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nerugm-seq_bn-2

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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-2
    results: []

nerugm-seq_bn-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: 0.1775
  • Location Precision: 0.7821
  • Location Recall: 0.8472
  • Location F1: 0.8133
  • Location Number: 72
  • Organization Precision: 0.6701
  • Organization Recall: 0.8667
  • Organization F1: 0.7558
  • Organization Number: 75
  • Person Precision: 0.8654
  • Person Recall: 0.9441
  • Person F1: 0.9030
  • Person Number: 143
  • Quantity Precision: 0.5667
  • Quantity Recall: 0.7391
  • Quantity F1: 0.6415
  • Quantity Number: 23
  • Time Precision: 0.8148
  • Time Recall: 0.8462
  • Time F1: 0.8302
  • Time Number: 26
  • Overall Precision: 0.7732
  • Overall Recall: 0.8850
  • Overall F1: 0.8253
  • Overall Accuracy: 0.9617

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
0.932 1.0 106 0.6092 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
0.5616 2.0 212 0.4137 0.55 0.1528 0.2391 72 0.1591 0.0933 0.1176 75 0.4046 0.4895 0.4430 143 0.0 0.0 0.0 23 0.5294 0.3462 0.4186 26 0.3804 0.2861 0.3266 0.8864
0.4058 3.0 318 0.3135 0.6027 0.6111 0.6069 72 0.4412 0.4 0.4196 75 0.5540 0.8252 0.6629 143 0.12 0.1304 0.1250 23 0.7917 0.7308 0.76 26 0.5310 0.6313 0.5768 0.9209
0.3002 4.0 424 0.2447 0.6180 0.7639 0.6832 72 0.5 0.5733 0.5342 75 0.6772 0.8951 0.7711 143 0.25 0.3478 0.2909 23 0.8462 0.8462 0.8462 26 0.6066 0.7552 0.6728 0.9345
0.2302 5.0 530 0.1956 0.6264 0.7917 0.6994 72 0.6 0.6 0.6 75 0.75 0.8811 0.8103 143 0.3077 0.5217 0.3871 23 0.84 0.8077 0.8235 26 0.6558 0.7699 0.7083 0.9410
0.1943 6.0 636 0.1712 0.7059 0.8333 0.7643 72 0.5632 0.6533 0.6049 75 0.7840 0.8881 0.8328 143 0.3714 0.5652 0.4483 23 0.7857 0.8462 0.8148 26 0.6826 0.7994 0.7364 0.9452
0.1777 7.0 742 0.1684 0.7317 0.8333 0.7792 72 0.5895 0.7467 0.6588 75 0.7840 0.8881 0.8328 143 0.3947 0.6522 0.4918 23 0.7586 0.8462 0.8 26 0.6897 0.8260 0.7517 0.9467
0.162 8.0 848 0.1578 0.6897 0.8333 0.7547 72 0.6173 0.6667 0.6410 75 0.8165 0.9021 0.8571 143 0.4167 0.6522 0.5085 23 0.7097 0.8462 0.7719 26 0.7023 0.8142 0.7541 0.9492
