 0.7516 75 0.8471 0.9301 0.8867 143 0.6129 0.8261 0.7037 23 0.7586 0.8462 0.8 26 0.7686 0.8525 0.8084 0.9585
0.0887 19.0 2014 0.1417 0.7532 0.8056 0.7785 72 0.6979 0.8933 0.7836 75 0.8462 0.9231 0.8829 143 0.5455 0.7826 0.6429 23 0.7667 0.8846 0.8214 26 0.7602 0.8791 0.8153 0.9575
0.085 20.0 2120 0.1567 0.7531 0.8472 0.7974 72 0.6633 0.8667 0.7514 75 0.8553 0.9510 0.9007 143 0.6207 0.7826 0.6923 23 0.7419 0.8846 0.8070 26 0.7613 0.8938 0.8223 0.9557
0.0818 21.0 2226 0.1481 0.7808 0.7917 0.7862 72 0.6667 0.8267 0.7381 75 0.8599 0.9441 0.9 143 0.5806 0.7826 0.6667 23 0.8214 0.8846 0.8519 26 0.7723 0.8702 0.8183 0.9582
0.081 22.0 2332 0.1591 0.7973 0.8194 0.8082 72 0.6126 0.9067 0.7312 75 0.8590 0.9371 0.8963 143 0.5806 0.7826 0.6667 23 0.7586 0.8462 0.8 26 0.7506 0.8879 0.8135 0.9542
0.0781 23.0 2438 0.1433 0.7857 0.7639 0.7746 72 0.6854 0.8133 0.7439 75 0.8654 0.9441 0.9030 143 0.5806 0.7826 0.6667 23 0.7931 0.8846 0.8364 26 0.7787 0.8614 0.8179 0.9585
0.0762 24.0 2544 0.1437 0.7532 0.8056 0.7785 72 0.7531 0.8133 0.7821 75 0.8535 0.9371 0.8933 143 0.6 0.7826 0.6792 23 0.7857 0.8462 0.8148 26 0.7855 0.8643 0.8230 0.9610
0.0758 25.0 2650 0.1509 0.7467 0.7778 0.7619 72 0.6476 0.9067 0.7556 75 0.8590 0.9371 0.8963 143 0.5455 0.7826 0.6429 23 0.7667 0.8846 0.8214 26 0.7494 0.8820 0.8103 0.9575
0.0739 26.0 2756 0.1418 0.7662 0.8194 0.7919 72 0.7531 0.8133 0.7821 75 0.8571 0.9231 0.8889 143 0.5455 0.7826 0.6429 23 0.8148 0.8462 0.8302 26 0.7849 0.8614 0.8214 0.9605
0.0712 27.0 2862 0.1468 0.7403 0.7917 0.7651 72 0.7531 0.8133 0.7821 75 0.8418 0.9301 0.8837 143 0.5862 0.7391 0.6538 23 0.7188 0.8846 0.7931 26 0.7719 0.8584 0.8128 0.9582
0.0698 28.0 2968 0.1401 0.7746 0.7639 0.7692 72 0.75 0.8 0.7742 75 0.8581 0.9301 0.8926 143 0.6786 0.8261 0.7451 23 0.7667 0.8846 0.8214 26 0.7967 0.8555 0.8250 0.9610
0.0676 29.0 3074 0.1520 0.7838 0.8056 0.7945 72 0.6737 0.8533 0.7529 75 0.8693 0.9301 0.8986 143 0.6 0.7826 0.6792 23 0.7097 0.8462 0.7719 26 0.7702 0.8702 0.8172 0.9565
0.0654 30.0 3180 0.1481 0.7662 0.8194 0.7919 72 0.7381 0.8267 0.7799 75 0.8571 0.9231 0.8889 143 0.6429 0.7826 0.7059 23 0.8214 0.8846 0.8519 26 0.7925 0.8673 0.8282 0.9617
0.0652 31.0 3286 0.1486 0.7917 0.7917 0.7917 72 0.7529 0.8533 0.8000 75 0.8758 0.9371 0.9054 143 0.6786 0.8261 0.7451 23 0.7419 0.8846 0.8070 26 0.8049 0.8761 0.8390 0.9617
