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nerugm-base-0

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metadata
license: mit
base_model: indolem/indobert-base-uncased
tags:
  - generated_from_trainer
model-index:
  - name: nerugm-base-0
    results: []

nerugm-base-0

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: 0.3575
  • Location Precision: 0.8553
  • Location Recall: 0.9420
  • Location F1: 0.8966
  • Location Number: 69
  • Organization Precision: 0.6935
  • Organization Recall: 0.7414
  • Organization F1: 0.7167
  • Organization Number: 58
  • Person Precision: 0.8910
  • Person Recall: 0.9145
  • Person F1: 0.9026
  • Person Number: 152
  • Quantity Precision: 0.8125
  • Quantity Recall: 0.8667
  • Quantity F1: 0.8387
  • Quantity Number: 30
  • Time Precision: 0.7812
  • Time Recall: 0.8621
  • Time F1: 0.8197
  • Time Number: 29
  • Overall Precision: 0.8324
  • Overall Recall: 0.8817
  • Overall F1: 0.8563
  • Overall Accuracy: 0.9639

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
0.3599 1.0 106 0.1317 0.7922 0.8841 0.8356 69 0.4921 0.5345 0.5124 58 0.8214 0.9079 0.8625 152 0.6364 0.7 0.6667 30 0.8125 0.8966 0.8525 29 0.7426 0.8195 0.7792 0.9570
0.1201 2.0 212 0.1442 0.75 0.8696 0.8054 69 0.6528 0.8103 0.7231 58 0.8537 0.9211 0.8861 152 0.525 0.7 0.6 30 0.6857 0.8276 0.75 29 0.7468 0.8639 0.8011 0.9580
0.0789 3.0 318 0.1576 0.7294 0.8986 0.8052 69 0.64 0.8276 0.7218 58 0.7989 0.9145 0.8528 152 0.7714 0.9 0.8308 30 0.8667 0.8966 0.8814 29 0.7569 0.8935 0.8195 0.9547
0.0497 4.0 424 0.1576 0.7722 0.8841 0.8243 69 0.7 0.8448 0.7656 58 0.8704 0.9276 0.8981 152 0.7647 0.8667 0.8125 30 0.6857 0.8276 0.75 29 0.7921 0.8905 0.8384 0.9629
0.0304 5.0 530 0.1808 0.8356 0.8841 0.8592 69 0.6393 0.6724 0.6555 58 0.8491 0.8882 0.8682 152 0.7647 0.8667 0.8125 30 0.8621 0.8621 0.8621 29 0.8034 0.8462 0.8242 0.9603
0.0258 6.0 636 0.1898 0.7590 0.9130 0.8289 69 0.5968 0.6379 0.6167 58 0.8726 0.9013 0.8867 152 0.7879 0.8667 0.8254 30 0.7647 0.8966 0.8254 29 0.7832 0.8550 0.8175 0.9590
0.0151 7.0 742 0.2270 0.7778 0.9130 0.84 69 0.6607 0.6379 0.6491 58 0.8519 0.9079 0.8790 152 0.7941 0.9 0.8438 30 0.6944 0.8621 0.7692 29 0.7859 0.8580 0.8204 0.9588
