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nerugm-base-3

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metadata
license: mit
base_model: indolem/indobert-base-uncased
tags:
  - generated_from_trainer
model-index:
  - name: nerugm-base-3
    results: []

nerugm-base-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: 0.3544
  • Location Precision: 0.7407
  • Location Recall: 0.8451
  • Location F1: 0.7895
  • Location Number: 71
  • Organization Precision: 0.7160
  • Organization Recall: 0.8923
  • Organization F1: 0.7945
  • Organization Number: 65
  • Person Precision: 0.9032
  • Person Recall: 0.9333
  • Person F1: 0.9180
  • Person Number: 150
  • Quantity Precision: 0.8108
  • Quantity Recall: 0.9091
  • Quantity F1: 0.8571
  • Quantity Number: 33
  • Time Precision: 0.7742
  • Time Recall: 0.8571
  • Time F1: 0.8136
  • Time Number: 28
  • Overall Precision: 0.8104
  • Overall Recall: 0.8991
  • Overall F1: 0.8525
  • Overall Accuracy: 0.9646

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
0.3501 1.0 106 0.1334 0.6905 0.8169 0.7484 71 0.5778 0.8 0.6710 65 0.8214 0.92 0.8679 150 0.65 0.7879 0.7123 33 0.8667 0.9286 0.8966 28 0.7282 0.8646 0.7905 0.9534
0.1148 2.0 212 0.1362 0.7024 0.8310 0.7613 71 0.6190 0.8 0.6980 65 0.8742 0.9267 0.8997 150 0.5435 0.7576 0.6329 33 0.6757 0.8929 0.7692 28 0.7317 0.8646 0.7926 0.9559
0.0732 3.0 318 0.1441 0.7108 0.8310 0.7662 71 0.6867 0.8769 0.7703 65 0.8544 0.9 0.8766 150 0.7838 0.8788 0.8286 33 0.7353 0.8929 0.8065 28 0.7722 0.8790 0.8221 0.9573
0.0453 4.0 424 0.1703 0.7625 0.8592 0.8079 71 0.6420 0.8 0.7123 65 0.8742 0.9267 0.8997 150 0.7073 0.8788 0.7838 33 0.8214 0.8214 0.8214 28 0.7815 0.8761 0.8261 0.9571
0.0312 5.0 530 0.1751 0.7470 0.8732 0.8052 71 0.7179 0.8615 0.7832 65 0.8509 0.9133 0.8810 150 0.725 0.8788 0.7945 33 0.7742 0.8571 0.8136 28 0.7837 0.8876 0.8324 0.9612
0.0236 6.0 636 0.2089 0.7195 0.8310 0.7712 71 0.6707 0.8462 0.7483 65 0.8696 0.9333 0.9003 150 0.7073 0.8788 0.7838 33 0.6667 0.8571 0.75 28 0.7637 0.8847 0.8198 0.9571
0.017 7.0 742 0.2112 0.8108 0.8451 0.8276 71 0.6962 0.8462 0.7639 65 0.8726 0.9133 0.8925 150 0.7317 0.9091 0.8108 33 0.8 0.8571 0.8276 28 0.8031 0.8818 0.8407 0.9578
