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nerugm-lora-r16-2

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metadata
license: mit
base_model: indolem/indobert-base-uncased
tags:
  - generated_from_trainer
model-index:
  - name: nerugm-lora-r16-2
    results: []

nerugm-lora-r16-2

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: 0.1435
  • Location Precision: 0.7317
  • Location Recall: 0.8333
  • Location F1: 0.7792
  • Location Number: 72
  • Organization Precision: 0.6915
  • Organization Recall: 0.8667
  • Organization F1: 0.7692
  • Organization Number: 75
  • Person Precision: 0.8344
  • Person Recall: 0.9510
  • Person F1: 0.8889
  • Person Number: 143
  • Quantity Precision: 0.5667
  • Quantity Recall: 0.7391
  • Quantity F1: 0.6415
  • Quantity Number: 23
  • Time Precision: 0.7
  • Time Recall: 0.8077
  • Time F1: 0.75
  • Time Number: 26
  • Overall Precision: 0.7494
  • Overall Recall: 0.8820
  • Overall F1: 0.8103
  • Overall Accuracy: 0.9557

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
1.1469 1.0 106 0.6846 0.0 0.0 0.0 72 0.0 0.0 0.0 75 0.0 0.0 0.0 143 0.0 0.0 0.0 23 0.0 0.0 0.0 26 0.0 0.0 0.0 0.8449
0.6816 2.0 212 0.5663 0.0 0.0 0.0 72 0.0 0.0 0.0 75 0.0 0.0 0.0 143 0.0 0.0 0.0 23 0.0 0.0 0.0 26 0.0 0.0 0.0 0.8464
0.5761 3.0 318 0.4477 0.4 0.0556 0.0976 72 0.0667 0.0133 0.0222 75 0.3115 0.1329 0.1863 143 0.0 0.0 0.0 23 0.2941 0.1923 0.2326 26 0.2816 0.0855 0.1312 0.8692
0.4513 4.0 424 0.3327 0.5349 0.3194 0.4000 72 0.3846 0.2667 0.3150 75 0.6159 0.7063 0.6580 143 0.0 0.0 0.0 23 0.6923 0.6923 0.6923 26 0.5492 0.4779 0.5110 0.9139
0.3349 5.0 530 0.2615 0.6104 0.6528 0.6309 72 0.4706 0.5333 0.5 75 0.7263 0.9091 0.8075 143 0.2759 0.3478 0.3077 23 0.6786 0.7308 0.7037 26 0.6131 0.7198 0.6621 0.9324
0.2724 6.0 636 0.2266 0.6333 0.7917 0.7037 72 0.4792 0.6133 0.5380 75 0.7684 0.9510 0.85 143 0.3438 0.4783 0.4 23 0.6667 0.7692 0.7143 26 0.6353 0.7965 0.7068 0.9380
0.2355 7.0 742 0.2026 0.6824 0.8056 0.7389 72 0.4747 0.6267 0.5402 75 0.7586 0.9231 0.8328 143 0.3056 0.4783 0.3729 23 0.6452 0.7692 0.7018 26 0.6306 0.7906 0.7016 0.9375
0.2121 8.0 848 0.1842 0.6897 0.8333 0.7547 72 0.5048 0.7067 0.5889 75 0.7778 0.9301 0.8471 143 0.3448 0.4348 0.3846 23 0.6774 0.8077 0.7368 26 0.6548 0.8171 0.7270 0.9422
