|
--- |
|
language: |
|
- id |
|
license: mit |
|
base_model: indolem/indobert-base-uncased |
|
tags: |
|
- generated_from_trainer |
|
model-index: |
|
- name: nerugm-pt-pl10-4 |
|
results: [] |
|
--- |
|
|
|
<!-- This model card has been generated automatically according to the information the Trainer had access to. You |
|
should probably proofread and complete it, then remove this comment. --> |
|
|
|
# nerugm-pt-pl10-4 |
|
|
|
This model is a fine-tuned version of [indolem/indobert-base-uncased](https://huggingface.co/indolem/indobert-base-uncased) on an unknown dataset. |
|
It achieves the following results on the evaluation set: |
|
- Loss: 0.1823 |
|
- Location Precision: 0.8442 |
|
- Location Recall: 0.8904 |
|
- Location F1: 0.8667 |
|
- Location Number: 73 |
|
- Organization Precision: 0.6786 |
|
- Organization Recall: 0.8769 |
|
- Organization F1: 0.7651 |
|
- Organization Number: 65 |
|
- Person Precision: 0.8742 |
|
- Person Recall: 0.9267 |
|
- Person F1: 0.8997 |
|
- Person Number: 150 |
|
- Quantity Precision: 0.6316 |
|
- Quantity Recall: 0.8276 |
|
- Quantity F1: 0.7164 |
|
- Quantity Number: 29 |
|
- Time Precision: 0.7838 |
|
- Time Recall: 0.8529 |
|
- Time F1: 0.8169 |
|
- Time Number: 34 |
|
- Overall Precision: 0.7949 |
|
- Overall Recall: 0.8946 |
|
- Overall F1: 0.8418 |
|
- Overall Accuracy: 0.9626 |
|
|
|
## 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 | |
|
|:-------------:|:-----:|:-----:|:---------------:|:------------------:|:---------------:|:-----------:|:---------------:|:----------------------:|:-------------------:|:---------------:|:-------------------:|:----------------:|:-------------:|:---------:|:-------------:|:------------------:|:---------------:|:-----------:|:---------------:|:--------------:|:-----------:|:-------:|:-----------:|:-----------------:|:--------------:|:----------:|:----------------:| |
|
| 0.9704 | 1.0 | 106 | 0.5637 | 0.0 | 0.0 | 0.0 | 73 | 0.0 | 0.0 | 0.0 | 65 | 0.25 | 0.0733 | 0.1134 | 150 | 0.0 | 0.0 | 0.0 | 29 | 0.0 | 0.0 | 0.0 | 34 | 0.1746 | 0.0313 | 0.0531 | 0.8440 | |
|
| 0.4856 | 2.0 | 212 | 0.3351 | 0.4211 | 0.1096 | 0.1739 | 73 | 0.1071 | 0.0923 | 0.0992 | 65 | 0.6203 | 0.7733 | 0.6884 | 150 | 0.0870 | 0.0690 | 0.0769 | 29 | 0.525 | 0.6176 | 0.5676 | 34 | 0.4708 | 0.4359 | 0.4527 | 0.8976 | |
|
| 0.2946 | 3.0 | 318 | 0.2044 | 0.5050 | 0.6986 | 0.5862 | 73 | 0.3731 | 0.3846 | 0.3788 | 65 | 0.7791 | 0.8933 | 0.8323 | 150 | 0.4103 | 0.5517 | 0.4706 | 29 | 0.7838 | 0.8529 | 0.8169 | 34 | 0.6130 | 0.7265 | 0.6649 | 0.9301 | |
|
| 0.2098 | 4.0 | 424 | 0.1748 | 0.6237 | 0.7945 | 0.6988 | 73 | 0.5149 | 0.8 | 0.6265 | 65 | 0.8070 | 0.92 | 0.8598 | 150 | 0.4286 | 0.6207 | 0.5070 | 29 | 0.8824 | 0.8824 | 0.8824 | 34 | 0.6712 | 0.8433 | 0.7475 | 0.9404 | |
|
| 0.177 | 5.0 | 530 | 0.1551 | 0.7093 | 0.8356 | 0.7673 | 73 | 0.5051 | 0.7692 | 0.6098 | 65 | 0.8221 | 0.8933 | 0.8562 | 150 | 0.6216 | 0.7931 | 0.6970 | 29 | 0.6744 | 0.8529 | 0.7532 | 34 | 0.6939 | 0.8462 | 0.7625 | 0.9493 | |
|
| 0.1591 | 6.0 | 636 | 0.1818 | 0.6354 | 0.8356 | 0.7219 | 73 | 0.5392 | 0.8462 | 0.6587 | 65 | 0.8528 | 0.9267 | 0.8882 | 150 | 0.4706 | 0.8276 | 0.6 | 29 | 0.5918 | 0.8529 | 0.6988 | 34 | 0.6681 | 0.8775 | 0.7586 | 0.9385 | |