0.0124 8.0 848 0.2596 0.8052 0.8986 0.8493 69 0.6267 0.8103 0.7068 58 0.8466 0.9079 0.8762 152 0.7879 0.8667 0.8254 30 0.7812 0.8621 0.8197 29 0.7842 0.8817 0.8301 0.9570
0.0088 9.0 954 0.2630 0.8077 0.9130 0.8571 69 0.6812 0.8103 0.7402 58 0.8107 0.9013 0.8536 152 0.7879 0.8667 0.8254 30 0.8065 0.8621 0.8333 29 0.7842 0.8817 0.8301 0.9562
0.0083 10.0 1060 0.2329 0.7975 0.9130 0.8514 69 0.6753 0.8966 0.7704 58 0.8773 0.9408 0.9079 152 0.7059 0.8 0.7500 30 0.8 0.8276 0.8136 29 0.7990 0.9053 0.8488 0.9631
0.0088 11.0 1166 0.2398 0.8077 0.9130 0.8571 69 0.6769 0.7586 0.7154 58 0.8333 0.9211 0.875 152 0.7353 0.8333 0.7812 30 0.7879 0.8966 0.8387 29 0.7884 0.8817 0.8324 0.9611
0.007 12.0 1272 0.2358 0.7722 0.8841 0.8243 69 0.7344 0.8103 0.7705 58 0.8701 0.8816 0.8758 152 0.7576 0.8333 0.7937 30 0.8667 0.8966 0.8814 29 0.8139 0.8669 0.8395 0.9624
0.0061 13.0 1378 0.2447 0.8333 0.8696 0.8511 69 0.6889 0.5345 0.6019 58 0.8790 0.9079 0.8932 152 0.7429 0.8667 0.8 30 0.8667 0.8966 0.8814 29 0.8289 0.8314 0.8301 0.9613
0.0073 14.0 1484 0.2386 0.8158 0.8986 0.8552 69 0.7258 0.7759 0.7500 58 0.8854 0.9145 0.8997 152 0.7714 0.9 0.8308 30 0.8387 0.8966 0.8667 29 0.8283 0.8846 0.8555 0.9641
0.0046 15.0 1590 0.2387 0.8052 0.8986 0.8493 69 0.6857 0.8276 0.75 58 0.8968 0.9145 0.9055 152 0.8182 0.9 0.8571 30 0.8387 0.8966 0.8667 29 0.8251 0.8935 0.8580 0.9652
0.003 16.0 1696 0.2643 0.8052 0.8986 0.8493 69 0.6731 0.6034 0.6364 58 0.9073 0.9013 0.9043 152 0.8182 0.9 0.8571 30 0.8333 0.8621 0.8475 29 0.8338 0.8462 0.8399 0.9611
0.0027 17.0 1802 0.2792 0.8125 0.9420 0.8725 69 0.6806 0.8448 0.7538 58 0.8590 0.8816 0.8701 152 0.7941 0.9 0.8438 30 0.8387 0.8966 0.8667 29 0.8070 0.8905 0.8467 0.9613
0.0037 18.0 1908 0.2727 0.7619 0.9275 0.8366 69 0.6769 0.7586 0.7154 58 0.8696 0.9211 0.8946 152 0.8182 0.9 0.8571 30 0.8125 0.8966 0.8525 29 0.8027 0.8905 0.8443 0.9621
0.0046 19.0 2014 0.2459 0.7848 0.8986 0.8378 69 0.6818 0.7759 0.7258 58 0.9038 0.9276 0.9156 152 0.8182 0.9 0.8571 30 0.8621 0.8621 0.8621 29 0.8264 0.8876 0.8559 0.9636
0.0048 20.0 2120 0.2616 0.7590 0.9130 0.8289 69 0.6923 0.7759 0.7317 58 0.8805 0.9211 0.9003 152 0.8182 0.9 0.8571 30 0.7429 0.8966 0.8125 29 0.8027 0.8905 0.8443 0.9613
0.0047 21.0 2226 0.2413 0.8025 0.9420 0.8667 69 0.6866 0.7931 0.736 58 0.8790 0.9079 0.8932 152 0.7879 0.8667 0.8254 30 0.75 0.9310 0.8308 29 0.8075 0.8935 0.8483 0.9647
