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

nerugm-seq_bn-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: 0.1687
  • Location Precision: 0.7619
  • Location Recall: 0.8767
  • Location F1: 0.8153
  • Location Number: 73
  • Organization Precision: 0.6410
  • Organization Recall: 0.7692
  • Organization F1: 0.6993
  • Organization Number: 65
  • Person Precision: 0.8466
  • Person Recall: 0.92
  • Person F1: 0.8818
  • Person Number: 150
  • Quantity Precision: 0.6316
  • Quantity Recall: 0.8276
  • Quantity F1: 0.7164
  • Quantity Number: 29
  • Time Precision: 0.7632
  • Time Recall: 0.8529
  • Time F1: 0.8056
  • Time Number: 34
  • Overall Precision: 0.7606
  • Overall Recall: 0.8689
  • Overall F1: 0.8112
  • Overall Accuracy: 0.9587

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
0.9315 1.0 106 0.6119 0.0 0.0 0.0 73 0.0 0.0 0.0 65 0.25 0.0067 0.0130 150 0.0 0.0 0.0 29 0.0 0.0 0.0 34 0.25 0.0028 0.0056 0.8371
0.5353 2.0 212 0.4115 0.5102 0.3425 0.4098 73 0.1 0.0769 0.0870 65 0.4779 0.72 0.5745 150 0.0 0.0 0.0 29 0.6071 0.5 0.5484 34 0.4379 0.4416 0.4397 0.8924
0.3686 3.0 318 0.2903 0.4950 0.6849 0.5747 73 0.4828 0.4308 0.4553 65 0.6583 0.8733 0.7507 150 0.375 0.4138 0.3934 29 0.8 0.8235 0.8116 34 0.5859 0.7094 0.6418 0.9289
0.2668 4.0 424 0.2079 0.49 0.6712 0.5665 73 0.5172 0.4615 0.4878 65 0.7657 0.8933 0.8246 150 0.5 0.5517 0.5246 29 0.8824 0.8824 0.8824 34 0.6491 0.7379 0.6907 0.9402
0.2091 5.0 530 0.1773 0.6484 0.8082 0.7195 73 0.5588 0.5846 0.5714 65 0.7771 0.9067 0.8369 150 0.5278 0.6552 0.5846 29 0.7895 0.8824 0.8333 34 0.6912 0.8034 0.7431 0.9451
0.1833 6.0 636 0.1898 0.5980 0.8356 0.6971 73 0.48 0.7385 0.5818 65 0.7697 0.9133 0.8354 150 0.4651 0.6897 0.5556 29 0.725 0.8529 0.7838 34 0.6371 0.8405 0.7248 0.9424
0.1653 7.0 742 0.1542 0.6889 0.8493 0.7607 73 0.5467 0.6308 0.5857 65 0.8155 0.9133 0.8616 150 0.5946 0.7586 0.6667 29 0.8108 0.8824 0.8451 34 0.7174 0.8319 0.7704 0.9513
0.1529 8.0 848 0.1476 0.6774 0.8630 0.7590 73 0.5455 0.6462 0.5915 65 0.8 0.9067 0.8500 150 0.7059 0.8276 0.7619 29 0.8158 0.9118 0.8611 34 0.7184 0.8433 0.7759 0.9527
0.1428 9.0 954 0.1498 0.6702 0.8630 0.7545 73 0.5465 0.7231 0.6225 65 0.8373 0.9267 0.8797 150 0.575 0.7931 0.6667 29 0.7561 0.9118 0.8267 34 0.7096 0.8632 0.7789 0.9498
