nerugm-pt-pl30-4 / README.md
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metadata
license: mit
base_model: indolem/indobert-base-uncased
tags:
  - generated_from_trainer
model-index:
  - name: nerugm-pt-pl30-4
    results: []

nerugm-pt-pl30-4

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: 0.1774
  • Location Precision: 0.8312
  • Location Recall: 0.8767
  • Location F1: 0.8533
  • Location Number: 73
  • Organization Precision: 0.7042
  • Organization Recall: 0.7692
  • Organization F1: 0.7353
  • Organization Number: 65
  • Person Precision: 0.8662
  • Person Recall: 0.9067
  • Person F1: 0.8860
  • Person Number: 150
  • Quantity Precision: 0.75
  • Quantity Recall: 0.8276
  • Quantity F1: 0.7869
  • Quantity Number: 29
  • Time Precision: 0.8286
  • Time Recall: 0.8529
  • Time F1: 0.8406
  • Time Number: 34
  • Overall Precision: 0.8145
  • Overall Recall: 0.8632
  • Overall F1: 0.8382
  • Overall Accuracy: 0.9643

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
1.0203 1.0 106 0.5919 0.0 0.0 0.0 73 0.0 0.0 0.0 65 0.1429 0.02 0.0351 150 0.0 0.0 0.0 29 0.3333 0.0294 0.0541 34 0.1081 0.0114 0.0206 0.8400
0.5053 2.0 212 0.3727 0.4286 0.2055 0.2778 73 0.0702 0.0615 0.0656 65 0.5736 0.7533 0.6513 150 0.125 0.0690 0.0889 29 0.5152 0.5 0.5075 34 0.4467 0.4302 0.4383 0.8952
0.3221 3.0 318 0.2198 0.5532 0.7123 0.6228 73 0.2963 0.2462 0.2689 65 0.7486 0.8933 0.8146 150 0.4872 0.6552 0.5588 29 0.7838 0.8529 0.8169 34 0.6203 0.7123 0.6631 0.9306
0.2222 4.0 424 0.1765 0.6341 0.7123 0.6710 73 0.5056 0.6923 0.5844 65 0.7895 0.9 0.8411 150 0.5789 0.7586 0.6567 29 0.7692 0.8824 0.8219 34 0.6778 0.8091 0.7377 0.9417
0.1869 5.0 530 0.1599 0.6923 0.8630 0.7683 73 0.5258 0.7846 0.6296 65 0.8036 0.9 0.8491 150 0.525 0.7241 0.6087 29 0.6977 0.8824 0.7792 34 0.6834 0.8547 0.7595 0.9473
0.169 6.0 636 0.1962 0.6333 0.7808 0.6994 73 0.5 0.8 0.6154 65 0.8323 0.9267 0.8770 150 0.4694 0.7931 0.5897 29 0.6042 0.8529 0.7073 34 0.6550 0.8547 0.7417 0.9318
0.154 7.0 742 0.1468 0.6813 0.8493 0.7561 73 0.6 0.7385 0.6621 65 0.8466 0.92 0.8818 150 0.6 0.8276 0.6957 29 0.6744 0.8529 0.7532 34 0.7218 0.8575 0.7839 0.9493
0.1439 8.0 848 0.1457 0.6951 0.7808 0.7355 73 0.6047 0.8 0.6887 65 0.8373 0.9267 0.8797 150 0.6316 0.8276 0.7164 29 0.7073 0.8529 0.7733 34 0.7288 0.8575 0.7880 0.9505