0.154 9.0 954 0.1556 0.7093 0.8472 0.7722 72 0.625 0.7333 0.6748 75 0.8176 0.9091 0.8609 143 0.4706 0.6957 0.5614 23 0.7419 0.8846 0.8070 26 0.7161 0.8407 0.7734 0.9522
0.1445 10.0 1060 0.1476 0.7349 0.8472 0.7871 72 0.6429 0.72 0.6792 75 0.8187 0.9161 0.8647 143 0.4722 0.7391 0.5763 23 0.6875 0.8462 0.7586 26 0.7215 0.8407 0.7766 0.9530
0.1367 11.0 1166 0.1449 0.7209 0.8611 0.7848 72 0.6512 0.7467 0.6957 75 0.8397 0.9161 0.8763 143 0.4857 0.7391 0.5862 23 0.6875 0.8462 0.7586 26 0.7291 0.8496 0.7847 0.9545
0.132 12.0 1272 0.1459 0.7468 0.8194 0.7815 72 0.6420 0.6933 0.6667 75 0.8228 0.9091 0.8638 143 0.5152 0.7391 0.6071 23 0.7667 0.8846 0.8214 26 0.7375 0.8289 0.7806 0.9522
0.1276 13.0 1378 0.1365 0.7375 0.8194 0.7763 72 0.6782 0.7867 0.7284 75 0.8397 0.9161 0.8763 143 0.5862 0.7391 0.6538 23 0.8214 0.8846 0.8519 26 0.7605 0.8525 0.8039 0.9572
0.1248 14.0 1484 0.1440 0.7722 0.8472 0.8079 72 0.6667 0.8533 0.7485 75 0.8397 0.9161 0.8763 143 0.5312 0.7391 0.6182 23 0.7333 0.8462 0.7857 26 0.7506 0.8702 0.8060 0.9562
0.1209 15.0 1590 0.1367 0.7662 0.8194 0.7919 72 0.6739 0.8267 0.7425 75 0.8533 0.8951 0.8737 143 0.5667 0.7391 0.6415 23 0.7857 0.8462 0.8148 26 0.7639 0.8496 0.8045 0.9577
0.1172 16.0 1696 0.1445 0.7349 0.8472 0.7871 72 0.7033 0.8533 0.7711 75 0.8408 0.9231 0.8800 143 0.5152 0.7391 0.6071 23 0.7586 0.8462 0.8 26 0.7532 0.8732 0.8087 0.9562
0.1115 17.0 1802 0.1387 0.7692 0.8333 0.8 72 0.7333 0.88 0.8 75 0.8462 0.9231 0.8829 143 0.5 0.7391 0.5965 23 0.7857 0.8462 0.8148 26 0.7694 0.8761 0.8193 0.9580
0.1103 18.0 1908 0.1388 0.7470 0.8611 0.8 72 0.7326 0.84 0.7826 75 0.8562 0.9161 0.8851 143 0.5294 0.7826 0.6316 23 0.7586 0.8462 0.8 26 0.7688 0.8732 0.8177 0.9590
0.1071 19.0 2014 0.1341 0.7662 0.8194 0.7919 72 0.7442 0.8533 0.7950 75 0.8481 0.9371 0.8904 143 0.5 0.7391 0.5965 23 0.7586 0.8462 0.8 26 0.7708 0.8732 0.8188 0.9595
0.1028 20.0 2120 0.1560 0.6932 0.8472 0.7625 72 0.6538 0.9067 0.7598 75 0.8428 0.9371 0.8874 143 0.5152 0.7391 0.6071 23 0.6364 0.8077 0.7119 26 0.7218 0.8879 0.7963 0.9520
0.1016 21.0 2226 0.1470 0.7294 0.8611 0.7898 72 0.7 0.9333 0.8 75 0.8438 0.9441 0.8911 143 0.5455 0.7826 0.6429 23 0.7586 0.8462 0.8 26 0.7543 0.9056 0.8231 0.9567
0.0999 22.0 2332 0.1354 0.7564 0.8194 0.7867 72 0.7312 0.9067 0.8095 75 0.8526 0.9301 0.8896 143 0.5152 0.7391 0.6071 23 0.7586 0.8462 0.8 26 0.7686 0.8820 0.8214 0.9597