0.132 10.0 1060 0.1430 0.7209 0.8493 0.7799 73 0.5714 0.6154 0.5926 65 0.8155 0.9133 0.8616 150 0.6579 0.8621 0.7463 29 0.75 0.8824 0.8108 34 0.7313 0.8376 0.7809 0.9532
0.1288 11.0 1166 0.1461 0.6739 0.8493 0.7515 73 0.5946 0.6769 0.6331 65 0.8303 0.9133 0.8698 150 0.6 0.8276 0.6957 29 0.6905 0.8529 0.7632 34 0.7167 0.8433 0.7749 0.9515
0.1219 12.0 1272 0.1499 0.6774 0.8630 0.7590 73 0.5897 0.7077 0.6434 65 0.8313 0.92 0.8734 150 0.6154 0.8276 0.7059 29 0.6905 0.8529 0.7632 34 0.7177 0.8547 0.7802 0.9503
0.1176 13.0 1378 0.1381 0.7349 0.8356 0.7821 73 0.5976 0.7538 0.6667 65 0.8415 0.92 0.8790 150 0.6410 0.8621 0.7353 29 0.7436 0.8529 0.7945 34 0.7420 0.8604 0.7968 0.9547
0.1161 14.0 1484 0.1408 0.7159 0.8630 0.7826 73 0.5976 0.7538 0.6667 65 0.8364 0.92 0.8762 150 0.65 0.8966 0.7536 29 0.6905 0.8529 0.7632 34 0.7314 0.8689 0.7943 0.9532
0.1148 15.0 1590 0.1482 0.7079 0.8630 0.7778 73 0.6136 0.8308 0.7059 65 0.8354 0.9133 0.8726 150 0.625 0.8621 0.7246 29 0.7073 0.8529 0.7733 34 0.7299 0.8775 0.7969 0.9537
0.1075 16.0 1696 0.1401 0.7590 0.8630 0.8077 73 0.6087 0.6462 0.6269 65 0.8405 0.9133 0.8754 150 0.6098 0.8621 0.7143 29 0.7073 0.8529 0.7733 34 0.7456 0.8433 0.7914 0.9555
0.1058 17.0 1802 0.1407 0.7241 0.8630 0.7875 73 0.6353 0.8308 0.7200 65 0.8364 0.92 0.8762 150 0.6757 0.8621 0.7576 29 0.6905 0.8529 0.7632 34 0.7428 0.8803 0.8057 0.9542
0.1021 18.0 1908 0.1372 0.7590 0.8630 0.8077 73 0.5897 0.7077 0.6434 65 0.8415 0.92 0.8790 150 0.6 0.8276 0.6957 29 0.725 0.8529 0.7838 34 0.7407 0.8547 0.7937 0.9562
0.1032 19.0 2014 0.1318 0.7722 0.8356 0.8026 73 0.6235 0.8154 0.7067 65 0.8466 0.92 0.8818 150 0.7143 0.8621 0.7813 29 0.7073 0.8529 0.7733 34 0.7593 0.8718 0.8117 0.9589
0.0979 20.0 2120 0.1400 0.7412 0.8630 0.7975 73 0.6795 0.8154 0.7413 65 0.8415 0.92 0.8790 150 0.6316 0.8276 0.7164 29 0.7436 0.8529 0.7945 34 0.7599 0.8746 0.8132 0.9569
0.098 21.0 2226 0.1351 0.7778 0.8630 0.8182 73 0.7 0.7538 0.7259 65 0.8466 0.92 0.8818 150 0.6579 0.8621 0.7463 29 0.7436 0.8529 0.7945 34 0.7775 0.8661 0.8194 0.9594
0.0942 22.0 2332 0.1375 0.7349 0.8356 0.7821 73 0.6265 0.8 0.7027 65 0.8509 0.9133 0.8810 150 0.6944 0.8621 0.7692 29 0.7632 0.8529 0.8056 34 0.7581 0.8661 0.8085 0.9574