0.0133 8.0 848 0.2172 0.775 0.8732 0.8212 71 0.7125 0.8769 0.7862 65 0.8742 0.9267 0.8997 150 0.7317 0.9091 0.8108 33 0.8 0.8571 0.8276 28 0.8 0.8991 0.8467 0.9602
0.0096 9.0 954 0.2395 0.7625 0.8592 0.8079 71 0.6707 0.8462 0.7483 65 0.8846 0.92 0.9020 150 0.7368 0.8485 0.7887 33 0.8065 0.8929 0.8475 28 0.7933 0.8847 0.8365 0.9585
0.0077 10.0 1060 0.2625 0.7349 0.8592 0.7922 71 0.6506 0.8308 0.7297 65 0.8742 0.9267 0.8997 150 0.7436 0.8788 0.8056 33 0.7353 0.8929 0.8065 28 0.7739 0.8876 0.8268 0.9568
0.0059 11.0 1166 0.2354 0.7975 0.8873 0.8400 71 0.7105 0.8308 0.7660 65 0.8654 0.9 0.8824 150 0.7632 0.8788 0.8169 33 0.8065 0.8929 0.8475 28 0.8053 0.8818 0.8418 0.9648
0.0078 12.0 1272 0.2161 0.8194 0.8310 0.8252 71 0.7703 0.8769 0.8201 65 0.8734 0.92 0.8961 150 0.7778 0.8485 0.8116 33 0.8621 0.8929 0.8772 28 0.8320 0.8847 0.8575 0.9675
0.0044 13.0 1378 0.2630 0.7590 0.8873 0.8182 71 0.6923 0.8308 0.7552 65 0.8954 0.9133 0.9043 150 0.75 0.9091 0.8219 33 0.8387 0.9286 0.8814 28 0.8052 0.8934 0.8470 0.9622
0.0047 14.0 1484 0.2509 0.8267 0.8732 0.8493 71 0.7125 0.8769 0.7862 65 0.8553 0.9067 0.8803 150 0.7436 0.8788 0.8056 33 0.9259 0.8929 0.9091 28 0.8132 0.8905 0.8501 0.9639
0.0041 15.0 1590 0.2882 0.7561 0.8732 0.8105 71 0.6951 0.8769 0.7755 65 0.8608 0.9067 0.8831 150 0.75 0.9091 0.8219 33 0.6857 0.8571 0.7619 28 0.7783 0.8905 0.8306 0.9581
0.0044 16.0 1696 0.2675 0.7692 0.8451 0.8054 71 0.7160 0.8923 0.7945 65 0.8824 0.9 0.8911 150 0.7632 0.8788 0.8169 33 0.7059 0.8571 0.7742 28 0.7969 0.8818 0.8372 0.9605
0.0032 17.0 1802 0.2877 0.8026 0.8592 0.8299 71 0.7143 0.8462 0.7746 65 0.8671 0.9133 0.8896 150 0.7568 0.8485 0.8000 33 0.6857 0.8571 0.7619 28 0.7963 0.8790 0.8356 0.9612
0.0034 18.0 1908 0.2849 0.7722 0.8592 0.8133 71 0.6923 0.8308 0.7552 65 0.8831 0.9067 0.8947 150 0.75 0.9091 0.8219 33 0.8929 0.8929 0.8929 28 0.8074 0.8818 0.8430 0.9614
0.0051 19.0 2014 0.2656 0.7531 0.8592 0.8026 71 0.7179 0.8615 0.7832 65 0.8790 0.92 0.8990 150 0.8108 0.9091 0.8571 33 0.8333 0.8929 0.8621 28 0.8094 0.8934 0.8493 0.9644
0.0029 20.0 2120 0.2750 0.7294 0.8732 0.7949 71 0.7027 0.8 0.7482 65 0.875 0.9333 0.9032 150 0.8 0.8485 0.8235 33 0.7576 0.8929 0.8197 28 0.7933 0.8847 0.8365 0.9639
0.0051 21.0 2226 0.2634 0.7531 0.8592 0.8026 71 0.6883 0.8154 0.7465 65 0.8910 0.9267 0.9085 150 0.7778 0.8485 0.8116 33 0.8621 0.8929 0.8772 28 0.8074 0.8818 0.8430 0.9644