0.0622 32.0 3392 0.1520 0.75 0.7917 0.7703 72 0.7209 0.8267 0.7702 75 0.8645 0.9371 0.8993 143 0.6207 0.7826 0.6923 23 0.7576 0.9615 0.8475 26 0.7810 0.8732 0.8245 0.9600
0.06 33.0 3498 0.1652 0.8056 0.8056 0.8056 72 0.6598 0.8533 0.7442 75 0.8516 0.9231 0.8859 143 0.5667 0.7391 0.6415 23 0.6970 0.8846 0.7797 26 0.7597 0.8673 0.8099 0.9565
0.0588 34.0 3604 0.1578 0.8082 0.8194 0.8138 72 0.6915 0.8667 0.7692 75 0.8571 0.9231 0.8889 143 0.6207 0.7826 0.6923 23 0.6875 0.8462 0.7586 26 0.7749 0.8732 0.8211 0.9592
0.0592 35.0 3710 0.1643 0.8 0.8333 0.8163 72 0.6531 0.8533 0.7399 75 0.8506 0.9161 0.8822 143 0.6 0.7826 0.6792 23 0.6875 0.8462 0.7586 26 0.7584 0.8702 0.8104 0.9552
0.0587 36.0 3816 0.1596 0.7595 0.8333 0.7947 72 0.6774 0.84 0.75 75 0.8693 0.9301 0.8986 143 0.6 0.7826 0.6792 23 0.7667 0.8846 0.8214 26 0.7714 0.8761 0.8204 0.9595
0.0554 37.0 3922 0.1575 0.8286 0.8056 0.8169 72 0.6813 0.8267 0.7470 75 0.8571 0.9231 0.8889 143 0.6429 0.7826 0.7059 23 0.75 0.8077 0.7778 26 0.7844 0.8584 0.8197 0.9595
0.0552 38.0 4028 0.1589 0.8056 0.8056 0.8056 72 0.7195 0.7867 0.7516 75 0.8701 0.9371 0.9024 143 0.6207 0.7826 0.6923 23 0.7188 0.8846 0.7931 26 0.7913 0.8614 0.8249 0.9612
0.0541 39.0 4134 0.1692 0.7917 0.7917 0.7917 72 0.6703 0.8133 0.7349 75 0.8418 0.9301 0.8837 143 0.5806 0.7826 0.6667 23 0.6774 0.8077 0.7368 26 0.7572 0.8555 0.8033 0.9560
0.0509 40.0 4240 0.1664 0.7733 0.8056 0.7891 72 0.7195 0.7867 0.7516 75 0.8590 0.9371 0.8963 143 0.6923 0.7826 0.7347 23 0.75 0.9231 0.8276 26 0.7898 0.8643 0.8254 0.9597
0.0519 41.0 4346 0.1750 0.8219 0.8333 0.8276 72 0.6566 0.8667 0.7471 75 0.8535 0.9371 0.8933 143 0.6207 0.7826 0.6923 23 0.75 0.9231 0.8276 26 0.7718 0.8879 0.8258 0.9570
0.053 42.0 4452 0.1679 0.8 0.8333 0.8163 72 0.7531 0.8133 0.7821 75 0.8506 0.9161 0.8822 143 0.6 0.7826 0.6792 23 0.7419 0.8846 0.8070 26 0.7898 0.8643 0.8254 0.9582
0.0497 43.0 4558 0.1670 0.8026 0.8472 0.8243 72 0.7436 0.7733 0.7582 75 0.8590 0.9371 0.8963 143 0.6 0.7826 0.6792 23 0.7931 0.8846 0.8364 26 0.7967 0.8673 0.8305 0.9595
0.0496 44.0 4664 0.1671 0.7662 0.8194 0.7919 72 0.7126 0.8267 0.7654 75 0.8636 0.9301 0.8956 143 0.7308 0.8261 0.7755 23 0.7097 0.8462 0.7719 26 0.7867 0.8702 0.8263 0.9577
0.0499 45.0 4770 0.1811 0.7662 0.8194 0.7919 72 0.7179 0.7467 0.7320 75 0.8302 0.9231 0.8742 143 0.6207 0.7826 0.6923 23 0.7333 0.8462 0.7857 26 0.7694 0.8466 0.8062 0.9560
