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nerugm-base-2

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metadata
license: mit
base_model: indolem/indobert-base-uncased
tags:
  - generated_from_trainer
model-index:
  - name: nerugm-base-2
    results: []

nerugm-base-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: 0.3857
  • Location Precision: 0.7949
  • Location Recall: 0.8611
  • Location F1: 0.8267
  • Location Number: 72
  • Organization Precision: 0.7711
  • Organization Recall: 0.8533
  • Organization F1: 0.8101
  • Organization Number: 75
  • Person Precision: 0.8816
  • Person Recall: 0.9371
  • Person F1: 0.9085
  • Person Number: 143
  • Quantity Precision: 0.6667
  • Quantity Recall: 0.7826
  • Quantity F1: 0.72
  • Quantity Number: 23
  • Time Precision: 0.8214
  • Time Recall: 0.8846
  • Time F1: 0.8519
  • Time Number: 26
  • Overall Precision: 0.8179
  • Overall Recall: 0.8879
  • Overall F1: 0.8515
  • Overall Accuracy: 0.9642

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
0.3502 1.0 106 0.1648 0.6941 0.8194 0.7516 72 0.6630 0.8133 0.7305 75 0.85 0.9510 0.8977 143 0.4444 0.6957 0.5424 23 0.6061 0.7692 0.6780 26 0.7192 0.8614 0.7839 0.9522
0.1178 2.0 212 0.1486 0.7875 0.875 0.8289 72 0.568 0.9467 0.7100 75 0.8808 0.9301 0.9048 143 0.4706 0.6957 0.5614 23 0.8462 0.8462 0.8462 26 0.7332 0.8997 0.8079 0.9537
0.0781 3.0 318 0.1573 0.8133 0.8472 0.8299 72 0.6667 0.9333 0.7778 75 0.8535 0.9371 0.8933 143 0.68 0.7391 0.7083 23 0.8462 0.8462 0.8462 26 0.7835 0.8968 0.8363 0.9552
0.0572 4.0 424 0.1722 0.8 0.8333 0.8163 72 0.7703 0.76 0.7651 75 0.8466 0.9650 0.9020 143 0.5667 0.7391 0.6415 23 0.6774 0.8077 0.7368 26 0.7855 0.8643 0.8230 0.9580
0.0359 5.0 530 0.1548 0.7711 0.8889 0.8258 72 0.7253 0.88 0.7952 75 0.8882 0.9441 0.9153 143 0.6786 0.8261 0.7451 23 0.9167 0.8462 0.8800 26 0.8095 0.9027 0.8536 0.9642
0.0236 6.0 636 0.1820 0.7703 0.7917 0.7808 72 0.7284 0.7867 0.7564 75 0.8571 0.9231 0.8889 143 0.6667 0.7826 0.72 23 0.7857 0.8462 0.8148 26 0.7912 0.8496 0.8193 0.9605
0.0164 7.0 742 0.2388 0.7683 0.875 0.8182 72 0.6598 0.8533 0.7442 75 0.8616 0.9580 0.9073 143 0.6667 0.8696 0.7547 23 0.7097 0.8462 0.7719 26 0.7669 0.9027 0.8293 0.9567
