nerugm-pt-pl50-1
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: 0.1800
- Location Precision: 0.7625
- Location Recall: 0.8841
- Location F1: 0.8188
- Location Number: 69
- Organization Precision: 0.5882
- Organization Recall: 0.8197
- Organization F1: 0.6849
- Organization Number: 61
- Person Precision: 0.8951
- Person Recall: 0.9477
- Person F1: 0.9206
- Person Number: 153
- Quantity Precision: 0.7222
- Quantity Recall: 0.8125
- Quantity F1: 0.7647
- Quantity Number: 32
- Time Precision: 0.7647
- Time Recall: 0.8387
- Time F1: 0.8000
- Time Number: 31
- Overall Precision: 0.7758
- Overall Recall: 0.8902
- Overall F1: 0.8291
- Overall Accuracy: 0.9631
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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0.9737 | 1.0 | 106 | 0.5872 | 0.0 | 0.0 | 0.0 | 69 | 0.0 | 0.0 | 0.0 | 61 | 0.2632 | 0.0327 | 0.0581 | 153 | 0.0 | 0.0 | 0.0 | 32 | 0.0 | 0.0 | 0.0 | 31 | 0.1786 | 0.0145 | 0.0267 | 0.8390 |
| 0.4933 | 2.0 | 212 | 0.3355 | 0.4706 | 0.3478 | 0.4000 | 69 | 0.1739 | 0.1311 | 0.1495 | 61 | 0.5 | 0.7843 | 0.6107 | 153 | 0.2222 | 0.125 | 0.16 | 32 | 0.6216 | 0.7419 | 0.6765 | 31 | 0.4566 | 0.5173 | 0.4851 | 0.9019 |
| 0.288 | 3.0 | 318 | 0.2152 | 0.4953 | 0.7681 | 0.6023 | 69 | 0.4124 | 0.6557 | 0.5063 | 61 | 0.7527 | 0.9150 | 0.8260 | 153 | 0.4038 | 0.6562 | 0.5000 | 32 | 0.6667 | 0.9032 | 0.7671 | 31 | 0.5826 | 0.8150 | 0.6795 | 0.9301 |
| 0.2019 | 4.0 | 424 | 0.1914 | 0.5851 | 0.7971 | 0.6748 | 69 | 0.5109 | 0.7705 | 0.6144 | 61 | 0.7978 | 0.9281 | 0.8580 | 153 | 0.4364 | 0.75 | 0.5517 | 32 | 0.5532 | 0.8387 | 0.6667 | 31 | 0.6309 | 0.8497 | 0.7241 | 0.9368 |
| 0.1678 | 5.0 | 530 | 0.1416 | 0.675 | 0.7826 | 0.7248 | 69 | 0.5052 | 0.8033 | 0.6203 | 61 | 0.8372 | 0.9412 | 0.8862 | 153 | 0.6154 | 0.75 | 0.6761 | 32 | 0.7576 | 0.8065 | 0.7812 | 31 | 0.7031 | 0.8555 | 0.7718 | 0.9537 |
| 0.1507 | 6.0 | 636 | 0.1412 | 0.6437 | 0.8116 | 0.7179 | 69 | 0.5169 | 0.7541 | 0.6133 | 61 | 0.8412 | 0.9346 | 0.8854 | 153 | 0.6429 | 0.8438 | 0.7297 | 32 | 0.65 | 0.8387 | 0.7324 | 31 | 0.6963 | 0.8613 | 0.7700 | 0.9522 |
| 0.1381 | 7.0 | 742 | 0.1358 | 0.6951 | 0.8261 | 0.7550 | 69 | 0.5714 | 0.8525 | 0.6842 | 61 | 0.8571 | 0.9412 | 0.8972 | 153 | 0.6136 | 0.8438 | 0.7105 | 32 | 0.7297 | 0.8710 | 0.7941 | 31 | 0.7275 | 0.8873 | 0.7995 | 0.9542 |
| 0.1302 | 8.0 | 848 | 0.1409 | 0.6875 | 0.7971 | 0.7383 | 69 | 0.5435 | 0.8197 | 0.6536 | 61 | 0.8614 | 0.9346 | 0.8966 | 153 | 0.6429 | 0.8438 | 0.7297 | 32 | 0.5909 | 0.8387 | 0.6933 | 31 | 0.7099 | 0.8699 | 0.7818 | 0.9522 |
| 0.1251 | 9.0 | 954 | 0.1372 | 0.6744 | 0.8406 | 0.7484 | 69 | 0.5647 | 0.7869 | 0.6575 | 61 | 0.8623 | 0.9412 | 0.9 | 153 | 0.6667 | 0.8125 | 0.7324 | 32 | 0.6341 | 0.8387 | 0.7222 | 31 | 0.7225 | 0.8728 | 0.7906 | 0.9562 |
