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nerugm-pt-pl10-3

apwic / nerugm-pt-pl10-3

Run on huggingface.co
huggingface.co
Total runs: 0
24-hour runs: 0
7-day runs: 0
30-day runs: 0
Model's Last Updated: June 04 2024

Introduction of nerugm-pt-pl10-3

Model Details of nerugm-pt-pl10-3

nerugm-pt-pl10-3

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: 0.2143
  • Location Precision: 0.7778
  • Location Recall: 0.8873
  • Location F1: 0.8289
  • Location Number: 71
  • Organization Precision: 0.6395
  • Organization Recall: 0.8462
  • Organization F1: 0.7285
  • Organization Number: 65
  • Person Precision: 0.8263
  • Person Recall: 0.92
  • Person F1: 0.8707
  • Person Number: 150
  • Quantity Precision: 0.6667
  • Quantity Recall: 0.8485
  • Quantity F1: 0.7467
  • Quantity Number: 33
  • Time Precision: 0.8276
  • Time Recall: 0.8571
  • Time F1: 0.8421
  • Time Number: 28
  • Overall Precision: 0.7605
  • Overall Recall: 0.8876
  • Overall F1: 0.8191
  • Overall Accuracy: 0.9539
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
0.9736 1.0 106 0.5633 0.0 0.0 0.0 71 0.0 0.0 0.0 65 0.3333 0.1067 0.1616 150 0.0 0.0 0.0 33 0.0 0.0 0.0 28 0.2712 0.0461 0.0788 0.8480
0.4965 2.0 212 0.3524 0.4828 0.1972 0.2800 71 0.1452 0.1385 0.1417 65 0.5721 0.82 0.6740 150 0.0625 0.0606 0.0615 33 0.4286 0.4286 0.4286 28 0.4372 0.4611 0.4488 0.9030
0.3153 3.0 318 0.2182 0.5375 0.6056 0.5695 71 0.3929 0.5077 0.4430 65 0.7514 0.8667 0.8050 150 0.4773 0.6364 0.5455 33 0.7333 0.7857 0.7586 28 0.6058 0.7176 0.6570 0.9304
0.2271 4.0 424 0.1860 0.5426 0.7183 0.6182 71 0.4712 0.7538 0.5799 65 0.7657 0.8933 0.8246 150 0.5778 0.7879 0.6667 33 0.7667 0.8214 0.7931 28 0.6317 0.8156 0.7119 0.9387
0.1943 5.0 530 0.1599 0.6154 0.7887 0.6914 71 0.5106 0.7385 0.6038 65 0.7929 0.8933 0.8401 150 0.6 0.8182 0.6923 33 0.7576 0.8929 0.8197 28 0.6713 0.8357 0.7445 0.9471
0.1808 6.0 636 0.1828 0.5980 0.8592 0.7052 71 0.4530 0.8154 0.5824 65 0.7753 0.92 0.8415 150 0.4815 0.7879 0.5977 33 0.5349 0.8214 0.6479 28 0.6093 0.8674 0.7158 0.9357
0.1643 7.0 742 0.1481 0.6705 0.8310 0.7421 71 0.4792 0.7077 0.5714 65 0.7886 0.92 0.8492 150 0.5833 0.8485 0.6914 33 0.6765 0.8214 0.7419 28 0.6667 0.8473 0.7462 0.9481
0.1527 8.0 848 0.1434 0.6162 0.8592 0.7176 71 0.5146 0.8154 0.6310 65 0.8263 0.92 0.8707 150 0.6829 0.8485 0.7568 33 0.7353 0.8929 0.8065 28 0.6869 0.8790 0.7712 0.9508