0.0943 23.0 2438 0.1351 0.775 0.8493 0.8105 73 0.6706 0.8769 0.76 65 0.8466 0.92 0.8818 150 0.6944 0.8621 0.7692 29 0.7436 0.8529 0.7945 34 0.7717 0.8860 0.8249 0.9591
0.091 24.0 2544 0.1408 0.7442 0.8767 0.8050 73 0.6744 0.8923 0.7682 65 0.8405 0.9133 0.8754 150 0.6410 0.8621 0.7353 29 0.725 0.8529 0.7838 34 0.7560 0.8917 0.8183 0.9579
0.089 25.0 2650 0.1415 0.7590 0.8630 0.8077 73 0.6883 0.8154 0.7465 65 0.8509 0.9133 0.8810 150 0.625 0.8621 0.7246 29 0.7632 0.8529 0.8056 34 0.7694 0.8746 0.8187 0.9584
0.0862 26.0 2756 0.1428 0.7381 0.8493 0.7898 73 0.6757 0.7692 0.7194 65 0.8415 0.92 0.8790 150 0.6098 0.8621 0.7143 29 0.7073 0.8529 0.7733 34 0.7525 0.8661 0.8053 0.9562
0.0836 27.0 2862 0.1449 0.7273 0.8767 0.7950 73 0.6753 0.8 0.7324 65 0.8519 0.92 0.8846 150 0.5714 0.8276 0.6761 29 0.7073 0.8529 0.7733 34 0.7488 0.8746 0.8068 0.9557
0.0801 28.0 2968 0.1372 0.775 0.8493 0.8105 73 0.6892 0.7846 0.7338 65 0.85 0.9067 0.8774 150 0.6579 0.8621 0.7463 29 0.725 0.8529 0.7838 34 0.7730 0.8632 0.8156 0.9579
0.0779 29.0 3074 0.1392 0.7412 0.8630 0.7975 73 0.6744 0.8923 0.7682 65 0.8519 0.92 0.8846 150 0.6944 0.8621 0.7692 29 0.725 0.8529 0.7838 34 0.7653 0.8917 0.8237 0.9589
0.0776 30.0 3180 0.1360 0.7711 0.8767 0.8205 73 0.7 0.7538 0.7259 65 0.8476 0.9267 0.8854 150 0.6944 0.8621 0.7692 29 0.7436 0.8529 0.7945 34 0.7806 0.8718 0.8237 0.9594
0.0764 31.0 3286 0.1406 0.7529 0.8767 0.8101 73 0.6875 0.8462 0.7586 65 0.8415 0.92 0.8790 150 0.625 0.8621 0.7246 29 0.7073 0.8529 0.7733 34 0.7585 0.8860 0.8173 0.9599
0.0745 32.0 3392 0.1465 0.7412 0.8630 0.7975 73 0.6747 0.8615 0.7568 65 0.8466 0.92 0.8818 150 0.5854 0.8276 0.6857 29 0.7838 0.8529 0.8169 34 0.7579 0.8832 0.8158 0.9577
0.0729 33.0 3498 0.1370 0.7805 0.8767 0.8258 73 0.6944 0.7692 0.7299 65 0.8457 0.9133 0.8782 150 0.7353 0.8621 0.7937 29 0.7436 0.8529 0.7945 34 0.7841 0.8689 0.8243 0.9606
0.0719 34.0 3604 0.1358 0.7901 0.8767 0.8312 73 0.6571 0.7077 0.6815 65 0.8562 0.9133 0.8839 150 0.7143 0.8621 0.7813 29 0.7632 0.8529 0.8056 34 0.7839 0.8575 0.8190 0.9616
0.0746 35.0 3710 0.1465 0.7442 0.8767 0.8050 73 0.6627 0.8462 0.7432 65 0.8415 0.92 0.8790 150 0.6410 0.8621 0.7353 29 0.7073 0.8529 0.7733 34 0.7530 0.8860 0.8141 0.9574