0.0953 23.0 2438 0.1358 0.7867 0.8194 0.8027 72 0.7340 0.92 0.8166 75 0.8516 0.9231 0.8859 143 0.5 0.7391 0.5965 23 0.7586 0.8462 0.8 26 0.7726 0.8820 0.8237 0.9597
0.0932 24.0 2544 0.1410 0.7531 0.8472 0.7974 72 0.7204 0.8933 0.7976 75 0.8526 0.9301 0.8896 143 0.4571 0.6957 0.5517 23 0.7333 0.8462 0.7857 26 0.7570 0.8820 0.8147 0.9575
0.0914 25.0 2650 0.1396 0.7531 0.8472 0.7974 72 0.7083 0.9067 0.7953 75 0.8516 0.9231 0.8859 143 0.5 0.7391 0.5965 23 0.7586 0.8462 0.8 26 0.7595 0.8850 0.8174 0.9585
0.0898 26.0 2756 0.1374 0.7867 0.8194 0.8027 72 0.7363 0.8933 0.8072 75 0.8471 0.9301 0.8867 143 0.5161 0.6957 0.5926 23 0.75 0.8077 0.7778 26 0.7749 0.8732 0.8211 0.9595
0.0862 27.0 2862 0.1478 0.7229 0.8333 0.7742 72 0.7222 0.8667 0.7879 75 0.8428 0.9371 0.8874 143 0.5 0.7826 0.6102 23 0.7586 0.8462 0.8 26 0.7531 0.8820 0.8125 0.9580
0.0847 28.0 2968 0.1362 0.75 0.8333 0.7895 72 0.7333 0.88 0.8 75 0.8516 0.9231 0.8859 143 0.5333 0.6957 0.6038 23 0.7586 0.8462 0.8 26 0.7708 0.8732 0.8188 0.9600
0.0837 29.0 3074 0.1457 0.7625 0.8472 0.8026 72 0.6731 0.9333 0.7821 75 0.8506 0.9161 0.8822 143 0.5312 0.7391 0.6182 23 0.7857 0.8462 0.8148 26 0.7563 0.8879 0.8168 0.9572
0.0823 30.0 3180 0.1313 0.7763 0.8194 0.7973 72 0.7253 0.88 0.7952 75 0.8627 0.9231 0.8919 143 0.5 0.6522 0.5660 23 0.7857 0.8462 0.8148 26 0.7778 0.8673 0.8201 0.9617
0.0818 31.0 3286 0.1331 0.7532 0.8056 0.7785 72 0.7262 0.8133 0.7673 75 0.8526 0.9301 0.8896 143 0.5161 0.6957 0.5926 23 0.7778 0.8077 0.7925 26 0.7707 0.8525 0.8095 0.9600
0.0791 32.0 3392 0.1391 0.7317 0.8333 0.7792 72 0.7204 0.8933 0.7976 75 0.8627 0.9231 0.8919 143 0.5 0.7391 0.5965 23 0.75 0.8077 0.7778 26 0.7615 0.8761 0.8148 0.9607
0.0767 33.0 3498 0.1348 0.7662 0.8194 0.7919 72 0.7204 0.8933 0.7976 75 0.8654 0.9441 0.9030 143 0.4839 0.6522 0.5556 23 0.7333 0.8462 0.7857 26 0.7700 0.8791 0.8209 0.9612
0.0747 34.0 3604 0.1479 0.7317 0.8333 0.7792 72 0.6939 0.9067 0.7861 75 0.8428 0.9371 0.8874 143 0.5 0.7391 0.5965 23 0.7333 0.8462 0.7857 26 0.7469 0.8879 0.8113 0.9570
0.0748 35.0 3710 0.1600 0.7262 0.8472 0.7821 72 0.5948 0.92 0.7225 75 0.875 0.9301 0.9017 143 0.5 0.7391 0.5965 23 0.7586 0.8462 0.8 26 0.7277 0.8909 0.8011 0.9525