0.1434 9.0 954 0.1379 0.6703 0.8592 0.7531 71 0.5556 0.8462 0.6707 65 0.8333 0.9 0.8654 150 0.5625 0.8182 0.6667 33 0.7812 0.8929 0.8333 28 0.7014 0.8732 0.7779 0.9508
0.1366 10.0 1060 0.1296 0.7209 0.8732 0.7898 71 0.5934 0.8308 0.6923 65 0.8434 0.9333 0.8861 150 0.6 0.8182 0.6923 33 0.6857 0.8571 0.7619 28 0.7258 0.8847 0.7974 0.9549
0.1295 11.0 1166 0.1306 0.7381 0.8732 0.8 71 0.5814 0.7692 0.6623 65 0.8662 0.9067 0.8860 150 0.6667 0.8485 0.7467 33 0.8276 0.8571 0.8421 28 0.7538 0.8646 0.8054 0.9549
0.1218 12.0 1272 0.1383 0.6630 0.8592 0.7485 71 0.5534 0.8769 0.6786 65 0.8263 0.92 0.8707 150 0.6829 0.8485 0.7568 33 0.7576 0.8929 0.8197 28 0.7087 0.8905 0.7893 0.9525
0.1219 13.0 1378 0.1340 0.7792 0.8451 0.8108 71 0.5842 0.9077 0.7108 65 0.8528 0.9267 0.8882 150 0.6 0.8182 0.6923 33 0.7812 0.8929 0.8333 28 0.7416 0.8934 0.8105 0.9564
0.1151 14.0 1484 0.1269 0.7059 0.8451 0.7692 71 0.5824 0.8154 0.6795 65 0.8457 0.9133 0.8782 150 0.6279 0.8182 0.7105 33 0.7812 0.8929 0.8333 28 0.7312 0.8703 0.7947 0.9551
0.1119 15.0 1590 0.1316 0.7317 0.8451 0.7843 71 0.5914 0.8462 0.6962 65 0.8562 0.9133 0.8839 150 0.6279 0.8182 0.7105 33 0.8065 0.8929 0.8475 28 0.7433 0.8761 0.8042 0.9564
0.1086 16.0 1696 0.1401 0.7407 0.8451 0.7895 71 0.6154 0.8615 0.7179 65 0.8519 0.92 0.8846 150 0.5833 0.8485 0.6914 33 0.6944 0.8929 0.7812 28 0.7344 0.8847 0.8026 0.9551
0.103 17.0 1802 0.1278 0.6988 0.8169 0.7532 71 0.6222 0.8615 0.7226 65 0.8571 0.92 0.8875 150 0.6585 0.8182 0.7297 33 0.7353 0.8929 0.8065 28 0.7433 0.8761 0.8042 0.9568
0.1012 18.0 1908 0.1469 0.7093 0.8592 0.7771 71 0.5784 0.9077 0.7066 65 0.8519 0.92 0.8846 150 0.6364 0.8485 0.7273 33 0.7188 0.8214 0.7667 28 0.7254 0.8905 0.7995 0.9510
0.0956 19.0 2014 0.1225 0.7534 0.7746 0.7639 71 0.6585 0.8308 0.7347 65 0.8415 0.92 0.8790 150 0.7568 0.8485 0.8000 33 0.8333 0.8929 0.8621 28 0.7772 0.8646 0.8186 0.9605
0.0969 20.0 2120 0.1303 0.7561 0.8732 0.8105 71 0.6292 0.8615 0.7273 65 0.8395 0.9067 0.8718 150 0.6429 0.8182 0.7200 33 0.9615 0.8929 0.9259 28 0.7631 0.8818 0.8182 0.9576
0.0922 21.0 2226 0.1503 0.7326 0.8873 0.8025 71 0.59 0.9077 0.7152 65 0.8580 0.9267 0.8910 150 0.5957 0.8485 0.7 33 0.8 0.8571 0.8276 28 0.7365 0.9020 0.8109 0.9510
0.0904 22.0 2332 0.1437 0.7317 0.8451 0.7843 71 0.6042 0.8923 0.7205 65 0.8303 0.9133 0.8698 150 0.6585 0.8182 0.7297 33 0.8333 0.8929 0.8621 28 0.7415 0.8847 0.8068 0.9544
