nerugm-pt-pl30-1 / 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-pt-pl30-1
    results: []

nerugm-pt-pl30-1

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: 0.1730
  • Location Precision: 0.7895
  • Location Recall: 0.8696
  • Location F1: 0.8276
  • Location Number: 69
  • Organization Precision: 0.6173
  • Organization Recall: 0.8197
  • Organization F1: 0.7042
  • Organization Number: 61
  • Person Precision: 0.8720
  • Person Recall: 0.9346
  • Person F1: 0.9022
  • Person Number: 153
  • Quantity Precision: 0.7429
  • Quantity Recall: 0.8125
  • Quantity F1: 0.7761
  • Quantity Number: 32
  • Time Precision: 0.8485
  • Time Recall: 0.9032
  • Time F1: 0.875
  • Time Number: 31
  • Overall Precision: 0.7892
  • Overall Recall: 0.8873
  • Overall F1: 0.8354
  • Overall Accuracy: 0.9636

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
0.9884 1.0 106 0.5702 0.0 0.0 0.0 69 0.0 0.0 0.0 61 0.1852 0.0327 0.0556 153 0.0 0.0 0.0 32 0.0 0.0 0.0 31 0.1220 0.0145 0.0258 0.8395
0.4955 2.0 212 0.3472 0.4483 0.1884 0.2653 69 0.0333 0.0164 0.0220 61 0.4696 0.7582 0.5800 153 0.0 0.0 0.0 32 0.3077 0.2581 0.2807 31 0.4095 0.3988 0.4041 0.8935
0.3135 3.0 318 0.2126 0.5745 0.7826 0.6626 69 0.3733 0.4590 0.4118 61 0.7624 0.9020 0.8263 153 0.4565 0.6562 0.5385 32 0.7222 0.8387 0.7761 31 0.6181 0.7717 0.6864 0.9329
0.2135 4.0 424 0.1868 0.58 0.8406 0.6864 69 0.4588 0.6393 0.5342 61 0.8150 0.9216 0.8650 153 0.4314 0.6875 0.5301 32 0.5909 0.8387 0.6933 31 0.6313 0.8266 0.7159 0.9363
0.1776 5.0 530 0.1490 0.6867 0.8261 0.75 69 0.5269 0.8033 0.6364 61 0.8161 0.9281 0.8685 153 0.6 0.75 0.6667 32 0.8966 0.8387 0.8667 31 0.7112 0.8613 0.7791 0.9510
0.1582 6.0 636 0.1369 0.6484 0.8551 0.7375 69 0.5341 0.7705 0.6309 61 0.8314 0.9346 0.8800 153 0.6 0.75 0.6667 32 0.8 0.9032 0.8485 31 0.7066 0.8699 0.7798 0.9559
0.1452 7.0 742 0.1393 0.7195 0.8551 0.7815 69 0.5402 0.7705 0.6351 61 0.8353 0.9281 0.8793 153 0.6 0.8438 0.7013 32 0.8 0.9032 0.8485 31 0.7232 0.8757 0.7922 0.9549
0.1352 8.0 848 0.1316 0.7467 0.8116 0.7778 69 0.5732 0.7705 0.6573 61 0.8512 0.9346 0.8910 153 0.6410 0.7812 0.7042 32 0.6667 0.8387 0.7429 31 0.7370 0.8584 0.7931 0.9567