0.0131 8.0 848 0.2180 0.775 0.8611 0.8158 72 0.6988 0.7733 0.7342 75 0.8442 0.9091 0.8754 143 0.6207 0.7826 0.6923 23 0.6061 0.7692 0.6780 26 0.7599 0.8496 0.8022 0.9582
0.0091 9.0 954 0.2615 0.8267 0.8611 0.8435 72 0.7053 0.8933 0.7882 75 0.8418 0.9301 0.8837 143 0.6207 0.7826 0.6923 23 0.75 0.8077 0.7778 26 0.7818 0.8879 0.8315 0.9590
0.0099 10.0 1060 0.2422 0.8 0.8333 0.8163 72 0.7059 0.8 0.7500 75 0.8940 0.9441 0.9184 143 0.6207 0.7826 0.6923 23 0.7667 0.8846 0.8214 26 0.8 0.8732 0.8350 0.9620
0.0059 11.0 1166 0.2547 0.7763 0.8194 0.7973 72 0.6882 0.8533 0.7619 75 0.8867 0.9301 0.9078 143 0.6207 0.7826 0.6923 23 0.8214 0.8846 0.8519 26 0.7899 0.8761 0.8308 0.9590
0.0062 12.0 1272 0.2780 0.7838 0.8056 0.7945 72 0.7558 0.8667 0.8075 75 0.8462 0.9231 0.8829 143 0.5862 0.7391 0.6538 23 0.7931 0.8846 0.8364 26 0.7888 0.8702 0.8275 0.9602
0.0037 13.0 1378 0.2757 0.7262 0.8472 0.7821 72 0.7368 0.7467 0.7417 75 0.8782 0.9580 0.9164 143 0.6667 0.7826 0.72 23 0.8276 0.9231 0.8727 26 0.7957 0.8732 0.8326 0.9627
0.005 14.0 1484 0.2800 0.8026 0.8472 0.8243 72 0.6988 0.7733 0.7342 75 0.8701 0.9371 0.9024 143 0.6333 0.8261 0.7170 23 0.8462 0.8462 0.8462 26 0.7967 0.8673 0.8305 0.9595
0.0058 15.0 1590 0.2717 0.8243 0.8472 0.8356 72 0.7065 0.8667 0.7784 75 0.8590 0.9371 0.8963 143 0.64 0.6957 0.6667 23 0.7419 0.8846 0.8070 26 0.7910 0.8820 0.8340 0.9630
0.0046 16.0 1696 0.3064 0.8 0.8333 0.8163 72 0.6465 0.8533 0.7356 75 0.8645 0.9371 0.8993 143 0.5625 0.7826 0.6545 23 0.7188 0.8846 0.7931 26 0.7608 0.8820 0.8169 0.9540
0.0063 17.0 1802 0.2858 0.7375 0.8194 0.7763 72 0.7722 0.8133 0.7922 75 0.8491 0.9441 0.8940 143 0.6 0.7826 0.6792 23 0.8148 0.8462 0.8302 26 0.7867 0.8702 0.8263 0.9617
0.0033 18.0 1908 0.3041 0.7692 0.8333 0.8 72 0.7381 0.8267 0.7799 75 0.8553 0.9510 0.9007 143 0.6207 0.7826 0.6923 23 0.7742 0.9231 0.8421 26 0.7874 0.8850 0.8333 0.9620
0.0033 19.0 2014 0.3013 0.8356 0.8472 0.8414 72 0.7711 0.8533 0.8101 75 0.8742 0.9231 0.8980 143 0.6207 0.7826 0.6923 23 0.7857 0.8462 0.8148 26 0.8159 0.8761 0.8450 0.9607
0.0036 20.0 2120 0.2968 0.8108 0.8333 0.8219 72 0.7333 0.88 0.8 75 0.8701 0.9371 0.9024 143 0.5862 0.7391 0.6538 23 0.8148 0.8462 0.8302 26 0.7995 0.8820 0.8387 0.9610
0.0038 21.0 2226 0.2894 0.7910 0.7361 0.7626 72 0.6941 0.7867 0.7375 75 0.8808 0.9301 0.9048 143 0.6429 0.7826 0.7059 23 0.8148 0.8462 0.8302 26 0.7961 0.8407 0.8178 0.9577