0.1949 9.0 954 0.1775 0.75 0.875 0.8077 72 0.5421 0.7733 0.6374 75 0.7952 0.9231 0.8544 143 0.3714 0.5652 0.4483 23 0.6774 0.8077 0.7368 26 0.6785 0.8466 0.7533 0.9437
0.1839 10.0 1060 0.1734 0.7326 0.875 0.7975 72 0.55 0.7333 0.6286 75 0.7964 0.9301 0.8581 143 0.5 0.7826 0.6102 23 0.6562 0.8077 0.7241 26 0.6888 0.8555 0.7632 0.9460
0.1755 11.0 1166 0.1595 0.7349 0.8472 0.7871 72 0.5816 0.76 0.6590 75 0.8 0.9231 0.8571 143 0.4375 0.6087 0.5091 23 0.7 0.8077 0.75 26 0.6985 0.8407 0.7631 0.9487
0.1678 12.0 1272 0.1577 0.7294 0.8611 0.7898 72 0.5673 0.7867 0.6592 75 0.8061 0.9301 0.8636 143 0.4688 0.6522 0.5455 23 0.6364 0.8077 0.7119 26 0.6921 0.8555 0.7652 0.9480
0.162 13.0 1378 0.1496 0.7317 0.8333 0.7792 72 0.5918 0.7733 0.6705 75 0.8160 0.9301 0.8693 143 0.5806 0.7826 0.6667 23 0.7 0.8077 0.75 26 0.7178 0.8555 0.7806 0.9510
0.1556 14.0 1484 0.1514 0.7654 0.8611 0.8105 72 0.5446 0.8133 0.6524 75 0.8221 0.9371 0.8758 143 0.5938 0.8261 0.6909 23 0.7241 0.8077 0.7636 26 0.7122 0.8761 0.7857 0.9510
0.1526 15.0 1590 0.1486 0.7531 0.8472 0.7974 72 0.5865 0.8133 0.6816 75 0.8428 0.9371 0.8874 143 0.6129 0.8261 0.7037 23 0.7586 0.8462 0.8 26 0.7351 0.8761 0.7995 0.9522
0.1469 16.0 1696 0.1532 0.7590 0.875 0.8129 72 0.5648 0.8133 0.6667 75 0.8438 0.9441 0.8911 143 0.5938 0.8261 0.6909 23 0.6875 0.8462 0.7586 26 0.7229 0.8850 0.7958 0.9510
0.144 17.0 1802 0.1514 0.7209 0.8611 0.7848 72 0.5825 0.8 0.6742 75 0.8375 0.9371 0.8845 143 0.5429 0.8261 0.6552 23 0.7333 0.8462 0.7857 26 0.7174 0.8761 0.7888 0.9505
0.1383 18.0 1908 0.1495 0.75 0.875 0.8077 72 0.5882 0.8 0.6780 75 0.8491 0.9441 0.8940 143 0.5588 0.8261 0.6667 23 0.7097 0.8462 0.7719 26 0.7293 0.8820 0.7984 0.9522
0.1377 19.0 2014 0.1417 0.7349 0.8472 0.7871 72 0.6078 0.8267 0.7006 75 0.8313 0.9301 0.8779 143 0.5429 0.8261 0.6552 23 0.7586 0.8462 0.8 26 0.7262 0.8761 0.7941 0.9537
0.1295 20.0 2120 0.1544 0.7412 0.875 0.8025 72 0.5727 0.84 0.6811 75 0.8333 0.9441 0.8852 143 0.5758 0.8261 0.6786 23 0.6667 0.8462 0.7458 26 0.7139 0.8909 0.7927 0.9492
0.1322 21.0 2226 0.1458 0.7412 0.875 0.8025 72 0.6176 0.84 0.7119 75 0.8261 0.9301 0.8750 143 0.5938 0.8261 0.6909 23 0.7857 0.8462 0.8148 26 0.7353 0.8850 0.8032 0.9522