0.088 23.0 2438 0.1266 0.7342 0.8169 0.7733 71 0.6471 0.8462 0.7333 65 0.8395 0.9067 0.8718 150 0.7 0.8485 0.7671 33 0.9259 0.8929 0.9091 28 0.7684 0.8703 0.8162 0.9610
0.0841 24.0 2544 0.1386 0.7143 0.7746 0.7432 71 0.6429 0.8308 0.7248 65 0.8313 0.92 0.8734 150 0.6279 0.8182 0.7105 33 0.8621 0.8929 0.8772 28 0.7494 0.8617 0.8016 0.9571
0.0812 25.0 2650 0.1660 0.7895 0.8451 0.8163 71 0.5979 0.8923 0.7160 65 0.8242 0.9067 0.8635 150 0.5714 0.8485 0.6829 33 0.75 0.8571 0.8000 28 0.7303 0.8818 0.7990 0.9488
0.082 26.0 2756 0.1524 0.7792 0.8451 0.8108 71 0.6986 0.7846 0.7391 65 0.8263 0.92 0.8707 150 0.6364 0.8485 0.7273 33 0.7576 0.8929 0.8197 28 0.7665 0.8703 0.8151 0.9554
0.0787 27.0 2862 0.1565 0.7059 0.8451 0.7692 71 0.6353 0.8308 0.7200 65 0.8263 0.92 0.8707 150 0.6222 0.8485 0.7179 33 0.7353 0.8929 0.8065 28 0.7332 0.8790 0.7995 0.9542
0.0768 28.0 2968 0.1585 0.7821 0.8592 0.8188 71 0.6170 0.8923 0.7296 65 0.8313 0.92 0.8734 150 0.5957 0.8485 0.7 33 0.8 0.8571 0.8276 28 0.7446 0.8905 0.8110 0.9532
0.0746 29.0 3074 0.1495 0.7237 0.7746 0.7483 71 0.5660 0.9231 0.7018 65 0.8155 0.9133 0.8616 150 0.7179 0.8485 0.7778 33 0.7576 0.8929 0.8197 28 0.7227 0.8790 0.7932 0.9520
0.0718 30.0 3180 0.1584 0.7195 0.8310 0.7712 71 0.5728 0.9077 0.7024 65 0.8242 0.9067 0.8635 150 0.6279 0.8182 0.7105 33 0.8571 0.8571 0.8571 28 0.7245 0.8790 0.7943 0.9522
0.0729 31.0 3286 0.1660 0.7229 0.8451 0.7792 71 0.6264 0.8769 0.7308 65 0.8383 0.9333 0.8833 150 0.6279 0.8182 0.7105 33 0.7667 0.8214 0.7931 28 0.7415 0.8847 0.8068 0.9527
0.0691 32.0 3392 0.1690 0.75 0.8451 0.7947 71 0.62 0.9538 0.7515 65 0.8293 0.9067 0.8662 150 0.6279 0.8182 0.7105 33 0.8276 0.8571 0.8421 28 0.7428 0.8905 0.8100 0.9522
0.0689 33.0 3498 0.1493 0.7342 0.8169 0.7733 71 0.6914 0.8615 0.7671 65 0.8155 0.9133 0.8616 150 0.6429 0.8182 0.7200 33 0.8333 0.8929 0.8621 28 0.7575 0.8732 0.8112 0.9566
0.0684 34.0 3604 0.1484 0.7733 0.8169 0.7945 71 0.625 0.8462 0.7190 65 0.8210 0.8867 0.8526 150 0.6667 0.8485 0.7467 33 0.8333 0.8929 0.8621 28 0.7531 0.8617 0.8038 0.9564
0.0701 35.0 3710 0.1697 0.7595 0.8451 0.8 71 0.5979 0.8923 0.7160 65 0.8323 0.9267 0.8770 150 0.6829 0.8485 0.7568 33 0.8276 0.8571 0.8421 28 0.7482 0.8905 0.8132 0.9525
0.0638 36.0 3816 0.1700 0.7722 0.8592 0.8133 71 0.6404 0.8769 0.7403 65 0.8313 0.92 0.8734 150 0.6364 0.8485 0.7273 33 0.8333 0.8929 0.8621 28 0.7574 0.8905 0.8185 0.9547
0.0619 37.0 3922 0.1756 0.7093 0.8592 0.7771 71 0.6087 0.8615 0.7134 65 0.8204 0.9133 0.8644 150 0.6222 0.8485 0.7179 33 0.7419 0.8214 0.7797 28 0.7245 0.8790 0.7943 0.9508