0.0457 46.0 4876 0.1714 0.7895 0.8333 0.8108 72 0.7143 0.8 0.7547 75 0.8590 0.9371 0.8963 143 0.6333 0.8261 0.7170 23 0.7667 0.8846 0.8214 26 0.7872 0.8732 0.8280 0.9592
0.0479 47.0 4982 0.1743 0.7945 0.8056 0.8 72 0.6632 0.84 0.7412 75 0.8526 0.9301 0.8896 143 0.6129 0.8261 0.7037 23 0.7931 0.8846 0.8364 26 0.7708 0.8732 0.8188 0.9570
0.0451 48.0 5088 0.1729 0.7838 0.8056 0.7945 72 0.7349 0.8133 0.7722 75 0.8693 0.9301 0.8986 143 0.7037 0.8261 0.76 23 0.7931 0.8846 0.8364 26 0.8033 0.8673 0.8340 0.9602
0.0456 49.0 5194 0.1744 0.7792 0.8333 0.8054 72 0.7470 0.8267 0.7848 75 0.8581 0.9301 0.8926 143 0.6786 0.8261 0.7451 23 0.7419 0.8846 0.8070 26 0.7941 0.8761 0.8331 0.9592
0.0422 50.0 5300 0.1774 0.7792 0.8333 0.8054 72 0.6782 0.7867 0.7284 75 0.8701 0.9371 0.9024 143 0.6207 0.7826 0.6923 23 0.7857 0.8462 0.8148 26 0.7813 0.8643 0.8207 0.9585
0.0435 51.0 5406 0.1746 0.7821 0.8472 0.8133 72 0.7273 0.8533 0.7853 75 0.8636 0.9301 0.8956 143 0.6552 0.8261 0.7308 23 0.7333 0.8462 0.7857 26 0.7889 0.8820 0.8329 0.9597
0.0439 52.0 5512 0.1773 0.7763 0.8194 0.7973 72 0.6739 0.8267 0.7425 75 0.8693 0.9301 0.8986 143 0.7037 0.8261 0.76 23 0.7419 0.8846 0.8070 26 0.7810 0.8732 0.8245 0.9602
0.0416 53.0 5618 0.1792 0.7867 0.8194 0.8027 72 0.6703 0.8133 0.7349 75 0.8758 0.9371 0.9054 143 0.6333 0.8261 0.7170 23 0.8214 0.8846 0.8519 26 0.7851 0.8732 0.8268 0.9595
0.0399 54.0 5724 0.1828 0.7792 0.8333 0.8054 72 0.7159 0.84 0.7730 75 0.8701 0.9371 0.9024 143 0.6552 0.8261 0.7308 23 0.7 0.8077 0.75 26 0.7857 0.8761 0.8285 0.9590
0.0422 55.0 5830 0.1851 0.7792 0.8333 0.8054 72 0.6701 0.8667 0.7558 75 0.8758 0.9371 0.9054 143 0.7037 0.8261 0.76 23 0.7333 0.8462 0.7857 26 0.7812 0.8850 0.8299 0.9587
0.0426 56.0 5936 0.1792 0.7733 0.8056 0.7891 72 0.7439 0.8133 0.7771 75 0.8701 0.9371 0.9024 143 0.6786 0.8261 0.7451 23 0.7586 0.8462 0.8 26 0.7989 0.8673 0.8317 0.9612
0.0414 57.0 6042 0.1741 0.7867 0.8194 0.8027 72 0.7531 0.8133 0.7821 75 0.8571 0.9231 0.8889 143 0.6786 0.8261 0.7451 23 0.8077 0.8077 0.8077 26 0.8022 0.8614 0.8307 0.9610
0.0386 58.0 6148 0.1852 0.7949 0.8611 0.8267 72 0.7273 0.8533 0.7853 75 0.8693 0.9301 0.8986 143 0.6129 0.8261 0.7037 23 0.75 0.8077 0.7778 26 0.7910 0.8820 0.8340 0.9607
0.0391 59.0 6254 0.1887 0.7625 0.8472 0.8026 72 0.7 0.84 0.7636 75 0.8758 0.9371 0.9054 143 0.6552 0.8261 0.7308 23 0.6562 0.8077 0.7241 26 0.7760 0.8791 0.8243 0.9585