0.1268 9.0 954 0.1275 0.7195 0.8551 0.7815 69 0.5658 0.7049 0.6277 61 0.8402 0.9281 0.8820 153 0.6579 0.7812 0.7143 32 0.7027 0.8387 0.7647 31 0.7338 0.8526 0.7888 0.9564
0.1197 10.0 1060 0.1243 0.75 0.8696 0.8054 69 0.6053 0.7541 0.6715 61 0.8494 0.9216 0.8840 153 0.65 0.8125 0.7222 32 0.6842 0.8387 0.7536 31 0.7475 0.8642 0.8016 0.9581
0.1149 11.0 1166 0.1298 0.75 0.8696 0.8054 69 0.5854 0.7869 0.6713 61 0.8659 0.9281 0.8959 153 0.6 0.8438 0.7013 32 0.8 0.9032 0.8485 31 0.7512 0.8815 0.8112 0.9579
0.1074 12.0 1272 0.1298 0.8 0.8696 0.8333 69 0.5875 0.7705 0.6667 61 0.8780 0.9412 0.9085 153 0.6279 0.8438 0.72 32 0.7941 0.8710 0.8308 31 0.7702 0.8815 0.8221 0.9584
0.1021 13.0 1378 0.1449 0.7564 0.8551 0.8027 69 0.53 0.8689 0.6584 61 0.8521 0.9412 0.8944 153 0.675 0.8438 0.75 32 0.6923 0.8710 0.7714 31 0.7277 0.8960 0.8031 0.9542
0.1 14.0 1484 0.1380 0.7895 0.8696 0.8276 69 0.5833 0.8033 0.6759 61 0.8667 0.9346 0.8994 153 0.6429 0.8438 0.7297 32 0.675 0.8710 0.7606 31 0.7518 0.8844 0.8127 0.9564
0.0956 15.0 1590 0.1301 0.7532 0.8406 0.7945 69 0.6486 0.7869 0.7111 61 0.8834 0.9412 0.9114 153 0.675 0.8438 0.75 32 0.7429 0.8387 0.7879 31 0.7789 0.8757 0.8245 0.9599
0.0952 16.0 1696 0.1324 0.7375 0.8551 0.7919 69 0.5926 0.7869 0.6761 61 0.8631 0.9477 0.9034 153 0.6842 0.8125 0.7429 32 0.8710 0.8710 0.8710 31 0.7663 0.8815 0.8199 0.9596
0.09 17.0 1802 0.1328 0.7792 0.8696 0.8219 69 0.5862 0.8361 0.6892 61 0.8765 0.9281 0.9016 153 0.7105 0.8438 0.7714 32 0.7568 0.9032 0.8235 31 0.7681 0.8902 0.8246 0.9591
0.0862 18.0 1908 0.1255 0.7532 0.8406 0.7945 69 0.6389 0.7541 0.6917 61 0.8951 0.9477 0.9206 153 0.675 0.8438 0.75 32 0.75 0.8710 0.8060 31 0.7829 0.8757 0.8267 0.9614
0.0825 19.0 2014 0.1247 0.76 0.8261 0.7917 69 0.6538 0.8361 0.7338 61 0.8667 0.9346 0.8994 153 0.6842 0.8125 0.7429 32 0.7778 0.9032 0.8358 31 0.7781 0.8815 0.8266 0.9614
0.0814 20.0 2120 0.1330 0.7973 0.8551 0.8252 69 0.5833 0.8033 0.6759 61 0.8795 0.9542 0.9154 153 0.6923 0.8438 0.7606 32 0.7027 0.8387 0.7647 31 0.7675 0.8873 0.8231 0.9589
0.0782 21.0 2226 0.1432 0.7375 0.8551 0.7919 69 0.6184 0.7705 0.6861 61 0.8683 0.9477 0.9062 153 0.6098 0.7812 0.6849 32 0.7027 0.8387 0.7647 31 0.7531 0.8728 0.8086 0.9564
0.0799 22.0 2332 0.1451 0.7848 0.8986 0.8378 69 0.5354 0.8689 0.6625 61 0.8727 0.9412 0.9057 153 0.6842 0.8125 0.7429 32 0.7297 0.8710 0.7941 31 0.7464 0.9017 0.8168 0.9557