0.0676 36.0 3816 0.1388 0.7805 0.8767 0.8258 73 0.6883 0.8154 0.7465 65 0.8466 0.92 0.8818 150 0.6944 0.8621 0.7692 29 0.725 0.8529 0.7838 34 0.7764 0.8803 0.8251 0.9604
0.0674 37.0 3922 0.1484 0.7590 0.8630 0.8077 73 0.6627 0.8462 0.7432 65 0.8364 0.92 0.8762 150 0.6316 0.8276 0.7164 29 0.725 0.8529 0.7838 34 0.7555 0.8803 0.8132 0.9587
0.0653 38.0 4028 0.1401 0.7711 0.8767 0.8205 73 0.6620 0.7231 0.6912 65 0.8466 0.92 0.8818 150 0.6316 0.8276 0.7164 29 0.725 0.8529 0.7838 34 0.7646 0.8604 0.8097 0.9594
0.0638 39.0 4134 0.1373 0.775 0.8493 0.8105 73 0.6790 0.8462 0.7534 65 0.8466 0.92 0.8818 150 0.6757 0.8621 0.7576 29 0.7436 0.8529 0.7945 34 0.7725 0.8803 0.8229 0.9609
0.0641 40.0 4240 0.1535 0.7241 0.8630 0.7875 73 0.6747 0.8615 0.7568 65 0.8373 0.9267 0.8797 150 0.5854 0.8276 0.6857 29 0.725 0.8529 0.7838 34 0.7458 0.8860 0.8099 0.9567
0.0632 41.0 4346 0.1378 0.7805 0.8767 0.8258 73 0.7237 0.8462 0.7801 65 0.8466 0.92 0.8818 150 0.6757 0.8621 0.7576 29 0.7632 0.8529 0.8056 34 0.7854 0.8860 0.8327 0.9614
0.0607 42.0 4452 0.1403 0.775 0.8493 0.8105 73 0.6883 0.8154 0.7465 65 0.8457 0.9133 0.8782 150 0.6579 0.8621 0.7463 29 0.7436 0.8529 0.7945 34 0.7727 0.8718 0.8193 0.9606
0.0596 43.0 4558 0.1431 0.7901 0.8767 0.8312 73 0.6753 0.8 0.7324 65 0.8562 0.9133 0.8839 150 0.6579 0.8621 0.7463 29 0.7436 0.8529 0.7945 34 0.7772 0.8746 0.8231 0.9616
0.0582 44.0 4664 0.1442 0.7805 0.8767 0.8258 73 0.6842 0.8 0.7376 65 0.8476 0.9267 0.8854 150 0.6579 0.8621 0.7463 29 0.725 0.8529 0.7838 34 0.7725 0.8803 0.8229 0.9611
0.0606 45.0 4770 0.1468 0.7619 0.8767 0.8153 73 0.6962 0.8462 0.7639 65 0.8373 0.9267 0.8797 150 0.625 0.8621 0.7246 29 0.7632 0.8529 0.8056 34 0.7666 0.8889 0.8232 0.9596
0.0563 46.0 4876 0.1410 0.7901 0.8767 0.8312 73 0.68 0.7846 0.7286 65 0.8415 0.92 0.8790 150 0.6579 0.8621 0.7463 29 0.7632 0.8529 0.8056 34 0.7753 0.8746 0.8220 0.9609
0.0556 47.0 4982 0.1550 0.7412 0.8630 0.7975 73 0.7 0.8615 0.7724 65 0.8373 0.9267 0.8797 150 0.5854 0.8276 0.6857 29 0.7632 0.8529 0.8056 34 0.7585 0.8860 0.8173 0.9579
0.0578 48.0 5088 0.1532 0.7619 0.8767 0.8153 73 0.6790 0.8462 0.7534 65 0.8424 0.9267 0.8825 150 0.6 0.8276 0.6957 29 0.7436 0.8529 0.7945 34 0.7604 0.8860 0.8184 0.9577