0.0377 60.0 6360 0.1904 0.7722 0.8472 0.8079 72 0.7033 0.8533 0.7711 75 0.8645 0.9371 0.8993 143 0.6129 0.8261 0.7037 23 0.7 0.8077 0.75 26 0.7746 0.8820 0.8248 0.9575
0.0377 61.0 6466 0.1901 0.7973 0.8194 0.8082 72 0.6897 0.8 0.7407 75 0.8636 0.9301 0.8956 143 0.6552 0.8261 0.7308 23 0.7586 0.8462 0.8 26 0.7855 0.8643 0.8230 0.9580
0.0365 62.0 6572 0.1923 0.7895 0.8333 0.8108 72 0.6923 0.84 0.7590 75 0.8701 0.9371 0.9024 143 0.6333 0.8261 0.7170 23 0.7 0.8077 0.75 26 0.7795 0.8761 0.825 0.9585
0.0381 63.0 6678 0.1893 0.8267 0.8611 0.8435 72 0.7045 0.8267 0.7607 75 0.8581 0.9301 0.8926 143 0.6786 0.8261 0.7451 23 0.75 0.8077 0.7778 26 0.7941 0.8761 0.8331 0.9600
0.0356 64.0 6784 0.1921 0.8158 0.8611 0.8378 72 0.6966 0.8267 0.7561 75 0.8693 0.9301 0.8986 143 0.6786 0.8261 0.7451 23 0.7 0.8077 0.75 26 0.7899 0.8761 0.8308 0.9592
0.0359 65.0 6890 0.1849 0.7922 0.8472 0.8188 72 0.7262 0.8133 0.7673 75 0.8442 0.9091 0.8754 143 0.6786 0.8261 0.7451 23 0.7586 0.8462 0.8 26 0.7876 0.8643 0.8242 0.9597
0.0352 66.0 6996 0.1958 0.8026 0.8472 0.8243 72 0.7045 0.8267 0.7607 75 0.8581 0.9301 0.8926 143 0.6552 0.8261 0.7308 23 0.7586 0.8462 0.8 26 0.7878 0.8761 0.8296 0.9597
0.0339 67.0 7102 0.1901 0.8133 0.8472 0.8299 72 0.7209 0.8267 0.7702 75 0.8693 0.9301 0.8986 143 0.6552 0.8261 0.7308 23 0.75 0.8077 0.7778 26 0.7978 0.8732 0.8338 0.9610
0.0349 68.0 7208 0.2037 0.7778 0.875 0.8235 72 0.6774 0.84 0.75 75 0.8701 0.9371 0.9024 143 0.6786 0.8261 0.7451 23 0.6452 0.7692 0.7018 26 0.7726 0.8820 0.8237 0.9562
0.0338 69.0 7314 0.1915 0.8108 0.8333 0.8219 72 0.6977 0.8 0.7453 75 0.8590 0.9371 0.8963 143 0.7037 0.8261 0.76 23 0.7778 0.8077 0.7925 26 0.7946 0.8673 0.8293 0.9595
0.0343 70.0 7420 0.1888 0.8219 0.8333 0.8276 72 0.7407 0.8 0.7692 75 0.8645 0.9371 0.8993 143 0.7037 0.8261 0.76 23 0.7241 0.8077 0.7636 26 0.8055 0.8673 0.8352 0.9597
0.0328 71.0 7526 0.1877 0.8108 0.8333 0.8219 72 0.7045 0.8267 0.7607 75 0.8684 0.9231 0.8949 143 0.7308 0.8261 0.7755 23 0.7586 0.8462 0.8 26 0.7995 0.8702 0.8333 0.9600
0.0323 72.0 7632 0.1966 0.8108 0.8333 0.8219 72 0.7024 0.7867 0.7421 75 0.8636 0.9301 0.8956 143 0.7308 0.8261 0.7755 23 0.7097 0.8462 0.7719 26 0.7940 0.8643 0.8277 0.9597
0.0322 73.0 7738 0.1963 0.8108 0.8333 0.8219 72 0.7209 0.8267 0.7702 75 0.8766 0.9441 0.9091 143 0.7037 0.8261 0.76 23 0.7857 0.8462 0.8148 26 0.8076 0.8791 0.8418 0.9602