0.0041 22.0 2332 0.2954 0.7805 0.9275 0.8477 69 0.6667 0.8276 0.7385 58 0.8861 0.9211 0.9032 152 0.7353 0.8333 0.7812 30 0.7429 0.8966 0.8125 29 0.7953 0.8964 0.8428 0.9621
0.0034 23.0 2438 0.2645 0.7949 0.8986 0.8435 69 0.7 0.8448 0.7656 58 0.8931 0.9342 0.9132 152 0.8065 0.8333 0.8197 30 0.7429 0.8966 0.8125 29 0.8150 0.8994 0.8551 0.9662
0.0021 24.0 2544 0.2715 0.8052 0.8986 0.8493 69 0.7246 0.8621 0.7874 58 0.8868 0.9276 0.9068 152 0.8276 0.8 0.8136 30 0.7879 0.8966 0.8387 29 0.8256 0.8964 0.8596 0.9654
0.0022 25.0 2650 0.2671 0.8158 0.8986 0.8552 69 0.7258 0.7759 0.7500 58 0.9026 0.9145 0.9085 152 0.7812 0.8333 0.8065 30 0.7879 0.8966 0.8387 29 0.8319 0.8787 0.8547 0.9639
0.0021 26.0 2756 0.3094 0.7529 0.9275 0.8312 69 0.6970 0.7931 0.7419 58 0.8910 0.9145 0.9026 152 0.8333 0.8333 0.8333 30 0.8125 0.8966 0.8525 29 0.8130 0.8876 0.8487 0.9624
0.0033 27.0 2862 0.2711 0.7821 0.8841 0.8299 69 0.7302 0.7931 0.7603 58 0.8882 0.9408 0.9137 152 0.8125 0.8667 0.8387 30 0.7647 0.8966 0.8254 29 0.8207 0.8935 0.8555 0.9652
0.003 28.0 2968 0.2883 0.7683 0.9130 0.8344 69 0.7385 0.8276 0.7805 58 0.8987 0.9342 0.9161 152 0.7353 0.8333 0.7812 30 0.7879 0.8966 0.8387 29 0.8172 0.8994 0.8563 0.9644
0.0021 29.0 3074 0.2531 0.8077 0.9130 0.8571 69 0.6923 0.7759 0.7317 58 0.8854 0.9145 0.8997 152 0.8125 0.8667 0.8387 30 0.8387 0.8966 0.8667 29 0.8237 0.8846 0.8531 0.9652
0.0016 30.0 3180 0.2924 0.7590 0.9130 0.8289 69 0.6491 0.6379 0.6435 58 0.8827 0.9408 0.9108 152 0.8125 0.8667 0.8387 30 0.7647 0.8966 0.8254 29 0.8016 0.8728 0.8357 0.9626
0.0048 31.0 3286 0.2868 0.8125 0.9420 0.8725 69 0.6562 0.7241 0.6885 58 0.8805 0.9211 0.9003 152 0.7879 0.8667 0.8254 30 0.7647 0.8966 0.8254 29 0.8081 0.8846 0.8446 0.9626
0.0032 32.0 3392 0.2836 0.7722 0.8841 0.8243 69 0.6618 0.7759 0.7143 58 0.875 0.9211 0.8974 152 0.7222 0.8667 0.7879 30 0.7429 0.8966 0.8125 29 0.7884 0.8817 0.8324 0.9606
0.004 33.0 3498 0.2565 0.8267 0.8986 0.8611 69 0.7288 0.7414 0.7350 58 0.8797 0.9145 0.8968 152 0.7879 0.8667 0.8254 30 0.7647 0.8966 0.8254 29 0.8245 0.8757 0.8494 0.9657
0.0016 34.0 3604 0.2747 0.7619 0.9275 0.8366 69 0.6897 0.6897 0.6897 58 0.8712 0.9342 0.9016 152 0.8125 0.8667 0.8387 30 0.8125 0.8966 0.8525 29 0.8076 0.8817 0.8430 0.9652