0.004 22.0 2332 0.2999 0.7949 0.8611 0.8267 72 0.6790 0.7333 0.7051 75 0.8693 0.9301 0.8986 143 0.6 0.7826 0.6792 23 0.8462 0.8462 0.8462 26 0.7880 0.8555 0.8204 0.9555
0.003 23.0 2438 0.3059 0.7848 0.8611 0.8212 72 0.7558 0.8667 0.8075 75 0.8816 0.9371 0.9085 143 0.6 0.7826 0.6792 23 0.8148 0.8462 0.8302 26 0.8048 0.8879 0.8443 0.9622
0.0038 24.0 2544 0.3071 0.7821 0.8472 0.8133 72 0.6566 0.8667 0.7471 75 0.8882 0.9441 0.9153 143 0.6 0.7826 0.6792 23 0.7586 0.8462 0.8 26 0.7758 0.8879 0.8281 0.9582
0.0039 25.0 2650 0.3066 0.7317 0.8333 0.7792 72 0.6905 0.7733 0.7296 75 0.8645 0.9371 0.8993 143 0.6 0.7826 0.6792 23 0.7857 0.8462 0.8148 26 0.7704 0.8614 0.8134 0.9572
0.0031 26.0 2756 0.3246 0.8082 0.8194 0.8138 72 0.7209 0.8267 0.7702 75 0.8418 0.9301 0.8837 143 0.6207 0.7826 0.6923 23 0.8519 0.8846 0.8679 26 0.7909 0.8702 0.8287 0.9597
0.0026 27.0 2862 0.3247 0.8108 0.8333 0.8219 72 0.6897 0.8 0.7407 75 0.8608 0.9510 0.9037 143 0.6333 0.8261 0.7170 23 0.8214 0.8846 0.8519 26 0.7905 0.8791 0.8324 0.9585
0.0041 28.0 2968 0.3042 0.7973 0.8194 0.8082 72 0.6813 0.8267 0.7470 75 0.8816 0.9371 0.9085 143 0.6207 0.7826 0.6923 23 0.8148 0.8462 0.8302 26 0.7909 0.8702 0.8287 0.9592
0.0034 29.0 3074 0.3233 0.8356 0.8472 0.8414 72 0.7386 0.8667 0.7975 75 0.8933 0.9371 0.9147 143 0.6207 0.7826 0.6923 23 0.8462 0.8462 0.8462 26 0.8197 0.8850 0.8511 0.9610
0.0027 30.0 3180 0.3426 0.8243 0.8472 0.8356 72 0.6860 0.7867 0.7329 75 0.8824 0.9441 0.9122 143 0.625 0.8696 0.7273 23 0.6875 0.8462 0.7586 26 0.7878 0.8761 0.8296 0.9577
0.0049 31.0 3286 0.3176 0.8108 0.8333 0.8219 72 0.6630 0.8133 0.7305 75 0.8882 0.9441 0.9153 143 0.6207 0.7826 0.6923 23 0.8462 0.8462 0.8462 26 0.7936 0.8732 0.8315 0.9585
0.0027 32.0 3392 0.2955 0.8026 0.8472 0.8243 72 0.7176 0.8133 0.7625 75 0.9 0.9441 0.9215 143 0.68 0.7391 0.7083 23 0.8846 0.8846 0.8846 26 0.8204 0.8761 0.8474 0.9627
0.0017 33.0 3498 0.3393 0.7692 0.8333 0.8 72 0.7590 0.84 0.7975 75 0.8758 0.9371 0.9054 143 0.5806 0.7826 0.6667 23 0.8148 0.8462 0.8302 26 0.7984 0.8761 0.8354 0.9592
0.0017 34.0 3604 0.3279 0.8026 0.8472 0.8243 72 0.7831 0.8667 0.8228 75 0.8926 0.9301 0.9110 143 0.7727 0.7391 0.7556 23 0.8462 0.8462 0.8462 26 0.8371 0.8791 0.8576 0.9645