0.003 22.0 2332 0.2914 0.7922 0.8592 0.8243 71 0.6512 0.8615 0.7417 65 0.8805 0.9333 0.9061 150 0.7692 0.9091 0.8333 33 0.8333 0.8929 0.8621 28 0.7980 0.8991 0.8455 0.9614
0.0035 23.0 2438 0.2690 0.8158 0.8732 0.8435 71 0.7013 0.8308 0.7606 65 0.8910 0.9267 0.9085 150 0.7778 0.8485 0.8116 33 0.8621 0.8929 0.8772 28 0.8235 0.8876 0.8544 0.9646
0.0024 24.0 2544 0.3015 0.7159 0.8873 0.7925 71 0.6628 0.8769 0.7550 65 0.9020 0.92 0.9109 150 0.7692 0.9091 0.8333 33 0.8333 0.8929 0.8621 28 0.7904 0.9020 0.8425 0.9602
0.0032 25.0 2650 0.2816 0.7654 0.8732 0.8158 71 0.7534 0.8462 0.7971 65 0.9 0.9 0.9 150 0.7436 0.8788 0.8056 33 0.8621 0.8929 0.8772 28 0.8226 0.8818 0.8512 0.9636
0.003 26.0 2756 0.2818 0.7875 0.8873 0.8344 71 0.7105 0.8308 0.7660 65 0.8954 0.9133 0.9043 150 0.7692 0.9091 0.8333 33 0.8276 0.8571 0.8421 28 0.8170 0.8876 0.8508 0.9636
0.0016 27.0 2862 0.2843 0.7722 0.8592 0.8133 71 0.7089 0.8615 0.7778 65 0.9026 0.9267 0.9145 150 0.7436 0.8788 0.8056 33 0.8621 0.8929 0.8772 28 0.8158 0.8934 0.8528 0.9648
0.0025 28.0 2968 0.3239 0.7805 0.9014 0.8366 71 0.7403 0.8769 0.8028 65 0.8954 0.9133 0.9043 150 0.7297 0.8182 0.7714 33 0.8 0.8571 0.8276 28 0.8153 0.8905 0.8512 0.9607
0.0026 29.0 3074 0.3090 0.7901 0.9014 0.8421 71 0.7436 0.8923 0.8112 65 0.8954 0.9133 0.9043 150 0.725 0.8788 0.7945 33 0.8065 0.8929 0.8475 28 0.8172 0.9020 0.8575 0.9651
0.0041 30.0 3180 0.3021 0.775 0.8732 0.8212 71 0.7429 0.8 0.7704 65 0.8968 0.9267 0.9115 150 0.725 0.8788 0.7945 33 0.7742 0.8571 0.8136 28 0.8138 0.8818 0.8465 0.9627
0.0054 31.0 3286 0.3126 0.7590 0.8873 0.8182 71 0.7222 0.8 0.7591 65 0.8797 0.9267 0.9026 150 0.7436 0.8788 0.8056 33 0.6667 0.8571 0.75 28 0.7912 0.8847 0.8354 0.9595
0.002 32.0 3392 0.3112 0.7922 0.8592 0.8243 71 0.7361 0.8154 0.7737 65 0.8961 0.92 0.9079 150 0.725 0.8788 0.7945 33 0.75 0.8571 0.8000 28 0.8133 0.8790 0.8449 0.9629
0.0023 33.0 3498 0.3178 0.8 0.9014 0.8477 71 0.7429 0.8 0.7704 65 0.8961 0.92 0.9079 150 0.7073 0.8788 0.7838 33 0.8333 0.8929 0.8621 28 0.8213 0.8876 0.8532 0.9639
0.0045 34.0 3604 0.2926 0.8077 0.8873 0.8456 71 0.7089 0.8615 0.7778 65 0.8662 0.9067 0.8860 150 0.7895 0.9091 0.8451 33 0.75 0.8571 0.8000 28 0.8047 0.8905 0.8454 0.9639