0.064 38.0 4028 0.1577 0.7792 0.8451 0.8108 71 0.6627 0.8462 0.7432 65 0.8253 0.9133 0.8671 150 0.6364 0.8485 0.7273 33 0.7931 0.8214 0.8070 28 0.7594 0.8732 0.8123 0.9568
0.0618 39.0 4134 0.1607 0.7654 0.8732 0.8158 71 0.6146 0.9077 0.7329 65 0.8204 0.9133 0.8644 150 0.6667 0.8485 0.7467 33 0.8621 0.8929 0.8772 28 0.7494 0.8963 0.8163 0.9549
0.0608 40.0 4240 0.1610 0.7848 0.8732 0.8267 71 0.6477 0.8769 0.7451 65 0.8095 0.9067 0.8553 150 0.7436 0.8788 0.8056 33 0.8333 0.8929 0.8621 28 0.7649 0.8905 0.8229 0.9566
0.058 41.0 4346 0.1782 0.7692 0.8451 0.8054 71 0.6477 0.8769 0.7451 65 0.8047 0.9067 0.8527 150 0.6222 0.8485 0.7179 33 0.8214 0.8214 0.8214 28 0.7451 0.8761 0.8053 0.9520
0.0588 42.0 4452 0.1648 0.7407 0.8451 0.7895 71 0.6364 0.8615 0.7320 65 0.8095 0.9067 0.8553 150 0.6512 0.8485 0.7368 33 0.8276 0.8571 0.8421 28 0.7433 0.8761 0.8042 0.9556
0.0586 43.0 4558 0.1734 0.7821 0.8592 0.8188 71 0.6829 0.8615 0.7619 65 0.8095 0.9067 0.8553 150 0.6364 0.8485 0.7273 33 0.75 0.8571 0.8000 28 0.7550 0.8790 0.8123 0.9544
0.0567 44.0 4664 0.1697 0.7692 0.8451 0.8054 71 0.6170 0.8923 0.7296 65 0.8155 0.9133 0.8616 150 0.6429 0.8182 0.7200 33 0.8621 0.8929 0.8772 28 0.7470 0.8847 0.8100 0.9554
0.0568 45.0 4770 0.1743 0.7561 0.8732 0.8105 71 0.5870 0.8308 0.6879 65 0.8214 0.92 0.8679 150 0.6667 0.8485 0.7467 33 0.8621 0.8929 0.8772 28 0.7433 0.8847 0.8079 0.9549
0.0557 46.0 4876 0.1694 0.7561 0.8732 0.8105 71 0.6292 0.8615 0.7273 65 0.8263 0.92 0.8707 150 0.7 0.8485 0.7671 33 0.9259 0.8929 0.9091 28 0.7630 0.8905 0.8218 0.9549
0.0526 47.0 4982 0.1767 0.7821 0.8592 0.8188 71 0.6129 0.8769 0.7215 65 0.8118 0.92 0.8625 150 0.6829 0.8485 0.7568 33 0.8065 0.8929 0.8475 28 0.7482 0.8905 0.8132 0.9520
0.0534 48.0 5088 0.1776 0.7561 0.8732 0.8105 71 0.6222 0.8615 0.7226 65 0.8166 0.92 0.8652 150 0.6364 0.8485 0.7273 33 0.7931 0.8214 0.8070 28 0.7415 0.8847 0.8068 0.9505
0.051 49.0 5194 0.1787 0.7619 0.9014 0.8258 71 0.6588 0.8615 0.7467 65 0.8166 0.92 0.8652 150 0.6829 0.8485 0.7568 33 0.8276 0.8571 0.8421 28 0.7598 0.8934 0.8212 0.9564
0.0502 50.0 5300 0.1708 0.8158 0.8732 0.8435 71 0.6264 0.8769 0.7308 65 0.8214 0.92 0.8679 150 0.6512 0.8485 0.7368 33 0.8889 0.8571 0.8727 28 0.7630 0.8905 0.8218 0.9551
0.0497 51.0 5406 0.1678 0.7922 0.8592 0.8243 71 0.6111 0.8462 0.7097 65 0.8107 0.9133 0.8589 150 0.7436 0.8788 0.8056 33 0.8621 0.8929 0.8772 28 0.7599 0.8847 0.8176 0.9566