0.1317 9.0 954 0.1383 0.7439 0.8356 0.7871 73 0.5455 0.8308 0.6585 65 0.8571 0.92 0.8875 150 0.6486 0.8276 0.7273 29 0.725 0.8529 0.7838 34 0.7303 0.8718 0.7948 0.9525
0.1261 10.0 1060 0.1303 0.7875 0.8630 0.8235 73 0.6047 0.8 0.6887 65 0.8509 0.9133 0.8810 150 0.6389 0.7931 0.7077 29 0.7692 0.8824 0.8219 34 0.7587 0.8689 0.8101 0.9559
0.1191 11.0 1166 0.1253 0.7564 0.8082 0.7815 73 0.6711 0.7846 0.7234 65 0.8571 0.92 0.8875 150 0.6111 0.7586 0.6769 29 0.7436 0.8529 0.7945 34 0.7667 0.8519 0.8070 0.9596
0.1131 12.0 1272 0.1430 0.6667 0.8219 0.7362 73 0.6044 0.8462 0.7051 65 0.8580 0.9267 0.8910 150 0.6757 0.8621 0.7576 29 0.6744 0.8529 0.7532 34 0.7281 0.8775 0.7959 0.9537
0.1101 13.0 1378 0.1346 0.7792 0.8219 0.8000 73 0.6395 0.8462 0.7285 65 0.8634 0.9267 0.8939 150 0.55 0.7586 0.6377 29 0.7436 0.8529 0.7945 34 0.7568 0.8689 0.8090 0.9564
0.105 14.0 1484 0.1345 0.7294 0.8493 0.7848 73 0.6711 0.7846 0.7234 65 0.8679 0.92 0.8932 150 0.6579 0.8621 0.7463 29 0.725 0.8529 0.7838 34 0.7663 0.8689 0.8144 0.9591
0.1043 15.0 1590 0.1266 0.75 0.8219 0.7843 73 0.6795 0.8154 0.7413 65 0.8790 0.92 0.8990 150 0.6757 0.8621 0.7576 29 0.7436 0.8529 0.7945 34 0.7801 0.8689 0.8221 0.9611
0.0979 16.0 1696 0.1488 0.7407 0.8219 0.7792 73 0.6322 0.8462 0.7237 65 0.8696 0.9333 0.9003 150 0.5581 0.8276 0.6667 29 0.6667 0.8235 0.7368 34 0.7415 0.8746 0.8026 0.9527
0.0954 17.0 1802 0.1349 0.775 0.8493 0.8105 73 0.6265 0.8 0.7027 65 0.8696 0.9333 0.9003 150 0.7059 0.8276 0.7619 29 0.6905 0.8529 0.7632 34 0.7675 0.8746 0.8176 0.9589
0.0928 18.0 1908 0.1342 0.7439 0.8356 0.7871 73 0.6543 0.8154 0.7260 65 0.8562 0.9133 0.8839 150 0.6944 0.8621 0.7692 29 0.725 0.8529 0.7838 34 0.7644 0.8689 0.8133 0.9596
0.0884 19.0 2014 0.1289 0.7848 0.8493 0.8158 73 0.6494 0.7692 0.7042 65 0.8734 0.92 0.8961 150 0.6857 0.8276 0.75 29 0.7436 0.8529 0.7945 34 0.7809 0.8632 0.8200 0.9616
0.0851 20.0 2120 0.1377 0.7229 0.8219 0.7692 73 0.6795 0.8154 0.7413 65 0.8625 0.92 0.8903 150 0.7059 0.8276 0.7619 29 0.725 0.8529 0.7838 34 0.7696 0.8661 0.8150 0.9616
0.0819 21.0 2226 0.1296 0.7875 0.8630 0.8235 73 0.6709 0.8154 0.7361 65 0.8734 0.92 0.8961 150 0.7059 0.8276 0.7619 29 0.8056 0.8529 0.8286 34 0.7933 0.8746 0.8320 0.9633
