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nerugm-lora-r16-2

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metadata
language:
  - id
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: 0.1479
  • Location Precision: 0.7561
  • Location Recall: 0.8611
  • Location F1: 0.8052
  • Location Number: 72
  • Organization Precision: 0.7021
  • Organization Recall: 0.88
  • Organization F1: 0.7811
  • Organization Number: 75
  • Person Precision: 0.8385
  • Person Recall: 0.9441
  • Person F1: 0.8882
  • Person Number: 143
  • Quantity Precision: 0.5455
  • Quantity Recall: 0.7826
  • Quantity F1: 0.6429
  • Quantity Number: 23
  • Time Precision: 0.7241
  • Time Recall: 0.8077
  • Time F1: 0.7636
  • Time Number: 26
  • Overall Precision: 0.7569
  • Overall Recall: 0.8909
  • Overall F1: 0.8184
  • 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
1.1381 1.0 106 0.6853 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
0.6775 2.0 212 0.5613 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 0.8466
0.5563 3.0 318 0.4266 0.5 0.1111 0.1818 72 0.0526 0.0133 0.0213 75 0.3393 0.2657 0.2980 143 0.0 0.0 0.0 23 0.2222 0.1538 0.1818 26 0.3072 0.1504 0.2020 0.8777
0.4194 4.0 424 0.3158 0.54 0.375 0.4426 72 0.3906 0.3333 0.3597 75 0.5126 0.7133 0.5965 143 0.0 0.0 0.0 23 0.5714 0.6154 0.5926 26 0.4775 0.5015 0.4892 0.9127
0.3199 5.0 530 0.2532 0.5682 0.6944 0.625 72 0.4471 0.5067 0.4750 75 0.6793 0.8741 0.7645 143 0.3214 0.3913 0.3529 23 0.7308 0.7308 0.7308 26 0.5864 0.7109 0.6427 0.9302
0.2663 6.0 636 0.2125 0.6207 0.75 0.6792 72 0.5158 0.6533 0.5765 75 0.7345 0.9091 0.8125 143 0.3214 0.3913 0.3529 23 0.6562 0.8077 0.7241 26 0.6277 0.7758 0.6939 0.9362
0.2335 7.0 742 0.1960 0.6941 0.8194 0.7516 72 0.5152 0.68 0.5862 75 0.7293 0.9231 0.8148 143 0.3871 0.5217 0.4444 23 0.6452 0.7692 0.7018 26 0.6417 0.8083 0.7154 0.9392
0.2093 8.0 848 0.1736 0.6932 0.8472 0.7625 72 0.5294 0.72 0.6102 75 0.7714 0.9441 0.8491 143 0.4286 0.5217 0.4706 23 0.6667 0.8462 0.7458 26 0.6667 0.8378 0.7425 0.9450
0.1945 9.0 954 0.1752 0.6848 0.875 0.7683 72 0.5340 0.7333 0.6180 75 0.7917 0.9301 0.8553 143 0.4194 0.5652 0.4815 23 0.6562 0.8077 0.7241 26 0.6690 0.8407 0.7451 0.9440
0.1804 10.0 1060 0.1638 0.7126 0.8611 0.7799 72 0.5567 0.72 0.6279 75 0.7765 0.9231 0.8435 143 0.4444 0.6957 0.5424 23 0.6667 0.8462 0.7458 26 0.6761 0.8437 0.7507 0.9457
0.1692 11.0 1166 0.1590 0.7778 0.875 0.8235 72 0.5741 0.8267 0.6776 75 0.7733 0.9301 0.8444 143 0.4545 0.6522 0.5357 23 0.7931 0.8846 0.8364 26 0.6998 0.8732 0.7769 0.9500