0.002 35.0 3710 0.3303 0.7895 0.8333 0.8108 72 0.7333 0.88 0.8 75 0.875 0.9301 0.9017 143 0.6207 0.7826 0.6923 23 0.8462 0.8462 0.8462 26 0.8016 0.8820 0.8399 0.9597
0.0012 36.0 3816 0.3332 0.7975 0.875 0.8344 72 0.7412 0.84 0.7875 75 0.88 0.9231 0.9010 143 0.6667 0.7826 0.72 23 0.8462 0.8462 0.8462 26 0.8120 0.8791 0.8442 0.9637
0.001 37.0 3922 0.3381 0.8 0.8333 0.8163 72 0.7033 0.8533 0.7711 75 0.8926 0.9301 0.9110 143 0.6667 0.7826 0.72 23 0.84 0.8077 0.8235 26 0.8065 0.8732 0.8385 0.9605
0.0021 38.0 4028 0.3417 0.8 0.8333 0.8163 72 0.7349 0.8133 0.7722 75 0.8831 0.9510 0.9158 143 0.6429 0.7826 0.7059 23 0.8462 0.8462 0.8462 26 0.8115 0.8761 0.8426 0.9607
0.0026 39.0 4134 0.3772 0.7733 0.8056 0.7891 72 0.7590 0.84 0.7975 75 0.8590 0.9371 0.8963 143 0.6333 0.8261 0.7170 23 0.8148 0.8462 0.8302 26 0.7978 0.8732 0.8338 0.9587
0.0021 40.0 4240 0.3320 0.7733 0.8056 0.7891 72 0.7792 0.8 0.7895 75 0.8933 0.9371 0.9147 143 0.7619 0.6957 0.7273 23 0.7586 0.8462 0.8 26 0.8239 0.8555 0.8394 0.9607
0.0013 41.0 4346 0.3372 0.7922 0.8472 0.8188 72 0.6739 0.8267 0.7425 75 0.8766 0.9441 0.9091 143 0.7037 0.8261 0.76 23 0.88 0.8462 0.8627 26 0.7973 0.8820 0.8375 0.9620
0.0013 42.0 4452 0.3549 0.7632 0.8056 0.7838 72 0.7381 0.8267 0.7799 75 0.8701 0.9371 0.9024 143 0.6667 0.7826 0.72 23 0.8214 0.8846 0.8519 26 0.7995 0.8702 0.8333 0.9602
0.0003 43.0 4558 0.3622 0.7470 0.8611 0.8 72 0.7079 0.84 0.7683 75 0.8710 0.9441 0.9060 143 0.6429 0.7826 0.7059 23 0.8846 0.8846 0.8846 26 0.7900 0.8879 0.8361 0.9605
0.0032 44.0 4664 0.3586 0.7625 0.8472 0.8026 72 0.6882 0.8533 0.7619 75 0.8710 0.9441 0.9060 143 0.6552 0.8261 0.7308 23 0.7857 0.8462 0.8148 26 0.7818 0.8879 0.8315 0.9580
0.001 45.0 4770 0.3700 0.7821 0.8472 0.8133 72 0.7442 0.8533 0.7950 75 0.8831 0.9510 0.9158 143 0.6552 0.8261 0.7308 23 0.8148 0.8462 0.8302 26 0.8075 0.8909 0.8471 0.9620
0.0034 46.0 4876 0.3390 0.8333 0.8333 0.8333 72 0.75 0.84 0.7925 75 0.8824 0.9441 0.9122 143 0.6552 0.8261 0.7308 23 0.8148 0.8462 0.8302 26 0.8192 0.8820 0.8494 0.9602
0.0018 47.0 4982 0.3375 0.7848 0.8611 0.8212 72 0.7284 0.7867 0.7564 75 0.8710 0.9441 0.9060 143 0.6667 0.7826 0.72 23 0.8462 0.8462 0.8462 26 0.8043 0.8732 0.8373 0.9632
