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nerugm-seq_bn-1

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metadata
license: mit
base_model: indolem/indobert-base-uncased
tags:
  - generated_from_trainer
model-index:
  - name: nerugm-seq_bn-1
    results: []

nerugm-seq_bn-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: 0.1642
  • Location Precision: 0.7195
  • Location Recall: 0.8551
  • Location F1: 0.7815
  • Location Number: 69
  • Organization Precision: 0.6098
  • Organization Recall: 0.8197
  • Organization F1: 0.6993
  • Organization Number: 61
  • Person Precision: 0.8494
  • Person Recall: 0.9216
  • Person F1: 0.8840
  • Person Number: 153
  • Quantity Precision: 0.7105
  • Quantity Recall: 0.8438
  • Quantity F1: 0.7714
  • Quantity Number: 32
  • Time Precision: 0.7941
  • Time Recall: 0.8710
  • Time F1: 0.8308
  • Time Number: 31
  • Overall Precision: 0.7562
  • Overall Recall: 0.8786
  • Overall F1: 0.8128
  • Overall Accuracy: 0.9604

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
0.9293 1.0 106 0.6360 0.0 0.0 0.0 69 0.0 0.0 0.0 61 0.25 0.0065 0.0127 153 0.0 0.0 0.0 32 0.0 0.0 0.0 31 0.2 0.0029 0.0057 0.8358
0.5712 2.0 212 0.4339 0.5 0.1449 0.2247 69 0.08 0.0328 0.0465 61 0.4311 0.4706 0.45 153 0.0 0.0 0.0 32 0.6667 0.4516 0.5385 31 0.4206 0.2832 0.3385 0.8806
0.4084 3.0 318 0.3173 0.5063 0.5797 0.5405 69 0.3036 0.2787 0.2906 61 0.5535 0.7778 0.6467 153 0.2333 0.2188 0.2258 32 0.6667 0.7097 0.6875 31 0.4964 0.5925 0.5402 0.9165
0.306 4.0 424 0.2266 0.5595 0.6812 0.6144 69 0.4643 0.4262 0.4444 61 0.6989 0.8497 0.7670 153 0.5676 0.6562 0.6087 32 0.8065 0.8065 0.8065 31 0.6320 0.7197 0.6730 0.9371
0.2369 5.0 530 0.2118 0.5189 0.7971 0.6286 69 0.4651 0.6557 0.5442 61 0.7158 0.8889 0.7930 153 0.4583 0.6875 0.5500 32 0.7879 0.8387 0.8125 31 0.6026 0.8064 0.6897 0.9381
0.1993 6.0 636 0.1713 0.6129 0.8261 0.7037 69 0.5366 0.7213 0.6154 61 0.7701 0.8758 0.8196 153 0.5122 0.6562 0.5753 32 0.8438 0.8710 0.8571 31 0.6706 0.8179 0.7370 0.9482
0.1745 7.0 742 0.1560 0.6914 0.8116 0.7467 69 0.5233 0.7377 0.6122 61 0.7988 0.8824 0.8385 153 0.5476 0.7188 0.6216 32 0.8438 0.8710 0.8571 31 0.6976 0.8266 0.7566 0.9512
0.158 8.0 848 0.1504 0.7024 0.8551 0.7712 69 0.5476 0.7541 0.6345 61 0.8036 0.8824 0.8411 153 0.5610 0.7188 0.6301 32 0.6842 0.8387 0.7536 31 0.6964 0.8353 0.7595 0.9522