0.1645 12.0 1272 0.1452 0.7595 0.8333 0.7947 72 0.5773 0.7467 0.6512 75 0.8 0.9231 0.8571 143 0.5161 0.6957 0.5926 23 0.8214 0.8846 0.8519 26 0.7175 0.8466 0.7767 0.9515
0.1572 13.0 1378 0.1520 0.7722 0.8472 0.8079 72 0.5741 0.8267 0.6776 75 0.7882 0.9371 0.8562 143 0.6207 0.7826 0.6923 23 0.7419 0.8846 0.8070 26 0.7146 0.8791 0.7884 0.9515
0.1538 14.0 1484 0.1492 0.7763 0.8194 0.7973 72 0.5596 0.8133 0.6630 75 0.8110 0.9301 0.8664 143 0.6333 0.8261 0.7170 23 0.7667 0.8846 0.8214 26 0.7213 0.8702 0.7888 0.9510
0.1483 15.0 1590 0.1384 0.7662 0.8194 0.7919 72 0.5938 0.76 0.6667 75 0.8210 0.9301 0.8721 143 0.6207 0.7826 0.6923 23 0.8214 0.8846 0.8519 26 0.7398 0.8555 0.7934 0.9550
0.145 16.0 1696 0.1531 0.7317 0.8333 0.7792 72 0.5625 0.84 0.6738 75 0.8036 0.9441 0.8682 143 0.6452 0.8696 0.7407 23 0.7333 0.8462 0.7857 26 0.7092 0.8850 0.7874 0.9497
0.1378 17.0 1802 0.1462 0.7176 0.8472 0.7771 72 0.5701 0.8133 0.6703 75 0.8313 0.9301 0.8779 143 0.625 0.8696 0.7273 23 0.7931 0.8846 0.8364 26 0.7215 0.8791 0.7926 0.9515
0.137 18.0 1908 0.1437 0.7294 0.8611 0.7898 72 0.5455 0.8 0.6486 75 0.8418 0.9301 0.8837 143 0.6452 0.8696 0.7407 23 0.7931 0.8846 0.8364 26 0.7215 0.8791 0.7926 0.9522
0.1316 19.0 2014 0.1372 0.7317 0.8333 0.7792 72 0.6040 0.8133 0.6932 75 0.8199 0.9231 0.8684 143 0.6452 0.8696 0.7407 23 0.7586 0.8462 0.8 26 0.7302 0.8702 0.7941 0.9542
0.1274 20.0 2120 0.1510 0.7159 0.875 0.7875 72 0.5818 0.8533 0.6919 75 0.8210 0.9301 0.8721 143 0.625 0.8696 0.7273 23 0.6875 0.8462 0.7586 26 0.7123 0.8909 0.7916 0.9502
0.1279 21.0 2226 0.1444 0.7294 0.8611 0.7898 72 0.6095 0.8533 0.7111 75 0.8133 0.9441 0.8738 143 0.6452 0.8696 0.7407 23 0.7931 0.8846 0.8364 26 0.7308 0.8968 0.8053 0.9532
0.1256 22.0 2332 0.1347 0.7561 0.8611 0.8052 72 0.6238 0.84 0.7159 75 0.8333 0.9441 0.8852 143 0.6061 0.8696 0.7143 23 0.7931 0.8846 0.8364 26 0.7445 0.8938 0.8123 0.9567
0.123 23.0 2438 0.1353 0.7468 0.8194 0.7815 72 0.625 0.8667 0.7263 75 0.8242 0.9510 0.8831 143 0.5758 0.8261 0.6786 23 0.7586 0.8462 0.8 26 0.7341 0.8879 0.8037 0.9557
0.1219 24.0 2544 0.1473 0.6889 0.8611 0.7654 72 0.5981 0.8533 0.7033 75 0.8232 0.9441 0.8795 143 0.5882 0.8696 0.7018 23 0.6875 0.8462 0.7586 26 0.7096 0.8938 0.7911 0.9520
0.1193 25.0 2650 0.1401 0.7561 0.8611 0.8052 72 0.6465 0.8533 0.7356 75 0.8303 0.9580 0.8896 143 0.5758 0.8261 0.6786 23 0.7333 0.8462 0.7857 26 0.7433 0.8968 0.8128 0.9567
0.1168 26.0 2756 0.1358 0.7381 0.8611 0.7949 72 0.6238 0.84 0.7159 75 0.8385 0.9441 0.8882 143 0.6 0.7826 0.6792 23 0.7333 0.8462 0.7857 26 0.7389 0.8850 0.8054 0.9557