0.0508 52.0 5512 0.1772 0.8 0.9014 0.8477 71 0.6506 0.8308 0.7297 65 0.8274 0.9267 0.8742 150 0.6591 0.8788 0.7532 33 0.7742 0.8571 0.8136 28 0.7635 0.8934 0.8234 0.9561
0.0469 53.0 5618 0.1825 0.7561 0.8732 0.8105 71 0.6625 0.8154 0.7310 65 0.8070 0.92 0.8598 150 0.725 0.8788 0.7945 33 0.7931 0.8214 0.8070 28 0.7587 0.8790 0.8144 0.9547
0.0472 54.0 5724 0.1875 0.7848 0.8732 0.8267 71 0.6471 0.8462 0.7333 65 0.8166 0.92 0.8652 150 0.6905 0.8788 0.7733 33 0.8276 0.8571 0.8421 28 0.7624 0.8876 0.8202 0.9554
0.0468 55.0 5830 0.1902 0.775 0.8732 0.8212 71 0.5806 0.8308 0.6835 65 0.8204 0.9133 0.8644 150 0.6512 0.8485 0.7368 33 0.8276 0.8571 0.8421 28 0.7403 0.8790 0.8037 0.9542
0.0475 56.0 5936 0.1844 0.7821 0.8592 0.8188 71 0.6404 0.8769 0.7403 65 0.8204 0.9133 0.8644 150 0.6512 0.8485 0.7368 33 0.7667 0.8214 0.7931 28 0.7518 0.8818 0.8117 0.9520
0.0436 57.0 6042 0.1922 0.7595 0.8451 0.8 71 0.6883 0.8154 0.7465 65 0.8274 0.9267 0.8742 150 0.6087 0.8485 0.7089 33 0.7931 0.8214 0.8070 28 0.7594 0.8732 0.8123 0.9530
0.0458 58.0 6148 0.1834 0.7531 0.8592 0.8026 71 0.6548 0.8462 0.7383 65 0.8204 0.9133 0.8644 150 0.6512 0.8485 0.7368 33 0.7667 0.8214 0.7931 28 0.7506 0.8761 0.8085 0.9542
0.0452 59.0 6254 0.1821 0.7439 0.8592 0.7974 71 0.6463 0.8154 0.7211 65 0.8253 0.9133 0.8671 150 0.7073 0.8788 0.7838 33 0.7667 0.8214 0.7931 28 0.7556 0.8732 0.8102 0.9564
0.0426 60.0 6360 0.1856 0.7763 0.8310 0.8027 71 0.6429 0.8308 0.7248 65 0.8303 0.9133 0.8698 150 0.6667 0.8485 0.7467 33 0.8214 0.8214 0.8214 28 0.7620 0.8674 0.8113 0.9549
0.0446 61.0 6466 0.1872 0.7625 0.8592 0.8079 71 0.6322 0.8462 0.7237 65 0.8214 0.92 0.8679 150 0.6585 0.8182 0.7297 33 0.7931 0.8214 0.8070 28 0.7506 0.8761 0.8085 0.9532
0.043 62.0 6572 0.1897 0.7654 0.8732 0.8158 71 0.6437 0.8615 0.7368 65 0.8214 0.92 0.8679 150 0.6222 0.8485 0.7179 33 0.7931 0.8214 0.8070 28 0.7488 0.8847 0.8111 0.9537
0.0437 63.0 6678 0.1919 0.7284 0.8310 0.7763 71 0.6552 0.8769 0.75 65 0.8214 0.92 0.8679 150 0.6512 0.8485 0.7368 33 0.8276 0.8571 0.8421 28 0.75 0.8818 0.8106 0.9539
0.0404 64.0 6784 0.1855 0.7375 0.8310 0.7815 71 0.675 0.8308 0.7448 65 0.8144 0.9067 0.8580 150 0.6667 0.8485 0.7467 33 0.8214 0.8214 0.8214 28 0.7557 0.8646 0.8065 0.9547
0.0419 65.0 6890 0.1899 0.7692 0.8451 0.8054 71 0.6585 0.8308 0.7347 65 0.8242 0.9067 0.8635 150 0.6429 0.8182 0.7200 33 0.8276 0.8571 0.8421 28 0.7601 0.8674 0.8102 0.9559