0.0559 49.0 5194 0.1444 0.7901 0.8767 0.8312 73 0.6933 0.8 0.7429 65 0.8424 0.9267 0.8825 150 0.6579 0.8621 0.7463 29 0.7632 0.8529 0.8056 34 0.7783 0.8803 0.8262 0.9619
0.0544 50.0 5300 0.1467 0.7711 0.8767 0.8205 73 0.7067 0.8154 0.7571 65 0.8476 0.9267 0.8854 150 0.6410 0.8621 0.7353 29 0.7632 0.8529 0.8056 34 0.7769 0.8832 0.8267 0.9609
0.0511 51.0 5406 0.1439 0.7711 0.8767 0.8205 73 0.6849 0.7692 0.7246 65 0.8476 0.9267 0.8854 150 0.6579 0.8621 0.7463 29 0.7632 0.8529 0.8056 34 0.7753 0.8746 0.8220 0.9609
0.0516 52.0 5512 0.1527 0.7619 0.8767 0.8153 73 0.6747 0.8615 0.7568 65 0.8313 0.92 0.8734 150 0.6757 0.8621 0.7576 29 0.7632 0.8529 0.8056 34 0.7647 0.8889 0.8221 0.9596
0.0524 53.0 5618 0.1529 0.7711 0.8767 0.8205 73 0.6835 0.8308 0.75 65 0.8274 0.9267 0.8742 150 0.625 0.8621 0.7246 29 0.7632 0.8529 0.8056 34 0.7623 0.8860 0.8195 0.9599
0.0513 54.0 5724 0.1577 0.7711 0.8767 0.8205 73 0.6477 0.8769 0.7451 65 0.8415 0.92 0.8790 150 0.6154 0.8276 0.7059 29 0.7632 0.8529 0.8056 34 0.7573 0.8889 0.8178 0.9577
0.0506 55.0 5830 0.1510 0.7875 0.8630 0.8235 73 0.6933 0.8 0.7429 65 0.8424 0.9267 0.8825 150 0.6316 0.8276 0.7164 29 0.7632 0.8529 0.8056 34 0.7753 0.8746 0.8220 0.9604
0.0511 56.0 5936 0.1485 0.7711 0.8767 0.8205 73 0.6974 0.8154 0.7518 65 0.8424 0.9267 0.8825 150 0.6579 0.8621 0.7463 29 0.7632 0.8529 0.8056 34 0.775 0.8832 0.8256 0.9606
0.0494 57.0 6042 0.1456 0.7778 0.8630 0.8182 73 0.68 0.7846 0.7286 65 0.8476 0.9267 0.8854 150 0.6579 0.8621 0.7463 29 0.7838 0.8529 0.8169 34 0.7772 0.8746 0.8231 0.9619
0.0494 58.0 6148 0.1526 0.7529 0.8767 0.8101 73 0.6986 0.7846 0.7391 65 0.8466 0.92 0.8818 150 0.6316 0.8276 0.7164 29 0.7632 0.8529 0.8056 34 0.7708 0.8718 0.8182 0.9604
0.0478 59.0 6254 0.1611 0.7805 0.8767 0.8258 73 0.6627 0.8462 0.7432 65 0.8466 0.92 0.8818 150 0.6 0.8276 0.6957 29 0.7632 0.8529 0.8056 34 0.7635 0.8832 0.8190 0.9587
0.0471 60.0 6360 0.1490 0.7901 0.8767 0.8312 73 0.6579 0.7692 0.7092 65 0.8519 0.92 0.8846 150 0.6579 0.8621 0.7463 29 0.7838 0.8529 0.8169 34 0.7766 0.8718 0.8215 0.9614
0.0457 61.0 6466 0.1452 0.8 0.8767 0.8366 73 0.6835 0.8308 0.75 65 0.8466 0.92 0.8818 150 0.6765 0.7931 0.7302 29 0.8056 0.8529 0.8286 34 0.7857 0.8775 0.8291 0.9623