0.1132 27.0 2862 0.1407 0.6932 0.8472 0.7625 72 0.6517 0.7733 0.7073 75 0.8333 0.9441 0.8852 143 0.5758 0.8261 0.6786 23 0.7586 0.8462 0.8 26 0.7357 0.8702 0.7973 0.9547
0.115 28.0 2968 0.1366 0.7439 0.8472 0.7922 72 0.6275 0.8533 0.7232 75 0.8323 0.9371 0.8816 143 0.5938 0.8261 0.6909 23 0.7931 0.8846 0.8364 26 0.7414 0.8879 0.8081 0.9567
0.112 29.0 3074 0.1384 0.7470 0.8611 0.8 72 0.6436 0.8667 0.7386 75 0.8553 0.9510 0.9007 143 0.5938 0.8261 0.6909 23 0.7586 0.8462 0.8 26 0.7525 0.8968 0.8183 0.9560
0.1112 30.0 3180 0.1362 0.6966 0.8611 0.7702 72 0.6311 0.8667 0.7303 75 0.8447 0.9510 0.8947 143 0.5625 0.7826 0.6545 23 0.7586 0.8462 0.8 26 0.7319 0.8938 0.8048 0.9557
0.1093 31.0 3286 0.1323 0.7262 0.8472 0.7821 72 0.6702 0.84 0.7456 75 0.8447 0.9510 0.8947 143 0.5938 0.8261 0.6909 23 0.7931 0.8846 0.8364 26 0.755 0.8909 0.8173 0.9577
0.1075 32.0 3392 0.1293 0.775 0.8611 0.8158 72 0.6739 0.8267 0.7425 75 0.8599 0.9441 0.9 143 0.5938 0.8261 0.6909 23 0.7931 0.8846 0.8364 26 0.7718 0.8879 0.8258 0.9597
0.1046 33.0 3498 0.1313 0.7176 0.8472 0.7771 72 0.6598 0.8533 0.7442 75 0.8831 0.9510 0.9158 143 0.5625 0.7826 0.6545 23 0.7667 0.8846 0.8214 26 0.7588 0.8909 0.8195 0.9595
0.1017 34.0 3604 0.1427 0.7209 0.8611 0.7848 72 0.64 0.8533 0.7314 75 0.8282 0.9441 0.8824 143 0.5455 0.7826 0.6429 23 0.6875 0.8462 0.7586 26 0.7271 0.8879 0.7995 0.9547
0.1071 35.0 3710 0.1403 0.7126 0.8611 0.7799 72 0.6275 0.8533 0.7232 75 0.8662 0.9510 0.9067 143 0.5455 0.7826 0.6429 23 0.7931 0.8846 0.8364 26 0.7426 0.8938 0.8112 0.9562
0.1026 36.0 3816 0.1297 0.7262 0.8472 0.7821 72 0.6897 0.8 0.7407 75 0.85 0.9510 0.8977 143 0.5625 0.7826 0.6545 23 0.7931 0.8846 0.8364 26 0.7602 0.8791 0.8153 0.9590
0.1005 37.0 3922 0.1433 0.7209 0.8611 0.7848 72 0.6569 0.8933 0.7571 75 0.8405 0.9580 0.8954 143 0.5152 0.7391 0.6071 23 0.7667 0.8846 0.8214 26 0.7391 0.9027 0.8127 0.9550
0.0981 38.0 4028 0.1404 0.775 0.8611 0.8158 72 0.6436 0.8667 0.7386 75 0.8415 0.9650 0.8990 143 0.5455 0.7826 0.6429 23 0.7667 0.8846 0.8214 26 0.75 0.9027 0.8193 0.9572
0.0982 39.0 4134 0.1409 0.7654 0.8611 0.8105 72 0.6837 0.8933 0.7746 75 0.8344 0.9510 0.8889 143 0.5455 0.7826 0.6429 23 0.7667 0.8846 0.8214 26 0.7556 0.9027 0.8226 0.9580
0.0986 40.0 4240 0.1324 0.7531 0.8472 0.7974 72 0.7021 0.88 0.7811 75 0.8293 0.9510 0.8860 143 0.5484 0.7391 0.6296 23 0.7931 0.8846 0.8364 26 0.7594 0.8938 0.8211 0.9587
0.0963 41.0 4346 0.1360 0.7561 0.8611 0.8052 72 0.6804 0.88 0.7674 75 0.8344 0.9510 0.8889 143 0.5862 0.7391 0.6538 23 0.7931 0.8846 0.8364 26 0.76 0.8968 0.8227 0.9577