0.0748 36.0 3816 0.1407 0.7407 0.8333 0.7843 72 0.7053 0.8933 0.7882 75 0.8535 0.9371 0.8933 143 0.5172 0.6522 0.5769 23 0.7857 0.8462 0.8148 26 0.7641 0.8791 0.8176 0.9600
0.0694 37.0 3922 0.1407 0.76 0.7917 0.7755 72 0.6832 0.92 0.7841 75 0.8581 0.9301 0.8926 143 0.5357 0.6522 0.5882 23 0.7586 0.8462 0.8 26 0.7629 0.8732 0.8143 0.9600
0.0674 38.0 4028 0.1403 0.7632 0.8056 0.7838 72 0.7128 0.8933 0.7929 75 0.8590 0.9371 0.8963 143 0.5161 0.6957 0.5926 23 0.75 0.8077 0.7778 26 0.7688 0.8732 0.8177 0.9597
0.0677 39.0 4134 0.1457 0.7632 0.8056 0.7838 72 0.7041 0.92 0.7977 75 0.8581 0.9301 0.8926 143 0.5312 0.7391 0.6182 23 0.7857 0.8462 0.8148 26 0.7686 0.8820 0.8214 0.9590
0.0667 40.0 4240 0.1403 0.7532 0.8056 0.7785 72 0.6957 0.8533 0.7665 75 0.8636 0.9301 0.8956 143 0.5333 0.6957 0.6038 23 0.75 0.8077 0.7778 26 0.7664 0.8614 0.8111 0.9607
0.0647 41.0 4346 0.1435 0.7375 0.8194 0.7763 72 0.6735 0.88 0.7630 75 0.8599 0.9441 0.9 143 0.5357 0.6522 0.5882 23 0.75 0.8077 0.7778 26 0.7570 0.8732 0.8110 0.9602
0.0625 42.0 4452 0.1474 0.7468 0.8194 0.7815 72 0.6837 0.8933 0.7746 75 0.8654 0.9441 0.9030 143 0.5 0.6957 0.5818 23 0.75 0.8077 0.7778 26 0.7583 0.8791 0.8142 0.9592
0.0639 43.0 4558 0.1503 0.7407 0.8333 0.7843 72 0.7065 0.8667 0.7784 75 0.8654 0.9441 0.9030 143 0.5152 0.7391 0.6071 23 0.75 0.8077 0.7778 26 0.7641 0.8791 0.8176 0.9607
0.0615 44.0 4664 0.1499 0.7439 0.8472 0.7922 72 0.6970 0.92 0.7931 75 0.8710 0.9441 0.9060 143 0.4839 0.6522 0.5556 23 0.8077 0.8077 0.8077 26 0.7659 0.8879 0.8224 0.9612
0.0595 45.0 4770 0.1458 0.7632 0.8056 0.7838 72 0.6837 0.8933 0.7746 75 0.8645 0.9371 0.8993 143 0.4839 0.6522 0.5556 23 0.8077 0.8077 0.8077 26 0.7642 0.8702 0.8138 0.9600
0.0608 46.0 4876 0.1408 0.7564 0.8194 0.7867 72 0.7191 0.8533 0.7805 75 0.8701 0.9371 0.9024 143 0.5357 0.6522 0.5882 23 0.8077 0.8077 0.8077 26 0.7813 0.8643 0.8207 0.9622
0.0612 47.0 4982 0.1553 0.7532 0.8056 0.7785 72 0.69 0.92 0.7886 75 0.8654 0.9441 0.9030 143 0.4848 0.6957 0.5714 23 0.7778 0.8077 0.7925 26 0.7608 0.8820 0.8169 0.9590
0.0602 48.0 5088 0.1468 0.7625 0.8472 0.8026 72 0.7097 0.88 0.7857 75 0.8701 0.9371 0.9024 143 0.4839 0.6522 0.5556 23 0.75 0.8077 0.7778 26 0.7694 0.8761 0.8193 0.9617