|
| 0.147 | 7.0 | 742 | 0.1428 | 0.6383 | 0.8219 | 0.7186 | 73 | 0.5802 | 0.7231 | 0.6438 | 65 | 0.8553 | 0.9067 | 0.8803 | 150 | 0.6486 | 0.8276 | 0.7273 | 29 | 0.7838 | 0.8529 | 0.8169 | 34 | 0.7255 | 0.8433 | 0.7800 | 0.9532 | |
|
| 0.138 | 8.0 | 848 | 0.1377 | 0.6897 | 0.8219 | 0.75 | 73 | 0.5854 | 0.7385 | 0.6531 | 65 | 0.8580 | 0.9267 | 0.8910 | 150 | 0.6486 | 0.8276 | 0.7273 | 29 | 0.7632 | 0.8529 | 0.8056 | 34 | 0.7389 | 0.8547 | 0.7926 | 0.9540 | |
|
| 0.1304 | 9.0 | 954 | 0.1351 | 0.7317 | 0.8219 | 0.7742 | 73 | 0.5568 | 0.7538 | 0.6405 | 65 | 0.8616 | 0.9133 | 0.8867 | 150 | 0.6316 | 0.8276 | 0.7164 | 29 | 0.7895 | 0.8824 | 0.8333 | 34 | 0.7407 | 0.8547 | 0.7937 | 0.9550 | |
|
| 0.1262 | 10.0 | 1060 | 0.1349 | 0.7439 | 0.8356 | 0.7871 | 73 | 0.5735 | 0.6 | 0.5865 | 65 | 0.85 | 0.9067 | 0.8774 | 150 | 0.6216 | 0.7931 | 0.6970 | 29 | 0.8611 | 0.9118 | 0.8857 | 34 | 0.7572 | 0.8262 | 0.7902 | 0.9555 | |
|
| 0.1167 | 11.0 | 1166 | 0.1450 | 0.7059 | 0.8219 | 0.7595 | 73 | 0.6024 | 0.7692 | 0.6757 | 65 | 0.8679 | 0.92 | 0.8932 | 150 | 0.6 | 0.8276 | 0.6957 | 29 | 0.6977 | 0.8824 | 0.7792 | 34 | 0.7366 | 0.8604 | 0.7937 | 0.9550 | |
|
| 0.1104 | 12.0 | 1272 | 0.1446 | 0.6556 | 0.8082 | 0.7239 | 73 | 0.6098 | 0.7692 | 0.6803 | 65 | 0.8679 | 0.92 | 0.8932 | 150 | 0.6316 | 0.8276 | 0.7164 | 29 | 0.75 | 0.8824 | 0.8108 | 34 | 0.7359 | 0.8575 | 0.7921 | 0.9537 | |
|
| 0.1086 | 13.0 | 1378 | 0.1427 | 0.7024 | 0.8082 | 0.7516 | 73 | 0.5814 | 0.7692 | 0.6623 | 65 | 0.8797 | 0.9267 | 0.9026 | 150 | 0.6410 | 0.8621 | 0.7353 | 29 | 0.7692 | 0.8824 | 0.8219 | 34 | 0.7463 | 0.8632 | 0.8005 | 0.9555 | |
|
| 0.1058 | 14.0 | 1484 | 0.1378 | 0.6932 | 0.8356 | 0.7578 | 73 | 0.6173 | 0.7692 | 0.6849 | 65 | 0.8616 | 0.9133 | 0.8867 | 150 | 0.6757 | 0.8621 | 0.7576 | 29 | 0.75 | 0.8824 | 0.8108 | 34 | 0.7481 | 0.8632 | 0.8016 | 0.9567 | |
|
| 0.1016 | 15.0 | 1590 | 0.1370 | 0.6860 | 0.8082 | 0.7421 | 73 | 0.5833 | 0.7538 | 0.6577 | 65 | 0.8571 | 0.92 | 0.8875 | 150 | 0.6757 | 0.8621 | 0.7576 | 29 | 0.8108 | 0.8824 | 0.8451 | 34 | 0.7432 | 0.8575 | 0.7963 | 0.9555 | |
|
| 0.0986 | 16.0 | 1696 | 0.1539 | 0.6854 | 0.8356 | 0.7531 | 73 | 0.65 | 0.8 | 0.7172 | 65 | 0.8571 | 0.92 | 0.8875 | 150 | 0.5208 | 0.8621 | 0.6494 | 29 | 0.7073 | 0.8529 | 0.7733 | 34 | 0.7279 | 0.8689 | 0.7922 | 0.9527 | |
|
| 0.0939 | 17.0 | 1802 | 0.1347 | 0.7176 | 0.8356 | 0.7722 | 73 | 0.625 | 0.7692 | 0.6897 | 65 | 0.8625 | 0.92 | 0.8903 | 150 | 0.7222 | 0.8966 | 0.8000 | 29 | 0.7692 | 0.8824 | 0.8219 | 34 | 0.7625 | 0.8689 | 0.8123 | 0.9584 | |
|
| 0.0915 | 18.0 | 1908 | 0.1373 | 0.7470 | 0.8493 | 0.7949 | 73 | 0.6024 | 0.7692 | 0.6757 | 65 | 0.8679 | 0.92 | 0.8932 | 150 | 0.6579 | 0.8621 | 0.7463 | 29 | 0.7436 | 0.8529 | 0.7945 | 34 | 0.7562 | 0.8661 | 0.8074 | 0.9577 | |
|
| 0.0893 | 19.0 | 2014 | 0.1354 | 0.7654 | 0.8493 | 0.8052 | 73 | 0.625 | 0.7692 | 0.6897 | 65 | 0.8742 | 0.9267 | 0.8997 | 150 | 0.6579 | 0.8621 | 0.7463 | 29 | 0.6364 | 0.8235 | 0.7179 | 34 | 0.7562 | 0.8661 | 0.8074 | 0.9582 | |
|