0.0858 22.0 2332 0.1301 0.7792 0.8219 0.8000 73 0.6353 0.8308 0.7200 65 0.8734 0.92 0.8961 150 0.7576 0.8621 0.8065 29 0.8286 0.8529 0.8406 34 0.7887 0.8718 0.8281 0.9614
0.0789 23.0 2438 0.1356 0.7531 0.8356 0.7922 73 0.6986 0.7846 0.7391 65 0.8805 0.9333 0.9061 150 0.7353 0.8621 0.7937 29 0.7838 0.8529 0.8169 34 0.7969 0.8718 0.8327 0.9628
0.0763 24.0 2544 0.1364 0.7595 0.8219 0.7895 73 0.6386 0.8154 0.7162 65 0.8797 0.9267 0.9026 150 0.7576 0.8621 0.8065 29 0.7436 0.8529 0.7945 34 0.7806 0.8718 0.8237 0.9614
0.0734 25.0 2650 0.1438 0.7375 0.8082 0.7712 73 0.6842 0.8 0.7376 65 0.875 0.9333 0.9032 150 0.6857 0.8276 0.75 29 0.7073 0.8529 0.7733 34 0.7755 0.8661 0.8183 0.9611
0.0731 26.0 2756 0.1499 0.7375 0.8082 0.7712 73 0.6579 0.7692 0.7092 65 0.8688 0.9267 0.8968 150 0.6486 0.8276 0.7273 29 0.7436 0.8529 0.7945 34 0.7679 0.8575 0.8102 0.9589
0.0704 27.0 2862 0.1502 0.7625 0.8356 0.7974 73 0.6842 0.8 0.7376 65 0.8476 0.9267 0.8854 150 0.6316 0.8276 0.7164 29 0.7179 0.8235 0.7671 34 0.7657 0.8661 0.8128 0.9591
0.0679 28.0 2968 0.1447 0.7692 0.8219 0.7947 73 0.6835 0.8308 0.75 65 0.8742 0.9267 0.8997 150 0.6571 0.7931 0.7188 29 0.7436 0.8529 0.7945 34 0.7821 0.8689 0.8232 0.9619
0.0657 29.0 3074 0.1336 0.7949 0.8493 0.8212 73 0.6585 0.8308 0.7347 65 0.8831 0.9067 0.8947 150 0.7059 0.8276 0.7619 29 0.9118 0.9118 0.9118 34 0.8037 0.8746 0.8377 0.9646
0.067 30.0 3180 0.1437 0.7763 0.8082 0.7919 73 0.6463 0.8154 0.7211 65 0.8790 0.92 0.8990 150 0.6857 0.8276 0.75 29 0.8056 0.8529 0.8286 34 0.7850 0.8632 0.8223 0.9614
0.0649 31.0 3286 0.1422 0.7711 0.8767 0.8205 73 0.7042 0.7692 0.7353 65 0.8846 0.92 0.9020 150 0.6857 0.8276 0.75 29 0.7368 0.8235 0.7778 34 0.7937 0.8661 0.8283 0.9626
0.0619 32.0 3392 0.1524 0.7407 0.8219 0.7792 73 0.6322 0.8462 0.7237 65 0.8734 0.92 0.8961 150 0.6857 0.8276 0.75 29 0.8333 0.8824 0.8571 34 0.7733 0.8746 0.8209 0.9594
0.0616 33.0 3498 0.1474 0.7922 0.8356 0.8133 73 0.6944 0.7692 0.7299 65 0.8726 0.9133 0.8925 150 0.6857 0.8276 0.75 29 0.7895 0.8824 0.8333 34 0.7968 0.8604 0.8274 0.9623
0.0597 34.0 3604 0.1495 0.7778 0.8630 0.8182 73 0.6471 0.8462 0.7333 65 0.8562 0.9133 0.8839 150 0.7353 0.8621 0.7937 29 0.7632 0.8529 0.8056 34 0.7764 0.8803 0.8251 0.9589