0.0581 49.0 5194 0.1489 0.75 0.8333 0.7895 72 0.6970 0.92 0.7931 75 0.8599 0.9441 0.9 143 0.5172 0.6522 0.5769 23 0.8077 0.8077 0.8077 26 0.7673 0.8850 0.8219 0.9615
0.0553 50.0 5300 0.1541 0.7662 0.8194 0.7919 72 0.6735 0.88 0.7630 75 0.8701 0.9371 0.9024 143 0.5152 0.7391 0.6071 23 0.8077 0.8077 0.8077 26 0.7655 0.8761 0.8171 0.9595
0.0555 51.0 5406 0.1573 0.7792 0.8333 0.8054 72 0.6571 0.92 0.7667 75 0.8544 0.9441 0.8970 143 0.5667 0.7391 0.6415 23 0.8462 0.8462 0.8462 26 0.7652 0.8938 0.8245 0.9590
0.0562 52.0 5512 0.1513 0.7468 0.8194 0.7815 72 0.6979 0.8933 0.7836 75 0.8645 0.9371 0.8993 143 0.5484 0.7391 0.6296 23 0.75 0.8077 0.7778 26 0.7661 0.8791 0.8187 0.9602
0.0556 53.0 5618 0.1523 0.7564 0.8194 0.7867 72 0.7010 0.9067 0.7907 75 0.8544 0.9441 0.8970 143 0.5312 0.7391 0.6182 23 0.8 0.7692 0.7843 26 0.7667 0.8820 0.8203 0.9605
0.0549 54.0 5724 0.1687 0.7595 0.8333 0.7947 72 0.6339 0.9467 0.7594 75 0.8526 0.9301 0.8896 143 0.5152 0.7391 0.6071 23 0.75 0.8077 0.7778 26 0.7402 0.8909 0.8086 0.9555
0.0533 55.0 5830 0.1602 0.75 0.8333 0.7895 72 0.6574 0.9467 0.7760 75 0.8590 0.9371 0.8963 143 0.5484 0.7391 0.6296 23 0.7778 0.8077 0.7925 26 0.7537 0.8938 0.8178 0.9590
0.0511 56.0 5936 0.1552 0.7625 0.8472 0.8026 72 0.6875 0.88 0.7719 75 0.8645 0.9371 0.8993 143 0.5 0.7391 0.5965 23 0.75 0.8077 0.7778 26 0.7608 0.8820 0.8169 0.9605
0.0497 57.0 6042 0.1536 0.7692 0.8333 0.8 72 0.6907 0.8933 0.7791 75 0.8758 0.9371 0.9054 143 0.4848 0.6957 0.5714 23 0.7778 0.8077 0.7925 26 0.7680 0.8791 0.8198 0.9612
0.0492 58.0 6148 0.1586 0.7625 0.8472 0.8026 72 0.6768 0.8933 0.7701 75 0.8645 0.9371 0.8993 143 0.5152 0.7391 0.6071 23 0.7778 0.8077 0.7925 26 0.7614 0.8850 0.8186 0.9600
0.0489 59.0 6254 0.1573 0.7625 0.8472 0.8026 72 0.6869 0.9067 0.7816 75 0.8701 0.9371 0.9024 143 0.4848 0.6957 0.5714 23 0.7778 0.8077 0.7925 26 0.7634 0.8850 0.8197 0.9607
0.0494 60.0 6360 0.1614 0.7722 0.8472 0.8079 72 0.6970 0.92 0.7931 75 0.8645 0.9371 0.8993 143 0.4848 0.6957 0.5714 23 0.7778 0.8077 0.7925 26 0.7659 0.8879 0.8224 0.9605
0.0476 61.0 6466 0.1569 0.7564 0.8194 0.7867 72 0.6875 0.88 0.7719 75 0.8535 0.9371 0.8933 143 0.5152 0.7391 0.6071 23 0.8148 0.8462 0.8302 26 0.7621 0.8791 0.8164 0.9610