0.0017 48.0 5088 0.3310 0.7867 0.8194 0.8027 72 0.7590 0.84 0.7975 75 0.8940 0.9441 0.9184 143 0.6667 0.7826 0.72 23 0.8462 0.8462 0.8462 26 0.8204 0.8761 0.8474 0.9632
0.0014 49.0 5194 0.3212 0.8133 0.8472 0.8299 72 0.7558 0.8667 0.8075 75 0.8824 0.9441 0.9122 143 0.6786 0.8261 0.7451 23 0.88 0.8462 0.8627 26 0.8229 0.8909 0.8555 0.9625
0.0011 50.0 5300 0.3110 0.7867 0.8194 0.8027 72 0.75 0.84 0.7925 75 0.8882 0.9441 0.9153 143 0.6667 0.7826 0.72 23 0.8214 0.8846 0.8519 26 0.8142 0.8791 0.8454 0.9622
0.0005 51.0 5406 0.3082 0.8133 0.8472 0.8299 72 0.7765 0.88 0.825 75 0.9060 0.9441 0.9247 143 0.6429 0.7826 0.7059 23 0.8214 0.8846 0.8519 26 0.8301 0.8938 0.8608 0.9660
0.0003 52.0 5512 0.3176 0.775 0.8611 0.8158 72 0.7471 0.8667 0.8025 75 0.8940 0.9441 0.9184 143 0.6538 0.7391 0.6939 23 0.8214 0.8846 0.8519 26 0.8118 0.8909 0.8495 0.9647
0.0004 53.0 5618 0.3314 0.8243 0.8472 0.8356 72 0.7444 0.8933 0.8121 75 0.9 0.9441 0.9215 143 0.6296 0.7391 0.68 23 0.8214 0.8846 0.8519 26 0.8211 0.8938 0.8559 0.9647
0.0002 54.0 5724 0.3242 0.7848 0.8611 0.8212 72 0.7619 0.8533 0.8050 75 0.9007 0.9510 0.9252 143 0.6538 0.7391 0.6939 23 0.8214 0.8846 0.8519 26 0.8207 0.8909 0.8543 0.9657
0.0005 55.0 5830 0.3395 0.7875 0.875 0.8289 72 0.7412 0.84 0.7875 75 0.8947 0.9510 0.9220 143 0.6296 0.7391 0.68 23 0.8214 0.8846 0.8519 26 0.8118 0.8909 0.8495 0.9627
0.0001 56.0 5936 0.3326 0.7875 0.875 0.8289 72 0.7326 0.84 0.7826 75 0.9007 0.9510 0.9252 143 0.68 0.7391 0.7083 23 0.8214 0.8846 0.8519 26 0.8162 0.8909 0.8519 0.9647
0.0008 57.0 6042 0.3388 0.7848 0.8611 0.8212 72 0.7442 0.8533 0.7950 75 0.8766 0.9441 0.9091 143 0.6296 0.7391 0.68 23 0.8519 0.8846 0.8679 26 0.8070 0.8879 0.8455 0.9640
0.0005 58.0 6148 0.3485 0.7975 0.875 0.8344 72 0.7444 0.8933 0.8121 75 0.8645 0.9371 0.8993 143 0.6538 0.7391 0.6939 23 0.8214 0.8846 0.8519 26 0.8042 0.8968 0.8480 0.9622
0.0004 59.0 6254 0.3447 0.7848 0.8611 0.8212 72 0.7442 0.8533 0.7950 75 0.9 0.9441 0.9215 143 0.6071 0.7391 0.6667 23 0.88 0.8462 0.8627 26 0.8152 0.8850 0.8487 0.9627
0.0017 60.0 6360 0.3944 0.7875 0.875 0.8289 72 0.6979 0.8933 0.7836 75 0.8645 0.9371 0.8993 143 0.5806 0.7826 0.6667 23 0.8462 0.8462 0.8462 26 0.7835 0.8968 0.8363 0.9560
0.0002 61.0 6466 0.3860 0.8052 0.8611 0.8322 72 0.7333 0.88 0.8 75 0.8590 0.9371 0.8963 143 0.6923 0.7826 0.7347 23 0.8148 0.8462 0.8302 26 0.8032 0.8909 0.8448 0.9600