0.096 42.0 4452 0.1379 0.7470 0.8611 0.8 72 0.6875 0.88 0.7719 75 0.8457 0.9580 0.8984 143 0.5625 0.7826 0.6545 23 0.7419 0.8846 0.8070 26 0.7574 0.9027 0.8237 0.9585
0.0944 43.0 4558 0.1291 0.7625 0.8472 0.8026 72 0.7333 0.88 0.8 75 0.8662 0.9510 0.9067 143 0.5862 0.7391 0.6538 23 0.7586 0.8462 0.8 26 0.7844 0.8909 0.8343 0.9617
0.0959 44.0 4664 0.1381 0.7590 0.875 0.8129 72 0.7053 0.8933 0.7882 75 0.8509 0.9580 0.9013 143 0.5484 0.7391 0.6296 23 0.6897 0.7692 0.7273 26 0.7619 0.8968 0.8238 0.9570
0.0935 45.0 4770 0.1383 0.7778 0.875 0.8235 72 0.6842 0.8667 0.7647 75 0.8571 0.9650 0.9079 143 0.5312 0.7391 0.6182 23 0.7241 0.8077 0.7636 26 0.7638 0.8968 0.8250 0.9585
0.0903 46.0 4876 0.1356 0.7470 0.8611 0.8 72 0.6633 0.8667 0.7514 75 0.8562 0.9580 0.9043 143 0.5667 0.7391 0.6415 23 0.7931 0.8846 0.8364 26 0.76 0.8968 0.8227 0.9582
0.0933 47.0 4982 0.1516 0.7531 0.8472 0.7974 72 0.6869 0.9067 0.7816 75 0.8466 0.9650 0.9020 143 0.5 0.7391 0.5965 23 0.6897 0.7692 0.7273 26 0.7488 0.8968 0.8161 0.9552
0.093 48.0 5088 0.1348 0.7470 0.8611 0.8 72 0.6842 0.8667 0.7647 75 0.85 0.9510 0.8977 143 0.5484 0.7391 0.6296 23 0.7241 0.8077 0.7636 26 0.7563 0.8879 0.8168 0.9580
0.0906 49.0 5194 0.1454 0.7470 0.8611 0.8 72 0.6602 0.9067 0.7640 75 0.8562 0.9580 0.9043 143 0.5806 0.7826 0.6667 23 0.7241 0.8077 0.7636 26 0.7537 0.9027 0.8215 0.9570
0.0894 50.0 5300 0.1340 0.7625 0.8472 0.8026 72 0.7159 0.84 0.7730 75 0.8395 0.9510 0.8918 143 0.5806 0.7826 0.6667 23 0.8214 0.8846 0.8519 26 0.7738 0.8879 0.8269 0.9610
0.0882 51.0 5406 0.1365 0.7654 0.8611 0.8105 72 0.6771 0.8667 0.7602 75 0.8509 0.9580 0.9013 143 0.5667 0.7391 0.6415 23 0.7586 0.8462 0.8 26 0.7632 0.8938 0.8234 0.9595
0.0886 52.0 5512 0.1407 0.7561 0.8611 0.8052 72 0.6768 0.8933 0.7701 75 0.8519 0.9650 0.9049 143 0.5484 0.7391 0.6296 23 0.7241 0.8077 0.7636 26 0.7568 0.8997 0.8221 0.9587
0.086 53.0 5618 0.1391 0.7561 0.8611 0.8052 72 0.6907 0.8933 0.7791 75 0.8447 0.9510 0.8947 143 0.5806 0.7826 0.6667 23 0.7333 0.8462 0.7857 26 0.7606 0.8997 0.8243 0.9592
0.0872 54.0 5724 0.1392 0.7561 0.8611 0.8052 72 0.7021 0.88 0.7811 75 0.8608 0.9510 0.9037 143 0.5312 0.7391 0.6182 23 0.7586 0.8462 0.8 26 0.7671 0.8938 0.8256 0.9590
0.0897 55.0 5830 0.1569 0.7381 0.8611 0.7949 72 0.6602 0.9067 0.7640 75 0.8571 0.9650 0.9079 143 0.5152 0.7391 0.6071 23 0.6667 0.7692 0.7143 26 0.7421 0.8997 0.8133 0.9535
0.0881 56.0 5936 0.1365 0.7531 0.8472 0.7974 72 0.7143 0.8667 0.7831 75 0.8553 0.9510 0.9007 143 0.5312 0.7391 0.6182 23 0.7241 0.8077 0.7636 26 0.7653 0.8850 0.8208 0.9597