0.0594 35.0 3710 0.1555 0.7349 0.8356 0.7821 73 0.6709 0.8154 0.7361 65 0.8405 0.9133 0.8754 150 0.6857 0.8276 0.75 29 0.7436 0.8529 0.7945 34 0.7619 0.8661 0.8107 0.9582
0.0572 36.0 3816 0.1508 0.7848 0.8493 0.8158 73 0.6667 0.8 0.7273 65 0.8710 0.9 0.8852 150 0.7273 0.8276 0.7742 29 0.8108 0.8824 0.8451 34 0.7932 0.8632 0.8267 0.9626
0.0543 37.0 3922 0.1685 0.7778 0.8630 0.8182 73 0.5510 0.8308 0.6626 65 0.8553 0.9067 0.8803 150 0.6857 0.8276 0.75 29 0.7838 0.8529 0.8169 34 0.7463 0.8718 0.8042 0.9550
0.055 38.0 4028 0.1547 0.7692 0.8219 0.7947 73 0.6623 0.7846 0.7183 65 0.8662 0.9067 0.8860 150 0.7059 0.8276 0.7619 29 0.8158 0.9118 0.8611 34 0.7865 0.8604 0.8218 0.9616
0.051 39.0 4134 0.1454 0.8158 0.8493 0.8322 73 0.6974 0.8154 0.7518 65 0.8562 0.9133 0.8839 150 0.75 0.8276 0.7869 29 0.8108 0.8824 0.8451 34 0.8031 0.8718 0.8361 0.9646
0.053 40.0 4240 0.1516 0.7922 0.8356 0.8133 73 0.6235 0.8154 0.7067 65 0.8654 0.9 0.8824 150 0.7059 0.8276 0.7619 29 0.7778 0.8235 0.8000 34 0.7758 0.8575 0.8146 0.9599
0.0526 41.0 4346 0.1492 0.7407 0.8219 0.7792 73 0.6623 0.7846 0.7183 65 0.8599 0.9 0.8795 150 0.6857 0.8276 0.75 29 0.7632 0.8529 0.8056 34 0.7706 0.8519 0.8092 0.9591
0.0497 42.0 4452 0.1492 0.8243 0.8356 0.8299 73 0.6585 0.8308 0.7347 65 0.8544 0.9 0.8766 150 0.7353 0.8621 0.7937 29 0.7838 0.8529 0.8169 34 0.7896 0.8661 0.8261 0.9631
0.0499 43.0 4558 0.1508 0.75 0.8219 0.7843 73 0.6712 0.7538 0.7101 65 0.8662 0.9067 0.8860 150 0.7059 0.8276 0.7619 29 0.8333 0.8824 0.8571 34 0.7868 0.8519 0.8181 0.9614
0.0474 44.0 4664 0.1511 0.8182 0.8630 0.8400 73 0.6892 0.7846 0.7338 65 0.8571 0.92 0.8875 150 0.7353 0.8621 0.7937 29 0.8378 0.9118 0.8732 34 0.8042 0.8775 0.8392 0.9636
0.0499 45.0 4770 0.1504 0.8289 0.8630 0.8456 73 0.6842 0.8 0.7376 65 0.8671 0.9133 0.8896 150 0.75 0.8276 0.7869 29 0.8108 0.8824 0.8451 34 0.8074 0.8718 0.8384 0.9641
0.0477 46.0 4876 0.1518 0.7922 0.8356 0.8133 73 0.6543 0.8154 0.7260 65 0.8671 0.9133 0.8896 150 0.75 0.8276 0.7869 29 0.7692 0.8824 0.8219 34 0.7881 0.8689 0.8266 0.9626
0.0463 47.0 4982 0.1598 0.7922 0.8356 0.8133 73 0.6552 0.8769 0.75 65 0.8509 0.9133 0.8810 150 0.6857 0.8276 0.75 29 0.7632 0.8529 0.8056 34 0.7739 0.8775 0.8224 0.9596
0.0458 48.0 5088 0.1668 0.7590 0.8630 0.8077 73 0.6420 0.8 0.7123 65 0.8616 0.9133 0.8867 150 0.7273 0.8276 0.7742 29 0.7895 0.8824 0.8333 34 0.7766 0.8718 0.8215 0.9599