0.1262 22.0 2332 0.1463 0.7590 0.875 0.8129 72 0.6078 0.8267 0.7006 75 0.8333 0.9441 0.8852 143 0.5294 0.7826 0.6316 23 0.7333 0.8462 0.7857 26 0.7299 0.8850 0.8 0.9522
0.1265 23.0 2438 0.1438 0.7590 0.875 0.8129 72 0.6058 0.84 0.7039 75 0.85 0.9510 0.8977 143 0.5455 0.7826 0.6429 23 0.7097 0.8462 0.7719 26 0.7348 0.8909 0.8053 0.9535
0.1249 24.0 2544 0.1526 0.7209 0.8611 0.7848 72 0.5888 0.84 0.6923 75 0.8293 0.9510 0.8860 143 0.5294 0.7826 0.6316 23 0.7097 0.8462 0.7719 26 0.7133 0.8879 0.7911 0.9492
0.124 25.0 2650 0.1410 0.7294 0.8611 0.7898 72 0.6421 0.8133 0.7176 75 0.8395 0.9510 0.8918 143 0.5294 0.7826 0.6316 23 0.7333 0.8462 0.7857 26 0.7365 0.8820 0.8027 0.9550
0.122 26.0 2756 0.1444 0.7470 0.8611 0.8 72 0.6429 0.84 0.7283 75 0.8344 0.9510 0.8889 143 0.5294 0.7826 0.6316 23 0.7097 0.8462 0.7719 26 0.7359 0.8879 0.8048 0.9537
0.1202 27.0 2862 0.1384 0.7439 0.8472 0.7922 72 0.6522 0.8 0.7186 75 0.8385 0.9441 0.8882 143 0.5143 0.7826 0.6207 23 0.7333 0.8462 0.7857 26 0.74 0.8732 0.8011 0.9542
0.1175 28.0 2968 0.1306 0.7561 0.8611 0.8052 72 0.6667 0.8 0.7273 75 0.8428 0.9371 0.8874 143 0.5455 0.7826 0.6429 23 0.7857 0.8462 0.8148 26 0.7551 0.8732 0.8098 0.9577
0.1172 29.0 3074 0.1388 0.7722 0.8472 0.8079 72 0.6364 0.84 0.7241 75 0.8645 0.9371 0.8993 143 0.5312 0.7391 0.6182 23 0.7586 0.8462 0.8 26 0.7538 0.8761 0.8104 0.9552
0.1115 30.0 3180 0.1358 0.7349 0.8472 0.7871 72 0.6632 0.84 0.7412 75 0.8590 0.9371 0.8963 143 0.5625 0.7826 0.6545 23 0.7586 0.8462 0.8 26 0.7544 0.8791 0.8120 0.9565
0.1118 31.0 3286 0.1319 0.7439 0.8472 0.7922 72 0.6522 0.8 0.7186 75 0.8599 0.9441 0.9 143 0.5625 0.7826 0.6545 23 0.7931 0.8846 0.8364 26 0.7577 0.8761 0.8126 0.9570
0.1105 32.0 3392 0.1297 0.7439 0.8472 0.7922 72 0.6966 0.8267 0.7561 75 0.8599 0.9441 0.9 143 0.6333 0.8261 0.7170 23 0.7931 0.8846 0.8364 26 0.7752 0.8850 0.8264 0.9597
0.1131 33.0 3498 0.1330 0.7349 0.8472 0.7871 72 0.6559 0.8133 0.7262 75 0.8323 0.9371 0.8816 143 0.5161 0.6957 0.5926 23 0.7586 0.8462 0.8 26 0.7406 0.8673 0.7989 0.9562
0.1076 34.0 3604 0.1418 0.7683 0.875 0.8182 72 0.6633 0.8667 0.7514 75 0.8333 0.9441 0.8852 143 0.5312 0.7391 0.6182 23 0.7586 0.8462 0.8 26 0.7494 0.8909 0.8140 0.9557