0.0756 23.0 2438 0.1407 0.8108 0.8696 0.8392 69 0.6076 0.7869 0.6857 61 0.8650 0.9216 0.8924 153 0.6098 0.7812 0.6849 32 0.7222 0.8387 0.7761 31 0.7634 0.8671 0.8119 0.9574
0.0711 24.0 2544 0.1331 0.7733 0.8406 0.8056 69 0.6098 0.8197 0.6993 61 0.8735 0.9477 0.9091 153 0.7027 0.8125 0.7536 32 0.7429 0.8387 0.7879 31 0.7722 0.8815 0.8232 0.9594
0.0715 25.0 2650 0.1326 0.775 0.8986 0.8322 69 0.6024 0.8197 0.6944 61 0.9006 0.9477 0.9236 153 0.6842 0.8125 0.7429 32 0.7568 0.9032 0.8235 31 0.7794 0.8988 0.8349 0.9623
0.0699 26.0 2756 0.1396 0.7595 0.8696 0.8108 69 0.6296 0.8361 0.7183 61 0.8675 0.9412 0.9028 153 0.6098 0.7812 0.6849 32 0.8125 0.8387 0.8254 31 0.7669 0.8844 0.8215 0.9594
0.064 27.0 2862 0.1338 0.8 0.8696 0.8333 69 0.6447 0.8033 0.7153 61 0.8683 0.9477 0.9062 153 0.7222 0.8125 0.7647 32 0.75 0.8710 0.8060 31 0.7872 0.8873 0.8342 0.9628
0.066 28.0 2968 0.1395 0.7848 0.8986 0.8378 69 0.6316 0.5902 0.6102 61 0.8896 0.9477 0.9177 153 0.7105 0.8438 0.7714 32 0.6923 0.8710 0.7714 31 0.7899 0.8584 0.8227 0.9606
0.0643 29.0 3074 0.1434 0.7625 0.8841 0.8188 69 0.6220 0.8361 0.7133 61 0.8735 0.9477 0.9091 153 0.75 0.8438 0.7941 32 0.7222 0.8387 0.7761 31 0.775 0.8960 0.8311 0.9614
0.0613 30.0 3180 0.1416 0.7922 0.8841 0.8356 69 0.5904 0.8033 0.6806 61 0.8834 0.9412 0.9114 153 0.7714 0.8438 0.8060 32 0.7879 0.8387 0.8125 31 0.7852 0.8873 0.8331 0.9621
0.0611 31.0 3286 0.1443 0.7692 0.8696 0.8163 69 0.6184 0.7705 0.6861 61 0.8944 0.9412 0.9172 153 0.7027 0.8125 0.7536 32 0.7647 0.8387 0.8000 31 0.7850 0.8757 0.8279 0.9601
0.0594 32.0 3392 0.1368 0.7692 0.8696 0.8163 69 0.6329 0.8197 0.7143 61 0.8788 0.9477 0.9119 153 0.6579 0.7812 0.7143 32 0.7714 0.8710 0.8182 31 0.7772 0.8873 0.8286 0.9616
0.0591 33.0 3498 0.1401 0.775 0.8986 0.8322 69 0.6479 0.7541 0.6970 61 0.8712 0.9281 0.8987 153 0.7027 0.8125 0.7536 32 0.8182 0.8710 0.8438 31 0.7891 0.8757 0.8301 0.9623
0.0586 34.0 3604 0.1381 0.7821 0.8841 0.8299 69 0.625 0.8197 0.7092 61 0.8889 0.9412 0.9143 153 0.7222 0.8125 0.7647 32 0.8235 0.9032 0.8615 31 0.7923 0.8931 0.8397 0.9631
0.0557 35.0 3710 0.1449 0.7654 0.8986 0.8267 69 0.5610 0.7541 0.6434 61 0.8712 0.9281 0.8987 153 0.7222 0.8125 0.7647 32 0.8235 0.9032 0.8615 31 0.7677 0.8786 0.8194 0.9596