| 0.0836 | 20.0 | 2120 | 0.1413 | 0.7229 | 0.8219 | 0.7692 | 73 | 0.6341 | 0.8 | 0.7075 | 65 | 0.8562 | 0.9133 | 0.8839 | 150 | 0.6757 | 0.8621 | 0.7576 | 29 | 0.7895 | 0.8824 | 0.8333 | 34 | 0.76 | 0.8661 | 0.8096 | 0.9582 | |
|
| 0.08 | 21.0 | 2226 | 0.1397 | 0.7143 | 0.8219 | 0.7643 | 73 | 0.6173 | 0.7692 | 0.6849 | 65 | 0.8854 | 0.9267 | 0.9055 | 150 | 0.6486 | 0.8276 | 0.7273 | 29 | 0.8286 | 0.8529 | 0.8406 | 34 | 0.7665 | 0.8604 | 0.8107 | 0.9584 | |
|
| 0.0805 | 22.0 | 2332 | 0.1374 | 0.7625 | 0.8356 | 0.7974 | 73 | 0.6203 | 0.7538 | 0.6806 | 65 | 0.8910 | 0.9267 | 0.9085 | 150 | 0.6757 | 0.8621 | 0.7576 | 29 | 0.7895 | 0.8824 | 0.8333 | 34 | 0.7795 | 0.8661 | 0.8205 | 0.9606 | |
|
| 0.0802 | 23.0 | 2438 | 0.1326 | 0.7439 | 0.8356 | 0.7871 | 73 | 0.6136 | 0.8308 | 0.7059 | 65 | 0.8625 | 0.92 | 0.8903 | 150 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.8857 | 0.9118 | 0.8986 | 34 | 0.7744 | 0.8803 | 0.824 | 0.9609 | |
|
| 0.0758 | 24.0 | 2544 | 0.1456 | 0.7059 | 0.8219 | 0.7595 | 73 | 0.6136 | 0.8308 | 0.7059 | 65 | 0.9026 | 0.9267 | 0.9145 | 150 | 0.6579 | 0.8621 | 0.7463 | 29 | 0.7143 | 0.8824 | 0.7895 | 34 | 0.7568 | 0.8775 | 0.8127 | 0.9572 | |
|
| 0.0702 | 25.0 | 2650 | 0.1506 | 0.7439 | 0.8356 | 0.7871 | 73 | 0.5870 | 0.8308 | 0.6879 | 65 | 0.8734 | 0.92 | 0.8961 | 150 | 0.5854 | 0.8276 | 0.6857 | 29 | 0.8333 | 0.8824 | 0.8571 | 34 | 0.7506 | 0.8746 | 0.8079 | 0.9564 | |
|
| 0.0718 | 26.0 | 2756 | 0.1452 | 0.775 | 0.8493 | 0.8105 | 73 | 0.6375 | 0.7846 | 0.7034 | 65 | 0.8903 | 0.92 | 0.9049 | 150 | 0.5714 | 0.8276 | 0.6761 | 29 | 0.7692 | 0.8824 | 0.8219 | 34 | 0.7702 | 0.8689 | 0.8166 | 0.9591 | |
|
| 0.0724 | 27.0 | 2862 | 0.1523 | 0.7349 | 0.8356 | 0.7821 | 73 | 0.6429 | 0.8308 | 0.7248 | 65 | 0.8903 | 0.92 | 0.9049 | 150 | 0.5952 | 0.8621 | 0.7042 | 29 | 0.6905 | 0.8529 | 0.7632 | 34 | 0.7562 | 0.8746 | 0.8111 | 0.9557 | |
|
| 0.0662 | 28.0 | 2968 | 0.1494 | 0.8077 | 0.8630 | 0.8344 | 73 | 0.6506 | 0.8308 | 0.7297 | 65 | 0.8734 | 0.92 | 0.8961 | 150 | 0.6757 | 0.8621 | 0.7576 | 29 | 0.6905 | 0.8529 | 0.7632 | 34 | 0.7764 | 0.8803 | 0.8251 | 0.9604 | |
|
| 0.0661 | 29.0 | 3074 | 0.1376 | 0.7949 | 0.8493 | 0.8212 | 73 | 0.6512 | 0.8615 | 0.7417 | 65 | 0.8854 | 0.9267 | 0.9055 | 150 | 0.7059 | 0.8276 | 0.7619 | 29 | 0.7692 | 0.8824 | 0.8219 | 34 | 0.7893 | 0.8860 | 0.8349 | 0.9633 | |
|
| 0.0671 | 30.0 | 3180 | 0.1365 | 0.8205 | 0.8767 | 0.8477 | 73 | 0.6857 | 0.7385 | 0.7111 | 65 | 0.8688 | 0.9267 | 0.8968 | 150 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7895 | 0.8824 | 0.8333 | 34 | 0.8053 | 0.8718 | 0.8372 | 0.9616 | |
|
| 0.0627 | 31.0 | 3286 | 0.1381 | 0.8354 | 0.9041 | 0.8684 | 73 | 0.7037 | 0.8769 | 0.7808 | 65 | 0.8790 | 0.92 | 0.8990 | 150 | 0.6757 | 0.8621 | 0.7576 | 29 | 0.7895 | 0.8824 | 0.8333 | 34 | 0.8061 | 0.9003 | 0.8506 | 0.9655 | |
|
| 0.0599 | 32.0 | 3392 | 0.1559 | 0.7654 | 0.8493 | 0.8052 | 73 | 0.5816 | 0.8769 | 0.6994 | 65 | 0.8491 | 0.9 | 0.8738 | 150 | 0.7143 | 0.8621 | 0.7813 | 29 | 0.7317 | 0.8824 | 0.8 | 34 | 0.7464 | 0.8803 | 0.8078 | 0.9559 | |
|
| 0.0639 | 33.0 | 3498 | 0.1532 | 0.8182 | 0.8630 | 0.8400 | 73 | 0.5889 | 0.8154 | 0.6839 | 65 | 0.8354 | 0.9133 | 0.8726 | 150 | 0.6944 | 0.8621 | 0.7692 | 29 | 0.725 | 0.8529 | 0.7838 | 34 | 0.7543 | 0.8746 | 0.8100 | 0.9577 | |