0.0428 49.0 5194 0.1631 0.7590 0.8630 0.8077 73 0.6543 0.8154 0.7260 65 0.85 0.9067 0.8774 150 0.7273 0.8276 0.7742 29 0.7692 0.8824 0.8219 34 0.7727 0.8718 0.8193 0.9596
0.0437 50.0 5300 0.1579 0.7407 0.8219 0.7792 73 0.7164 0.7385 0.7273 65 0.8553 0.9067 0.8803 150 0.7273 0.8276 0.7742 29 0.8611 0.9118 0.8857 34 0.7952 0.8519 0.8226 0.9614
0.0436 51.0 5406 0.1591 0.7722 0.8356 0.8026 73 0.6579 0.7692 0.7092 65 0.8616 0.9133 0.8867 150 0.7273 0.8276 0.7742 29 0.8571 0.8824 0.8696 34 0.7906 0.8604 0.8240 0.9614
0.0403 52.0 5512 0.1684 0.7778 0.8630 0.8182 73 0.6235 0.8154 0.7067 65 0.8491 0.9 0.8738 150 0.7059 0.8276 0.7619 29 0.7895 0.8824 0.8333 34 0.7683 0.8689 0.8155 0.9594
0.0447 53.0 5618 0.1661 0.8182 0.8630 0.8400 73 0.6709 0.8154 0.7361 65 0.8688 0.9267 0.8968 150 0.6757 0.8621 0.7576 29 0.7692 0.8824 0.8219 34 0.7908 0.8832 0.8345 0.9606
0.0411 54.0 5724 0.1628 0.7692 0.8219 0.7947 73 0.6623 0.7846 0.7183 65 0.8726 0.9133 0.8925 150 0.7273 0.8276 0.7742 29 0.8571 0.8824 0.8696 34 0.7947 0.8604 0.8263 0.9604
0.039 55.0 5830 0.1660 0.7692 0.8219 0.7947 73 0.6447 0.7538 0.6950 65 0.8662 0.9067 0.8860 150 0.6857 0.8276 0.75 29 0.8108 0.8824 0.8451 34 0.7807 0.8519 0.8147 0.9582
0.0416 56.0 5936 0.1561 0.7848 0.8493 0.8158 73 0.6849 0.7692 0.7246 65 0.8679 0.92 0.8932 150 0.7273 0.8276 0.7742 29 0.8571 0.8824 0.8696 34 0.8021 0.8661 0.8329 0.9628
0.0386 57.0 6042 0.1615 0.7654 0.8493 0.8052 73 0.7101 0.7538 0.7313 65 0.8553 0.9067 0.8803 150 0.7143 0.8621 0.7813 29 0.7895 0.8824 0.8333 34 0.7906 0.8604 0.8240 0.9616
0.0395 58.0 6148 0.1566 0.7590 0.8630 0.8077 73 0.7101 0.7538 0.7313 65 0.8616 0.9133 0.8867 150 0.7059 0.8276 0.7619 29 0.8571 0.8824 0.8696 34 0.7974 0.8632 0.8290 0.9626
0.0376 59.0 6254 0.1600 0.7805 0.8767 0.8258 73 0.7059 0.7385 0.7218 65 0.8481 0.8933 0.8701 150 0.75 0.8276 0.7869 29 0.8333 0.8824 0.8571 34 0.7979 0.8547 0.8253 0.9633
0.0364 60.0 6360 0.1597 0.8267 0.8493 0.8378 73 0.6901 0.7538 0.7206 65 0.8590 0.8933 0.8758 150 0.7273 0.8276 0.7742 29 0.8571 0.8824 0.8696 34 0.8081 0.8519 0.8294 0.9633
0.0362 61.0 6466 0.1642 0.84 0.8630 0.8514 73 0.6538 0.7846 0.7133 65 0.8671 0.9133 0.8896 150 0.7273 0.8276 0.7742 29 0.8333 0.8824 0.8571 34 0.8026 0.8689 0.8345 0.9619