0.0001 62.0 6572 0.3513 0.7922 0.8472 0.8188 72 0.7738 0.8667 0.8176 75 0.8808 0.9301 0.9048 143 0.68 0.7391 0.7083 23 0.8148 0.8462 0.8302 26 0.8187 0.8791 0.8478 0.9630
0.0013 63.0 6678 0.3541 0.7875 0.875 0.8289 72 0.7174 0.88 0.7904 75 0.8710 0.9441 0.9060 143 0.68 0.7391 0.7083 23 0.8148 0.8462 0.8302 26 0.7995 0.8938 0.8440 0.9630
0.0007 64.0 6784 0.3446 0.7126 0.8611 0.7799 72 0.7470 0.8267 0.7848 75 0.8766 0.9441 0.9091 143 0.6429 0.7826 0.7059 23 0.8214 0.8846 0.8519 26 0.7895 0.8850 0.8345 0.9620
0.0008 65.0 6890 0.3444 0.7683 0.875 0.8182 72 0.7531 0.8133 0.7821 75 0.8816 0.9371 0.9085 143 0.6923 0.7826 0.7347 23 0.8148 0.8462 0.8302 26 0.8098 0.8791 0.8430 0.9630
0.0007 66.0 6996 0.3400 0.7778 0.875 0.8235 72 0.7284 0.7867 0.7564 75 0.8824 0.9441 0.9122 143 0.68 0.7391 0.7083 23 0.8148 0.8462 0.8302 26 0.8065 0.8732 0.8385 0.9627
0.0004 67.0 7102 0.3691 0.7875 0.875 0.8289 72 0.7586 0.88 0.8148 75 0.8766 0.9441 0.9091 143 0.72 0.7826 0.7500 23 0.8148 0.8462 0.8302 26 0.8150 0.8968 0.8539 0.9635
0.0012 68.0 7208 0.3331 0.8052 0.8611 0.8322 72 0.7927 0.8667 0.8280 75 0.8824 0.9441 0.9122 143 0.68 0.7391 0.7083 23 0.88 0.8462 0.8627 26 0.8315 0.8879 0.8588 0.9655
0.0003 69.0 7314 0.3740 0.7975 0.875 0.8344 72 0.7528 0.8933 0.8171 75 0.8758 0.9371 0.9054 143 0.72 0.7826 0.7500 23 0.8462 0.8462 0.8462 26 0.8172 0.8968 0.8551 0.9635
0.0001 70.0 7420 0.3710 0.7848 0.8611 0.8212 72 0.7683 0.84 0.8025 75 0.8758 0.9371 0.9054 143 0.72 0.7826 0.7500 23 0.8462 0.8462 0.8462 26 0.8192 0.8820 0.8494 0.9635
0.0002 71.0 7526 0.3477 0.7949 0.8611 0.8267 72 0.7711 0.8533 0.8101 75 0.8874 0.9371 0.9116 143 0.68 0.7391 0.7083 23 0.8462 0.8462 0.8462 26 0.8237 0.8820 0.8519 0.9647
0.0002 72.0 7632 0.3629 0.7778 0.875 0.8235 72 0.7442 0.8533 0.7950 75 0.8816 0.9371 0.9085 143 0.72 0.7826 0.7500 23 0.8148 0.8462 0.8302 26 0.8113 0.8879 0.8479 0.9642
0.0002 73.0 7738 0.3637 0.7683 0.875 0.8182 72 0.7317 0.8 0.7643 75 0.8874 0.9371 0.9116 143 0.72 0.7826 0.7500 23 0.8148 0.8462 0.8302 26 0.8093 0.8761 0.8414 0.9640
0.0001 74.0 7844 0.3638 0.7683 0.875 0.8182 72 0.7195 0.7867 0.7516 75 0.8808 0.9301 0.9048 143 0.72 0.7826 0.7500 23 0.8148 0.8462 0.8302 26 0.8038 0.8702 0.8357 0.9632