0.1464 9.0 954 0.1448 0.6897 0.8696 0.7692 69 0.5366 0.7213 0.6154 61 0.8182 0.8824 0.8491 153 0.6 0.75 0.6667 32 0.7429 0.8387 0.7879 31 0.7066 0.8353 0.7656 0.9529
0.14 10.0 1060 0.1318 0.75 0.8261 0.7862 69 0.5676 0.6885 0.6222 61 0.8210 0.8693 0.8444 153 0.6757 0.7812 0.7246 32 0.75 0.8710 0.8060 31 0.7377 0.8208 0.7770 0.9584
0.1336 11.0 1166 0.1326 0.6941 0.8551 0.7662 69 0.5857 0.6721 0.6260 61 0.8344 0.8889 0.8608 153 0.5854 0.75 0.6575 32 0.7297 0.8710 0.7941 31 0.7247 0.8295 0.7736 0.9559
0.126 12.0 1272 0.1323 0.7229 0.8696 0.7895 69 0.6111 0.7213 0.6617 61 0.8284 0.9150 0.8696 153 0.5714 0.75 0.6486 32 0.75 0.8710 0.8060 31 0.7338 0.8526 0.7888 0.9569
0.1209 13.0 1378 0.1298 0.7317 0.8696 0.7947 69 0.6 0.7869 0.6809 61 0.8323 0.9085 0.8688 153 0.6944 0.7812 0.7353 32 0.7941 0.8710 0.8308 31 0.7494 0.8642 0.8027 0.9601
0.1172 14.0 1484 0.1449 0.7284 0.8551 0.7867 69 0.5699 0.8689 0.6883 61 0.8150 0.9216 0.8650 153 0.5714 0.75 0.6486 32 0.6842 0.8387 0.7536 31 0.7096 0.8757 0.7840 0.9529
0.1135 15.0 1590 0.1262 0.7407 0.8696 0.8000 69 0.6479 0.7541 0.6970 61 0.8293 0.8889 0.8580 153 0.6944 0.7812 0.7353 32 0.7941 0.8710 0.8308 31 0.7617 0.8497 0.8033 0.9606
0.1087 16.0 1696 0.1269 0.7595 0.8696 0.8108 69 0.6203 0.8033 0.7 61 0.8263 0.9020 0.8625 153 0.6944 0.7812 0.7353 32 0.7941 0.8710 0.8308 31 0.7570 0.8642 0.8070 0.9611
0.1041 17.0 1802 0.1356 0.7407 0.8696 0.8000 69 0.65 0.8525 0.7376 61 0.8313 0.9020 0.8652 153 0.6190 0.8125 0.7027 32 0.7714 0.8710 0.8182 31 0.75 0.8757 0.8080 0.9584
0.102 18.0 1908 0.1280 0.75 0.8696 0.8054 69 0.6338 0.7377 0.6818 61 0.8354 0.8954 0.8644 153 0.6757 0.7812 0.7246 32 0.7429 0.8387 0.7879 31 0.7571 0.8468 0.7995 0.9606
0.0999 19.0 2014 0.1217 0.7821 0.8841 0.8299 69 0.6053 0.7541 0.6715 61 0.8415 0.9020 0.8707 153 0.6316 0.75 0.6857 32 0.7941 0.8710 0.8308 31 0.7590 0.8555 0.8043 0.9623
0.0942 20.0 2120 0.1324 0.7229 0.8696 0.7895 69 0.6623 0.8361 0.7391 61 0.8343 0.9216 0.8758 153 0.65 0.8125 0.7222 32 0.7105 0.8710 0.7826 31 0.7494 0.8815 0.8101 0.9604
0.0932 21.0 2226 0.1428 0.6932 0.8841 0.7771 69 0.6386 0.8689 0.7361 61 0.8294 0.9216 0.8731 153 0.625 0.7812 0.6944 32 0.7027 0.8387 0.7647 31 0.7321 0.8844 0.8010 0.9564