0.055 36.0 3816 0.1479 0.7821 0.8841 0.8299 69 0.5529 0.7705 0.6438 61 0.8820 0.9281 0.9045 153 0.7027 0.8125 0.7536 32 0.7568 0.9032 0.8235 31 0.7638 0.8786 0.8172 0.9594
0.0549 37.0 3922 0.1484 0.7821 0.8841 0.8299 69 0.6024 0.8197 0.6944 61 0.8780 0.9412 0.9085 153 0.6579 0.7812 0.7143 32 0.7778 0.9032 0.8358 31 0.7719 0.8902 0.8268 0.9606
0.0516 38.0 4028 0.1517 0.7821 0.8841 0.8299 69 0.6486 0.7869 0.7111 61 0.8780 0.9412 0.9085 153 0.6667 0.8125 0.7324 32 0.7714 0.8710 0.8182 31 0.7846 0.8844 0.8315 0.9621
0.0525 39.0 4134 0.1387 0.7922 0.8841 0.8356 69 0.6267 0.7705 0.6912 61 0.8780 0.9412 0.9085 153 0.6757 0.7812 0.7246 32 0.8485 0.9032 0.875 31 0.7902 0.8815 0.8333 0.9643
0.0493 40.0 4240 0.1406 0.7922 0.8841 0.8356 69 0.6184 0.7705 0.6861 61 0.8834 0.9412 0.9114 153 0.7222 0.8125 0.7647 32 0.7297 0.8710 0.7941 31 0.7841 0.8815 0.8299 0.9628
0.0498 41.0 4346 0.1392 0.8026 0.8841 0.8414 69 0.6329 0.8197 0.7143 61 0.8727 0.9412 0.9057 153 0.7027 0.8125 0.7536 32 0.8710 0.8710 0.8710 31 0.7938 0.8902 0.8392 0.9631
0.048 42.0 4452 0.1464 0.8133 0.8841 0.8472 69 0.5854 0.7869 0.6713 61 0.8712 0.9281 0.8987 153 0.6944 0.7812 0.7353 32 0.7812 0.8065 0.7937 31 0.7758 0.8699 0.8202 0.9599
0.0514 43.0 4558 0.1435 0.7308 0.8261 0.7755 69 0.6316 0.7869 0.7007 61 0.8712 0.9281 0.8987 153 0.7143 0.7812 0.7463 32 0.8125 0.8387 0.8254 31 0.7760 0.8613 0.8164 0.9596
0.0482 44.0 4664 0.1486 0.7654 0.8986 0.8267 69 0.625 0.8197 0.7092 61 0.8727 0.9412 0.9057 153 0.6944 0.7812 0.7353 32 0.7429 0.8387 0.7879 31 0.7733 0.8873 0.8264 0.9604
0.0453 45.0 4770 0.1501 0.7692 0.8696 0.8163 69 0.6125 0.8033 0.6950 61 0.8720 0.9346 0.9022 153 0.6857 0.75 0.7164 32 0.8125 0.8387 0.8254 31 0.7763 0.8728 0.8218 0.9596
0.0444 46.0 4876 0.1433 0.7895 0.8696 0.8276 69 0.6 0.7869 0.6809 61 0.8780 0.9412 0.9085 153 0.6757 0.7812 0.7246 32 0.8710 0.8710 0.8710 31 0.7835 0.8786 0.8283 0.9633
0.0428 47.0 4982 0.1480 0.7821 0.8841 0.8299 69 0.5679 0.7541 0.6479 61 0.8773 0.9346 0.9051 153 0.7429 0.8125 0.7761 32 0.8125 0.8387 0.8254 31 0.7763 0.8728 0.8218 0.9616
0.0416 48.0 5088 0.1479 0.7792 0.8696 0.8219 69 0.6184 0.7705 0.6861 61 0.8780 0.9412 0.9085 153 0.65 0.8125 0.7222 32 0.8387 0.8387 0.8387 31 0.7809 0.8757 0.8256 0.9619