0.0857 57.0 6042 0.1363 0.7561 0.8611 0.8052 72 0.7333 0.88 0.8 75 0.85 0.9510 0.8977 143 0.5484 0.7391 0.6296 23 0.75 0.8077 0.7778 26 0.7724 0.8909 0.8274 0.9612
0.0846 58.0 6148 0.1401 0.7531 0.8472 0.7974 72 0.6979 0.8933 0.7836 75 0.85 0.9510 0.8977 143 0.5484 0.7391 0.6296 23 0.7586 0.8462 0.8 26 0.7632 0.8938 0.8234 0.9595
0.0843 59.0 6254 0.1426 0.7439 0.8472 0.7922 72 0.7128 0.8933 0.7929 75 0.8571 0.9650 0.9079 143 0.5312 0.7391 0.6182 23 0.7 0.8077 0.75 26 0.7619 0.8968 0.8238 0.9595
0.087 60.0 6360 0.1385 0.7439 0.8472 0.7922 72 0.6989 0.8667 0.7738 75 0.8553 0.9510 0.9007 143 0.5625 0.7826 0.6545 23 0.7857 0.8462 0.8148 26 0.7665 0.8909 0.8240 0.9595
0.0836 61.0 6466 0.1407 0.7561 0.8611 0.8052 72 0.6837 0.8933 0.7746 75 0.8625 0.9650 0.9109 143 0.5625 0.7826 0.6545 23 0.7241 0.8077 0.7636 26 0.7631 0.9027 0.8270 0.9602
0.0823 62.0 6572 0.1372 0.7625 0.8472 0.8026 72 0.7033 0.8533 0.7711 75 0.85 0.9510 0.8977 143 0.5667 0.7391 0.6415 23 0.7586 0.8462 0.8 26 0.7692 0.8850 0.8230 0.9602
0.0814 63.0 6678 0.1416 0.7561 0.8611 0.8052 72 0.6804 0.88 0.7674 75 0.85 0.9510 0.8977 143 0.5312 0.7391 0.6182 23 0.6897 0.7692 0.7273 26 0.7525 0.8879 0.8146 0.9580
0.0806 64.0 6784 0.1517 0.7561 0.8611 0.8052 72 0.6442 0.8933 0.7486 75 0.8571 0.9650 0.9079 143 0.5625 0.7826 0.6545 23 0.6667 0.7692 0.7143 26 0.7457 0.8997 0.8155 0.9565
0.0794 65.0 6890 0.1416 0.7561 0.8611 0.8052 72 0.7065 0.8667 0.7784 75 0.85 0.9510 0.8977 143 0.5312 0.7391 0.6182 23 0.7241 0.8077 0.7636 26 0.7620 0.8879 0.8202 0.9590
0.079 66.0 6996 0.1457 0.7561 0.8611 0.8052 72 0.6939 0.9067 0.7861 75 0.8571 0.9650 0.9079 143 0.5625 0.7826 0.6545 23 0.7241 0.8077 0.7636 26 0.7637 0.9056 0.8286 0.9592
0.0811 67.0 7102 0.1385 0.7654 0.8611 0.8105 72 0.6989 0.8667 0.7738 75 0.8553 0.9510 0.9007 143 0.5625 0.7826 0.6545 23 0.7586 0.8462 0.8 26 0.7690 0.8938 0.8267 0.9605
0.0792 68.0 7208 0.1480 0.7349 0.8472 0.7871 72 0.6569 0.8933 0.7571 75 0.8616 0.9580 0.9073 143 0.5312 0.7391 0.6182 23 0.7241 0.8077 0.7636 26 0.7481 0.8938 0.8145 0.9572
0.0795 69.0 7314 0.1455 0.7470 0.8611 0.8 72 0.6768 0.8933 0.7701 75 0.8395 0.9510 0.8918 143 0.5625 0.7826 0.6545 23 0.7586 0.8462 0.8 26 0.7531 0.8997 0.8199 0.9585
0.0805 70.0 7420 0.1422 0.7654 0.8611 0.8105 72 0.6989 0.8667 0.7738 75 0.8509 0.9580 0.9013 143 0.5625 0.7826 0.6545 23 0.7586 0.8462 0.8 26 0.7677 0.8968 0.8272 0.9600
0.0809 71.0 7526 0.1447 0.7561 0.8611 0.8052 72 0.7053 0.8933 0.7882 75 0.8509 0.9580 0.9013 143 0.5625 0.7826 0.6545 23 0.7241 0.8077 0.7636 26 0.7644 0.8997 0.8266 0.9595