0.0358 62.0 6572 0.1709 0.8 0.8767 0.8366 73 0.6892 0.7846 0.7338 65 0.8718 0.9067 0.8889 150 0.6944 0.8621 0.7692 29 0.8333 0.8824 0.8571 34 0.8010 0.8718 0.8349 0.9614
0.034 63.0 6678 0.1643 0.8514 0.8630 0.8571 73 0.6892 0.7846 0.7338 65 0.8535 0.8933 0.8730 150 0.7812 0.8621 0.8197 29 0.8571 0.8824 0.8696 34 0.8145 0.8632 0.8382 0.9636
0.0353 64.0 6784 0.1625 0.8025 0.8904 0.8442 73 0.7164 0.7385 0.7273 65 0.8590 0.8933 0.8758 150 0.75 0.8276 0.7869 29 0.8571 0.8824 0.8696 34 0.8113 0.8575 0.8338 0.9636
0.0335 65.0 6890 0.1712 0.8025 0.8904 0.8442 73 0.7143 0.7692 0.7407 65 0.8544 0.9 0.8766 150 0.7273 0.8276 0.7742 29 0.7317 0.8824 0.8 34 0.7937 0.8661 0.8283 0.9628
0.0344 66.0 6996 0.1695 0.8077 0.8630 0.8344 73 0.6933 0.8 0.7429 65 0.8562 0.9133 0.8839 150 0.7273 0.8276 0.7742 29 0.7895 0.8824 0.8333 34 0.7969 0.8718 0.8327 0.9623
0.0333 67.0 7102 0.1661 0.8025 0.8904 0.8442 73 0.6849 0.7692 0.7246 65 0.8544 0.9 0.8766 150 0.7576 0.8621 0.8065 29 0.8286 0.8529 0.8406 34 0.8 0.8661 0.8317 0.9633
0.0344 68.0 7208 0.1680 0.8025 0.8904 0.8442 73 0.7101 0.7538 0.7313 65 0.8599 0.9 0.8795 150 0.7576 0.8621 0.8065 29 0.8286 0.8529 0.8406 34 0.808 0.8632 0.8347 0.9638
0.0297 69.0 7314 0.1733 0.8 0.8767 0.8366 73 0.6582 0.8 0.7222 65 0.8553 0.9067 0.8803 150 0.7353 0.8621 0.7937 29 0.8286 0.8529 0.8406 34 0.7907 0.8718 0.8293 0.9619
0.0304 70.0 7420 0.1702 0.8101 0.8767 0.8421 73 0.7183 0.7846 0.75 65 0.8535 0.8933 0.8730 150 0.7812 0.8621 0.8197 29 0.8286 0.8529 0.8406 34 0.8102 0.8632 0.8359 0.9638
0.0329 71.0 7526 0.1747 0.7831 0.8904 0.8333 73 0.6622 0.7538 0.7050 65 0.8481 0.8933 0.8701 150 0.7812 0.8621 0.8197 29 0.8286 0.8529 0.8406 34 0.7906 0.8604 0.8240 0.9631
0.0319 72.0 7632 0.1677 0.8243 0.8356 0.8299 73 0.6757 0.7692 0.7194 65 0.8428 0.8933 0.8673 150 0.7273 0.8276 0.7742 29 0.8286 0.8529 0.8406 34 0.7947 0.8490 0.8209 0.9619
0.0321 73.0 7738 0.1704 0.84 0.8630 0.8514 73 0.6757 0.7692 0.7194 65 0.8544 0.9 0.8766 150 0.7812 0.8621 0.8197 29 0.8571 0.8824 0.8696 34 0.8102 0.8632 0.8359 0.9646
0.0306 74.0 7844 0.1716 0.8378 0.8493 0.8435 73 0.6712 0.7538 0.7101 65 0.8447 0.9067 0.8746 150 0.7143 0.8621 0.7813 29 0.8333 0.8824 0.8571 34 0.7968 0.8604 0.8274 0.9628