0.0018 35.0 3710 0.2639 0.8 0.9275 0.8591 69 0.7077 0.7931 0.7480 58 0.8924 0.9276 0.9097 152 0.8438 0.9 0.8710 30 0.7879 0.8966 0.8387 29 0.8261 0.8994 0.8612 0.9659
0.0032 36.0 3816 0.2596 0.8442 0.9420 0.8904 69 0.7119 0.7241 0.7179 58 0.9045 0.9342 0.9191 152 0.7812 0.8333 0.8065 30 0.7647 0.8966 0.8254 29 0.8357 0.8876 0.8608 0.9654
0.0024 37.0 3922 0.2782 0.8421 0.9275 0.8828 69 0.7167 0.7414 0.7288 58 0.8875 0.9342 0.9103 152 0.7647 0.8667 0.8125 30 0.8333 0.8621 0.8475 29 0.8333 0.8876 0.8596 0.9670
0.002 38.0 4028 0.2880 0.8 0.9275 0.8591 69 0.7344 0.8103 0.7705 58 0.9026 0.9145 0.9085 152 0.7812 0.8333 0.8065 30 0.7812 0.8621 0.8197 29 0.8287 0.8876 0.8571 0.9665
0.0027 39.0 4134 0.2859 0.8125 0.9420 0.8725 69 0.6571 0.7931 0.7188 58 0.8598 0.9276 0.8924 152 0.8 0.8 0.8000 30 0.8125 0.8966 0.8525 29 0.8032 0.8935 0.8459 0.9647
0.0028 40.0 4240 0.2777 0.8101 0.9275 0.8649 69 0.7344 0.8103 0.7705 58 0.8938 0.9408 0.9167 152 0.7812 0.8333 0.8065 30 0.7879 0.8966 0.8387 29 0.8288 0.9024 0.8640 0.9675
0.0013 41.0 4346 0.2742 0.7683 0.9130 0.8344 69 0.7188 0.7931 0.7541 58 0.8827 0.9408 0.9108 152 0.8125 0.8667 0.8387 30 0.8182 0.9310 0.8710 29 0.8177 0.9024 0.8579 0.9667
0.0035 42.0 4452 0.2879 0.8442 0.9420 0.8904 69 0.7302 0.7931 0.7603 58 0.8720 0.9408 0.9051 152 0.7576 0.8333 0.7937 30 0.7941 0.9310 0.8571 29 0.8248 0.9053 0.8632 0.9675
0.0014 43.0 4558 0.2880 0.8312 0.9275 0.8767 69 0.7121 0.8103 0.7581 58 0.8383 0.9211 0.8777 152 0.75 0.8 0.7742 30 0.7879 0.8966 0.8387 29 0.8027 0.8905 0.8443 0.9652
0.002 44.0 4664 0.2945 0.8101 0.9275 0.8649 69 0.7286 0.8793 0.7969 58 0.8987 0.9342 0.9161 152 0.7812 0.8333 0.8065 30 0.7879 0.8966 0.8387 29 0.8280 0.9112 0.8676 0.9662
0.003 45.0 4770 0.2898 0.7529 0.9275 0.8312 69 0.7049 0.7414 0.7227 58 0.9038 0.9276 0.9156 152 0.8065 0.8333 0.8197 30 0.8667 0.8966 0.8814 29 0.8237 0.8846 0.8531 0.9647
0.0029 46.0 4876 0.3106 0.7647 0.9420 0.8442 69 0.7429 0.8966 0.8125 58 0.8868 0.9276 0.9068 152 0.8438 0.9 0.8710 30 0.7429 0.8966 0.8125 29 0.8163 0.9201 0.8651 0.9654
0.0033 47.0 4982 0.2665 0.8841 0.8841 0.8841 69 0.7255 0.6379 0.6789 58 0.9156 0.9276 0.9216 152 0.8387 0.8667 0.8525 30 0.8621 0.8621 0.8621 29 0.8683 0.8580 0.8631 0.9639
0.0027 48.0 5088 0.3205 0.7529 0.9275 0.8312 69 0.6806 0.8448 0.7538 58 0.8797 0.9145 0.8968 152 0.8125 0.8667 0.8387 30 0.7879 0.8966 0.8387 29 0.8 0.8994 0.8468 0.9606