0.0787 72.0 7632 0.1448 0.7439 0.8472 0.7922 72 0.7204 0.8933 0.7976 75 0.8509 0.9580 0.9013 143 0.5312 0.7391 0.6182 23 0.7241 0.8077 0.7636 26 0.7632 0.8938 0.8234 0.9597
0.0792 73.0 7738 0.1406 0.7439 0.8472 0.7922 72 0.6923 0.84 0.7590 75 0.8509 0.9580 0.9013 143 0.6 0.7826 0.6792 23 0.7586 0.8462 0.8 26 0.7659 0.8879 0.8224 0.9602
0.078 74.0 7844 0.1471 0.7439 0.8472 0.7922 72 0.7097 0.88 0.7857 75 0.85 0.9510 0.8977 143 0.5152 0.7391 0.6071 23 0.7241 0.8077 0.7636 26 0.7582 0.8879 0.8179 0.9582
0.0773 75.0 7950 0.1460 0.7439 0.8472 0.7922 72 0.6979 0.8933 0.7836 75 0.8509 0.9580 0.9013 143 0.5625 0.7826 0.6545 23 0.7241 0.8077 0.7636 26 0.76 0.8968 0.8227 0.9590
0.0772 76.0 8056 0.1484 0.7561 0.8611 0.8052 72 0.6979 0.8933 0.7836 75 0.8562 0.9580 0.9043 143 0.5625 0.7826 0.6545 23 0.7241 0.8077 0.7636 26 0.7644 0.8997 0.8266 0.9585
0.0767 77.0 8162 0.1515 0.7561 0.8611 0.8052 72 0.6907 0.8933 0.7791 75 0.8616 0.9580 0.9073 143 0.5152 0.7391 0.6071 23 0.7241 0.8077 0.7636 26 0.76 0.8968 0.8227 0.9575
0.0757 78.0 8268 0.1435 0.7875 0.875 0.8289 72 0.7079 0.84 0.7683 75 0.8544 0.9441 0.8970 143 0.5625 0.7826 0.6545 23 0.7241 0.8077 0.7636 26 0.7732 0.8850 0.8253 0.9590
0.0767 79.0 8374 0.1456 0.7654 0.8611 0.8105 72 0.7174 0.88 0.7904 75 0.8562 0.9580 0.9043 143 0.5312 0.7391 0.6182 23 0.7241 0.8077 0.7636 26 0.7690 0.8938 0.8267 0.9602
0.0752 80.0 8480 0.1556 0.7778 0.875 0.8235 72 0.6569 0.8933 0.7571 75 0.8562 0.9580 0.9043 143 0.5152 0.7391 0.6071 23 0.6667 0.7692 0.7143 26 0.7488 0.8968 0.8161 0.9555
0.078 81.0 8586 0.1439 0.7561 0.8611 0.8052 72 0.7021 0.88 0.7811 75 0.8509 0.9580 0.9013 143 0.5625 0.7826 0.6545 23 0.7 0.8077 0.75 26 0.7619 0.8968 0.8238 0.9600
0.0733 82.0 8692 0.1478 0.7561 0.8611 0.8052 72 0.7053 0.8933 0.7882 75 0.85 0.9510 0.8977 143 0.5152 0.7391 0.6071 23 0.6667 0.7692 0.7143 26 0.755 0.8909 0.8173 0.9587
0.0747 83.0 8798 0.1448 0.7531 0.8472 0.7974 72 0.7143 0.8667 0.7831 75 0.85 0.9510 0.8977 143 0.5625 0.7826 0.6545 23 0.7241 0.8077 0.7636 26 0.7659 0.8879 0.8224 0.9600
0.0755 84.0 8904 0.1465 0.7561 0.8611 0.8052 72 0.7128 0.8933 0.7929 75 0.85 0.9510 0.8977 143 0.5152 0.7391 0.6071 23 0.75 0.8077 0.7778 26 0.7632 0.8938 0.8234 0.9597
0.0757 85.0 9010 0.1434 0.7561 0.8611 0.8052 72 0.7079 0.84 0.7683 75 0.8385 0.9441 0.8882 143 0.5625 0.7826 0.6545 23 0.7241 0.8077 0.7636 26 0.7608 0.8820 0.8169 0.9592
0.076 86.0 9116 0.1468 0.7561 0.8611 0.8052 72 0.7033 0.8533 0.7711 75 0.85 0.9510 0.8977 143 0.5312 0.7391 0.6182 23 0.7241 0.8077 0.7636 26 0.7614 0.8850 0.8186 0.9587