0.0026 35.0 3710 0.3152 0.7738 0.9155 0.8387 71 0.6211 0.9077 0.7375 65 0.8968 0.9267 0.9115 150 0.725 0.8788 0.7945 33 0.6944 0.8929 0.7812 28 0.7732 0.9135 0.8375 0.9581
0.0017 36.0 3816 0.2750 0.8133 0.8592 0.8356 71 0.7826 0.8308 0.8060 65 0.8968 0.9267 0.9115 150 0.7838 0.8788 0.8286 33 0.8571 0.8571 0.8571 28 0.8434 0.8847 0.8636 0.9670
0.0016 37.0 3922 0.3137 0.8077 0.8873 0.8456 71 0.6951 0.8769 0.7755 65 0.8616 0.9133 0.8867 150 0.7436 0.8788 0.8056 33 0.7812 0.8929 0.8333 28 0.7974 0.8963 0.8440 0.9595
0.002 38.0 4028 0.3117 0.7895 0.8451 0.8163 71 0.6829 0.8615 0.7619 65 0.8968 0.9267 0.9115 150 0.7073 0.8788 0.7838 33 0.7812 0.8929 0.8333 28 0.8005 0.8905 0.8431 0.9610
0.0031 39.0 4134 0.3023 0.7901 0.9014 0.8421 71 0.6744 0.8923 0.7682 65 0.8968 0.9267 0.9115 150 0.8 0.8485 0.8235 33 0.7576 0.8929 0.8197 28 0.8051 0.9049 0.8521 0.9610
0.0018 40.0 4240 0.3118 0.7625 0.8592 0.8079 71 0.6782 0.9077 0.7763 65 0.8854 0.9267 0.9055 150 0.7568 0.8485 0.8000 33 0.7742 0.8571 0.8136 28 0.7934 0.8963 0.8417 0.9619
0.0022 41.0 4346 0.2662 0.7821 0.8592 0.8188 71 0.7179 0.8615 0.7832 65 0.9007 0.9067 0.9037 150 0.7838 0.8788 0.8286 33 0.8333 0.8929 0.8621 28 0.8209 0.8847 0.8516 0.9636
0.0006 42.0 4452 0.3214 0.7468 0.8310 0.7867 71 0.6705 0.9077 0.7712 65 0.8846 0.92 0.9020 150 0.7436 0.8788 0.8056 33 0.8276 0.8571 0.8421 28 0.7903 0.8905 0.8374 0.9597
0.0011 43.0 4558 0.3224 0.7195 0.8310 0.7712 71 0.6905 0.8923 0.7785 65 0.9026 0.9267 0.9145 150 0.7632 0.8788 0.8169 33 0.8 0.8571 0.8276 28 0.7964 0.8905 0.8408 0.9617
0.0015 44.0 4664 0.3049 0.7875 0.8873 0.8344 71 0.6404 0.8769 0.7403 65 0.8896 0.9133 0.9013 150 0.8108 0.9091 0.8571 33 0.7742 0.8571 0.8136 28 0.7954 0.8963 0.8428 0.9619
0.0023 45.0 4770 0.2673 0.7821 0.8592 0.8188 71 0.6962 0.8462 0.7639 65 0.8933 0.8933 0.8933 150 0.8286 0.8788 0.8529 33 0.8276 0.8571 0.8421 28 0.8167 0.8732 0.8440 0.9648
0.0015 46.0 4876 0.2788 0.8158 0.8732 0.8435 71 0.7297 0.8308 0.7770 65 0.9079 0.92 0.9139 150 0.7838 0.8788 0.8286 33 0.8276 0.8571 0.8421 28 0.8342 0.8847 0.8587 0.9663
0.0019 47.0 4982 0.2904 0.8182 0.8873 0.8514 71 0.7887 0.8615 0.8235 65 0.9139 0.92 0.9169 150 0.7436 0.8788 0.8056 33 0.8 0.8571 0.8276 28 0.8424 0.8934 0.8671 0.9670