0.1067 35.0 3710 0.1382 0.7439 0.8472 0.7922 72 0.6633 0.8667 0.7514 75 0.8491 0.9441 0.8940 143 0.5312 0.7391 0.6182 23 0.7586 0.8462 0.8 26 0.75 0.8850 0.8119 0.9567
0.1062 36.0 3816 0.1289 0.7531 0.8472 0.7974 72 0.6923 0.84 0.7590 75 0.8365 0.9301 0.8808 143 0.5 0.6957 0.5818 23 0.7931 0.8846 0.8364 26 0.7551 0.8732 0.8098 0.9582
0.1067 37.0 3922 0.1377 0.7381 0.8611 0.7949 72 0.6701 0.8667 0.7558 75 0.8438 0.9441 0.8911 143 0.5294 0.7826 0.6316 23 0.7241 0.8077 0.7636 26 0.7450 0.8879 0.8102 0.9555
0.1035 38.0 4028 0.1402 0.7470 0.8611 0.8 72 0.6701 0.8667 0.7558 75 0.8562 0.9580 0.9043 143 0.5312 0.7391 0.6182 23 0.7241 0.8077 0.7636 26 0.7531 0.8909 0.8162 0.9560
0.1009 39.0 4134 0.1347 0.7531 0.8472 0.7974 72 0.6436 0.8667 0.7386 75 0.8491 0.9441 0.8940 143 0.5161 0.6957 0.5926 23 0.7241 0.8077 0.7636 26 0.7431 0.8791 0.8054 0.9557
0.1003 40.0 4240 0.1330 0.7595 0.8333 0.7947 72 0.7033 0.8533 0.7711 75 0.8333 0.9441 0.8852 143 0.5484 0.7391 0.6296 23 0.7241 0.8077 0.7636 26 0.7577 0.8761 0.8126 0.9580
0.0991 41.0 4346 0.1327 0.7439 0.8472 0.7922 72 0.6702 0.84 0.7456 75 0.8344 0.9510 0.8889 143 0.5484 0.7391 0.6296 23 0.7241 0.8077 0.7636 26 0.7469 0.8791 0.8076 0.9577
0.0998 42.0 4452 0.1384 0.7349 0.8472 0.7871 72 0.6915 0.8667 0.7692 75 0.8447 0.9510 0.8947 143 0.5484 0.7391 0.6296 23 0.7241 0.8077 0.7636 26 0.7538 0.8850 0.8141 0.9580
0.0976 43.0 4558 0.1351 0.7531 0.8472 0.7974 72 0.6842 0.8667 0.7647 75 0.8616 0.9580 0.9073 143 0.5484 0.7391 0.6296 23 0.7241 0.8077 0.7636 26 0.7620 0.8879 0.8202 0.9590
0.0983 44.0 4664 0.1335 0.7349 0.8472 0.7871 72 0.6702 0.84 0.7456 75 0.85 0.9510 0.8977 143 0.5484 0.7391 0.6296 23 0.7241 0.8077 0.7636 26 0.7506 0.8791 0.8098 0.9575
0.0953 45.0 4770 0.1382 0.775 0.8611 0.8158 72 0.6735 0.88 0.7630 75 0.8562 0.9580 0.9043 143 0.5484 0.7391 0.6296 23 0.7241 0.8077 0.7636 26 0.7613 0.8938 0.8223 0.9560
0.0956 46.0 4876 0.1318 0.7381 0.8611 0.7949 72 0.6667 0.88 0.7586 75 0.8662 0.9510 0.9067 143 0.5161 0.6957 0.5926 23 0.7241 0.8077 0.7636 26 0.7525 0.8879 0.8146 0.9570
0.096 47.0 4982 0.1382 0.7381 0.8611 0.7949 72 0.66 0.88 0.7543 75 0.8553 0.9510 0.9007 143 0.5484 0.7391 0.6296 23 0.7241 0.8077 0.7636 26 0.7494 0.8909 0.8140 0.9562
0.0927 48.0 5088 0.1361 0.7262 0.8472 0.7821 72 0.6465 0.8533 0.7356 75 0.8553 0.9510 0.9007 143 0.5484 0.7391 0.6296 23 0.7241 0.8077 0.7636 26 0.7438 0.8820 0.8070 0.9560