0.0916 22.0 2332 0.1281 0.7595 0.8696 0.8108 69 0.6711 0.8361 0.7445 61 0.8393 0.9216 0.8785 153 0.6944 0.7812 0.7353 32 0.7647 0.8387 0.8000 31 0.7710 0.8757 0.8200 0.9628
0.0892 23.0 2438 0.1260 0.7692 0.8696 0.8163 69 0.6711 0.8361 0.7445 61 0.8443 0.9216 0.8812 153 0.6667 0.8125 0.7324 32 0.7647 0.8387 0.8000 31 0.7716 0.8786 0.8216 0.9628
0.0865 24.0 2544 0.1433 0.6897 0.8696 0.7692 69 0.6463 0.8689 0.7413 61 0.8443 0.9216 0.8812 153 0.6667 0.8125 0.7324 32 0.7027 0.8387 0.7647 31 0.7427 0.8844 0.8074 0.9579
0.0834 25.0 2650 0.1323 0.7595 0.8696 0.8108 69 0.6790 0.9016 0.7746 61 0.8494 0.9216 0.8840 153 0.65 0.8125 0.7222 32 0.7429 0.8387 0.7879 31 0.7681 0.8902 0.8246 0.9614
0.0823 26.0 2756 0.1324 0.7595 0.8696 0.8108 69 0.6627 0.9016 0.7639 61 0.8494 0.9216 0.8840 153 0.6923 0.8438 0.7606 32 0.7647 0.8387 0.8000 31 0.7706 0.8931 0.8273 0.9616
0.0809 27.0 2862 0.1321 0.75 0.8696 0.8054 69 0.6623 0.8361 0.7391 61 0.8537 0.9150 0.8833 153 0.6923 0.8438 0.7606 32 0.7647 0.8387 0.8000 31 0.7716 0.8786 0.8216 0.9616
0.0793 28.0 2968 0.1276 0.75 0.8696 0.8054 69 0.625 0.7377 0.6767 61 0.8545 0.9216 0.8868 153 0.6842 0.8125 0.7429 32 0.7429 0.8387 0.7879 31 0.7641 0.8613 0.8098 0.9619
0.0759 29.0 3074 0.1305 0.75 0.8696 0.8054 69 0.6582 0.8525 0.7429 61 0.8485 0.9150 0.8805 153 0.7027 0.8125 0.7536 32 0.7647 0.8387 0.8000 31 0.7696 0.8786 0.8205 0.9616
0.0742 30.0 3180 0.1352 0.7407 0.8696 0.8000 69 0.6235 0.8689 0.7260 61 0.8494 0.9216 0.8840 153 0.6857 0.75 0.7164 32 0.7647 0.8387 0.8000 31 0.7581 0.8786 0.8139 0.9596
0.0755 31.0 3286 0.1235 0.7284 0.8551 0.7867 69 0.6438 0.7705 0.7015 61 0.8434 0.9150 0.8777 153 0.7222 0.8125 0.7647 32 0.7941 0.8710 0.8308 31 0.7667 0.8642 0.8125 0.9628
0.0709 32.0 3392 0.1266 0.7375 0.8551 0.7919 69 0.6506 0.8852 0.75 61 0.8537 0.9150 0.8833 153 0.7222 0.8125 0.7647 32 0.7647 0.8387 0.8000 31 0.7683 0.8815 0.8210 0.9628
0.0711 33.0 3498 0.1263 0.7692 0.8696 0.8163 69 0.6795 0.8689 0.7626 61 0.8537 0.9150 0.8833 153 0.6944 0.7812 0.7353 32 0.7879 0.8387 0.8125 31 0.7815 0.8786 0.8272 0.9646
0.0698 34.0 3604 0.1398 0.7317 0.8696 0.7947 69 0.6235 0.8689 0.7260 61 0.8503 0.9281 0.8875 153 0.65 0.8125 0.7222 32 0.7429 0.8387 0.7879 31 0.7506 0.8873 0.8132 0.9591