0.0434 49.0 5194 0.1513 0.8 0.8696 0.8333 69 0.6104 0.7705 0.6812 61 0.8667 0.9346 0.8994 153 0.7105 0.8438 0.7714 32 0.7778 0.9032 0.8358 31 0.7801 0.8815 0.8277 0.9619
0.0421 50.0 5300 0.1492 0.7821 0.8841 0.8299 69 0.6234 0.7869 0.6957 61 0.8727 0.9412 0.9057 153 0.7222 0.8125 0.7647 32 0.8125 0.8387 0.8254 31 0.7861 0.8815 0.8311 0.9614
0.0423 51.0 5406 0.1473 0.8026 0.8841 0.8414 69 0.6296 0.8361 0.7183 61 0.8788 0.9477 0.9119 153 0.7222 0.8125 0.7647 32 0.8438 0.8710 0.8571 31 0.7949 0.8960 0.8424 0.9646
0.0421 52.0 5512 0.1539 0.7895 0.8696 0.8276 69 0.5833 0.8033 0.6759 61 0.8773 0.9346 0.9051 153 0.75 0.8438 0.7941 32 0.8387 0.8387 0.8387 31 0.7821 0.8815 0.8288 0.9614
0.0415 53.0 5618 0.1545 0.7662 0.8551 0.8082 69 0.5854 0.7869 0.6713 61 0.8720 0.9346 0.9022 153 0.7429 0.8125 0.7761 32 0.8485 0.9032 0.875 31 0.7775 0.8786 0.8250 0.9621
0.0396 54.0 5724 0.1586 0.7792 0.8696 0.8219 69 0.5952 0.8197 0.6897 61 0.8659 0.9281 0.8959 153 0.7429 0.8125 0.7761 32 0.8125 0.8387 0.8254 31 0.7755 0.8786 0.8238 0.9631
0.0375 55.0 5830 0.1563 0.7792 0.8696 0.8219 69 0.6 0.7869 0.6809 61 0.8712 0.9281 0.8987 153 0.7429 0.8125 0.7761 32 0.7647 0.8387 0.8000 31 0.7763 0.8728 0.8218 0.9601
0.0379 56.0 5936 0.1533 0.7867 0.8551 0.8194 69 0.5679 0.7541 0.6479 61 0.8712 0.9281 0.8987 153 0.7297 0.8438 0.7826 32 0.8125 0.8387 0.8254 31 0.7732 0.8671 0.8174 0.9614
0.0354 57.0 6042 0.1612 0.7922 0.8841 0.8356 69 0.5897 0.7541 0.6619 61 0.8667 0.9346 0.8994 153 0.6842 0.8125 0.7429 32 0.8438 0.8710 0.8571 31 0.7769 0.8757 0.8234 0.9604
0.0363 58.0 6148 0.1525 0.7895 0.8696 0.8276 69 0.5663 0.7705 0.6528 61 0.8712 0.9281 0.8987 153 0.75 0.8438 0.7941 32 0.8182 0.8710 0.8438 31 0.7749 0.8757 0.8223 0.9623
0.0333 59.0 6254 0.1588 0.7722 0.8841 0.8243 69 0.6104 0.7705 0.6812 61 0.8727 0.9412 0.9057 153 0.7143 0.7812 0.7463 32 0.7879 0.8387 0.8125 31 0.7789 0.8757 0.8245 0.9619
0.0352 60.0 6360 0.1654 0.7625 0.8841 0.8188 69 0.5647 0.7869 0.6575 61 0.8773 0.9346 0.9051 153 0.7353 0.7812 0.7576 32 0.8182 0.8710 0.8438 31 0.7696 0.8786 0.8205 0.9611
0.035 61.0 6466 0.1560 0.7838 0.8406 0.8112 69 0.5875 0.7705 0.6667 61 0.8667 0.9346 0.8994 153 0.7576 0.7812 0.7692 32 0.8182 0.8710 0.8438 31 0.7792 0.8671 0.8208 0.9619