0.0937 49.0 5194 0.1355 0.7439 0.8472 0.7922 72 0.6804 0.88 0.7674 75 0.8562 0.9580 0.9043 143 0.5333 0.6957 0.6038 23 0.7241 0.8077 0.7636 26 0.7563 0.8879 0.8168 0.9577
0.0929 50.0 5300 0.1443 0.7531 0.8472 0.7974 72 0.65 0.8667 0.7429 75 0.8509 0.9580 0.9013 143 0.5484 0.7391 0.6296 23 0.7 0.8077 0.75 26 0.7469 0.8879 0.8113 0.9535
0.0925 51.0 5406 0.1329 0.7439 0.8472 0.7922 72 0.6737 0.8533 0.7529 75 0.8385 0.9441 0.8882 143 0.5484 0.7391 0.6296 23 0.7241 0.8077 0.7636 26 0.7487 0.8791 0.8087 0.9580
0.09 52.0 5512 0.1322 0.7381 0.8611 0.7949 72 0.6429 0.84 0.7283 75 0.8553 0.9510 0.9007 143 0.5333 0.6957 0.6038 23 0.7586 0.8462 0.8 26 0.7475 0.8820 0.8092 0.9577
0.0902 53.0 5618 0.1369 0.7381 0.8611 0.7949 72 0.6465 0.8533 0.7356 75 0.8333 0.9441 0.8852 143 0.5333 0.6957 0.6038 23 0.7586 0.8462 0.8 26 0.7401 0.8820 0.8048 0.9565
0.0903 54.0 5724 0.1362 0.7381 0.8611 0.7949 72 0.6633 0.8667 0.7514 75 0.8553 0.9510 0.9007 143 0.5667 0.7391 0.6415 23 0.7586 0.8462 0.8 26 0.755 0.8909 0.8173 0.9580
0.0884 55.0 5830 0.1463 0.75 0.875 0.8077 72 0.6262 0.8933 0.7363 75 0.8679 0.9650 0.9139 143 0.5152 0.7391 0.6071 23 0.7 0.8077 0.75 26 0.7409 0.9027 0.8138 0.9532
0.0876 56.0 5936 0.1365 0.7590 0.875 0.8129 72 0.6562 0.84 0.7368 75 0.8344 0.9510 0.8889 143 0.5484 0.7391 0.6296 23 0.7241 0.8077 0.7636 26 0.7463 0.8850 0.8097 0.9565
0.0866 57.0 6042 0.1324 0.7381 0.8611 0.7949 72 0.6848 0.84 0.7545 75 0.8395 0.9510 0.8918 143 0.5161 0.6957 0.5926 23 0.7241 0.8077 0.7636 26 0.7487 0.8791 0.8087 0.9575
0.0859 58.0 6148 0.1391 0.7381 0.8611 0.7949 72 0.6842 0.8667 0.7647 75 0.8571 0.9650 0.9079 143 0.5484 0.7391 0.6296 23 0.7241 0.8077 0.7636 26 0.7575 0.8938 0.8200 0.9560
0.084 59.0 6254 0.1424 0.7590 0.875 0.8129 72 0.6735 0.88 0.7630 75 0.8562 0.9580 0.9043 143 0.5484 0.7391 0.6296 23 0.7241 0.8077 0.7636 26 0.7581 0.8968 0.8216 0.9562
0.0846 60.0 6360 0.1417 0.7349 0.8472 0.7871 72 0.6842 0.8667 0.7647 75 0.8457 0.9580 0.8984 143 0.5484 0.7391 0.6296 23 0.7241 0.8077 0.7636 26 0.7525 0.8879 0.8146 0.9552
0.0861 61.0 6466 0.1478 0.7439 0.8472 0.7922 72 0.6471 0.88 0.7458 75 0.8571 0.9650 0.9079 143 0.5484 0.7391 0.6296 23 0.7241 0.8077 0.7636 26 0.7481 0.8938 0.8145 0.9525