|
| 0.0611 | 34.0 | 3604 | 0.1448 | 0.8205 | 0.8767 | 0.8477 | 73 | 0.6471 | 0.8462 | 0.7333 | 65 | 0.8519 | 0.92 | 0.8846 | 150 | 0.6757 | 0.8621 | 0.7576 | 29 | 0.7895 | 0.8824 | 0.8333 | 34 | 0.78 | 0.8889 | 0.8309 | 0.9616 | |
|
| 0.0601 | 35.0 | 3710 | 0.1562 | 0.7975 | 0.8630 | 0.8289 | 73 | 0.6222 | 0.8615 | 0.7226 | 65 | 0.8679 | 0.92 | 0.8932 | 150 | 0.625 | 0.8621 | 0.7246 | 29 | 0.725 | 0.8529 | 0.7838 | 34 | 0.7623 | 0.8860 | 0.8195 | 0.9559 | |
|
| 0.061 | 36.0 | 3816 | 0.1532 | 0.8571 | 0.9041 | 0.88 | 73 | 0.6706 | 0.8769 | 0.76 | 65 | 0.8616 | 0.9133 | 0.8867 | 150 | 0.6579 | 0.8621 | 0.7463 | 29 | 0.6829 | 0.8235 | 0.7467 | 34 | 0.7825 | 0.8917 | 0.8336 | 0.9589 | |
|
| 0.0575 | 37.0 | 3922 | 0.1557 | 0.7561 | 0.8493 | 0.8000 | 73 | 0.5938 | 0.8769 | 0.7081 | 65 | 0.8679 | 0.92 | 0.8932 | 150 | 0.6579 | 0.8621 | 0.7463 | 29 | 0.7073 | 0.8529 | 0.7733 | 34 | 0.7476 | 0.8860 | 0.8110 | 0.9562 | |
|
| 0.0548 | 38.0 | 4028 | 0.1572 | 0.8228 | 0.8904 | 0.8553 | 73 | 0.6579 | 0.7692 | 0.7092 | 65 | 0.8797 | 0.9267 | 0.9026 | 150 | 0.5854 | 0.8276 | 0.6857 | 29 | 0.7073 | 0.8529 | 0.7733 | 34 | 0.7772 | 0.8746 | 0.8231 | 0.9577 | |
|
| 0.0563 | 39.0 | 4134 | 0.1510 | 0.8205 | 0.8767 | 0.8477 | 73 | 0.6404 | 0.8769 | 0.7403 | 65 | 0.8854 | 0.9267 | 0.9055 | 150 | 0.7059 | 0.8276 | 0.7619 | 29 | 0.7436 | 0.8529 | 0.7945 | 34 | 0.7884 | 0.8917 | 0.8369 | 0.9609 | |
|
| 0.0552 | 40.0 | 4240 | 0.1458 | 0.8 | 0.8767 | 0.8366 | 73 | 0.6222 | 0.8615 | 0.7226 | 65 | 0.8734 | 0.92 | 0.8961 | 150 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.725 | 0.8529 | 0.7838 | 34 | 0.7761 | 0.8889 | 0.8287 | 0.9606 | |
|
| 0.0551 | 41.0 | 4346 | 0.1444 | 0.8025 | 0.8904 | 0.8442 | 73 | 0.625 | 0.8462 | 0.7190 | 65 | 0.8625 | 0.92 | 0.8903 | 150 | 0.6944 | 0.8621 | 0.7692 | 29 | 0.7632 | 0.8529 | 0.8056 | 34 | 0.7742 | 0.8889 | 0.8276 | 0.9616 | |
|
| 0.0518 | 42.0 | 4452 | 0.1678 | 0.7975 | 0.8630 | 0.8289 | 73 | 0.6591 | 0.8923 | 0.7582 | 65 | 0.8679 | 0.92 | 0.8932 | 150 | 0.5854 | 0.8276 | 0.6857 | 29 | 0.7692 | 0.8824 | 0.8219 | 34 | 0.7709 | 0.8917 | 0.8269 | 0.9584 | |
|
| 0.0493 | 43.0 | 4558 | 0.1582 | 0.8077 | 0.8630 | 0.8344 | 73 | 0.6747 | 0.8615 | 0.7568 | 65 | 0.8790 | 0.92 | 0.8990 | 150 | 0.575 | 0.7931 | 0.6667 | 29 | 0.7949 | 0.9118 | 0.8493 | 34 | 0.7834 | 0.8860 | 0.8316 | 0.9619 | |
|
| 0.0499 | 44.0 | 4664 | 0.1485 | 0.8493 | 0.8493 | 0.8493 | 73 | 0.6867 | 0.8769 | 0.7703 | 65 | 0.8968 | 0.9267 | 0.9115 | 150 | 0.7059 | 0.8276 | 0.7619 | 29 | 0.8286 | 0.8529 | 0.8406 | 34 | 0.8184 | 0.8860 | 0.8509 | 0.9641 | |
|
| 0.0486 | 45.0 | 4770 | 0.1577 | 0.8289 | 0.8630 | 0.8456 | 73 | 0.6552 | 0.8769 | 0.75 | 65 | 0.8910 | 0.9267 | 0.9085 | 150 | 0.6 | 0.8276 | 0.6957 | 29 | 0.7436 | 0.8529 | 0.7945 | 34 | 0.7839 | 0.8889 | 0.8331 | 0.9609 | |
|
| 0.0449 | 46.0 | 4876 | 0.1510 | 0.8228 | 0.8904 | 0.8553 | 73 | 0.6627 | 0.8462 | 0.7432 | 65 | 0.8896 | 0.9133 | 0.9013 | 150 | 0.6410 | 0.8621 | 0.7353 | 29 | 0.8108 | 0.8824 | 0.8451 | 34 | 0.7959 | 0.8889 | 0.8398 | 0.9633 | |
|