0.0014 49.0 5194 0.2800 0.8125 0.9420 0.8725 69 0.6970 0.7931 0.7419 58 0.8931 0.9342 0.9132 152 0.8125 0.8667 0.8387 30 0.8387 0.8966 0.8667 29 0.8288 0.9024 0.8640 0.9657
0.0005 50.0 5300 0.3062 0.8 0.9275 0.8591 69 0.6761 0.8276 0.7442 58 0.8868 0.9276 0.9068 152 0.8125 0.8667 0.8387 30 0.8387 0.8966 0.8667 29 0.8177 0.9024 0.8579 0.9634
0.0009 51.0 5406 0.3094 0.7922 0.8841 0.8356 69 0.6716 0.7759 0.7200 58 0.875 0.9211 0.8974 152 0.8125 0.8667 0.8387 30 0.7879 0.8966 0.8387 29 0.8076 0.8817 0.8430 0.9616
0.0007 52.0 5512 0.2927 0.8052 0.8986 0.8493 69 0.7049 0.7414 0.7227 58 0.8805 0.9211 0.9003 152 0.8438 0.9 0.8710 30 0.8387 0.8966 0.8667 29 0.8278 0.8817 0.8539 0.9652
0.0005 53.0 5618 0.3106 0.8026 0.8841 0.8414 69 0.6935 0.7414 0.7167 58 0.8812 0.9276 0.9038 152 0.8125 0.8667 0.8387 30 0.8387 0.8966 0.8667 29 0.8227 0.8787 0.8498 0.9639
0.0006 54.0 5724 0.3165 0.8133 0.8841 0.8472 69 0.7241 0.7241 0.7241 58 0.8875 0.9342 0.9103 152 0.8125 0.8667 0.8387 30 0.8125 0.8966 0.8525 29 0.8319 0.8787 0.8547 0.9649
0.0008 55.0 5830 0.2877 0.8857 0.8986 0.8921 69 0.7551 0.6379 0.6916 58 0.8917 0.9211 0.9061 152 0.7812 0.8333 0.8065 30 0.8667 0.8966 0.8814 29 0.8580 0.8580 0.8580 0.9677
0.0013 56.0 5936 0.2934 0.8553 0.9420 0.8966 69 0.7018 0.6897 0.6957 58 0.8981 0.9276 0.9126 152 0.8387 0.8667 0.8525 30 0.7879 0.8966 0.8387 29 0.8418 0.8817 0.8613 0.9647
0.0003 57.0 6042 0.3164 0.8442 0.9420 0.8904 69 0.7018 0.6897 0.6957 58 0.8924 0.9276 0.9097 152 0.7879 0.8667 0.8254 30 0.7879 0.8966 0.8387 29 0.8324 0.8817 0.8563 0.9639
0.0004 58.0 6148 0.3298 0.8333 0.9420 0.8844 69 0.6825 0.7414 0.7107 58 0.8924 0.9276 0.9097 152 0.8125 0.8667 0.8387 30 0.7879 0.8966 0.8387 29 0.8269 0.8905 0.8575 0.9629
0.0006 59.0 6254 0.3475 0.8553 0.9420 0.8966 69 0.6545 0.6207 0.6372 58 0.8931 0.9342 0.9132 152 0.7879 0.8667 0.8254 30 0.8125 0.8966 0.8525 29 0.8310 0.8728 0.8514 0.9618
0.0009 60.0 6360 0.3446 0.8228 0.9420 0.8784 69 0.7541 0.7931 0.7731 58 0.8924 0.9276 0.9097 152 0.7879 0.8667 0.8254 30 0.8125 0.8966 0.8525 29 0.8375 0.8994 0.8673 0.9647
0.0005 61.0 6466 0.3662 0.8025 0.9420 0.8667 69 0.6716 0.7759 0.7200 58 0.8805 0.9211 0.9003 152 0.8125 0.8667 0.8387 30 0.8125 0.8966 0.8525 29 0.8140 0.8935 0.8519 0.9611