0.0326 62.0 6572 0.1644 0.7922 0.8841 0.8356 69 0.5783 0.7869 0.6667 61 0.8659 0.9281 0.8959 153 0.7353 0.7812 0.7576 32 0.8235 0.9032 0.8615 31 0.7755 0.8786 0.8238 0.9619
0.0329 63.0 6678 0.1641 0.8 0.8696 0.8333 69 0.6 0.7869 0.6809 61 0.8659 0.9281 0.8959 153 0.7143 0.7812 0.7463 32 0.7568 0.9032 0.8235 31 0.7749 0.8757 0.8223 0.9616
0.0335 64.0 6784 0.1627 0.8108 0.8696 0.8392 69 0.6125 0.8033 0.6950 61 0.8659 0.9281 0.8959 153 0.7222 0.8125 0.7647 32 0.8235 0.9032 0.8615 31 0.7861 0.8815 0.8311 0.9638
0.0322 65.0 6890 0.1623 0.7895 0.8696 0.8276 69 0.5949 0.7705 0.6714 61 0.8720 0.9346 0.9022 153 0.7222 0.8125 0.7647 32 0.8182 0.8710 0.8438 31 0.7809 0.8757 0.8256 0.9621
0.0332 66.0 6996 0.1601 0.8026 0.8841 0.8414 69 0.6049 0.8033 0.6901 61 0.8720 0.9346 0.9022 153 0.75 0.8438 0.7941 32 0.8182 0.8710 0.8438 31 0.7872 0.8873 0.8342 0.9631
0.0327 67.0 7102 0.1585 0.8 0.8696 0.8333 69 0.6125 0.8033 0.6950 61 0.8765 0.9281 0.9016 153 0.7429 0.8125 0.7761 32 0.8438 0.8710 0.8571 31 0.7917 0.8786 0.8329 0.9616
0.0327 68.0 7208 0.1642 0.7792 0.8696 0.8219 69 0.6098 0.8197 0.6993 61 0.8780 0.9412 0.9085 153 0.7222 0.8125 0.7647 32 0.8485 0.9032 0.875 31 0.7857 0.8902 0.8347 0.9626
0.0331 69.0 7314 0.1594 0.8219 0.8696 0.8451 69 0.6234 0.7869 0.6957 61 0.8720 0.9346 0.9022 153 0.6944 0.7812 0.7353 32 0.7941 0.8710 0.8308 31 0.7891 0.8757 0.8301 0.9619
0.0311 70.0 7420 0.1673 0.8 0.8696 0.8333 69 0.6026 0.7705 0.6763 61 0.8659 0.9281 0.8959 153 0.6944 0.7812 0.7353 32 0.8485 0.9032 0.875 31 0.7824 0.8728 0.8251 0.9606
0.0302 71.0 7526 0.1654 0.8108 0.8696 0.8392 69 0.6049 0.8033 0.6901 61 0.8720 0.9346 0.9022 153 0.7222 0.8125 0.7647 32 0.8182 0.8710 0.8438 31 0.7861 0.8815 0.8311 0.9626
0.0276 72.0 7632 0.1676 0.8 0.8696 0.8333 69 0.6125 0.8033 0.6950 61 0.8780 0.9412 0.9085 153 0.7143 0.7812 0.7463 32 0.8125 0.8387 0.8254 31 0.7876 0.8786 0.8306 0.9636
0.0304 73.0 7738 0.1573 0.8108 0.8696 0.8392 69 0.6026 0.7705 0.6763 61 0.8720 0.9346 0.9022 153 0.7143 0.7812 0.7463 32 0.875 0.9032 0.8889 31 0.7911 0.8757 0.8313 0.9651
0.029 74.0 7844 0.1682 0.8 0.8696 0.8333 69 0.6 0.7869 0.6809 61 0.8765 0.9281 0.9016 153 0.7429 0.8125 0.7761 32 0.8387 0.8387 0.8387 31 0.7885 0.8728 0.8285 0.9626