| 0.0473 | 47.0 | 4982 | 0.1571 | 0.8125 | 0.8904 | 0.8497 | 73 | 0.6333 | 0.8769 | 0.7355 | 65 | 0.8797 | 0.9267 | 0.9026 | 150 | 0.6944 | 0.8621 | 0.7692 | 29 | 0.6905 | 0.8529 | 0.7632 | 34 | 0.7759 | 0.8974 | 0.8322 | 0.9619 | |
|
| 0.0491 | 48.0 | 5088 | 0.1722 | 0.8125 | 0.8904 | 0.8497 | 73 | 0.6404 | 0.8769 | 0.7403 | 65 | 0.8625 | 0.92 | 0.8903 | 150 | 0.5682 | 0.8621 | 0.6849 | 29 | 0.7143 | 0.8824 | 0.7895 | 34 | 0.7590 | 0.8974 | 0.8225 | 0.9572 | |
|
| 0.0471 | 49.0 | 5194 | 0.1649 | 0.8333 | 0.8904 | 0.8609 | 73 | 0.6744 | 0.8923 | 0.7682 | 65 | 0.8854 | 0.9267 | 0.9055 | 150 | 0.6410 | 0.8621 | 0.7353 | 29 | 0.75 | 0.8824 | 0.8108 | 34 | 0.7925 | 0.9031 | 0.8442 | 0.9623 | |
|
| 0.0454 | 50.0 | 5300 | 0.1550 | 0.8101 | 0.8767 | 0.8421 | 73 | 0.6951 | 0.8769 | 0.7755 | 65 | 0.8742 | 0.9267 | 0.8997 | 150 | 0.7143 | 0.8621 | 0.7813 | 29 | 0.7436 | 0.8529 | 0.7945 | 34 | 0.7970 | 0.8946 | 0.8430 | 0.9646 | |
|
| 0.0453 | 51.0 | 5406 | 0.1557 | 0.8101 | 0.8767 | 0.8421 | 73 | 0.7105 | 0.8308 | 0.7660 | 65 | 0.8797 | 0.9267 | 0.9026 | 150 | 0.6316 | 0.8276 | 0.7164 | 29 | 0.7436 | 0.8529 | 0.7945 | 34 | 0.7949 | 0.8832 | 0.8367 | 0.9638 | |
|
| 0.0467 | 52.0 | 5512 | 0.1668 | 0.8421 | 0.8767 | 0.8591 | 73 | 0.6591 | 0.8923 | 0.7582 | 65 | 0.8968 | 0.9267 | 0.9115 | 150 | 0.5714 | 0.8276 | 0.6761 | 29 | 0.7436 | 0.8529 | 0.7945 | 34 | 0.785 | 0.8946 | 0.8362 | 0.9606 | |
|
| 0.0415 | 53.0 | 5618 | 0.1649 | 0.8205 | 0.8767 | 0.8477 | 73 | 0.6477 | 0.8769 | 0.7451 | 65 | 0.8861 | 0.9333 | 0.9091 | 150 | 0.5714 | 0.8276 | 0.6761 | 29 | 0.7073 | 0.8529 | 0.7733 | 34 | 0.7715 | 0.8946 | 0.8285 | 0.9599 | |
|
| 0.0428 | 54.0 | 5724 | 0.1656 | 0.8553 | 0.8904 | 0.8725 | 73 | 0.6517 | 0.8923 | 0.7532 | 65 | 0.8924 | 0.94 | 0.9156 | 150 | 0.6154 | 0.8276 | 0.7059 | 29 | 0.7838 | 0.8529 | 0.8169 | 34 | 0.7945 | 0.9031 | 0.8453 | 0.9619 | |
|
| 0.042 | 55.0 | 5830 | 0.1677 | 0.825 | 0.9041 | 0.8627 | 73 | 0.6591 | 0.8923 | 0.7582 | 65 | 0.8854 | 0.9267 | 0.9055 | 150 | 0.625 | 0.8621 | 0.7246 | 29 | 0.8056 | 0.8529 | 0.8286 | 34 | 0.7905 | 0.9031 | 0.8431 | 0.9604 | |
|
| 0.0412 | 56.0 | 5936 | 0.1510 | 0.8553 | 0.8904 | 0.8725 | 73 | 0.7125 | 0.8769 | 0.7862 | 65 | 0.8726 | 0.9133 | 0.8925 | 150 | 0.6667 | 0.8276 | 0.7385 | 29 | 0.8056 | 0.8529 | 0.8286 | 34 | 0.8104 | 0.8889 | 0.8478 | 0.9655 | |
|
| 0.0409 | 57.0 | 6042 | 0.1590 | 0.8421 | 0.8767 | 0.8591 | 73 | 0.6923 | 0.8308 | 0.7552 | 65 | 0.8846 | 0.92 | 0.9020 | 150 | 0.7027 | 0.8966 | 0.7879 | 29 | 0.8333 | 0.8824 | 0.8571 | 34 | 0.8146 | 0.8889 | 0.8501 | 0.9653 | |
|
| 0.0396 | 58.0 | 6148 | 0.1671 | 0.8077 | 0.8630 | 0.8344 | 73 | 0.7215 | 0.8769 | 0.7917 | 65 | 0.8742 | 0.9267 | 0.8997 | 150 | 0.6098 | 0.8621 | 0.7143 | 29 | 0.7632 | 0.8529 | 0.8056 | 34 | 0.7924 | 0.8917 | 0.8391 | 0.9621 | |
|
| 0.0392 | 59.0 | 6254 | 0.1591 | 0.8333 | 0.8904 | 0.8609 | 73 | 0.7089 | 0.8615 | 0.7778 | 65 | 0.8718 | 0.9067 | 0.8889 | 150 | 0.6842 | 0.8966 | 0.7761 | 29 | 0.8056 | 0.8529 | 0.8286 | 34 | 0.8062 | 0.8889 | 0.8455 | 0.9646 | |
|
| 0.0392 | 60.0 | 6360 | 0.1601 | 0.8333 | 0.8904 | 0.8609 | 73 | 0.6962 | 0.8462 | 0.7639 | 65 | 0.8854 | 0.9267 | 0.9055 | 150 | 0.6579 | 0.8621 | 0.7463 | 29 | 0.8056 | 0.8529 | 0.8286 | 34 | 0.8067 | 0.8917 | 0.8471 | 0.9641 | |