0.0001 75.0 7950 0.3779 0.7875 0.875 0.8289 72 0.7973 0.7867 0.7919 75 0.8816 0.9371 0.9085 143 0.72 0.7826 0.7500 23 0.8148 0.8462 0.8302 26 0.8268 0.8732 0.8494 0.9650
0.0001 76.0 8056 0.3797 0.7875 0.875 0.8289 72 0.7792 0.8 0.7895 75 0.8758 0.9371 0.9054 143 0.6923 0.7826 0.7347 23 0.8148 0.8462 0.8302 26 0.8182 0.8761 0.8462 0.9645
0.0004 77.0 8162 0.4076 0.7975 0.875 0.8344 72 0.7471 0.8667 0.8025 75 0.8590 0.9371 0.8963 143 0.7037 0.8261 0.76 23 0.8148 0.8462 0.8302 26 0.8059 0.8938 0.8476 0.9615
0.0005 78.0 8268 0.3927 0.8077 0.875 0.8400 72 0.7442 0.8533 0.7950 75 0.8645 0.9371 0.8993 143 0.6923 0.7826 0.7347 23 0.8519 0.8846 0.8679 26 0.8118 0.8909 0.8495 0.9625
0.0003 79.0 8374 0.4000 0.7778 0.875 0.8235 72 0.7108 0.7867 0.7468 75 0.8701 0.9371 0.9024 143 0.6786 0.8261 0.7451 23 0.7857 0.8462 0.8148 26 0.7941 0.8761 0.8331 0.9607
0.0001 80.0 8480 0.3888 0.7949 0.8611 0.8267 72 0.725 0.7733 0.7484 75 0.8816 0.9371 0.9085 143 0.72 0.7826 0.7500 23 0.8519 0.8846 0.8679 26 0.8149 0.8702 0.8417 0.9630
0.0001 81.0 8586 0.3982 0.7848 0.8611 0.8212 72 0.7317 0.8 0.7643 75 0.8645 0.9371 0.8993 143 0.6667 0.7826 0.72 23 0.8214 0.8846 0.8519 26 0.8005 0.8761 0.8366 0.9615
0.0003 82.0 8692 0.3737 0.8158 0.8611 0.8378 72 0.7625 0.8133 0.7871 75 0.8874 0.9371 0.9116 143 0.72 0.7826 0.7500 23 0.8519 0.8846 0.8679 26 0.8301 0.8791 0.8539 0.9647
0.0002 83.0 8798 0.3761 0.8052 0.8611 0.8322 72 0.7386 0.8667 0.7975 75 0.8808 0.9301 0.9048 143 0.72 0.7826 0.7500 23 0.8214 0.8846 0.8519 26 0.8157 0.8879 0.8503 0.9632
0.0001 84.0 8904 0.3758 0.8052 0.8611 0.8322 72 0.7683 0.84 0.8025 75 0.8808 0.9301 0.9048 143 0.72 0.7826 0.7500 23 0.8519 0.8846 0.8679 26 0.8260 0.8820 0.8531 0.9640
0.0004 85.0 9010 0.3836 0.8052 0.8611 0.8322 72 0.7386 0.8667 0.7975 75 0.875 0.9301 0.9017 143 0.6923 0.7826 0.7347 23 0.8214 0.8846 0.8519 26 0.8113 0.8879 0.8479 0.9630
0.0005 86.0 9116 0.3791 0.8052 0.8611 0.8322 72 0.7778 0.84 0.8077 75 0.875 0.9301 0.9017 143 0.6923 0.7826 0.7347 23 0.8214 0.8846 0.8519 26 0.8214 0.8820 0.8506 0.9642
0.0004 87.0 9222 0.3863 0.7949 0.8611 0.8267 72 0.7683 0.84 0.8025 75 0.8701 0.9371 0.9024 143 0.6923 0.7826 0.7347 23 0.8571 0.9231 0.8889 26 0.8179 0.8879 0.8515 0.9640