0.0453 62.0 6572 0.1535 0.7683 0.8630 0.8129 73 0.6711 0.7846 0.7234 65 0.8519 0.92 0.8846 150 0.6757 0.8621 0.7576 29 0.7632 0.8529 0.8056 34 0.7747 0.8718 0.8204 0.9609
0.0439 63.0 6678 0.1550 0.7683 0.8630 0.8129 73 0.6506 0.8308 0.7297 65 0.8519 0.92 0.8846 150 0.6944 0.8621 0.7692 29 0.7632 0.8529 0.8056 34 0.7706 0.8803 0.8218 0.9596
0.0467 64.0 6784 0.1439 0.7975 0.8630 0.8289 73 0.6571 0.7077 0.6815 65 0.8519 0.92 0.8846 150 0.6970 0.7931 0.7419 29 0.7838 0.8529 0.8169 34 0.7848 0.8519 0.8169 0.9614
0.0422 65.0 6890 0.1603 0.7711 0.8767 0.8205 73 0.675 0.8308 0.7448 65 0.8466 0.92 0.8818 150 0.6 0.8276 0.6957 29 0.7632 0.8529 0.8056 34 0.7649 0.8803 0.8185 0.9591
0.0423 66.0 6996 0.1588 0.7619 0.8767 0.8153 73 0.6835 0.8308 0.75 65 0.8466 0.92 0.8818 150 0.6757 0.8621 0.7576 29 0.7632 0.8529 0.8056 34 0.7731 0.8832 0.8245 0.9594
0.0422 67.0 7102 0.1519 0.8025 0.8904 0.8442 73 0.6585 0.8308 0.7347 65 0.8519 0.92 0.8846 150 0.6579 0.8621 0.7463 29 0.7838 0.8529 0.8169 34 0.7775 0.8860 0.8282 0.9623
0.0416 68.0 7208 0.1546 0.7805 0.8767 0.8258 73 0.675 0.8308 0.7448 65 0.8519 0.92 0.8846 150 0.6410 0.8621 0.7353 29 0.7632 0.8529 0.8056 34 0.7731 0.8832 0.8245 0.9616
0.0403 69.0 7314 0.1511 0.7875 0.8630 0.8235 73 0.675 0.8308 0.7448 65 0.8466 0.92 0.8818 150 0.6857 0.8276 0.75 29 0.7632 0.8529 0.8056 34 0.7778 0.8775 0.8246 0.9619
0.0411 70.0 7420 0.1594 0.7805 0.8767 0.8258 73 0.6585 0.8308 0.7347 65 0.8466 0.92 0.8818 150 0.6579 0.8621 0.7463 29 0.7632 0.8529 0.8056 34 0.7692 0.8832 0.8223 0.9599
0.0391 71.0 7526 0.1717 0.7619 0.8767 0.8153 73 0.6222 0.8615 0.7226 65 0.8466 0.92 0.8818 150 0.6410 0.8621 0.7353 29 0.7632 0.8529 0.8056 34 0.7536 0.8889 0.8157 0.9562
0.0393 72.0 7632 0.1654 0.7529 0.8767 0.8101 73 0.6667 0.8308 0.7397 65 0.8415 0.92 0.8790 150 0.6579 0.8621 0.7463 29 0.7632 0.8529 0.8056 34 0.7635 0.8832 0.8190 0.9584
0.0411 73.0 7738 0.1570 0.7805 0.8767 0.8258 73 0.6753 0.8 0.7324 65 0.8466 0.92 0.8818 150 0.6579 0.8621 0.7463 29 0.7632 0.8529 0.8056 34 0.7739 0.8775 0.8224 0.9609
0.0408 74.0 7844 0.1583 0.7711 0.8767 0.8205 73 0.6753 0.8 0.7324 65 0.8476 0.9267 0.8854 150 0.6579 0.8621 0.7463 29 0.7838 0.8529 0.8169 34 0.7744 0.8803 0.824 0.9614