|
| 0.0396 | 61.0 | 6466 | 0.1681 | 0.8312 | 0.8767 | 0.8533 | 73 | 0.6591 | 0.8923 | 0.7582 | 65 | 0.8861 | 0.9333 | 0.9091 | 150 | 0.625 | 0.8621 | 0.7246 | 29 | 0.7778 | 0.8235 | 0.8000 | 34 | 0.7895 | 0.8974 | 0.84 | 0.9621 | |
|
| 0.0402 | 62.0 | 6572 | 0.1676 | 0.8077 | 0.8630 | 0.8344 | 73 | 0.6790 | 0.8462 | 0.7534 | 65 | 0.8917 | 0.9333 | 0.9121 | 150 | 0.6410 | 0.8621 | 0.7353 | 29 | 0.7778 | 0.8235 | 0.8000 | 34 | 0.7954 | 0.8860 | 0.8383 | 0.9621 | |
|
| 0.0391 | 63.0 | 6678 | 0.1607 | 0.8025 | 0.8904 | 0.8442 | 73 | 0.6707 | 0.8462 | 0.7483 | 65 | 0.8625 | 0.92 | 0.8903 | 150 | 0.6944 | 0.8621 | 0.7692 | 29 | 0.8333 | 0.8824 | 0.8571 | 34 | 0.7924 | 0.8917 | 0.8391 | 0.9641 | |
|
| 0.0378 | 64.0 | 6784 | 0.1592 | 0.8571 | 0.9041 | 0.88 | 73 | 0.6835 | 0.8308 | 0.75 | 65 | 0.8625 | 0.92 | 0.8903 | 150 | 0.6579 | 0.8621 | 0.7463 | 29 | 0.8286 | 0.8529 | 0.8406 | 34 | 0.8021 | 0.8889 | 0.8432 | 0.9631 | |
|
| 0.0376 | 65.0 | 6890 | 0.1678 | 0.8125 | 0.8904 | 0.8497 | 73 | 0.6875 | 0.8462 | 0.7586 | 65 | 0.8797 | 0.9267 | 0.9026 | 150 | 0.625 | 0.8621 | 0.7246 | 29 | 0.7368 | 0.8235 | 0.7778 | 34 | 0.7879 | 0.8889 | 0.8353 | 0.9619 | |
|
| 0.0369 | 66.0 | 6996 | 0.1692 | 0.8354 | 0.9041 | 0.8684 | 73 | 0.6477 | 0.8769 | 0.7451 | 65 | 0.8679 | 0.92 | 0.8932 | 150 | 0.6410 | 0.8621 | 0.7353 | 29 | 0.7838 | 0.8529 | 0.8169 | 34 | 0.7836 | 0.8974 | 0.8367 | 0.9606 | |
|
| 0.0366 | 67.0 | 7102 | 0.1676 | 0.8125 | 0.8904 | 0.8497 | 73 | 0.7 | 0.8615 | 0.7724 | 65 | 0.8734 | 0.92 | 0.8961 | 150 | 0.625 | 0.8621 | 0.7246 | 29 | 0.8056 | 0.8529 | 0.8286 | 34 | 0.7944 | 0.8917 | 0.8403 | 0.9628 | |
|
| 0.0353 | 68.0 | 7208 | 0.1710 | 0.8333 | 0.8904 | 0.8609 | 73 | 0.6129 | 0.8769 | 0.7215 | 65 | 0.8625 | 0.92 | 0.8903 | 150 | 0.625 | 0.8621 | 0.7246 | 29 | 0.7838 | 0.8529 | 0.8169 | 34 | 0.7696 | 0.8946 | 0.8274 | 0.9596 | |
|
| 0.0342 | 69.0 | 7314 | 0.1653 | 0.8333 | 0.8904 | 0.8609 | 73 | 0.6512 | 0.8615 | 0.7417 | 65 | 0.8742 | 0.9267 | 0.8997 | 150 | 0.6757 | 0.8621 | 0.7576 | 29 | 0.8056 | 0.8529 | 0.8286 | 34 | 0.7929 | 0.8946 | 0.8407 | 0.9646 | |
|
| 0.0339 | 70.0 | 7420 | 0.1682 | 0.825 | 0.9041 | 0.8627 | 73 | 0.6875 | 0.8462 | 0.7586 | 65 | 0.8742 | 0.9267 | 0.8997 | 150 | 0.6842 | 0.8966 | 0.7761 | 29 | 0.8056 | 0.8529 | 0.8286 | 34 | 0.8015 | 0.8974 | 0.8468 | 0.9641 | |
|
| 0.0358 | 71.0 | 7526 | 0.1757 | 0.8442 | 0.8904 | 0.8667 | 73 | 0.6552 | 0.8769 | 0.75 | 65 | 0.8634 | 0.9267 | 0.8939 | 150 | 0.6 | 0.8276 | 0.6957 | 29 | 0.7778 | 0.8235 | 0.8000 | 34 | 0.7805 | 0.8917 | 0.8324 | 0.9616 | |
|
| 0.0333 | 72.0 | 7632 | 0.1739 | 0.8442 | 0.8904 | 0.8667 | 73 | 0.6790 | 0.8462 | 0.7534 | 65 | 0.8734 | 0.92 | 0.8961 | 150 | 0.6486 | 0.8276 | 0.7273 | 29 | 0.8056 | 0.8529 | 0.8286 | 34 | 0.7995 | 0.8860 | 0.8405 | 0.9638 | |
|
| 0.0346 | 73.0 | 7738 | 0.1735 | 0.8442 | 0.8904 | 0.8667 | 73 | 0.7089 | 0.8615 | 0.7778 | 65 | 0.8805 | 0.9333 | 0.9061 | 150 | 0.6857 | 0.8276 | 0.75 | 29 | 0.8 | 0.8235 | 0.8116 | 34 | 0.8130 | 0.8917 | 0.8505 | 0.9655 | |
|
| 0.033 | 74.0 | 7844 | 0.1750 | 0.8333 | 0.8904 | 0.8609 | 73 | 0.6974 | 0.8154 | 0.7518 | 65 | 0.8634 | 0.9267 | 0.8939 | 150 | 0.6154 | 0.8276 | 0.7059 | 29 | 0.8056 | 0.8529 | 0.8286 | 34 | 0.7949 | 0.8832 | 0.8367 | 0.9633 | |