0.0669 35.0 3710 0.1391 0.6988 0.8406 0.7632 69 0.6136 0.8852 0.7248 61 0.8598 0.9216 0.8896 153 0.6667 0.8125 0.7324 32 0.7879 0.8387 0.8125 31 0.7494 0.8815 0.8101 0.9586
0.0659 36.0 3816 0.1316 0.7195 0.8551 0.7815 69 0.6310 0.8689 0.7310 61 0.8606 0.9281 0.8931 153 0.7222 0.8125 0.7647 32 0.7647 0.8387 0.8000 31 0.7631 0.8844 0.8193 0.9623
0.0627 37.0 3922 0.1347 0.7108 0.8551 0.7763 69 0.6207 0.8852 0.7297 61 0.8598 0.9216 0.8896 153 0.7027 0.8125 0.7536 32 0.8182 0.8710 0.8438 31 0.7599 0.8873 0.8187 0.9606
0.0627 38.0 4028 0.1356 0.7531 0.8841 0.8133 69 0.6463 0.8689 0.7413 61 0.8494 0.9216 0.8840 153 0.6842 0.8125 0.7429 32 0.7647 0.8387 0.8000 31 0.7656 0.8873 0.8220 0.9621
0.0592 39.0 4134 0.1278 0.7821 0.8841 0.8299 69 0.6494 0.8197 0.7246 61 0.8485 0.9150 0.8805 153 0.7222 0.8125 0.7647 32 0.8438 0.8710 0.8571 31 0.7835 0.8786 0.8283 0.9641
0.06 40.0 4240 0.1365 0.6905 0.8406 0.7582 69 0.65 0.8525 0.7376 61 0.8485 0.9150 0.8805 153 0.6667 0.8125 0.7324 32 0.7879 0.8387 0.8125 31 0.7531 0.8728 0.8086 0.9599
0.0583 41.0 4346 0.1365 0.7284 0.8551 0.7867 69 0.6548 0.9016 0.7586 61 0.8402 0.9281 0.8820 153 0.7222 0.8125 0.7647 32 0.7879 0.8387 0.8125 31 0.7643 0.8902 0.8224 0.9619
0.0592 42.0 4452 0.1467 0.75 0.8696 0.8054 69 0.6395 0.9016 0.7483 61 0.8614 0.9346 0.8966 153 0.6667 0.8125 0.7324 32 0.7429 0.8387 0.7879 31 0.7635 0.8960 0.8245 0.9594
0.0584 43.0 4558 0.1409 0.7531 0.8841 0.8133 69 0.625 0.8197 0.7092 61 0.8503 0.9281 0.8875 153 0.6341 0.8125 0.7123 32 0.7429 0.8387 0.7879 31 0.7550 0.8815 0.8133 0.9591
0.0571 44.0 4664 0.1371 0.7195 0.8551 0.7815 69 0.6386 0.8689 0.7361 61 0.8537 0.9150 0.8833 153 0.7429 0.8125 0.7761 32 0.8182 0.8710 0.8438 31 0.7683 0.8815 0.8210 0.9621
0.0568 45.0 4770 0.1323 0.7692 0.8696 0.8163 69 0.6625 0.8689 0.7518 61 0.8528 0.9085 0.8797 153 0.7222 0.8125 0.7647 32 0.8710 0.8710 0.8710 31 0.7861 0.8815 0.8311 0.9633
0.0518 46.0 4876 0.1402 0.7024 0.8551 0.7712 69 0.6386 0.8689 0.7361 61 0.8650 0.9216 0.8924 153 0.6579 0.7812 0.7143 32 0.8182 0.8710 0.8438 31 0.7606 0.8815 0.8166 0.9606
0.0529 47.0 4982 0.1366 0.7375 0.8551 0.7919 69 0.6310 0.8689 0.7310 61 0.8537 0.9150 0.8833 153 0.6757 0.7812 0.7246 32 0.8182 0.8710 0.8438 31 0.7638 0.8786 0.8172 0.9621