0.002 62.0 6572 0.3188 0.8553 0.9420 0.8966 69 0.7031 0.7759 0.7377 58 0.8868 0.9276 0.9068 152 0.7576 0.8333 0.7937 30 0.8387 0.8966 0.8667 29 0.8320 0.8935 0.8616 0.9665
0.0005 63.0 6678 0.3222 0.8649 0.9275 0.8951 69 0.7302 0.7931 0.7603 58 0.8805 0.9211 0.9003 152 0.8065 0.8333 0.8197 30 0.8387 0.8966 0.8667 29 0.8408 0.8905 0.8649 0.9670
0.0003 64.0 6784 0.3288 0.8312 0.9275 0.8767 69 0.7231 0.8103 0.7642 58 0.8805 0.9211 0.9003 152 0.7812 0.8333 0.8065 30 0.8387 0.8966 0.8667 29 0.8297 0.8935 0.8604 0.9662
0.0003 65.0 6890 0.3331 0.8312 0.9275 0.8767 69 0.7344 0.8103 0.7705 58 0.8659 0.9342 0.8987 152 0.8125 0.8667 0.8387 30 0.8125 0.8966 0.8525 29 0.8266 0.9024 0.8628 0.9662
0.0003 66.0 6996 0.3162 0.8514 0.9130 0.8811 69 0.6981 0.6379 0.6667 58 0.8974 0.9211 0.9091 152 0.7879 0.8667 0.8254 30 0.8387 0.8966 0.8667 29 0.8415 0.8639 0.8526 0.9662
0.0024 67.0 7102 0.3060 0.8182 0.9130 0.8630 69 0.7143 0.7759 0.7438 58 0.9085 0.9145 0.9115 152 0.7812 0.8333 0.8065 30 0.8125 0.8966 0.8525 29 0.8347 0.8817 0.8576 0.9672
0.002 68.0 7208 0.3085 0.8442 0.9420 0.8904 69 0.74 0.6379 0.6852 58 0.9038 0.9276 0.9156 152 0.8125 0.8667 0.8387 30 0.7879 0.8966 0.8387 29 0.8477 0.8728 0.8601 0.9652
0.0014 69.0 7314 0.3034 0.8442 0.9420 0.8904 69 0.6522 0.7759 0.7087 58 0.8642 0.9211 0.8917 152 0.8485 0.9333 0.8889 30 0.8125 0.8966 0.8525 29 0.8150 0.8994 0.8551 0.9649
0.0006 70.0 7420 0.3125 0.8421 0.9275 0.8828 69 0.6667 0.7931 0.7244 58 0.8589 0.9211 0.8889 152 0.8125 0.8667 0.8387 30 0.7576 0.8621 0.8065 29 0.8070 0.8905 0.8467 0.9647
0.0009 71.0 7526 0.3197 0.84 0.9130 0.8750 69 0.6765 0.7931 0.7302 58 0.8650 0.9276 0.8952 152 0.7647 0.8667 0.8125 30 0.7419 0.7931 0.7667 29 0.8059 0.8846 0.8434 0.9639
0.0009 72.0 7632 0.3207 0.8421 0.9275 0.8828 69 0.6923 0.7759 0.7317 58 0.8820 0.9342 0.9073 152 0.7647 0.8667 0.8125 30 0.75 0.8276 0.7869 29 0.8179 0.8905 0.8527 0.9647
0.0006 73.0 7738 0.3206 0.8312 0.9275 0.8767 69 0.6719 0.7414 0.7049 58 0.8917 0.9211 0.9061 152 0.7879 0.8667 0.8254 30 0.7812 0.8621 0.8197 29 0.8209 0.8817 0.8502 0.9647
0.0004 74.0 7844 0.3209 0.8312 0.9275 0.8767 69 0.6875 0.7586 0.7213 58 0.8903 0.9079 0.8990 152 0.7879 0.8667 0.8254 30 0.7812 0.8621 0.8197 29 0.8227 0.8787 0.8498 0.9641