0.0315 74.0 7844 0.1972 0.8026 0.8472 0.8243 72 0.7059 0.8 0.7500 75 0.8766 0.9441 0.9091 143 0.6786 0.8261 0.7451 23 0.7097 0.8462 0.7719 26 0.7941 0.8761 0.8331 0.9595
0.032 75.0 7950 0.2017 0.7895 0.8333 0.8108 72 0.7143 0.8 0.7547 75 0.8645 0.9371 0.8993 143 0.6786 0.8261 0.7451 23 0.7586 0.8462 0.8 26 0.7930 0.8702 0.8298 0.9597
0.03 76.0 8056 0.2012 0.7895 0.8333 0.8108 72 0.7065 0.8667 0.7784 75 0.8581 0.9301 0.8926 143 0.7037 0.8261 0.76 23 0.7586 0.8462 0.8 26 0.7889 0.8820 0.8329 0.9597
0.0319 77.0 8162 0.1985 0.8133 0.8472 0.8299 72 0.6977 0.8 0.7453 75 0.8590 0.9371 0.8963 143 0.7037 0.8261 0.76 23 0.7586 0.8462 0.8 26 0.7936 0.8732 0.8315 0.9592
0.0291 78.0 8268 0.2031 0.7922 0.8472 0.8188 72 0.6932 0.8133 0.7485 75 0.8758 0.9371 0.9054 143 0.6786 0.8261 0.7451 23 0.7586 0.8462 0.8 26 0.792 0.8761 0.8319 0.9600
0.0281 79.0 8374 0.2041 0.8158 0.8611 0.8378 72 0.6889 0.8267 0.7515 75 0.8693 0.9301 0.8986 143 0.6786 0.8261 0.7451 23 0.7586 0.8462 0.8 26 0.7926 0.8791 0.8336 0.9597
0.0275 80.0 8480 0.2045 0.7895 0.8333 0.8108 72 0.7126 0.8267 0.7654 75 0.8766 0.9441 0.9091 143 0.7037 0.8261 0.76 23 0.7333 0.8462 0.7857 26 0.7968 0.8791 0.8359 0.9605
0.0268 81.0 8586 0.2033 0.8 0.8333 0.8163 72 0.7160 0.7733 0.7436 75 0.8590 0.9371 0.8963 143 0.6786 0.8261 0.7451 23 0.7333 0.8462 0.7857 26 0.7919 0.8643 0.8265 0.9587
0.027 82.0 8692 0.2151 0.7922 0.8472 0.8188 72 0.6932 0.8133 0.7485 75 0.8581 0.9301 0.8926 143 0.6333 0.8261 0.7170 23 0.7097 0.8462 0.7719 26 0.7769 0.8732 0.8222 0.9580
0.0288 83.0 8798 0.2049 0.7895 0.8333 0.8108 72 0.7024 0.7867 0.7421 75 0.8636 0.9301 0.8956 143 0.7037 0.8261 0.76 23 0.7333 0.8462 0.7857 26 0.7898 0.8643 0.8254 0.9587
0.0283 84.0 8904 0.2062 0.8108 0.8333 0.8219 72 0.7093 0.8133 0.7578 75 0.8645 0.9371 0.8993 143 0.6786 0.8261 0.7451 23 0.7586 0.8462 0.8 26 0.7957 0.8732 0.8326 0.9595
0.0272 85.0 9010 0.2097 0.8219 0.8333 0.8276 72 0.7195 0.7867 0.7516 75 0.8636 0.9301 0.8956 143 0.6786 0.8261 0.7451 23 0.7667 0.8846 0.8214 26 0.8011 0.8673 0.8329 0.9587
0.0272 86.0 9116 0.2123 0.8 0.8333 0.8163 72 0.6818 0.8 0.7362 75 0.8636 0.9301 0.8956 143 0.6552 0.8261 0.7308 23 0.7333 0.8462 0.7857 26 0.7819 0.8673 0.8224 0.9577