0.0516 48.0 5088 0.1416 0.7531 0.8841 0.8133 69 0.6447 0.8033 0.7153 61 0.8485 0.9150 0.8805 153 0.65 0.8125 0.7222 32 0.7941 0.8710 0.8308 31 0.7652 0.8757 0.8167 0.9599
0.0524 49.0 5194 0.1416 0.7531 0.8841 0.8133 69 0.6456 0.8361 0.7286 61 0.8606 0.9281 0.8931 153 0.6842 0.8125 0.7429 32 0.8438 0.8710 0.8571 31 0.7772 0.8873 0.8286 0.9616
0.0494 50.0 5300 0.1381 0.7595 0.8696 0.8108 69 0.6711 0.8361 0.7445 61 0.8545 0.9216 0.8868 153 0.6667 0.8125 0.7324 32 0.7941 0.8710 0.8308 31 0.7761 0.8815 0.8254 0.9621
0.0478 51.0 5406 0.1435 0.7722 0.8841 0.8243 69 0.6207 0.8852 0.7297 61 0.8545 0.9216 0.8868 153 0.75 0.8438 0.7941 32 0.8182 0.8710 0.8438 31 0.775 0.8960 0.8311 0.9623
0.0485 52.0 5512 0.1402 0.7922 0.8841 0.8356 69 0.6322 0.9016 0.7432 61 0.8545 0.9216 0.8868 153 0.7297 0.8438 0.7826 32 0.8438 0.8710 0.8571 31 0.7814 0.8988 0.8360 0.9626
0.0475 53.0 5618 0.1382 0.7922 0.8841 0.8356 69 0.6235 0.8689 0.7260 61 0.8494 0.9216 0.8840 153 0.7429 0.8125 0.7761 32 0.8438 0.8710 0.8571 31 0.7797 0.8902 0.8313 0.9631
0.0481 54.0 5724 0.1421 0.7375 0.8551 0.7919 69 0.6456 0.8361 0.7286 61 0.8545 0.9216 0.8868 153 0.675 0.8438 0.75 32 0.8182 0.8710 0.8438 31 0.7683 0.8815 0.8210 0.9606
0.0474 55.0 5830 0.1441 0.7821 0.8841 0.8299 69 0.6322 0.9016 0.7432 61 0.8512 0.9346 0.8910 153 0.7105 0.8438 0.7714 32 0.8182 0.8710 0.8438 31 0.7748 0.9046 0.8347 0.9619
0.0456 56.0 5936 0.1413 0.7108 0.8551 0.7763 69 0.6447 0.8033 0.7153 61 0.8606 0.9281 0.8931 153 0.675 0.8438 0.75 32 0.8182 0.8710 0.8438 31 0.7657 0.8786 0.8183 0.9614
0.0451 57.0 6042 0.1452 0.7284 0.8551 0.7867 69 0.6582 0.8525 0.7429 61 0.8563 0.9346 0.8938 153 0.6923 0.8438 0.7606 32 0.8182 0.8710 0.8438 31 0.7719 0.8902 0.8268 0.9626
0.0437 58.0 6148 0.1460 0.7108 0.8551 0.7763 69 0.6265 0.8525 0.7222 61 0.8659 0.9281 0.8959 153 0.6923 0.8438 0.7606 32 0.8438 0.8710 0.8571 31 0.7656 0.8873 0.8220 0.9616
0.0424 59.0 6254 0.1501 0.7284 0.8551 0.7867 69 0.6341 0.8525 0.7273 61 0.8503 0.9281 0.8875 153 0.6923 0.8438 0.7606 32 0.7714 0.8710 0.8182 31 0.7599 0.8873 0.8187 0.9604
0.0423 60.0 6360 0.1540 0.7407 0.8696 0.8000 69 0.6163 0.8689 0.7211 61 0.8452 0.9281 0.8847 153 0.6667 0.8125 0.7324 32 0.7941 0.8710 0.8308 31 0.7549 0.8902 0.8170 0.9604
0.041 61.0 6466 0.1479 0.75 0.8696 0.8054 69 0.6235 0.8689 0.7260 61 0.8494 0.9216 0.8840 153 0.6842 0.8125 0.7429 32 0.8182 0.8710 0.8438 31 0.7637 0.8873 0.8209 0.9611