0.0016 48.0 5088 0.3056 0.7595 0.8451 0.8 71 0.6951 0.8769 0.7755 65 0.9085 0.9267 0.9175 150 0.7436 0.8788 0.8056 33 0.7742 0.8571 0.8136 28 0.8047 0.8905 0.8454 0.9622
0.0021 49.0 5194 0.3019 0.7848 0.8732 0.8267 71 0.7432 0.8462 0.7914 65 0.9079 0.92 0.9139 150 0.7838 0.8788 0.8286 33 0.8065 0.8929 0.8475 28 0.8284 0.8905 0.8583 0.9644
0.0013 50.0 5300 0.3193 0.75 0.8451 0.7947 71 0.7013 0.8308 0.7606 65 0.8910 0.9267 0.9085 150 0.7838 0.8788 0.8286 33 0.75 0.8571 0.8000 28 0.8010 0.8818 0.8395 0.9605
0.0013 51.0 5406 0.3206 0.7821 0.8592 0.8188 71 0.7037 0.8769 0.7808 65 0.8854 0.9267 0.9055 150 0.7838 0.8788 0.8286 33 0.8276 0.8571 0.8421 28 0.8115 0.8934 0.8505 0.9617
0.0014 52.0 5512 0.2989 0.8026 0.8592 0.8299 71 0.7237 0.8462 0.7801 65 0.9026 0.9267 0.9145 150 0.7838 0.8788 0.8286 33 0.8276 0.8571 0.8421 28 0.8280 0.8876 0.8567 0.9653
0.0007 53.0 5618 0.3026 0.8082 0.8310 0.8194 71 0.7432 0.8462 0.7914 65 0.8954 0.9133 0.9043 150 0.8056 0.8788 0.8406 33 0.8929 0.8929 0.8929 28 0.8379 0.8790 0.8579 0.9673
0.0014 54.0 5724 0.3058 0.7922 0.8592 0.8243 71 0.7342 0.8923 0.8056 65 0.8839 0.9133 0.8984 150 0.8286 0.8788 0.8529 33 0.8621 0.8929 0.8772 28 0.8267 0.8934 0.8587 0.9670
0.0013 55.0 5830 0.3199 0.7722 0.8592 0.8133 71 0.7397 0.8308 0.7826 65 0.8910 0.9267 0.9085 150 0.7297 0.8182 0.7714 33 0.8 0.8571 0.8276 28 0.8133 0.8790 0.8449 0.9619
0.002 56.0 5936 0.3332 0.7848 0.8732 0.8267 71 0.7534 0.8462 0.7971 65 0.8910 0.9267 0.9085 150 0.7436 0.8788 0.8056 33 0.7742 0.8571 0.8136 28 0.8175 0.8905 0.8524 0.9622
0.0006 57.0 6042 0.3459 0.775 0.8732 0.8212 71 0.7125 0.8769 0.7862 65 0.8910 0.9267 0.9085 150 0.7632 0.8788 0.8169 33 0.7742 0.8571 0.8136 28 0.8078 0.8963 0.8497 0.9612
0.0014 58.0 6148 0.3268 0.7625 0.8592 0.8079 71 0.7195 0.9077 0.8027 65 0.8903 0.92 0.9049 150 0.7632 0.8788 0.8169 33 0.7742 0.8571 0.8136 28 0.8057 0.8963 0.8486 0.9614
0.0012 59.0 6254 0.3488 0.7590 0.8873 0.8182 71 0.6667 0.8923 0.7632 65 0.8954 0.9133 0.9043 150 0.7895 0.9091 0.8451 33 0.8 0.8571 0.8276 28 0.7980 0.8991 0.8455 0.9605
0.0015 60.0 6360 0.3345 0.7722 0.8592 0.8133 71 0.7 0.8615 0.7724 65 0.9020 0.92 0.9109 150 0.7838 0.8788 0.8286 33 0.8387 0.9286 0.8814 28 0.8158 0.8934 0.8528 0.9622
0.0005 61.0 6466 0.3476 0.7654 0.8732 0.8158 71 0.7467 0.8615 0.8 65 0.8961 0.92 0.9079 150 0.7895 0.9091 0.8451 33 0.7742 0.8571 0.8136 28 0.8179 0.8934 0.8540 0.9624