0.0721 87.0 9222 0.1454 0.7561 0.8611 0.8052 72 0.7033 0.8533 0.7711 75 0.8447 0.9510 0.8947 143 0.5625 0.7826 0.6545 23 0.75 0.8077 0.7778 26 0.7640 0.8879 0.8213 0.9592
0.0724 88.0 9328 0.1470 0.7561 0.8611 0.8052 72 0.7065 0.8667 0.7784 75 0.85 0.9510 0.8977 143 0.5806 0.7826 0.6667 23 0.7241 0.8077 0.7636 26 0.7665 0.8909 0.8240 0.9595
0.074 89.0 9434 0.1489 0.7561 0.8611 0.8052 72 0.6989 0.8667 0.7738 75 0.85 0.9510 0.8977 143 0.5625 0.7826 0.6545 23 0.7241 0.8077 0.7636 26 0.7626 0.8909 0.8218 0.9590
0.0721 90.0 9540 0.1496 0.7561 0.8611 0.8052 72 0.7021 0.88 0.7811 75 0.85 0.9510 0.8977 143 0.5152 0.7391 0.6071 23 0.7241 0.8077 0.7636 26 0.7588 0.8909 0.8195 0.9587
0.0766 91.0 9646 0.1454 0.7561 0.8611 0.8052 72 0.6957 0.8533 0.7665 75 0.8385 0.9441 0.8882 143 0.5152 0.7391 0.6071 23 0.7241 0.8077 0.7636 26 0.7531 0.8820 0.8125 0.9587
0.075 92.0 9752 0.1483 0.7561 0.8611 0.8052 72 0.7021 0.88 0.7811 75 0.8447 0.9510 0.8947 143 0.5152 0.7391 0.6071 23 0.7241 0.8077 0.7636 26 0.7569 0.8909 0.8184 0.9587
0.0713 93.0 9858 0.1479 0.7561 0.8611 0.8052 72 0.7021 0.88 0.7811 75 0.8438 0.9441 0.8911 143 0.5152 0.7391 0.6071 23 0.7241 0.8077 0.7636 26 0.7563 0.8879 0.8168 0.9587
0.0727 94.0 9964 0.1480 0.7561 0.8611 0.8052 72 0.7021 0.88 0.7811 75 0.8509 0.9580 0.9013 143 0.5152 0.7391 0.6071 23 0.7241 0.8077 0.7636 26 0.7594 0.8938 0.8211 0.9590
0.0726 95.0 10070 0.1487 0.7561 0.8611 0.8052 72 0.7097 0.88 0.7857 75 0.8447 0.9510 0.8947 143 0.5152 0.7391 0.6071 23 0.7241 0.8077 0.7636 26 0.7588 0.8909 0.8195 0.9587
0.0733 96.0 10176 0.1490 0.7561 0.8611 0.8052 72 0.7021 0.88 0.7811 75 0.8375 0.9371 0.8845 143 0.5152 0.7391 0.6071 23 0.7241 0.8077 0.7636 26 0.7538 0.8850 0.8141 0.9580
0.0721 97.0 10282 0.1473 0.7561 0.8611 0.8052 72 0.6915 0.8667 0.7692 75 0.8385 0.9441 0.8882 143 0.5455 0.7826 0.6429 23 0.7241 0.8077 0.7636 26 0.7544 0.8879 0.8157 0.9585
0.0722 98.0 10388 0.1479 0.7561 0.8611 0.8052 72 0.7021 0.88 0.7811 75 0.8385 0.9441 0.8882 143 0.5455 0.7826 0.6429 23 0.7241 0.8077 0.7636 26 0.7569 0.8909 0.8184 0.9590
0.0729 99.0 10494 0.1479 0.7561 0.8611 0.8052 72 0.7021 0.88 0.7811 75 0.8385 0.9441 0.8882 143 0.5152 0.7391 0.6071 23 0.7241 0.8077 0.7636 26 0.7544 0.8879 0.8157 0.9587
0.0718 100.0 10600 0.1479 0.7561 0.8611 0.8052 72 0.7021 0.88 0.7811 75 0.8385 0.9441 0.8882 143 0.5455 0.7826 0.6429 23 0.7241 0.8077 0.7636 26 0.7569 0.8909 0.8184 0.9590

Framework versions

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