0.0405 62.0 6572 0.1487 0.7108 0.8551 0.7763 69 0.6329 0.8197 0.7143 61 0.8452 0.9281 0.8847 153 0.7222 0.8125 0.7647 32 0.7941 0.8710 0.8308 31 0.76 0.8786 0.8150 0.9606
0.0394 63.0 6678 0.1480 0.7284 0.8551 0.7867 69 0.6235 0.8689 0.7260 61 0.8554 0.9281 0.8903 153 0.7429 0.8125 0.7761 32 0.8438 0.8710 0.8571 31 0.7694 0.8873 0.8242 0.9626
0.0384 64.0 6784 0.1568 0.7284 0.8551 0.7867 69 0.6279 0.8852 0.7347 61 0.8563 0.9346 0.8938 153 0.7105 0.8438 0.7714 32 0.7941 0.8710 0.8308 31 0.7635 0.8960 0.8245 0.9609
0.0397 65.0 6890 0.1487 0.7625 0.8841 0.8188 69 0.6098 0.8197 0.6993 61 0.8393 0.9216 0.8785 153 0.6923 0.8438 0.7606 32 0.7941 0.8710 0.8308 31 0.7593 0.8844 0.8171 0.9604
0.0388 66.0 6996 0.1625 0.7024 0.8551 0.7712 69 0.6047 0.8525 0.7075 61 0.8471 0.9412 0.8916 153 0.7105 0.8438 0.7714 32 0.7941 0.8710 0.8308 31 0.75 0.8931 0.8153 0.9601
0.0402 67.0 7102 0.1620 0.7349 0.8841 0.8026 69 0.6118 0.8525 0.7123 61 0.8512 0.9346 0.8910 153 0.675 0.8438 0.75 32 0.7941 0.8710 0.8308 31 0.7561 0.8960 0.8201 0.9596
0.0397 68.0 7208 0.1531 0.7108 0.8551 0.7763 69 0.6296 0.8361 0.7183 61 0.8494 0.9216 0.8840 153 0.7105 0.8438 0.7714 32 0.7941 0.8710 0.8308 31 0.7587 0.8815 0.8155 0.9604
0.0383 69.0 7314 0.1517 0.7595 0.8696 0.8108 69 0.6071 0.8361 0.7034 61 0.8452 0.9281 0.8847 153 0.7297 0.8438 0.7826 32 0.8182 0.8710 0.8438 31 0.7656 0.8873 0.8220 0.9619
0.0375 70.0 7420 0.1548 0.7284 0.8551 0.7867 69 0.6190 0.8525 0.7172 61 0.8503 0.9281 0.8875 153 0.7297 0.8438 0.7826 32 0.8182 0.8710 0.8438 31 0.7637 0.8873 0.8209 0.9614
0.0368 71.0 7526 0.1553 0.7108 0.8551 0.7763 69 0.5952 0.8197 0.6897 61 0.8494 0.9216 0.8840 153 0.7297 0.8438 0.7826 32 0.8182 0.8710 0.8438 31 0.7543 0.8786 0.8117 0.9599
0.0375 72.0 7632 0.1548 0.7108 0.8551 0.7763 69 0.6329 0.8197 0.7143 61 0.8443 0.9216 0.8812 153 0.7297 0.8438 0.7826 32 0.7941 0.8710 0.8308 31 0.76 0.8786 0.8150 0.9609
0.0364 73.0 7738 0.1511 0.7160 0.8406 0.7733 69 0.6125 0.8033 0.6950 61 0.8443 0.9216 0.8812 153 0.7222 0.8125 0.7647 32 0.8438 0.8710 0.8571 31 0.7601 0.8699 0.8113 0.9616
0.0356 74.0 7844 0.1570 0.7108 0.8551 0.7763 69 0.6024 0.8197 0.6944 61 0.8443 0.9216 0.8812 153 0.75 0.8438 0.7941 32 0.8182 0.8710 0.8438 31 0.7562 0.8786 0.8128 0.9606