0.0842 62.0 6572 0.1366 0.7531 0.8472 0.7974 72 0.6771 0.8667 0.7602 75 0.8553 0.9510 0.9007 143 0.5484 0.7391 0.6296 23 0.7241 0.8077 0.7636 26 0.7576 0.8850 0.8163 0.9575
0.0827 63.0 6678 0.1403 0.7561 0.8611 0.8052 72 0.6842 0.8667 0.7647 75 0.8447 0.9510 0.8947 143 0.5484 0.7391 0.6296 23 0.7241 0.8077 0.7636 26 0.7563 0.8879 0.8168 0.9555
0.0843 64.0 6784 0.1515 0.7349 0.8472 0.7871 72 0.6476 0.9067 0.7556 75 0.8625 0.9650 0.9109 143 0.5484 0.7391 0.6296 23 0.7241 0.8077 0.7636 26 0.7475 0.8997 0.8166 0.9522
0.0834 65.0 6890 0.1397 0.7349 0.8472 0.7871 72 0.6735 0.88 0.7630 75 0.8616 0.9580 0.9073 143 0.5667 0.7391 0.6415 23 0.7241 0.8077 0.7636 26 0.7569 0.8909 0.8184 0.9565
0.0839 66.0 6996 0.1407 0.7349 0.8472 0.7871 72 0.6875 0.88 0.7719 75 0.8447 0.9510 0.8947 143 0.5667 0.7391 0.6415 23 0.7241 0.8077 0.7636 26 0.7544 0.8879 0.8157 0.9567
0.0815 67.0 7102 0.1391 0.7561 0.8611 0.8052 72 0.6875 0.88 0.7719 75 0.8447 0.9510 0.8947 143 0.5484 0.7391 0.6296 23 0.7241 0.8077 0.7636 26 0.7569 0.8909 0.8184 0.9570
0.0829 68.0 7208 0.1395 0.7349 0.8472 0.7871 72 0.6989 0.8667 0.7738 75 0.8509 0.9580 0.9013 143 0.5152 0.7391 0.6071 23 0.7241 0.8077 0.7636 26 0.7544 0.8879 0.8157 0.9572
0.0807 69.0 7314 0.1432 0.7349 0.8472 0.7871 72 0.6837 0.8933 0.7746 75 0.8571 0.9650 0.9079 143 0.5667 0.7391 0.6415 23 0.7241 0.8077 0.7636 26 0.7581 0.8968 0.8216 0.9560
0.0818 70.0 7420 0.1389 0.7349 0.8472 0.7871 72 0.6804 0.88 0.7674 75 0.8385 0.9441 0.8882 143 0.6 0.7826 0.6792 23 0.7241 0.8077 0.7636 26 0.7525 0.8879 0.8146 0.9572
0.0822 71.0 7526 0.1401 0.7349 0.8472 0.7871 72 0.6701 0.8667 0.7558 75 0.8395 0.9510 0.8918 143 0.5484 0.7391 0.6296 23 0.7241 0.8077 0.7636 26 0.7463 0.8850 0.8097 0.9562
0.0808 72.0 7632 0.1410 0.7349 0.8472 0.7871 72 0.6804 0.88 0.7674 75 0.8395 0.9510 0.8918 143 0.5484 0.7391 0.6296 23 0.7241 0.8077 0.7636 26 0.7488 0.8879 0.8124 0.9562
0.0809 73.0 7738 0.1381 0.7284 0.8194 0.7712 72 0.6842 0.8667 0.7647 75 0.8385 0.9441 0.8882 143 0.5667 0.7391 0.6415 23 0.7241 0.8077 0.7636 26 0.75 0.8761 0.8082 0.9562
0.0799 74.0 7844 0.1484 0.7209 0.8611 0.7848 72 0.67 0.8933 0.7657 75 0.8457 0.9580 0.8984 143 0.5312 0.7391 0.6182 23 0.7241 0.8077 0.7636 26 0.7433 0.8968 0.8128 0.9540