0.0411 66.0 6996 0.2038 0.7195 0.8310 0.7712 71 0.6364 0.8615 0.7320 65 0.8253 0.9133 0.8671 150 0.6512 0.8485 0.7368 33 0.8276 0.8571 0.8421 28 0.7451 0.8761 0.8053 0.9530
0.0395 67.0 7102 0.1916 0.7531 0.8592 0.8026 71 0.6506 0.8308 0.7297 65 0.8155 0.9133 0.8616 150 0.6829 0.8485 0.7568 33 0.8621 0.8929 0.8772 28 0.7587 0.8790 0.8144 0.9559
0.0378 68.0 7208 0.1965 0.7317 0.8451 0.7843 71 0.6548 0.8462 0.7383 65 0.8204 0.9133 0.8644 150 0.6667 0.8485 0.7467 33 0.8571 0.8571 0.8571 28 0.7543 0.8761 0.8107 0.9549
0.0404 69.0 7314 0.1926 0.7821 0.8592 0.8188 71 0.6627 0.8462 0.7432 65 0.8107 0.9133 0.8589 150 0.6829 0.8485 0.7568 33 0.8571 0.8571 0.8571 28 0.7644 0.8790 0.8177 0.9566
0.0397 70.0 7420 0.1972 0.7468 0.8310 0.7867 71 0.6585 0.8308 0.7347 65 0.8166 0.92 0.8652 150 0.7 0.8485 0.7671 33 0.8333 0.8929 0.8621 28 0.76 0.8761 0.8139 0.9549
0.0376 71.0 7526 0.2144 0.7375 0.8310 0.7815 71 0.6064 0.8769 0.7170 65 0.8166 0.92 0.8652 150 0.6512 0.8485 0.7368 33 0.7667 0.8214 0.7931 28 0.7332 0.8790 0.7995 0.9505
0.039 72.0 7632 0.1969 0.8101 0.9014 0.8533 71 0.6627 0.8462 0.7432 65 0.8107 0.9133 0.8589 150 0.6667 0.8485 0.7467 33 0.8571 0.8571 0.8571 28 0.7681 0.8876 0.8235 0.9542
0.0376 73.0 7738 0.2017 0.7375 0.8310 0.7815 71 0.6322 0.8462 0.7237 65 0.8166 0.92 0.8652 150 0.7 0.8485 0.7671 33 0.8 0.8571 0.8276 28 0.7488 0.8761 0.8074 0.9544
0.0369 74.0 7844 0.2002 0.7792 0.8451 0.8108 71 0.6627 0.8462 0.7432 65 0.8118 0.92 0.8625 150 0.6829 0.8485 0.7568 33 0.8333 0.8929 0.8621 28 0.7631 0.8818 0.8182 0.9554
0.0357 75.0 7950 0.1919 0.775 0.8732 0.8212 71 0.6279 0.8308 0.7152 65 0.8303 0.9133 0.8698 150 0.7073 0.8788 0.7838 33 0.8276 0.8571 0.8421 28 0.7631 0.8818 0.8182 0.9556
0.0355 76.0 8056 0.1978 0.7722 0.8592 0.8133 71 0.6437 0.8615 0.7368 65 0.8253 0.9133 0.8671 150 0.7 0.8485 0.7671 33 0.8571 0.8571 0.8571 28 0.765 0.8818 0.8193 0.9556
0.038 77.0 8162 0.1986 0.7722 0.8592 0.8133 71 0.6353 0.8308 0.7200 65 0.8155 0.9133 0.8616 150 0.6829 0.8485 0.7568 33 0.8276 0.8571 0.8421 28 0.7562 0.8761 0.8117 0.9547
0.0358 78.0 8268 0.2041 0.7439 0.8592 0.7974 71 0.6667 0.8308 0.7397 65 0.8253 0.9133 0.8671 150 0.6667 0.8485 0.7467 33 0.7742 0.8571 0.8136 28 0.7562 0.8761 0.8117 0.9549
0.0359 79.0 8374 0.2045 0.7625 0.8592 0.8079 71 0.6207 0.8308 0.7105 65 0.8214 0.92 0.8679 150 0.6829 0.8485 0.7568 33 0.8276 0.8571 0.8421 28 0.7531 0.8790 0.8112 0.9534