0.0469 62.0 6572 0.1600 0.7531 0.8472 0.7974 72 0.7021 0.88 0.7811 75 0.8535 0.9371 0.8933 143 0.5 0.6957 0.5818 23 0.7778 0.8077 0.7925 26 0.7621 0.8791 0.8164 0.9612
0.0482 63.0 6678 0.1566 0.775 0.8611 0.8158 72 0.6837 0.8933 0.7746 75 0.875 0.9301 0.9017 143 0.4839 0.6522 0.5556 23 0.8148 0.8462 0.8302 26 0.7706 0.8820 0.8226 0.9622
0.0481 64.0 6784 0.1712 0.75 0.8333 0.7895 72 0.6604 0.9333 0.7735 75 0.8544 0.9441 0.8970 143 0.4848 0.6957 0.5714 23 0.7857 0.8462 0.8148 26 0.7481 0.8938 0.8145 0.9590
0.0437 65.0 6890 0.1590 0.7595 0.8333 0.7947 72 0.6701 0.8667 0.7558 75 0.8710 0.9441 0.9060 143 0.5172 0.6522 0.5769 23 0.7778 0.8077 0.7925 26 0.7649 0.8732 0.8154 0.9617
0.0434 66.0 6996 0.1602 0.7595 0.8333 0.7947 72 0.6735 0.88 0.7630 75 0.8766 0.9441 0.9091 143 0.5517 0.6957 0.6154 23 0.8462 0.8462 0.8462 26 0.7746 0.8820 0.8248 0.9630
0.0431 67.0 7102 0.1639 0.7595 0.8333 0.7947 72 0.6907 0.8933 0.7791 75 0.8710 0.9441 0.9060 143 0.5312 0.7391 0.6182 23 0.8148 0.8462 0.8302 26 0.7718 0.8879 0.8258 0.9620
0.0428 68.0 7208 0.1702 0.7625 0.8472 0.8026 72 0.6733 0.9067 0.7727 75 0.8654 0.9441 0.9030 143 0.5484 0.7391 0.6296 23 0.8077 0.8077 0.8077 26 0.7665 0.8909 0.8240 0.9610
0.0422 69.0 7314 0.1660 0.7722 0.8472 0.8079 72 0.6869 0.9067 0.7816 75 0.8654 0.9441 0.9030 143 0.5667 0.7391 0.6415 23 0.8077 0.8077 0.8077 26 0.7744 0.8909 0.8285 0.9627
0.0443 70.0 7420 0.1704 0.7531 0.8472 0.7974 72 0.6733 0.9067 0.7727 75 0.8590 0.9371 0.8963 143 0.5333 0.6957 0.6038 23 0.8077 0.8077 0.8077 26 0.7614 0.8850 0.8186 0.9607
0.0422 71.0 7526 0.1673 0.7531 0.8472 0.7974 72 0.6979 0.8933 0.7836 75 0.8710 0.9441 0.9060 143 0.5484 0.7391 0.6296 23 0.8077 0.8077 0.8077 26 0.7738 0.8879 0.8269 0.9622
0.0429 72.0 7632 0.1664 0.7722 0.8472 0.8079 72 0.6979 0.8933 0.7836 75 0.8710 0.9441 0.9060 143 0.5 0.6957 0.5818 23 0.8077 0.8077 0.8077 26 0.7732 0.8850 0.8253 0.9622
0.0433 73.0 7738 0.1627 0.7662 0.8194 0.7919 72 0.6837 0.8933 0.7746 75 0.8645 0.9371 0.8993 143 0.5517 0.6957 0.6154 23 0.8462 0.8462 0.8462 26 0.7740 0.8791 0.8232 0.9625
0.0403 74.0 7844 0.1684 0.7625 0.8472 0.8026 72 0.6804 0.88 0.7674 75 0.8645 0.9371 0.8993 143 0.5333 0.6957 0.6038 23 0.8462 0.8462 0.8462 26 0.7706 0.8820 0.8226 0.9615