0.0783 75.0 7950 0.1413 0.7229 0.8333 0.7742 72 0.6947 0.88 0.7765 75 0.8447 0.9510 0.8947 143 0.5667 0.7391 0.6415 23 0.7241 0.8077 0.7636 26 0.7538 0.8850 0.8141 0.9560
0.0787 76.0 8056 0.1458 0.7262 0.8472 0.7821 72 0.68 0.9067 0.7771 75 0.8344 0.9510 0.8889 143 0.5667 0.7391 0.6415 23 0.7241 0.8077 0.7636 26 0.7463 0.8938 0.8134 0.9547
0.0782 77.0 8162 0.1426 0.7262 0.8472 0.7821 72 0.6907 0.8933 0.7791 75 0.8509 0.9580 0.9013 143 0.5667 0.7391 0.6415 23 0.7241 0.8077 0.7636 26 0.7556 0.8938 0.8189 0.9555
0.0789 78.0 8268 0.1402 0.7229 0.8333 0.7742 72 0.6915 0.8667 0.7692 75 0.8447 0.9510 0.8947 143 0.5667 0.7391 0.6415 23 0.7241 0.8077 0.7636 26 0.7531 0.8820 0.8125 0.9560
0.0777 79.0 8374 0.1409 0.7229 0.8333 0.7742 72 0.6837 0.8933 0.7746 75 0.85 0.9510 0.8977 143 0.5667 0.7391 0.6415 23 0.7241 0.8077 0.7636 26 0.7525 0.8879 0.8146 0.9562
0.0766 80.0 8480 0.1497 0.7108 0.8194 0.7613 72 0.6667 0.9067 0.7684 75 0.8509 0.9580 0.9013 143 0.5667 0.7391 0.6415 23 0.7241 0.8077 0.7636 26 0.7457 0.8909 0.8118 0.9530
0.078 81.0 8586 0.1408 0.7229 0.8333 0.7742 72 0.6771 0.8667 0.7602 75 0.8395 0.9510 0.8918 143 0.5667 0.7391 0.6415 23 0.7241 0.8077 0.7636 26 0.7475 0.8820 0.8092 0.9562
0.0762 82.0 8692 0.1393 0.7407 0.8333 0.7843 72 0.6882 0.8533 0.7619 75 0.8447 0.9510 0.8947 143 0.5667 0.7391 0.6415 23 0.7 0.8077 0.75 26 0.7544 0.8791 0.8120 0.9575
0.0768 83.0 8798 0.1420 0.7229 0.8333 0.7742 72 0.6737 0.8533 0.7529 75 0.8447 0.9510 0.8947 143 0.5667 0.7391 0.6415 23 0.7 0.8077 0.75 26 0.7469 0.8791 0.8076 0.9552
0.076 84.0 8904 0.1430 0.7317 0.8333 0.7792 72 0.6633 0.8667 0.7514 75 0.85 0.9510 0.8977 143 0.5667 0.7391 0.6415 23 0.7 0.8077 0.75 26 0.7475 0.8820 0.8092 0.9555
0.0799 85.0 9010 0.1421 0.7317 0.8333 0.7792 72 0.6771 0.8667 0.7602 75 0.85 0.9510 0.8977 143 0.5667 0.7391 0.6415 23 0.7 0.8077 0.75 26 0.7513 0.8820 0.8114 0.9562
0.0782 86.0 9116 0.1425 0.7262 0.8472 0.7821 72 0.6842 0.8667 0.7647 75 0.8395 0.9510 0.8918 143 0.5667 0.7391 0.6415 23 0.7 0.8077 0.75 26 0.7481 0.8850 0.8108 0.9562
0.0745 87.0 9222 0.1413 0.7108 0.8194 0.7613 72 0.6842 0.8667 0.7647 75 0.8395 0.9510 0.8918 143 0.5667 0.7391 0.6415 23 0.7 0.8077 0.75 26 0.745 0.8791 0.8065 0.9555