0.0345 80.0 8480 0.2054 0.7722 0.8592 0.8133 71 0.6111 0.8462 0.7097 65 0.8166 0.92 0.8652 150 0.7073 0.8788 0.7838 33 0.8571 0.8571 0.8571 28 0.7543 0.8847 0.8143 0.9537
0.0347 81.0 8586 0.2108 0.7407 0.8451 0.7895 71 0.6129 0.8769 0.7215 65 0.8214 0.92 0.8679 150 0.6667 0.8485 0.7467 33 0.7742 0.8571 0.8136 28 0.7398 0.8847 0.8058 0.9517
0.036 82.0 8692 0.2023 0.7317 0.8451 0.7843 71 0.6279 0.8308 0.7152 65 0.8214 0.92 0.8679 150 0.6829 0.8485 0.7568 33 0.8 0.8571 0.8276 28 0.7469 0.8761 0.8064 0.9527
0.0356 83.0 8798 0.1971 0.7590 0.8873 0.8182 71 0.6310 0.8154 0.7114 65 0.8364 0.92 0.8762 150 0.6829 0.8485 0.7568 33 0.8276 0.8571 0.8421 28 0.7612 0.8818 0.8171 0.9559
0.0341 84.0 8904 0.2043 0.7439 0.8592 0.7974 71 0.6136 0.8308 0.7059 65 0.8263 0.92 0.8707 150 0.6829 0.8485 0.7568 33 0.8 0.8571 0.8276 28 0.7475 0.8790 0.8079 0.9539
0.0337 85.0 9010 0.2094 0.7625 0.8592 0.8079 71 0.6322 0.8462 0.7237 65 0.8166 0.92 0.8652 150 0.7 0.8485 0.7671 33 0.8276 0.8571 0.8421 28 0.7556 0.8818 0.8138 0.9534
0.0341 86.0 9116 0.2091 0.7375 0.8310 0.7815 71 0.6322 0.8462 0.7237 65 0.8313 0.92 0.8734 150 0.6667 0.8485 0.7467 33 0.8276 0.8571 0.8421 28 0.7525 0.8761 0.8096 0.9527
0.0325 87.0 9222 0.2140 0.7531 0.8592 0.8026 71 0.6322 0.8462 0.7237 65 0.8214 0.92 0.8679 150 0.6667 0.8485 0.7467 33 0.8 0.8571 0.8276 28 0.75 0.8818 0.8106 0.9522
0.0329 88.0 9328 0.2080 0.7407 0.8451 0.7895 71 0.6353 0.8308 0.7200 65 0.8263 0.92 0.8707 150 0.6667 0.8485 0.7467 33 0.8276 0.8571 0.8421 28 0.7525 0.8761 0.8096 0.9539
0.0333 89.0 9434 0.2106 0.7595 0.8451 0.8 71 0.6471 0.8462 0.7333 65 0.8313 0.92 0.8734 150 0.6829 0.8485 0.7568 33 0.8 0.8571 0.8276 28 0.7606 0.8790 0.8155 0.9532
0.0324 90.0 9540 0.2095 0.7531 0.8592 0.8026 71 0.6506 0.8308 0.7297 65 0.8313 0.92 0.8734 150 0.6667 0.8485 0.7467 33 0.8276 0.8571 0.8421 28 0.7606 0.8790 0.8155 0.9547
0.0311 91.0 9646 0.2136 0.7407 0.8451 0.7895 71 0.6292 0.8615 0.7273 65 0.8313 0.92 0.8734 150 0.7 0.8485 0.7671 33 0.8276 0.8571 0.8421 28 0.7556 0.8818 0.8138 0.9544
0.0327 92.0 9752 0.2122 0.75 0.8451 0.7947 71 0.6279 0.8308 0.7152 65 0.8313 0.92 0.8734 150 0.6667 0.8485 0.7467 33 0.8276 0.8571 0.8421 28 0.7543 0.8761 0.8107 0.9537
0.03 93.0 9858 0.2173 0.75 0.8451 0.7947 71 0.6444 0.8923 0.7484 65 0.8263 0.92 0.8707 150 0.6667 0.8485 0.7467 33 0.8276 0.8571 0.8421 28 0.7549 0.8876 0.8159 0.9534