0.0004 88.0 9328 0.3743 0.7848 0.8611 0.8212 72 0.7412 0.84 0.7875 75 0.8867 0.9301 0.9078 143 0.72 0.7826 0.7500 23 0.8889 0.9231 0.9057 26 0.8197 0.8850 0.8511 0.9647
0.0006 89.0 9434 0.3696 0.8 0.8333 0.8163 72 0.7792 0.8 0.7895 75 0.8867 0.9301 0.9078 143 0.72 0.7826 0.7500 23 0.8889 0.9231 0.9057 26 0.8333 0.8702 0.8514 0.9662
0.0002 90.0 9540 0.3719 0.7692 0.8333 0.8 72 0.7792 0.8 0.7895 75 0.8867 0.9301 0.9078 143 0.72 0.7826 0.7500 23 0.8889 0.9231 0.9057 26 0.8263 0.8702 0.8477 0.9662
0.0002 91.0 9646 0.3863 0.7922 0.8472 0.8188 72 0.7901 0.8533 0.8205 75 0.8816 0.9371 0.9085 143 0.72 0.7826 0.7500 23 0.8889 0.9231 0.9057 26 0.8315 0.8879 0.8588 0.9642
0.0004 92.0 9752 0.3829 0.7922 0.8472 0.8188 72 0.7875 0.84 0.8129 75 0.8874 0.9371 0.9116 143 0.72 0.7826 0.7500 23 0.8889 0.9231 0.9057 26 0.8333 0.8850 0.8584 0.9645
0.0002 93.0 9858 0.3783 0.7922 0.8472 0.8188 72 0.7949 0.8267 0.8105 75 0.8816 0.9371 0.9085 143 0.72 0.7826 0.7500 23 0.8889 0.9231 0.9057 26 0.8329 0.8820 0.8567 0.9652
0.0001 94.0 9964 0.3858 0.7949 0.8611 0.8267 72 0.7778 0.84 0.8077 75 0.8816 0.9371 0.9085 143 0.72 0.7826 0.7500 23 0.8889 0.9231 0.9057 26 0.8292 0.8879 0.8575 0.9642
0.0001 95.0 10070 0.3863 0.7949 0.8611 0.8267 72 0.7778 0.84 0.8077 75 0.8816 0.9371 0.9085 143 0.72 0.7826 0.7500 23 0.8571 0.9231 0.8889 26 0.8269 0.8879 0.8563 0.9640
0.0001 96.0 10176 0.3916 0.7949 0.8611 0.8267 72 0.7778 0.84 0.8077 75 0.8816 0.9371 0.9085 143 0.7037 0.8261 0.76 23 0.8214 0.8846 0.8519 26 0.8224 0.8879 0.8539 0.9637
0.0001 97.0 10282 0.3898 0.7949 0.8611 0.8267 72 0.7711 0.8533 0.8101 75 0.8816 0.9371 0.9085 143 0.7037 0.8261 0.76 23 0.8214 0.8846 0.8519 26 0.8207 0.8909 0.8543 0.9642
0.0001 98.0 10388 0.3881 0.7949 0.8611 0.8267 72 0.7711 0.8533 0.8101 75 0.8816 0.9371 0.9085 143 0.7037 0.8261 0.76 23 0.8214 0.8846 0.8519 26 0.8207 0.8909 0.8543 0.9645
0.0001 99.0 10494 0.3857 0.7949 0.8611 0.8267 72 0.7711 0.8533 0.8101 75 0.8816 0.9371 0.9085 143 0.6667 0.7826 0.72 23 0.8214 0.8846 0.8519 26 0.8179 0.8879 0.8515 0.9642
0.0001 100.0 10600 0.3857 0.7949 0.8611 0.8267 72 0.7711 0.8533 0.8101 75 0.8816 0.9371 0.9085 143 0.6667 0.7826 0.72 23 0.8214 0.8846 0.8519 26 0.8179 0.8879 0.8515 0.9642

Framework versions

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