0.0761 88.0 9328 0.1416 0.7317 0.8333 0.7792 72 0.6915 0.8667 0.7692 75 0.8395 0.9510 0.8918 143 0.5667 0.7391 0.6415 23 0.7 0.8077 0.75 26 0.7513 0.8820 0.8114 0.9560
0.077 89.0 9434 0.1445 0.7195 0.8194 0.7662 72 0.6842 0.8667 0.7647 75 0.8447 0.9510 0.8947 143 0.5667 0.7391 0.6415 23 0.7 0.8077 0.75 26 0.7487 0.8791 0.8087 0.9545
0.0736 90.0 9540 0.1449 0.7195 0.8194 0.7662 72 0.6842 0.8667 0.7647 75 0.8447 0.9510 0.8947 143 0.5667 0.7391 0.6415 23 0.7 0.8077 0.75 26 0.7487 0.8791 0.8087 0.9547
0.0751 91.0 9646 0.1443 0.7262 0.8472 0.7821 72 0.6915 0.8667 0.7692 75 0.8395 0.9510 0.8918 143 0.5667 0.7391 0.6415 23 0.7 0.8077 0.75 26 0.75 0.8850 0.8119 0.9555
0.0786 92.0 9752 0.1453 0.7317 0.8333 0.7792 72 0.6842 0.8667 0.7647 75 0.8395 0.9510 0.8918 143 0.5667 0.7391 0.6415 23 0.7 0.8077 0.75 26 0.7494 0.8820 0.8103 0.9547
0.074 93.0 9858 0.1493 0.7229 0.8333 0.7742 72 0.6768 0.8933 0.7701 75 0.8395 0.9510 0.8918 143 0.5667 0.7391 0.6415 23 0.7 0.8077 0.75 26 0.7450 0.8879 0.8102 0.9532
0.0752 94.0 9964 0.1466 0.7284 0.8194 0.7712 72 0.6667 0.88 0.7586 75 0.8395 0.9510 0.8918 143 0.5667 0.7391 0.6415 23 0.7 0.8077 0.75 26 0.7438 0.8820 0.8070 0.9535
0.0745 95.0 10070 0.1459 0.7317 0.8333 0.7792 72 0.6979 0.8933 0.7836 75 0.8344 0.9510 0.8889 143 0.5667 0.7391 0.6415 23 0.7 0.8077 0.75 26 0.7506 0.8879 0.8135 0.9557
0.0777 96.0 10176 0.1448 0.7317 0.8333 0.7792 72 0.7021 0.88 0.7811 75 0.8344 0.9510 0.8889 143 0.5667 0.7391 0.6415 23 0.7 0.8077 0.75 26 0.7519 0.8850 0.8130 0.9557
0.0757 97.0 10282 0.1431 0.7317 0.8333 0.7792 72 0.6842 0.8667 0.7647 75 0.8344 0.9510 0.8889 143 0.5667 0.7391 0.6415 23 0.7 0.8077 0.75 26 0.7475 0.8820 0.8092 0.9560
0.0733 98.0 10388 0.1430 0.7317 0.8333 0.7792 72 0.6915 0.8667 0.7692 75 0.8344 0.9510 0.8889 143 0.5667 0.7391 0.6415 23 0.7 0.8077 0.75 26 0.7494 0.8820 0.8103 0.9557
0.0735 99.0 10494 0.1430 0.7317 0.8333 0.7792 72 0.6915 0.8667 0.7692 75 0.8344 0.9510 0.8889 143 0.5667 0.7391 0.6415 23 0.7 0.8077 0.75 26 0.7494 0.8820 0.8103 0.9557
0.0758 100.0 10600 0.1435 0.7317 0.8333 0.7792 72 0.6915 0.8667 0.7692 75 0.8344 0.9510 0.8889 143 0.5667 0.7391 0.6415 23 0.7 0.8077 0.75 26 0.7494 0.8820 0.8103 0.9557

Framework versions

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