0.0299 75.0 7950 0.1705 0.7927 0.8904 0.8387 73 0.6892 0.7846 0.7338 65 0.8553 0.9067 0.8803 150 0.7879 0.8966 0.8387 29 0.8571 0.8824 0.8696 34 0.8042 0.8775 0.8392 0.9641
0.0283 76.0 8056 0.1748 0.7927 0.8904 0.8387 73 0.6711 0.7846 0.7234 65 0.8608 0.9067 0.8831 150 0.7273 0.8276 0.7742 29 0.8333 0.8824 0.8571 34 0.7948 0.8718 0.8315 0.9621
0.0303 77.0 8162 0.1707 0.7831 0.8904 0.8333 73 0.6944 0.7692 0.7299 65 0.8553 0.9067 0.8803 150 0.75 0.8276 0.7869 29 0.8571 0.8824 0.8696 34 0.8005 0.8689 0.8333 0.9631
0.0279 78.0 8268 0.1707 0.7927 0.8904 0.8387 73 0.6901 0.7538 0.7206 65 0.8671 0.9133 0.8896 150 0.7576 0.8621 0.8065 29 0.8286 0.8529 0.8406 34 0.8047 0.8689 0.8356 0.9636
0.0291 79.0 8374 0.1715 0.8125 0.8904 0.8497 73 0.7101 0.7538 0.7313 65 0.8553 0.9067 0.8803 150 0.7273 0.8276 0.7742 29 0.8056 0.8529 0.8286 34 0.8037 0.8632 0.8324 0.9643
0.0291 80.0 8480 0.1746 0.7952 0.9041 0.8462 73 0.6757 0.7692 0.7194 65 0.8654 0.9 0.8824 150 0.75 0.8276 0.7869 29 0.8571 0.8824 0.8696 34 0.8026 0.8689 0.8345 0.9631
0.0264 81.0 8586 0.1756 0.7831 0.8904 0.8333 73 0.6901 0.7538 0.7206 65 0.8654 0.9 0.8824 150 0.7273 0.8276 0.7742 29 0.8286 0.8529 0.8406 34 0.7989 0.8604 0.8285 0.9636
0.0266 82.0 8692 0.1753 0.7831 0.8904 0.8333 73 0.7 0.7538 0.7259 65 0.8654 0.9 0.8824 150 0.75 0.8276 0.7869 29 0.8286 0.8529 0.8406 34 0.8032 0.8604 0.8308 0.9643
0.0248 83.0 8798 0.1754 0.8025 0.8904 0.8442 73 0.7424 0.7538 0.7481 65 0.8535 0.8933 0.8730 150 0.7273 0.8276 0.7742 29 0.8286 0.8529 0.8406 34 0.8091 0.8575 0.8326 0.9646
0.027 84.0 8904 0.1746 0.8333 0.8904 0.8609 73 0.6849 0.7692 0.7246 65 0.8608 0.9067 0.8831 150 0.75 0.8276 0.7869 29 0.8571 0.8824 0.8696 34 0.8112 0.8689 0.8391 0.9648
0.0278 85.0 9010 0.1817 0.7927 0.8904 0.8387 73 0.6806 0.7538 0.7153 65 0.8509 0.9133 0.8810 150 0.75 0.8276 0.7869 29 0.8056 0.8529 0.8286 34 0.7937 0.8661 0.8283 0.9628
0.0266 86.0 9116 0.1775 0.7927 0.8904 0.8387 73 0.7101 0.7538 0.7313 65 0.8544 0.9 0.8766 150 0.7812 0.8621 0.8197 29 0.8056 0.8529 0.8286 34 0.8037 0.8632 0.8324 0.9648
0.0261 87.0 9222 0.1777 0.8312 0.8767 0.8533 73 0.6623 0.7846 0.7183 65 0.8662 0.9067 0.8860 150 0.75 0.8276 0.7869 29 0.8286 0.8529 0.8406 34 0.8042 0.8661 0.8340 0.9641