0.001 62.0 6572 0.3546 0.775 0.8732 0.8212 71 0.7403 0.8769 0.8028 65 0.8961 0.92 0.9079 150 0.7838 0.8788 0.8286 33 0.7742 0.8571 0.8136 28 0.8179 0.8934 0.8540 0.9634
0.0008 63.0 6678 0.3561 0.7531 0.8592 0.8026 71 0.7125 0.8769 0.7862 65 0.8903 0.92 0.9049 150 0.8108 0.9091 0.8571 33 0.7742 0.8571 0.8136 28 0.8073 0.8934 0.8482 0.9617
0.0012 64.0 6784 0.3312 0.7875 0.8873 0.8344 71 0.7273 0.8615 0.7887 65 0.9026 0.9267 0.9145 150 0.7838 0.8788 0.8286 33 0.7742 0.8571 0.8136 28 0.8206 0.8963 0.8567 0.9624
0.0017 65.0 6890 0.3443 0.7407 0.8451 0.7895 71 0.7432 0.8462 0.7914 65 0.8854 0.9267 0.9055 150 0.7895 0.9091 0.8451 33 0.7742 0.8571 0.8136 28 0.8084 0.8876 0.8462 0.9602
0.0005 66.0 6996 0.3465 0.7284 0.8310 0.7763 71 0.7432 0.8462 0.7914 65 0.8854 0.9267 0.9055 150 0.7632 0.8788 0.8169 33 0.7273 0.8571 0.7869 28 0.7990 0.8818 0.8384 0.9602
0.0004 67.0 7102 0.3289 0.7848 0.8732 0.8267 71 0.7671 0.8615 0.8116 65 0.8968 0.9267 0.9115 150 0.7895 0.9091 0.8451 33 0.75 0.8571 0.8000 28 0.8249 0.8963 0.8591 0.9639
0.0002 68.0 7208 0.3339 0.7949 0.8732 0.8322 71 0.7467 0.8615 0.8 65 0.9026 0.9267 0.9145 150 0.7895 0.9091 0.8451 33 0.75 0.8571 0.8000 28 0.8249 0.8963 0.8591 0.9641
0.0006 69.0 7314 0.3517 0.7975 0.8873 0.8400 71 0.6129 0.8769 0.7215 65 0.8961 0.92 0.9079 150 0.7838 0.8788 0.8286 33 0.75 0.8571 0.8000 28 0.7873 0.8963 0.8383 0.9581
0.001 70.0 7420 0.3228 0.8052 0.8732 0.8378 71 0.7432 0.8462 0.7914 65 0.8903 0.92 0.9049 150 0.7838 0.8788 0.8286 33 0.75 0.8571 0.8000 28 0.8213 0.8876 0.8532 0.9648
0.0002 71.0 7526 0.3305 0.7975 0.8873 0.8400 71 0.7436 0.8923 0.8112 65 0.8903 0.92 0.9049 150 0.7838 0.8788 0.8286 33 0.75 0.8571 0.8000 28 0.8189 0.8991 0.8571 0.9634
0.0006 72.0 7632 0.3083 0.8133 0.8592 0.8356 71 0.7397 0.8308 0.7826 65 0.9211 0.9333 0.9272 150 0.7568 0.8485 0.8000 33 0.75 0.8571 0.8000 28 0.8320 0.8847 0.8575 0.9675
0.0003 73.0 7738 0.3165 0.7848 0.8732 0.8267 71 0.7333 0.8462 0.7857 65 0.9145 0.9267 0.9205 150 0.7568 0.8485 0.8000 33 0.75 0.8571 0.8000 28 0.8213 0.8876 0.8532 0.9668
0.0002 74.0 7844 0.3182 0.7692 0.8451 0.8054 71 0.75 0.8769 0.8085 65 0.9205 0.9267 0.9236 150 0.7568 0.8485 0.8000 33 0.7742 0.8571 0.8136 28 0.8257 0.8876 0.8556 0.9680