0.0415 75.0 7950 0.1694 0.7375 0.8194 0.7763 72 0.6634 0.8933 0.7614 75 0.8645 0.9371 0.8993 143 0.5333 0.6957 0.6038 23 0.8077 0.8077 0.8077 26 0.7577 0.8761 0.8126 0.9602
0.0405 76.0 8056 0.1741 0.7531 0.8472 0.7974 72 0.6505 0.8933 0.7528 75 0.8645 0.9371 0.8993 143 0.5333 0.6957 0.6038 23 0.7778 0.8077 0.7925 26 0.7551 0.8820 0.8136 0.9597
0.0399 77.0 8162 0.1697 0.7625 0.8472 0.8026 72 0.67 0.8933 0.7657 75 0.8645 0.9371 0.8993 143 0.5333 0.6957 0.6038 23 0.75 0.8077 0.7778 26 0.7608 0.8820 0.8169 0.9605
0.0386 78.0 8268 0.1652 0.7922 0.8472 0.8188 72 0.6813 0.8267 0.7470 75 0.8766 0.9441 0.9091 143 0.5333 0.6957 0.6038 23 0.8462 0.8462 0.8462 26 0.7831 0.8732 0.8257 0.9630
0.0373 79.0 8374 0.1729 0.7722 0.8472 0.8079 72 0.6635 0.92 0.7709 75 0.8710 0.9441 0.9060 143 0.5333 0.6957 0.6038 23 0.8462 0.8462 0.8462 26 0.7690 0.8938 0.8267 0.9612
0.0391 80.0 8480 0.1742 0.7625 0.8472 0.8026 72 0.6735 0.88 0.7630 75 0.8645 0.9371 0.8993 143 0.5484 0.7391 0.6296 23 0.75 0.8077 0.7778 26 0.7628 0.8820 0.8181 0.9605
0.0375 81.0 8586 0.1745 0.7595 0.8333 0.7947 72 0.6804 0.88 0.7674 75 0.8654 0.9441 0.9030 143 0.5667 0.7391 0.6415 23 0.75 0.8077 0.7778 26 0.7667 0.8820 0.8203 0.9612
0.0388 82.0 8692 0.1736 0.7595 0.8333 0.7947 72 0.6804 0.88 0.7674 75 0.8654 0.9441 0.9030 143 0.5667 0.7391 0.6415 23 0.75 0.8077 0.7778 26 0.7667 0.8820 0.8203 0.9612
0.0378 83.0 8798 0.1751 0.7625 0.8472 0.8026 72 0.6804 0.88 0.7674 75 0.8599 0.9441 0.9 143 0.5484 0.7391 0.6296 23 0.75 0.8077 0.7778 26 0.7634 0.8850 0.8197 0.9610
0.0381 84.0 8904 0.1737 0.7662 0.8194 0.7919 72 0.69 0.92 0.7886 75 0.8710 0.9441 0.9060 143 0.5667 0.7391 0.6415 23 0.8462 0.8462 0.8462 26 0.7784 0.8909 0.8308 0.9620
0.0363 85.0 9010 0.1721 0.7595 0.8333 0.7947 72 0.6809 0.8533 0.7574 75 0.8491 0.9441 0.8940 143 0.5333 0.6957 0.6038 23 0.8462 0.8462 0.8462 26 0.7655 0.8761 0.8171 0.9612
0.0403 86.0 9116 0.1772 0.7625 0.8472 0.8026 72 0.69 0.92 0.7886 75 0.8654 0.9441 0.9030 143 0.5667 0.7391 0.6415 23 0.7778 0.8077 0.7925 26 0.7710 0.8938 0.8279 0.9615
0.0365 87.0 9222 0.1748 0.7692 0.8333 0.8 72 0.6667 0.88 0.7586 75 0.8599 0.9441 0.9 143 0.5333 0.6957 0.6038 23 0.7778 0.8077 0.7925 26 0.7621 0.8791 0.8164 0.9602