0.0345 75.0 7950 0.1601 0.75 0.8696 0.8054 69 0.6220 0.8361 0.7133 61 0.8503 0.9281 0.8875 153 0.6842 0.8125 0.7429 32 0.7941 0.8710 0.8308 31 0.7631 0.8844 0.8193 0.9609
0.0358 76.0 8056 0.1599 0.7024 0.8551 0.7712 69 0.6190 0.8525 0.7172 61 0.8443 0.9216 0.8812 153 0.75 0.8438 0.7941 32 0.8182 0.8710 0.8438 31 0.7574 0.8844 0.816 0.9614
0.0359 77.0 8162 0.1563 0.7531 0.8841 0.8133 69 0.625 0.8197 0.7092 61 0.8494 0.9216 0.8840 153 0.7297 0.8438 0.7826 32 0.8182 0.8710 0.8438 31 0.7708 0.8844 0.8237 0.9616
0.0328 78.0 8268 0.1555 0.7625 0.8841 0.8188 69 0.6282 0.8033 0.7050 61 0.8494 0.9216 0.8840 153 0.7027 0.8125 0.7536 32 0.8182 0.8710 0.8438 31 0.7716 0.8786 0.8216 0.9616
0.034 79.0 8374 0.1584 0.7284 0.8551 0.7867 69 0.6296 0.8361 0.7183 61 0.8494 0.9216 0.8840 153 0.7105 0.8438 0.7714 32 0.8182 0.8710 0.8438 31 0.7644 0.8815 0.8188 0.9614
0.0344 80.0 8480 0.1564 0.7595 0.8696 0.8108 69 0.6329 0.8197 0.7143 61 0.8443 0.9216 0.8812 153 0.7222 0.8125 0.7647 32 0.8182 0.8710 0.8438 31 0.7716 0.8786 0.8216 0.9621
0.0337 81.0 8586 0.1657 0.7531 0.8841 0.8133 69 0.6125 0.8033 0.6950 61 0.8443 0.9216 0.8812 153 0.6842 0.8125 0.7429 32 0.7941 0.8710 0.8308 31 0.76 0.8786 0.8150 0.9601
0.0331 82.0 8692 0.1668 0.7625 0.8841 0.8188 69 0.6 0.8361 0.6986 61 0.8443 0.9216 0.8812 153 0.7105 0.8438 0.7714 32 0.7941 0.8710 0.8308 31 0.7599 0.8873 0.8187 0.9601
0.0328 83.0 8798 0.1596 0.7284 0.8551 0.7867 69 0.6329 0.8197 0.7143 61 0.8485 0.9150 0.8805 153 0.7105 0.8438 0.7714 32 0.8182 0.8710 0.8438 31 0.7652 0.8757 0.8167 0.9611
0.0339 84.0 8904 0.1590 0.7284 0.8551 0.7867 69 0.6375 0.8361 0.7234 61 0.8494 0.9216 0.8840 153 0.7027 0.8125 0.7536 32 0.8182 0.8710 0.8438 31 0.7657 0.8786 0.8183 0.9614
0.0324 85.0 9010 0.1539 0.7284 0.8551 0.7867 69 0.6154 0.7869 0.6906 61 0.8424 0.9085 0.8742 153 0.7222 0.8125 0.7647 32 0.8182 0.8710 0.8438 31 0.7608 0.8642 0.8092 0.9614
0.0327 86.0 9116 0.1589 0.7108 0.8551 0.7763 69 0.6026 0.7705 0.6763 61 0.8383 0.9150 0.875 153 0.7105 0.8438 0.7714 32 0.8182 0.8710 0.8438 31 0.7519 0.8671 0.8054 0.9606
0.0318 87.0 9222 0.1615 0.7284 0.8551 0.7867 69 0.6375 0.8361 0.7234 61 0.8494 0.9216 0.8840 153 0.7105 0.8438 0.7714 32 0.8182 0.8710 0.8438 31 0.7663 0.8815 0.8199 0.9611