0.0012 75.0 7950 0.3436 0.7531 0.8592 0.8026 71 0.7284 0.9077 0.8082 65 0.9032 0.9333 0.9180 150 0.7632 0.8788 0.8169 33 0.75 0.8571 0.8000 28 0.8088 0.9020 0.8529 0.9641
0.0002 76.0 8056 0.3500 0.7531 0.8592 0.8026 71 0.7195 0.9077 0.8027 65 0.9091 0.9333 0.9211 150 0.7838 0.8788 0.8286 33 0.75 0.8571 0.8000 28 0.8109 0.9020 0.8540 0.9636
0.0007 77.0 8162 0.3345 0.7625 0.8592 0.8079 71 0.7375 0.9077 0.8138 65 0.9091 0.9333 0.9211 150 0.7838 0.8788 0.8286 33 0.75 0.8571 0.8000 28 0.8172 0.9020 0.8575 0.9646
0.0006 78.0 8268 0.3225 0.7625 0.8592 0.8079 71 0.7639 0.8462 0.8029 65 0.9091 0.9333 0.9211 150 0.7838 0.8788 0.8286 33 0.75 0.8571 0.8000 28 0.824 0.8905 0.8560 0.9656
0.0002 79.0 8374 0.3341 0.7625 0.8592 0.8079 71 0.7432 0.8462 0.7914 65 0.9032 0.9333 0.9180 150 0.7838 0.8788 0.8286 33 0.8 0.8571 0.8276 28 0.8218 0.8905 0.8548 0.9651
0.0005 80.0 8480 0.3452 0.7722 0.8592 0.8133 71 0.7432 0.8462 0.7914 65 0.9026 0.9267 0.9145 150 0.7838 0.8788 0.8286 33 0.8 0.8571 0.8276 28 0.8235 0.8876 0.8544 0.9651
0.0002 81.0 8586 0.3453 0.7722 0.8592 0.8133 71 0.7333 0.8462 0.7857 65 0.9026 0.9267 0.9145 150 0.7838 0.8788 0.8286 33 0.8 0.8571 0.8276 28 0.8213 0.8876 0.8532 0.9651
0.0002 82.0 8692 0.3554 0.7412 0.8873 0.8077 71 0.7368 0.8615 0.7943 65 0.8903 0.92 0.9049 150 0.7838 0.8788 0.8286 33 0.7742 0.8571 0.8136 28 0.8073 0.8934 0.8482 0.9641
0.0005 83.0 8798 0.3355 0.7625 0.8592 0.8079 71 0.7260 0.8154 0.7681 65 0.9073 0.9133 0.9103 150 0.7838 0.8788 0.8286 33 0.8571 0.8571 0.8571 28 0.8238 0.8761 0.8492 0.9651
0.0002 84.0 8904 0.3493 0.7349 0.8592 0.7922 71 0.7105 0.8308 0.7660 65 0.8903 0.92 0.9049 150 0.8108 0.9091 0.8571 33 0.7742 0.8571 0.8136 28 0.8037 0.8847 0.8422 0.9634
0.0003 85.0 9010 0.3494 0.7439 0.8592 0.7974 71 0.72 0.8308 0.7714 65 0.8903 0.92 0.9049 150 0.7838 0.8788 0.8286 33 0.7742 0.8571 0.8136 28 0.8053 0.8818 0.8418 0.9636
0.0002 86.0 9116 0.3524 0.7439 0.8592 0.7974 71 0.7237 0.8462 0.7801 65 0.8903 0.92 0.9049 150 0.7838 0.8788 0.8286 33 0.7742 0.8571 0.8136 28 0.8058 0.8847 0.8434 0.9641
0.0002 87.0 9222 0.3664 0.7561 0.8732 0.8105 71 0.6905 0.8923 0.7785 65 0.8910 0.9267 0.9085 150 0.7838 0.8788 0.8286 33 0.7742 0.8571 0.8136 28 0.8 0.8991 0.8467 0.9629