0.0389 75.0 7950 0.1631 0.7805 0.8767 0.8258 73 0.6625 0.8154 0.7310 65 0.8466 0.92 0.8818 150 0.6154 0.8276 0.7059 29 0.7632 0.8529 0.8056 34 0.7662 0.8775 0.8181 0.9591
0.0377 76.0 8056 0.1586 0.7805 0.8767 0.8258 73 0.6585 0.8308 0.7347 65 0.8519 0.92 0.8846 150 0.6316 0.8276 0.7164 29 0.7632 0.8529 0.8056 34 0.7687 0.8803 0.8207 0.9614
0.0404 77.0 8162 0.1617 0.7805 0.8767 0.8258 73 0.6585 0.8308 0.7347 65 0.8466 0.92 0.8818 150 0.6486 0.8276 0.7273 29 0.7632 0.8529 0.8056 34 0.7687 0.8803 0.8207 0.9601
0.0388 78.0 8268 0.1604 0.7805 0.8767 0.8258 73 0.6625 0.8154 0.7310 65 0.8519 0.92 0.8846 150 0.6667 0.8276 0.7385 29 0.7838 0.8529 0.8169 34 0.7758 0.8775 0.8235 0.9619
0.0383 79.0 8374 0.1600 0.7805 0.8767 0.8258 73 0.6623 0.7846 0.7183 65 0.8466 0.92 0.8818 150 0.6667 0.8276 0.7385 29 0.7632 0.8529 0.8056 34 0.7727 0.8718 0.8193 0.9611
0.0382 80.0 8480 0.1652 0.7805 0.8767 0.8258 73 0.6506 0.8308 0.7297 65 0.8466 0.92 0.8818 150 0.6216 0.7931 0.6970 29 0.7632 0.8529 0.8056 34 0.7643 0.8775 0.8170 0.9596
0.0378 81.0 8586 0.1706 0.7529 0.8767 0.8101 73 0.6506 0.8308 0.7297 65 0.8519 0.92 0.8846 150 0.6154 0.8276 0.7059 29 0.7632 0.8529 0.8056 34 0.7592 0.8803 0.8153 0.9591
0.039 82.0 8692 0.1682 0.7529 0.8767 0.8101 73 0.675 0.8308 0.7448 65 0.8466 0.92 0.8818 150 0.6486 0.8276 0.7273 29 0.7632 0.8529 0.8056 34 0.7667 0.8803 0.8196 0.9599
0.0372 83.0 8798 0.1668 0.7805 0.8767 0.8258 73 0.6329 0.7692 0.6944 65 0.8354 0.9133 0.8726 150 0.6486 0.8276 0.7273 29 0.7632 0.8529 0.8056 34 0.76 0.8661 0.8096 0.9589
0.0368 84.0 8904 0.1668 0.7711 0.8767 0.8205 73 0.6585 0.8308 0.7347 65 0.8466 0.92 0.8818 150 0.6579 0.8621 0.7463 29 0.7632 0.8529 0.8056 34 0.7673 0.8832 0.8212 0.9599
0.0374 85.0 9010 0.1643 0.7805 0.8767 0.8258 73 0.6757 0.7692 0.7194 65 0.8466 0.92 0.8818 150 0.6316 0.8276 0.7164 29 0.7632 0.8529 0.8056 34 0.7722 0.8689 0.8177 0.9606
0.0369 86.0 9116 0.1690 0.7711 0.8767 0.8205 73 0.6456 0.7846 0.7083 65 0.8466 0.92 0.8818 150 0.6410 0.8621 0.7353 29 0.7632 0.8529 0.8056 34 0.7637 0.8746 0.8154 0.9584
0.036 87.0 9222 0.1656 0.7805 0.8767 0.8258 73 0.6538 0.7846 0.7133 65 0.8466 0.92 0.8818 150 0.6486 0.8276 0.7273 29 0.7632 0.8529 0.8056 34 0.7688 0.8718 0.8171 0.9596
0.037 88.0 9328 0.1651 0.7805 0.8767 0.8258 73 0.6538 0.7846 0.7133 65 0.8466 0.92 0.8818 150 0.6486 0.8276 0.7273 29 0.7632 0.8529 0.8056 34 0.7688 0.8718 0.8171 0.9604