0.0303 94.0 9964 0.2158 0.7531 0.8592 0.8026 71 0.6322 0.8462 0.7237 65 0.8313 0.92 0.8734 150 0.6829 0.8485 0.7568 33 0.8 0.8571 0.8276 28 0.7556 0.8818 0.8138 0.9539
0.0309 95.0 10070 0.2154 0.7625 0.8592 0.8079 71 0.6477 0.8769 0.7451 65 0.8263 0.92 0.8707 150 0.6829 0.8485 0.7568 33 0.8 0.8571 0.8276 28 0.7586 0.8876 0.8181 0.9539
0.0344 96.0 10176 0.2155 0.7625 0.8592 0.8079 71 0.6471 0.8462 0.7333 65 0.8263 0.92 0.8707 150 0.6667 0.8485 0.7467 33 0.8 0.8571 0.8276 28 0.7574 0.8818 0.8149 0.9544
0.0292 97.0 10282 0.2139 0.7778 0.8873 0.8289 71 0.6471 0.8462 0.7333 65 0.8263 0.92 0.8707 150 0.6829 0.8485 0.7568 33 0.8276 0.8571 0.8421 28 0.7643 0.8876 0.8213 0.9547
0.0321 98.0 10388 0.2169 0.7531 0.8592 0.8026 71 0.6364 0.8615 0.7320 65 0.8263 0.92 0.8707 150 0.6667 0.8485 0.7467 33 0.8276 0.8571 0.8421 28 0.7543 0.8847 0.8143 0.9532
0.0305 99.0 10494 0.2150 0.7778 0.8873 0.8289 71 0.6322 0.8462 0.7237 65 0.8263 0.92 0.8707 150 0.6667 0.8485 0.7467 33 0.8276 0.8571 0.8421 28 0.7586 0.8876 0.8181 0.9537
0.0294 100.0 10600 0.2143 0.7778 0.8873 0.8289 71 0.6395 0.8462 0.7285 65 0.8263 0.92 0.8707 150 0.6667 0.8485 0.7467 33 0.8276 0.8571 0.8421 28 0.7605 0.8876 0.8191 0.9539
Framework versions
  • Transformers 4.39.3
  • Pytorch 2.3.0+cu121
  • Datasets 2.19.1
  • Tokenizers 0.15.2

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nerugm-pt-pl10-3 huggingface.co is an AI model on huggingface.co that provides nerugm-pt-pl10-3's model effect (), which can be used instantly with this apwic nerugm-pt-pl10-3 model. huggingface.co supports a free trial of the nerugm-pt-pl10-3 model, and also provides paid use of the nerugm-pt-pl10-3. Support call nerugm-pt-pl10-3 model through api, including Node.js, Python, http.

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https://huggingface.co/apwic/nerugm-pt-pl10-3

nerugm-pt-pl10-3 install

nerugm-pt-pl10-3 is an open source model from GitHub that offers a free installation service, and any user can find nerugm-pt-pl10-3 on GitHub to install. At the same time, huggingface.co provides the effect of nerugm-pt-pl10-3 install, users can directly use nerugm-pt-pl10-3 installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

nerugm-pt-pl10-3 install url in huggingface.co:

https://huggingface.co/apwic/nerugm-pt-pl10-3

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nerugm-pt-pl10-3 huggingface.co Url

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