0.0002 88.0 9328 0.3722 0.7692 0.8451 0.8054 71 0.6742 0.9231 0.7792 65 0.9032 0.9333 0.9180 150 0.7895 0.9091 0.8451 33 0.7742 0.8571 0.8136 28 0.8031 0.9049 0.8509 0.9627
0.0002 89.0 9434 0.3670 0.7407 0.8451 0.7895 71 0.6988 0.8923 0.7838 65 0.9032 0.9333 0.9180 150 0.8108 0.9091 0.8571 33 0.7742 0.8571 0.8136 28 0.8062 0.8991 0.8501 0.9629
0.0002 90.0 9540 0.3680 0.7407 0.8451 0.7895 71 0.6988 0.8923 0.7838 65 0.9032 0.9333 0.9180 150 0.8108 0.9091 0.8571 33 0.7742 0.8571 0.8136 28 0.8062 0.8991 0.8501 0.9629
0.0002 91.0 9646 0.3627 0.7407 0.8451 0.7895 71 0.6988 0.8923 0.7838 65 0.8910 0.9267 0.9085 150 0.8108 0.9091 0.8571 33 0.7742 0.8571 0.8136 28 0.8015 0.8963 0.8463 0.9629
0.0002 92.0 9752 0.3727 0.7439 0.8592 0.7974 71 0.6905 0.8923 0.7785 65 0.9032 0.9333 0.9180 150 0.8108 0.9091 0.8571 33 0.75 0.8571 0.8000 28 0.8026 0.9020 0.8494 0.9629
0.0002 93.0 9858 0.3716 0.7407 0.8451 0.7895 71 0.6988 0.8923 0.7838 65 0.8910 0.9267 0.9085 150 0.8108 0.9091 0.8571 33 0.75 0.8571 0.8000 28 0.7995 0.8963 0.8451 0.9622
0.0002 94.0 9964 0.3578 0.7407 0.8451 0.7895 71 0.7284 0.9077 0.8082 65 0.9145 0.9267 0.9205 150 0.8108 0.9091 0.8571 33 0.7742 0.8571 0.8136 28 0.8168 0.8991 0.8560 0.9644
0.0002 95.0 10070 0.3566 0.7407 0.8451 0.7895 71 0.7284 0.9077 0.8082 65 0.9145 0.9267 0.9205 150 0.8108 0.9091 0.8571 33 0.7742 0.8571 0.8136 28 0.8168 0.8991 0.8560 0.9646
0.0006 96.0 10176 0.3609 0.7407 0.8451 0.7895 71 0.7160 0.8923 0.7945 65 0.9032 0.9333 0.9180 150 0.8108 0.9091 0.8571 33 0.7742 0.8571 0.8136 28 0.8104 0.8991 0.8525 0.9641
0.0003 97.0 10282 0.3629 0.7407 0.8451 0.7895 71 0.7160 0.8923 0.7945 65 0.9032 0.9333 0.9180 150 0.8108 0.9091 0.8571 33 0.7742 0.8571 0.8136 28 0.8104 0.8991 0.8525 0.9641
0.0002 98.0 10388 0.3555 0.7407 0.8451 0.7895 71 0.7160 0.8923 0.7945 65 0.9032 0.9333 0.9180 150 0.8108 0.9091 0.8571 33 0.7742 0.8571 0.8136 28 0.8104 0.8991 0.8525 0.9646
0.0002 99.0 10494 0.3545 0.7407 0.8451 0.7895 71 0.7160 0.8923 0.7945 65 0.9032 0.9333 0.9180 150 0.8108 0.9091 0.8571 33 0.7742 0.8571 0.8136 28 0.8104 0.8991 0.8525 0.9648
0.0004 100.0 10600 0.3544 0.7407 0.8451 0.7895 71 0.7160 0.8923 0.7945 65 0.9032 0.9333 0.9180 150 0.8108 0.9091 0.8571 33 0.7742 0.8571 0.8136 28 0.8104 0.8991 0.8525 0.9646

Framework versions

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