0.025 87.0 9222 0.2156 0.8 0.8333 0.8163 72 0.6977 0.8 0.7453 75 0.8636 0.9301 0.8956 143 0.6786 0.8261 0.7451 23 0.7931 0.8846 0.8364 26 0.7930 0.8702 0.8298 0.9580
0.0266 88.0 9328 0.2110 0.8 0.8333 0.8163 72 0.6988 0.7733 0.7342 75 0.8636 0.9301 0.8956 143 0.6552 0.8261 0.7308 23 0.7667 0.8846 0.8214 26 0.7898 0.8643 0.8254 0.9592
0.027 89.0 9434 0.2078 0.8 0.8333 0.8163 72 0.7308 0.76 0.7451 75 0.8636 0.9301 0.8956 143 0.6552 0.8261 0.7308 23 0.7241 0.8077 0.7636 26 0.7945 0.8555 0.8239 0.9590
0.026 90.0 9540 0.2093 0.7895 0.8333 0.8108 72 0.7160 0.7733 0.7436 75 0.8571 0.9231 0.8889 143 0.6333 0.8261 0.7170 23 0.7097 0.8462 0.7719 26 0.7823 0.8584 0.8186 0.9572
0.0253 91.0 9646 0.2077 0.8 0.8333 0.8163 72 0.7108 0.7867 0.7468 75 0.8636 0.9301 0.8956 143 0.7037 0.8261 0.76 23 0.7097 0.8462 0.7719 26 0.7919 0.8643 0.8265 0.9587
0.026 92.0 9752 0.2064 0.8 0.8333 0.8163 72 0.7342 0.7733 0.7532 75 0.8693 0.9301 0.8986 143 0.7037 0.8261 0.76 23 0.7097 0.8462 0.7719 26 0.8 0.8614 0.8295 0.9597
0.026 93.0 9858 0.2091 0.7895 0.8333 0.8108 72 0.6905 0.7733 0.7296 75 0.8636 0.9301 0.8956 143 0.7037 0.8261 0.76 23 0.7097 0.8462 0.7719 26 0.7849 0.8614 0.8214 0.9585
0.0253 94.0 9964 0.2093 0.8108 0.8333 0.8219 72 0.725 0.7733 0.7484 75 0.8636 0.9301 0.8956 143 0.7037 0.8261 0.76 23 0.7097 0.8462 0.7719 26 0.7978 0.8614 0.8284 0.9587
0.0255 95.0 10070 0.2069 0.8 0.8333 0.8163 72 0.7229 0.8 0.7595 75 0.8693 0.9301 0.8986 143 0.7037 0.8261 0.76 23 0.7097 0.8462 0.7719 26 0.7967 0.8673 0.8305 0.9595
0.0252 96.0 10176 0.2084 0.7895 0.8333 0.8108 72 0.7108 0.7867 0.7468 75 0.8636 0.9301 0.8956 143 0.7037 0.8261 0.76 23 0.7097 0.8462 0.7719 26 0.7898 0.8643 0.8254 0.9592
0.0251 97.0 10282 0.2088 0.8 0.8333 0.8163 72 0.725 0.7733 0.7484 75 0.8636 0.9301 0.8956 143 0.7037 0.8261 0.76 23 0.7097 0.8462 0.7719 26 0.7956 0.8614 0.8272 0.9590
0.027 98.0 10388 0.2080 0.8 0.8333 0.8163 72 0.725 0.7733 0.7484 75 0.8636 0.9301 0.8956 143 0.7037 0.8261 0.76 23 0.7097 0.8462 0.7719 26 0.7956 0.8614 0.8272 0.9590
0.0239 99.0 10494 0.2092 0.8 0.8333 0.8163 72 0.7143 0.8 0.7547 75 0.8636 0.9301 0.8956 143 0.7037 0.8261 0.76 23 0.7097 0.8462 0.7719 26 0.7925 0.8673 0.8282 0.9590
0.0246 100.0 10600 0.2094 0.8 0.8333 0.8163 72 0.7143 0.8 0.7547 75 0.8636 0.9301 0.8956 143 0.7037 0.8261 0.76 23 0.7097 0.8462 0.7719 26 0.7925 0.8673 0.8282 0.9590

Framework versions

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