0.0293 75.0 7950 0.1699 0.7895 0.8696 0.8276 69 0.6 0.7869 0.6809 61 0.8712 0.9281 0.8987 153 0.7429 0.8125 0.7761 32 0.8485 0.9032 0.875 31 0.7855 0.8786 0.8295 0.9623
0.0292 76.0 8056 0.1714 0.7792 0.8696 0.8219 69 0.6098 0.8197 0.6993 61 0.8780 0.9412 0.9085 153 0.7429 0.8125 0.7761 32 0.8182 0.8710 0.8438 31 0.7852 0.8873 0.8331 0.9626
0.0292 77.0 8162 0.1613 0.8 0.8696 0.8333 69 0.5949 0.7705 0.6714 61 0.8659 0.9281 0.8959 153 0.7353 0.7812 0.7576 32 0.8710 0.8710 0.8710 31 0.7859 0.8699 0.8258 0.9631
0.0259 78.0 8268 0.1647 0.7792 0.8696 0.8219 69 0.6154 0.7869 0.6906 61 0.8773 0.9346 0.9051 153 0.7429 0.8125 0.7761 32 0.8529 0.9355 0.8923 31 0.7907 0.8844 0.8349 0.9638
0.0274 79.0 8374 0.1649 0.8 0.8696 0.8333 69 0.6104 0.7705 0.6812 61 0.8780 0.9412 0.9085 153 0.7353 0.7812 0.7576 32 0.8125 0.8387 0.8254 31 0.7906 0.8728 0.8297 0.9636
0.0269 80.0 8480 0.1669 0.7792 0.8696 0.8219 69 0.5875 0.7705 0.6667 61 0.8780 0.9412 0.9085 153 0.7429 0.8125 0.7761 32 0.8182 0.8710 0.8438 31 0.7815 0.8786 0.8272 0.9636
0.028 81.0 8586 0.1671 0.7792 0.8696 0.8219 69 0.5949 0.7705 0.6714 61 0.8614 0.9346 0.8966 153 0.7059 0.75 0.7273 32 0.8 0.9032 0.8485 31 0.7724 0.8728 0.8195 0.9621
0.0279 82.0 8692 0.1679 0.7895 0.8696 0.8276 69 0.6098 0.8197 0.6993 61 0.8659 0.9281 0.8959 153 0.7143 0.7812 0.7463 32 0.7941 0.8710 0.8308 31 0.7775 0.8786 0.8250 0.9623
0.0258 83.0 8798 0.1649 0.8219 0.8696 0.8451 69 0.625 0.8197 0.7092 61 0.8773 0.9346 0.9051 153 0.7647 0.8125 0.7879 32 0.875 0.9032 0.8889 31 0.8037 0.8873 0.8434 0.9643
0.0272 84.0 8904 0.1686 0.8 0.8696 0.8333 69 0.625 0.8197 0.7092 61 0.8773 0.9346 0.9051 153 0.7143 0.7812 0.7463 32 0.8235 0.9032 0.8615 31 0.7907 0.8844 0.8349 0.9636
0.0261 85.0 9010 0.1691 0.8 0.8696 0.8333 69 0.6173 0.8197 0.7042 61 0.8720 0.9346 0.9022 153 0.7222 0.8125 0.7647 32 0.8182 0.8710 0.8438 31 0.7866 0.8844 0.8327 0.9641
0.0254 86.0 9116 0.1746 0.7821 0.8841 0.8299 69 0.5926 0.7869 0.6761 61 0.8720 0.9346 0.9022 153 0.7222 0.8125 0.7647 32 0.7941 0.8710 0.8308 31 0.7761 0.8815 0.8254 0.9623
0.028 87.0 9222 0.1669 0.8108 0.8696 0.8392 69 0.5854 0.7869 0.6713 61 0.8712 0.9281 0.8987 153 0.7714 0.8438 0.8060 32 0.875 0.9032 0.8889 31 0.7902 0.8815 0.8333 0.9648