0.0003 75.0 7950 0.3219 0.875 0.9130 0.8936 69 0.6615 0.7414 0.6992 58 0.8854 0.9145 0.8997 152 0.7879 0.8667 0.8254 30 0.7812 0.8621 0.8197 29 0.8245 0.8757 0.8494 0.9636
0.0003 76.0 8056 0.3356 0.8312 0.9275 0.8767 69 0.6575 0.8276 0.7328 58 0.8812 0.9276 0.9038 152 0.7879 0.8667 0.8254 30 0.7812 0.8621 0.8197 29 0.8107 0.8994 0.8527 0.9631
0.0002 77.0 8162 0.3265 0.8649 0.9275 0.8951 69 0.6935 0.7414 0.7167 58 0.8805 0.9211 0.9003 152 0.8125 0.8667 0.8387 30 0.7812 0.8621 0.8197 29 0.8301 0.8817 0.8551 0.9657
0.0002 78.0 8268 0.3292 0.8533 0.9275 0.8889 69 0.6875 0.7586 0.7213 58 0.8805 0.9211 0.9003 152 0.7879 0.8667 0.8254 30 0.7812 0.8621 0.8197 29 0.8237 0.8846 0.8531 0.9649
0.0003 79.0 8374 0.3334 0.8533 0.9275 0.8889 69 0.6769 0.7586 0.7154 58 0.8688 0.9145 0.8910 152 0.8125 0.8667 0.8387 30 0.7812 0.8621 0.8197 29 0.8187 0.8817 0.8490 0.9647
0.0006 80.0 8480 0.3393 0.8649 0.9275 0.8951 69 0.6721 0.7069 0.6891 58 0.8968 0.9145 0.9055 152 0.8438 0.9 0.8710 30 0.7812 0.8621 0.8197 29 0.8362 0.8757 0.8555 0.9647
0.0002 81.0 8586 0.3537 0.8533 0.9275 0.8889 69 0.6875 0.7586 0.7213 58 0.8903 0.9079 0.8990 152 0.7879 0.8667 0.8254 30 0.7812 0.8621 0.8197 29 0.8273 0.8787 0.8522 0.9644
0.0003 82.0 8692 0.3606 0.8533 0.9275 0.8889 69 0.7321 0.7069 0.7193 58 0.8846 0.9079 0.8961 152 0.7812 0.8333 0.8065 30 0.7812 0.8621 0.8197 29 0.8348 0.8669 0.8505 0.9639
0.0006 83.0 8798 0.3577 0.8784 0.9420 0.9091 69 0.6923 0.6207 0.6545 58 0.8968 0.9145 0.9055 152 0.7812 0.8333 0.8065 30 0.7812 0.8621 0.8197 29 0.8406 0.8580 0.8492 0.9641
0.001 84.0 8904 0.3674 0.8667 0.9420 0.9028 69 0.6727 0.6379 0.6549 58 0.8846 0.9079 0.8961 152 0.7812 0.8333 0.8065 30 0.7812 0.8621 0.8197 29 0.8286 0.8580 0.8430 0.9618
0.0006 85.0 9010 0.3639 0.8784 0.9420 0.9091 69 0.6909 0.6552 0.6726 58 0.8790 0.9079 0.8932 152 0.8125 0.8667 0.8387 30 0.7812 0.8621 0.8197 29 0.8343 0.8639 0.8488 0.9616
0.0004 86.0 9116 0.3683 0.875 0.9130 0.8936 69 0.74 0.6379 0.6852 58 0.8854 0.9145 0.8997 152 0.8125 0.8667 0.8387 30 0.7812 0.8621 0.8197 29 0.8455 0.8580 0.8517 0.9634
0.0005 87.0 9222 0.3531 0.8533 0.9275 0.8889 69 0.7170 0.6552 0.6847 58 0.8846 0.9079 0.8961 152 0.8125 0.8667 0.8387 30 0.7812 0.8621 0.8197 29 0.8362 0.8609 0.8484 0.9626