0.035 88.0 9328 0.1746 0.7692 0.8333 0.8 72 0.6701 0.8667 0.7558 75 0.8654 0.9441 0.9030 143 0.5333 0.6957 0.6038 23 0.8148 0.8462 0.8302 26 0.7680 0.8791 0.8198 0.9610
0.0355 89.0 9434 0.1779 0.7722 0.8472 0.8079 72 0.6735 0.88 0.7630 75 0.8544 0.9441 0.8970 143 0.5667 0.7391 0.6415 23 0.7778 0.8077 0.7925 26 0.7653 0.8850 0.8208 0.9607
0.0371 90.0 9540 0.1754 0.7722 0.8472 0.8079 72 0.6809 0.8533 0.7574 75 0.8654 0.9441 0.9030 143 0.5667 0.7391 0.6415 23 0.8148 0.8462 0.8302 26 0.7746 0.8820 0.8248 0.9615
0.0362 91.0 9646 0.1716 0.7821 0.8472 0.8133 72 0.6957 0.8533 0.7665 75 0.8654 0.9441 0.9030 143 0.5333 0.6957 0.6038 23 0.8462 0.8462 0.8462 26 0.7801 0.8791 0.8266 0.9625
0.0368 92.0 9752 0.1745 0.7692 0.8333 0.8 72 0.6598 0.8533 0.7442 75 0.8654 0.9441 0.9030 143 0.5333 0.6957 0.6038 23 0.8148 0.8462 0.8302 26 0.7655 0.8761 0.8171 0.9612
0.036 93.0 9858 0.1764 0.7722 0.8472 0.8079 72 0.6735 0.88 0.7630 75 0.8654 0.9441 0.9030 143 0.5333 0.6957 0.6038 23 0.7778 0.8077 0.7925 26 0.7667 0.8820 0.8203 0.9610
0.0367 94.0 9964 0.1744 0.7722 0.8472 0.8079 72 0.6771 0.8667 0.7602 75 0.8654 0.9441 0.9030 143 0.5333 0.6957 0.6038 23 0.8148 0.8462 0.8302 26 0.7706 0.8820 0.8226 0.9612
0.0346 95.0 10070 0.1790 0.7722 0.8472 0.8079 72 0.6735 0.88 0.7630 75 0.8654 0.9441 0.9030 143 0.5667 0.7391 0.6415 23 0.7778 0.8077 0.7925 26 0.7692 0.8850 0.8230 0.9612
0.0365 96.0 10176 0.1783 0.7821 0.8472 0.8133 72 0.6768 0.8933 0.7701 75 0.8654 0.9441 0.9030 143 0.5667 0.7391 0.6415 23 0.7778 0.8077 0.7925 26 0.7718 0.8879 0.8258 0.9617
0.0341 97.0 10282 0.1792 0.7722 0.8472 0.8079 72 0.6768 0.8933 0.7701 75 0.8599 0.9441 0.9 143 0.5667 0.7391 0.6415 23 0.7778 0.8077 0.7925 26 0.7679 0.8879 0.8235 0.9610
0.0355 98.0 10388 0.1753 0.7821 0.8472 0.8133 72 0.6915 0.8667 0.7692 75 0.8654 0.9441 0.9030 143 0.5333 0.6957 0.6038 23 0.8462 0.8462 0.8462 26 0.7786 0.8820 0.8271 0.9620
0.0369 99.0 10494 0.1775 0.7821 0.8472 0.8133 72 0.6701 0.8667 0.7558 75 0.8654 0.9441 0.9030 143 0.5667 0.7391 0.6415 23 0.8148 0.8462 0.8302 26 0.7732 0.8850 0.8253 0.9617
0.0366 100.0 10600 0.1775 0.7821 0.8472 0.8133 72 0.6701 0.8667 0.7558 75 0.8654 0.9441 0.9030 143 0.5667 0.7391 0.6415 23 0.8148 0.8462 0.8302 26 0.7732 0.8850 0.8253 0.9617

Framework versions

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