0.0311 88.0 9328 0.1607 0.7195 0.8551 0.7815 69 0.6154 0.7869 0.6906 61 0.8494 0.9216 0.8840 153 0.7105 0.8438 0.7714 32 0.8182 0.8710 0.8438 31 0.7607 0.8728 0.8129 0.9609
0.033 89.0 9434 0.1633 0.7108 0.8551 0.7763 69 0.6234 0.7869 0.6957 61 0.8494 0.9216 0.8840 153 0.7105 0.8438 0.7714 32 0.7941 0.8710 0.8308 31 0.7588 0.8728 0.8118 0.9601
0.0314 90.0 9540 0.1654 0.7407 0.8696 0.8000 69 0.6203 0.8033 0.7 61 0.8494 0.9216 0.8840 153 0.7105 0.8438 0.7714 32 0.8182 0.8710 0.8438 31 0.7657 0.8786 0.8183 0.9606
0.0317 91.0 9646 0.1604 0.7195 0.8551 0.7815 69 0.6203 0.8033 0.7 61 0.8494 0.9216 0.8840 153 0.7105 0.8438 0.7714 32 0.8182 0.8710 0.8438 31 0.7613 0.8757 0.8145 0.9614
0.0313 92.0 9752 0.1602 0.7284 0.8551 0.7867 69 0.6329 0.8197 0.7143 61 0.8494 0.9216 0.8840 153 0.6842 0.8125 0.7429 32 0.8182 0.8710 0.8438 31 0.7632 0.8757 0.8156 0.9614
0.0317 93.0 9858 0.1619 0.7284 0.8551 0.7867 69 0.6329 0.8197 0.7143 61 0.8494 0.9216 0.8840 153 0.7105 0.8438 0.7714 32 0.8182 0.8710 0.8438 31 0.7657 0.8786 0.8183 0.9611
0.0322 94.0 9964 0.1659 0.7284 0.8551 0.7867 69 0.6341 0.8525 0.7273 61 0.8494 0.9216 0.8840 153 0.7105 0.8438 0.7714 32 0.8182 0.8710 0.8438 31 0.765 0.8844 0.8204 0.9609
0.0305 95.0 10070 0.1641 0.7195 0.8551 0.7815 69 0.6098 0.8197 0.6993 61 0.8494 0.9216 0.8840 153 0.7105 0.8438 0.7714 32 0.7941 0.8710 0.8308 31 0.7562 0.8786 0.8128 0.9604
0.0302 96.0 10176 0.1619 0.7284 0.8551 0.7867 69 0.6282 0.8033 0.7050 61 0.8494 0.9216 0.8840 153 0.7105 0.8438 0.7714 32 0.8182 0.8710 0.8438 31 0.7652 0.8757 0.8167 0.9609
0.0309 97.0 10282 0.1639 0.7284 0.8551 0.7867 69 0.6296 0.8361 0.7183 61 0.8494 0.9216 0.8840 153 0.7105 0.8438 0.7714 32 0.8182 0.8710 0.8438 31 0.7644 0.8815 0.8188 0.9609
0.0288 98.0 10388 0.1642 0.7195 0.8551 0.7815 69 0.6098 0.8197 0.6993 61 0.8494 0.9216 0.8840 153 0.7105 0.8438 0.7714 32 0.8182 0.8710 0.8438 31 0.7581 0.8786 0.8139 0.9606
0.0307 99.0 10494 0.1646 0.7195 0.8551 0.7815 69 0.6049 0.8033 0.6901 61 0.8494 0.9216 0.8840 153 0.7105 0.8438 0.7714 32 0.7941 0.8710 0.8308 31 0.7556 0.8757 0.8112 0.9604
0.032 100.0 10600 0.1642 0.7195 0.8551 0.7815 69 0.6098 0.8197 0.6993 61 0.8494 0.9216 0.8840 153 0.7105 0.8438 0.7714 32 0.7941 0.8710 0.8308 31 0.7562 0.8786 0.8128 0.9604

Framework versions

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