|
| 0.0331 | 75.0 | 7950 | 0.1731 | 0.8462 | 0.9041 | 0.8742 | 73 | 0.6867 | 0.8769 | 0.7703 | 65 | 0.8846 | 0.92 | 0.9020 | 150 | 0.6410 | 0.8621 | 0.7353 | 29 | 0.8056 | 0.8529 | 0.8286 | 34 | 0.8036 | 0.8974 | 0.8479 | 0.9628 | |
|
| 0.0342 | 76.0 | 8056 | 0.1732 | 0.825 | 0.9041 | 0.8627 | 73 | 0.6747 | 0.8615 | 0.7568 | 65 | 0.8797 | 0.9267 | 0.9026 | 150 | 0.6667 | 0.8276 | 0.7385 | 29 | 0.8286 | 0.8529 | 0.8406 | 34 | 0.8010 | 0.8946 | 0.8452 | 0.9631 | |
|
| 0.0327 | 77.0 | 8162 | 0.1716 | 0.8462 | 0.9041 | 0.8742 | 73 | 0.7037 | 0.8769 | 0.7808 | 65 | 0.8679 | 0.92 | 0.8932 | 150 | 0.7143 | 0.8621 | 0.7813 | 29 | 0.8571 | 0.8824 | 0.8696 | 34 | 0.8144 | 0.9003 | 0.8552 | 0.9660 | |
|
| 0.0327 | 78.0 | 8268 | 0.1736 | 0.825 | 0.9041 | 0.8627 | 73 | 0.6506 | 0.8308 | 0.7297 | 65 | 0.8790 | 0.92 | 0.8990 | 150 | 0.6410 | 0.8621 | 0.7353 | 29 | 0.8529 | 0.8529 | 0.8529 | 34 | 0.7939 | 0.8889 | 0.8387 | 0.9631 | |
|
| 0.0302 | 79.0 | 8374 | 0.1748 | 0.8354 | 0.9041 | 0.8684 | 73 | 0.6747 | 0.8615 | 0.7568 | 65 | 0.8679 | 0.92 | 0.8932 | 150 | 0.6944 | 0.8621 | 0.7692 | 29 | 0.7568 | 0.8235 | 0.7887 | 34 | 0.7944 | 0.8917 | 0.8403 | 0.9633 | |
|
| 0.0299 | 80.0 | 8480 | 0.1755 | 0.8462 | 0.9041 | 0.8742 | 73 | 0.7108 | 0.9077 | 0.7973 | 65 | 0.8790 | 0.92 | 0.8990 | 150 | 0.6944 | 0.8621 | 0.7692 | 29 | 0.8333 | 0.8824 | 0.8571 | 34 | 0.8154 | 0.9060 | 0.8583 | 0.9646 | |
|
| 0.0316 | 81.0 | 8586 | 0.1735 | 0.8442 | 0.8904 | 0.8667 | 73 | 0.6707 | 0.8462 | 0.7483 | 65 | 0.8662 | 0.9067 | 0.8860 | 150 | 0.6486 | 0.8276 | 0.7273 | 29 | 0.8286 | 0.8529 | 0.8406 | 34 | 0.7964 | 0.8803 | 0.8363 | 0.9633 | |
|
| 0.0294 | 82.0 | 8692 | 0.1731 | 0.8354 | 0.9041 | 0.8684 | 73 | 0.6707 | 0.8462 | 0.7483 | 65 | 0.8688 | 0.9267 | 0.8968 | 150 | 0.6757 | 0.8621 | 0.7576 | 29 | 0.8788 | 0.8529 | 0.8657 | 34 | 0.8031 | 0.8946 | 0.8464 | 0.9633 | |
|
| 0.0303 | 83.0 | 8798 | 0.1789 | 0.8312 | 0.8767 | 0.8533 | 73 | 0.6707 | 0.8462 | 0.7483 | 65 | 0.8679 | 0.92 | 0.8932 | 150 | 0.6 | 0.8276 | 0.6957 | 29 | 0.7632 | 0.8529 | 0.8056 | 34 | 0.7828 | 0.8832 | 0.8300 | 0.9619 | |
|
| 0.0299 | 84.0 | 8904 | 0.1769 | 0.8333 | 0.8904 | 0.8609 | 73 | 0.6790 | 0.8462 | 0.7534 | 65 | 0.8634 | 0.9267 | 0.8939 | 150 | 0.6757 | 0.8621 | 0.7576 | 29 | 0.8108 | 0.8824 | 0.8451 | 34 | 0.7970 | 0.8946 | 0.8430 | 0.9638 | |
|
| 0.031 | 85.0 | 9010 | 0.1866 | 0.8333 | 0.8904 | 0.8609 | 73 | 0.6782 | 0.9077 | 0.7763 | 65 | 0.8854 | 0.9267 | 0.9055 | 150 | 0.6757 | 0.8621 | 0.7576 | 29 | 0.7632 | 0.8529 | 0.8056 | 34 | 0.7985 | 0.9031 | 0.8476 | 0.9621 | |
|
| 0.0303 | 86.0 | 9116 | 0.1748 | 0.8289 | 0.8630 | 0.8456 | 73 | 0.6923 | 0.8308 | 0.7552 | 65 | 0.8634 | 0.9267 | 0.8939 | 150 | 0.6579 | 0.8621 | 0.7463 | 29 | 0.8056 | 0.8529 | 0.8286 | 34 | 0.7969 | 0.8832 | 0.8378 | 0.9628 | |
|
| 0.0302 | 87.0 | 9222 | 0.1736 | 0.8462 | 0.9041 | 0.8742 | 73 | 0.6867 | 0.8769 | 0.7703 | 65 | 0.8790 | 0.92 | 0.8990 | 150 | 0.6757 | 0.8621 | 0.7576 | 29 | 0.8485 | 0.8235 | 0.8358 | 34 | 0.8093 | 0.8946 | 0.8498 | 0.9643 | |
|