0.0002 88.0 9328 0.3533 0.8514 0.9130 0.8811 69 0.7308 0.6552 0.6909 58 0.8910 0.9145 0.9026 152 0.8125 0.8667 0.8387 30 0.7812 0.8621 0.8197 29 0.8410 0.8609 0.8509 0.9634
0.0002 89.0 9434 0.3525 0.8514 0.9130 0.8811 69 0.7321 0.7069 0.7193 58 0.8846 0.9079 0.8961 152 0.8125 0.8667 0.8387 30 0.7812 0.8621 0.8197 29 0.8371 0.8669 0.8517 0.9636
0.0002 90.0 9540 0.3583 0.8533 0.9275 0.8889 69 0.7241 0.7241 0.7241 58 0.8910 0.9145 0.9026 152 0.8125 0.8667 0.8387 30 0.7812 0.8621 0.8197 29 0.8385 0.8757 0.8567 0.9634
0.0002 91.0 9646 0.3626 0.8553 0.9420 0.8966 69 0.7288 0.7414 0.7350 58 0.8846 0.9079 0.8961 152 0.8125 0.8667 0.8387 30 0.7812 0.8621 0.8197 29 0.8366 0.8787 0.8571 0.9631
0.0005 92.0 9752 0.3608 0.8514 0.9130 0.8811 69 0.7368 0.7241 0.7304 58 0.8846 0.9079 0.8961 152 0.8125 0.8667 0.8387 30 0.7812 0.8621 0.8197 29 0.8376 0.8698 0.8534 0.9634
0.0002 93.0 9858 0.3571 0.8533 0.9275 0.8889 69 0.7167 0.7414 0.7288 58 0.8910 0.9145 0.9026 152 0.8125 0.8667 0.8387 30 0.7812 0.8621 0.8197 29 0.8366 0.8787 0.8571 0.9634
0.0002 94.0 9964 0.3574 0.8533 0.9275 0.8889 69 0.7167 0.7414 0.7288 58 0.8910 0.9145 0.9026 152 0.8125 0.8667 0.8387 30 0.7812 0.8621 0.8197 29 0.8366 0.8787 0.8571 0.9634
0.0004 95.0 10070 0.3578 0.8649 0.9275 0.8951 69 0.6935 0.7414 0.7167 58 0.8910 0.9145 0.9026 152 0.8125 0.8667 0.8387 30 0.7812 0.8621 0.8197 29 0.8343 0.8787 0.8559 0.9641
0.0003 96.0 10176 0.3588 0.8649 0.9275 0.8951 69 0.6935 0.7414 0.7167 58 0.8846 0.9079 0.8961 152 0.8125 0.8667 0.8387 30 0.7812 0.8621 0.8197 29 0.8315 0.8757 0.8530 0.9639
0.0004 97.0 10282 0.3566 0.8533 0.9275 0.8889 69 0.6935 0.7414 0.7167 58 0.8910 0.9145 0.9026 152 0.8125 0.8667 0.8387 30 0.7812 0.8621 0.8197 29 0.8319 0.8787 0.8547 0.9639
0.0003 98.0 10388 0.3576 0.8533 0.9275 0.8889 69 0.6825 0.7414 0.7107 58 0.8910 0.9145 0.9026 152 0.8125 0.8667 0.8387 30 0.7812 0.8621 0.8197 29 0.8296 0.8787 0.8534 0.9636
0.0004 99.0 10494 0.3574 0.8553 0.9420 0.8966 69 0.6935 0.7414 0.7167 58 0.8910 0.9145 0.9026 152 0.8125 0.8667 0.8387 30 0.7812 0.8621 0.8197 29 0.8324 0.8817 0.8563 0.9639
0.0002 100.0 10600 0.3575 0.8553 0.9420 0.8966 69 0.6935 0.7414 0.7167 58 0.8910 0.9145 0.9026 152 0.8125 0.8667 0.8387 30 0.7812 0.8621 0.8197 29 0.8324 0.8817 0.8563 0.9639

Framework versions

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