0.0373 89.0 9434 0.1692 0.7805 0.8767 0.8258 73 0.65 0.8 0.7172 65 0.8466 0.92 0.8818 150 0.6316 0.8276 0.7164 29 0.7632 0.8529 0.8056 34 0.7656 0.8746 0.8165 0.9594
0.0357 90.0 9540 0.1644 0.7805 0.8767 0.8258 73 0.6579 0.7692 0.7092 65 0.8466 0.92 0.8818 150 0.6316 0.8276 0.7164 29 0.7632 0.8529 0.8056 34 0.7683 0.8689 0.8155 0.9604
0.0365 91.0 9646 0.1706 0.7711 0.8767 0.8205 73 0.6585 0.8308 0.7347 65 0.8466 0.92 0.8818 150 0.6579 0.8621 0.7463 29 0.7632 0.8529 0.8056 34 0.7673 0.8832 0.8212 0.9596
0.0358 92.0 9752 0.1655 0.7711 0.8767 0.8205 73 0.6463 0.8154 0.7211 65 0.8466 0.92 0.8818 150 0.6316 0.8276 0.7164 29 0.7632 0.8529 0.8056 34 0.7624 0.8775 0.8159 0.9606
0.0367 93.0 9858 0.1664 0.7619 0.8767 0.8153 73 0.6667 0.8 0.7273 65 0.8466 0.92 0.8818 150 0.6316 0.8276 0.7164 29 0.7632 0.8529 0.8056 34 0.7656 0.8746 0.8165 0.9594
0.0367 94.0 9964 0.1675 0.7590 0.8630 0.8077 73 0.6420 0.8 0.7123 65 0.8466 0.92 0.8818 150 0.6316 0.8276 0.7164 29 0.7632 0.8529 0.8056 34 0.7593 0.8718 0.8117 0.9589
0.0358 95.0 10070 0.1725 0.7590 0.8630 0.8077 73 0.6585 0.8308 0.7347 65 0.8466 0.92 0.8818 150 0.6154 0.8276 0.7059 29 0.7632 0.8529 0.8056 34 0.7605 0.8775 0.8148 0.9591
0.0374 96.0 10176 0.1707 0.7619 0.8767 0.8153 73 0.6420 0.8 0.7123 65 0.8466 0.92 0.8818 150 0.6579 0.8621 0.7463 29 0.7632 0.8529 0.8056 34 0.7624 0.8775 0.8159 0.9594
0.0342 97.0 10282 0.1682 0.7711 0.8767 0.8205 73 0.6538 0.7846 0.7133 65 0.8466 0.92 0.8818 150 0.6316 0.8276 0.7164 29 0.7632 0.8529 0.8056 34 0.765 0.8718 0.8149 0.9594
0.0351 98.0 10388 0.1679 0.7711 0.8767 0.8205 73 0.6711 0.7846 0.7234 65 0.8466 0.92 0.8818 150 0.6316 0.8276 0.7164 29 0.7632 0.8529 0.8056 34 0.7688 0.8718 0.8171 0.9594
0.036 99.0 10494 0.1690 0.7619 0.8767 0.8153 73 0.6410 0.7692 0.6993 65 0.8466 0.92 0.8818 150 0.6316 0.8276 0.7164 29 0.7632 0.8529 0.8056 34 0.7606 0.8689 0.8112 0.9587
0.0368 100.0 10600 0.1687 0.7619 0.8767 0.8153 73 0.6410 0.7692 0.6993 65 0.8466 0.92 0.8818 150 0.6316 0.8276 0.7164 29 0.7632 0.8529 0.8056 34 0.7606 0.8689 0.8112 0.9587

Framework versions

  • Transformers 4.40.2
  • Pytorch 2.3.0+cu121
  • Datasets 2.19.1
  • Tokenizers 0.19.1