| 0.0294 | 88.0 | 9328 | 0.1745 | 0.8442 | 0.8904 | 0.8667 | 73 | 0.6951 | 0.8769 | 0.7755 | 65 | 0.8854 | 0.9267 | 0.9055 | 150 | 0.6857 | 0.8276 | 0.75 | 29 | 0.8286 | 0.8529 | 0.8406 | 34 | 0.8135 | 0.8946 | 0.8521 | 0.9653 | |
|
| 0.028 | 89.0 | 9434 | 0.1782 | 0.8442 | 0.8904 | 0.8667 | 73 | 0.6914 | 0.8615 | 0.7671 | 65 | 0.8861 | 0.9333 | 0.9091 | 150 | 0.6316 | 0.8276 | 0.7164 | 29 | 0.8056 | 0.8529 | 0.8286 | 34 | 0.8051 | 0.8946 | 0.8475 | 0.9636 | |
|
| 0.031 | 90.0 | 9540 | 0.1781 | 0.8442 | 0.8904 | 0.8667 | 73 | 0.6829 | 0.8615 | 0.7619 | 65 | 0.8797 | 0.9267 | 0.9026 | 150 | 0.6316 | 0.8276 | 0.7164 | 29 | 0.8286 | 0.8529 | 0.8406 | 34 | 0.8026 | 0.8917 | 0.8448 | 0.9636 | |
|
| 0.0296 | 91.0 | 9646 | 0.1821 | 0.8442 | 0.8904 | 0.8667 | 73 | 0.6706 | 0.8769 | 0.76 | 65 | 0.8797 | 0.9267 | 0.9026 | 150 | 0.6154 | 0.8276 | 0.7059 | 29 | 0.8056 | 0.8529 | 0.8286 | 34 | 0.7949 | 0.8946 | 0.8418 | 0.9633 | |
|
| 0.0293 | 92.0 | 9752 | 0.1803 | 0.8442 | 0.8904 | 0.8667 | 73 | 0.6786 | 0.8769 | 0.7651 | 65 | 0.8854 | 0.9267 | 0.9055 | 150 | 0.6316 | 0.8276 | 0.7164 | 29 | 0.7838 | 0.8529 | 0.8169 | 34 | 0.7990 | 0.8946 | 0.8441 | 0.9633 | |
|
| 0.0263 | 93.0 | 9858 | 0.1816 | 0.8333 | 0.8904 | 0.8609 | 73 | 0.6786 | 0.8769 | 0.7651 | 65 | 0.8734 | 0.92 | 0.8961 | 150 | 0.6757 | 0.8621 | 0.7576 | 29 | 0.7838 | 0.8529 | 0.8169 | 34 | 0.7970 | 0.8946 | 0.8430 | 0.9628 | |
|
| 0.0266 | 94.0 | 9964 | 0.1820 | 0.8442 | 0.8904 | 0.8667 | 73 | 0.7024 | 0.9077 | 0.7919 | 65 | 0.8742 | 0.9267 | 0.8997 | 150 | 0.6486 | 0.8276 | 0.7273 | 29 | 0.7838 | 0.8529 | 0.8169 | 34 | 0.8020 | 0.9003 | 0.8483 | 0.9631 | |
|
| 0.0277 | 95.0 | 10070 | 0.1841 | 0.8442 | 0.8904 | 0.8667 | 73 | 0.6941 | 0.9077 | 0.7867 | 65 | 0.8742 | 0.9267 | 0.8997 | 150 | 0.6316 | 0.8276 | 0.7164 | 29 | 0.7838 | 0.8529 | 0.8169 | 34 | 0.7980 | 0.9003 | 0.8461 | 0.9631 | |
|
| 0.0273 | 96.0 | 10176 | 0.1806 | 0.8442 | 0.8904 | 0.8667 | 73 | 0.6867 | 0.8769 | 0.7703 | 65 | 0.8742 | 0.9267 | 0.8997 | 150 | 0.6316 | 0.8276 | 0.7164 | 29 | 0.7838 | 0.8529 | 0.8169 | 34 | 0.7970 | 0.8946 | 0.8430 | 0.9633 | |
|
| 0.027 | 97.0 | 10282 | 0.1831 | 0.8442 | 0.8904 | 0.8667 | 73 | 0.6706 | 0.8769 | 0.76 | 65 | 0.8742 | 0.9267 | 0.8997 | 150 | 0.6154 | 0.8276 | 0.7059 | 29 | 0.7838 | 0.8529 | 0.8169 | 34 | 0.7909 | 0.8946 | 0.8396 | 0.9621 | |
|
| 0.0266 | 98.0 | 10388 | 0.1830 | 0.8442 | 0.8904 | 0.8667 | 73 | 0.6988 | 0.8923 | 0.7838 | 65 | 0.8742 | 0.9267 | 0.8997 | 150 | 0.6316 | 0.8276 | 0.7164 | 29 | 0.7838 | 0.8529 | 0.8169 | 34 | 0.7995 | 0.8974 | 0.8456 | 0.9628 | |
|
| 0.0273 | 99.0 | 10494 | 0.1830 | 0.8442 | 0.8904 | 0.8667 | 73 | 0.6988 | 0.8923 | 0.7838 | 65 | 0.8742 | 0.9267 | 0.8997 | 150 | 0.6316 | 0.8276 | 0.7164 | 29 | 0.7838 | 0.8529 | 0.8169 | 34 | 0.7995 | 0.8974 | 0.8456 | 0.9628 | |
|
| 0.0281 | 100.0 | 10600 | 0.1823 | 0.8442 | 0.8904 | 0.8667 | 73 | 0.6786 | 0.8769 | 0.7651 | 65 | 0.8742 | 0.9267 | 0.8997 | 150 | 0.6316 | 0.8276 | 0.7164 | 29 | 0.7838 | 0.8529 | 0.8169 | 34 | 0.7949 | 0.8946 | 0.8418 | 0.9626 | |
|
|
|
|
|
### Framework versions |
|
|
|
- Transformers 4.39.3 |
|
- Pytorch 2.3.0+cu121 |
|
- Datasets 2.19.1 |
|
- Tokenizers 0.15.2 |
|
|