0.0244 88.0 9328 0.1714 0.8026 0.8841 0.8414 69 0.6049 0.8033 0.6901 61 0.8773 0.9346 0.9051 153 0.7429 0.8125 0.7761 32 0.8438 0.8710 0.8571 31 0.7907 0.8844 0.8349 0.9636
0.0241 89.0 9434 0.1706 0.8108 0.8696 0.8392 69 0.5802 0.7705 0.6620 61 0.8712 0.9281 0.8987 153 0.7353 0.7812 0.7576 32 0.8485 0.9032 0.875 31 0.7844 0.8728 0.8263 0.9631
0.0243 90.0 9540 0.1695 0.8108 0.8696 0.8392 69 0.5897 0.7541 0.6619 61 0.8712 0.9281 0.8987 153 0.7353 0.7812 0.7576 32 0.8125 0.8387 0.8254 31 0.7848 0.8642 0.8226 0.9628
0.0275 91.0 9646 0.1680 0.8108 0.8696 0.8392 69 0.5854 0.7869 0.6713 61 0.8720 0.9346 0.9022 153 0.7429 0.8125 0.7761 32 0.8125 0.8387 0.8254 31 0.7829 0.8757 0.8267 0.9638
0.0255 92.0 9752 0.1681 0.8 0.8696 0.8333 69 0.6173 0.8197 0.7042 61 0.8659 0.9281 0.8959 153 0.7429 0.8125 0.7761 32 0.8387 0.8387 0.8387 31 0.7876 0.8786 0.8306 0.9633
0.0263 93.0 9858 0.1713 0.8 0.8696 0.8333 69 0.6098 0.8197 0.6993 61 0.8659 0.9281 0.8959 153 0.7714 0.8438 0.8060 32 0.8387 0.8387 0.8387 31 0.7881 0.8815 0.8322 0.9633
0.0241 94.0 9964 0.1685 0.8 0.8696 0.8333 69 0.5854 0.7869 0.6713 61 0.8606 0.9281 0.8931 153 0.7714 0.8438 0.8060 32 0.8387 0.8387 0.8387 31 0.7809 0.8757 0.8256 0.9636
0.0226 95.0 10070 0.1730 0.7895 0.8696 0.8276 69 0.6098 0.8197 0.6993 61 0.8720 0.9346 0.9022 153 0.7714 0.8438 0.8060 32 0.8182 0.8710 0.8438 31 0.7872 0.8873 0.8342 0.9641
0.0255 96.0 10176 0.1723 0.7895 0.8696 0.8276 69 0.5904 0.8033 0.6806 61 0.8667 0.9346 0.8994 153 0.7429 0.8125 0.7761 32 0.8235 0.9032 0.8615 31 0.7786 0.8844 0.8281 0.9633
0.0235 97.0 10282 0.1719 0.8108 0.8696 0.8392 69 0.6173 0.8197 0.7042 61 0.8667 0.9346 0.8994 153 0.7714 0.8438 0.8060 32 0.8235 0.9032 0.8615 31 0.7918 0.8902 0.8381 0.9646
0.0247 98.0 10388 0.1728 0.8 0.8696 0.8333 69 0.6173 0.8197 0.7042 61 0.8720 0.9346 0.9022 153 0.7714 0.8438 0.8060 32 0.8485 0.9032 0.875 31 0.7938 0.8902 0.8392 0.9643
0.0249 99.0 10494 0.1731 0.7895 0.8696 0.8276 69 0.6173 0.8197 0.7042 61 0.8720 0.9346 0.9022 153 0.7429 0.8125 0.7761 32 0.8485 0.9032 0.875 31 0.7892 0.8873 0.8354 0.9636
0.0219 100.0 10600 0.1730 0.7895 0.8696 0.8276 69 0.6173 0.8197 0.7042 61 0.8720 0.9346 0.9022 153 0.7429 0.8125 0.7761 32 0.8485 0.9032 0.875 31 0.7892 0.8873 0.8354 0.9636

Framework versions

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