0.0276 88.0 9328 0.1769 0.8205 0.8767 0.8477 73 0.6944 0.7692 0.7299 65 0.8599 0.9 0.8795 150 0.7273 0.8276 0.7742 29 0.8286 0.8529 0.8406 34 0.8053 0.8604 0.8320 0.9633
0.0261 89.0 9434 0.1797 0.7805 0.8767 0.8258 73 0.6806 0.7538 0.7153 65 0.8599 0.9 0.8795 150 0.75 0.8276 0.7869 29 0.8286 0.8529 0.8406 34 0.7963 0.8575 0.8258 0.9631
0.0251 90.0 9540 0.1772 0.8125 0.8904 0.8497 73 0.7042 0.7692 0.7353 65 0.8662 0.9067 0.8860 150 0.75 0.8276 0.7869 29 0.8286 0.8529 0.8406 34 0.8107 0.8661 0.8375 0.9651
0.0243 91.0 9646 0.1792 0.7901 0.8767 0.8312 73 0.7206 0.7538 0.7368 65 0.8599 0.9 0.8795 150 0.7273 0.8276 0.7742 29 0.8286 0.8529 0.8406 34 0.8048 0.8575 0.8303 0.9646
0.0246 92.0 9752 0.1793 0.8125 0.8904 0.8497 73 0.7 0.7538 0.7259 65 0.8599 0.9 0.8795 150 0.75 0.8276 0.7869 29 0.8286 0.8529 0.8406 34 0.8075 0.8604 0.8331 0.9636
0.0252 93.0 9858 0.1780 0.8333 0.8904 0.8609 73 0.6892 0.7846 0.7338 65 0.8662 0.9067 0.8860 150 0.7812 0.8621 0.8197 29 0.8286 0.8529 0.8406 34 0.8138 0.8718 0.8418 0.9641
0.0252 94.0 9964 0.1769 0.8312 0.8767 0.8533 73 0.7042 0.7692 0.7353 65 0.8599 0.9 0.8795 150 0.7812 0.8621 0.8197 29 0.8286 0.8529 0.8406 34 0.8145 0.8632 0.8382 0.9641
0.0241 95.0 10070 0.1783 0.8312 0.8767 0.8533 73 0.6944 0.7692 0.7299 65 0.8662 0.9067 0.8860 150 0.7812 0.8621 0.8197 29 0.8286 0.8529 0.8406 34 0.8150 0.8661 0.8398 0.9636
0.0239 96.0 10176 0.1762 0.8312 0.8767 0.8533 73 0.7042 0.7692 0.7353 65 0.8544 0.9 0.8766 150 0.75 0.8276 0.7869 29 0.8286 0.8529 0.8406 34 0.8097 0.8604 0.8343 0.9638
0.0226 97.0 10282 0.1785 0.8312 0.8767 0.8533 73 0.7042 0.7692 0.7353 65 0.8662 0.9067 0.8860 150 0.75 0.8276 0.7869 29 0.8286 0.8529 0.8406 34 0.8145 0.8632 0.8382 0.9643
0.0244 98.0 10388 0.1786 0.8312 0.8767 0.8533 73 0.7042 0.7692 0.7353 65 0.8662 0.9067 0.8860 150 0.75 0.8276 0.7869 29 0.8056 0.8529 0.8286 34 0.8123 0.8632 0.8370 0.9641
0.0244 99.0 10494 0.1773 0.8312 0.8767 0.8533 73 0.7042 0.7692 0.7353 65 0.8662 0.9067 0.8860 150 0.75 0.8276 0.7869 29 0.8286 0.8529 0.8406 34 0.8145 0.8632 0.8382 0.9646
0.0265 100.0 10600 0.1774 0.8312 0.8767 0.8533 73 0.7042 0.7692 0.7353 65 0.8662 0.9067 0.8860 150 0.75 0.8276 0.7869 29 0.8286 0.8529 0.8406 34 0.8145 0.8632 0.8382 0.9643

Framework versions

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