| 0.1149 | 10.0 | 1060 | 0.1274 | 0.7059 | 0.8696 | 0.7792 | 69 | 0.6133 | 0.7541 | 0.6765 | 61 | 0.8471 | 0.9412 | 0.8916 | 153 | 0.6410 | 0.7812 | 0.7042 | 32 | 0.7222 | 0.8387 | 0.7761 | 31 | 0.7432 | 0.8699 | 0.8016 | 0.9591 |
| 0.1094 | 11.0 | 1166 | 0.1321 | 0.6782 | 0.8551 | 0.7564 | 69 | 0.6 | 0.7377 | 0.6618 | 61 | 0.8659 | 0.9281 | 0.8959 | 153 | 0.6279 | 0.8438 | 0.72 | 32 | 0.7027 | 0.8387 | 0.7647 | 31 | 0.7365 | 0.8642 | 0.7952 | 0.9564 |
| 0.1052 | 12.0 | 1272 | 0.1400 | 0.7342 | 0.8406 | 0.7838 | 69 | 0.6197 | 0.7213 | 0.6667 | 61 | 0.8606 | 0.9281 | 0.8931 | 153 | 0.6047 | 0.8125 | 0.6933 | 32 | 0.8667 | 0.8387 | 0.8525 | 31 | 0.7629 | 0.8555 | 0.8065 | 0.9562 |
| 0.0986 | 13.0 | 1378 | 0.1337 | 0.75 | 0.8696 | 0.8054 | 69 | 0.5435 | 0.8197 | 0.6536 | 61 | 0.8623 | 0.9412 | 0.9 | 153 | 0.7105 | 0.8438 | 0.7714 | 32 | 0.7027 | 0.8387 | 0.7647 | 31 | 0.7415 | 0.8873 | 0.8079 | 0.9579 |
| 0.0976 | 14.0 | 1484 | 0.1321 | 0.8108 | 0.8696 | 0.8392 | 69 | 0.6282 | 0.8033 | 0.7050 | 61 | 0.8667 | 0.9346 | 0.8994 | 153 | 0.5909 | 0.8125 | 0.6842 | 32 | 0.7222 | 0.8387 | 0.7761 | 31 | 0.7657 | 0.8786 | 0.8183 | 0.9581 |
| 0.094 | 15.0 | 1590 | 0.1265 | 0.7662 | 0.8551 | 0.8082 | 69 | 0.5769 | 0.7377 | 0.6475 | 61 | 0.8659 | 0.9281 | 0.8959 | 153 | 0.7 | 0.875 | 0.7778 | 32 | 0.7879 | 0.8387 | 0.8125 | 31 | 0.7653 | 0.8671 | 0.8130 | 0.9589 |
| 0.0882 | 16.0 | 1696 | 0.1331 | 0.7468 | 0.8551 | 0.7973 | 69 | 0.5455 | 0.7869 | 0.6443 | 61 | 0.8780 | 0.9412 | 0.9085 | 153 | 0.6047 | 0.8125 | 0.6933 | 32 | 0.8438 | 0.8710 | 0.8571 | 31 | 0.7488 | 0.8786 | 0.8085 | 0.9571 |
| 0.089 | 17.0 | 1802 | 0.1330 | 0.7284 | 0.8551 | 0.7867 | 69 | 0.5930 | 0.8361 | 0.6939 | 61 | 0.8855 | 0.9608 | 0.9216 | 153 | 0.65 | 0.8125 | 0.7222 | 32 | 0.75 | 0.8710 | 0.8060 | 31 | 0.7579 | 0.8960 | 0.8212 | 0.9591 |
| 0.0854 | 18.0 | 1908 | 0.1269 | 0.7284 | 0.8551 | 0.7867 | 69 | 0.6104 | 0.7705 | 0.6812 | 61 | 0.8820 | 0.9281 | 0.9045 | 153 | 0.6341 | 0.8125 | 0.7123 | 32 | 0.7429 | 0.8387 | 0.7879 | 31 | 0.7595 | 0.8671 | 0.8097 | 0.9596 |
| 0.0834 | 19.0 | 2014 | 0.1289 | 0.7595 | 0.8696 | 0.8108 | 69 | 0.5730 | 0.8361 | 0.6800 | 61 | 0.8631 | 0.9477 | 0.9034 | 153 | 0.6341 | 0.8125 | 0.7123 | 32 | 0.7812 | 0.8065 | 0.7937 | 31 | 0.7506 | 0.8873 | 0.8132 | 0.9594 |
| 0.079 | 20.0 | 2120 | 0.1386 | 0.7662 | 0.8551 | 0.8082 | 69 | 0.6023 | 0.8689 | 0.7114 | 61 | 0.8841 | 0.9477 | 0.9148 | 153 | 0.5909 | 0.8125 | 0.6842 | 32 | 0.8065 | 0.8065 | 0.8065 | 31 | 0.7624 | 0.8902 | 0.8213 | 0.9579 |
| 0.0745 | 21.0 | 2226 | 0.1414 | 0.7375 | 0.8551 | 0.7919 | 69 | 0.5568 | 0.8033 | 0.6577 | 61 | 0.8841 | 0.9477 | 0.9148 | 153 | 0.6190 | 0.8125 | 0.7027 | 32 | 0.8065 | 0.8065 | 0.8065 | 31 | 0.7506 | 0.8786 | 0.8096 | 0.9557 |
| 0.0767 | 22.0 | 2332 | 0.1421 | 0.7468 | 0.8551 | 0.7973 | 69 | 0.5952 | 0.8197 | 0.6897 | 61 | 0.8727 | 0.9412 | 0.9057 | 153 | 0.5909 | 0.8125 | 0.6842 | 32 | 0.8065 | 0.8065 | 0.8065 | 31 | 0.7543 | 0.8786 | 0.8117 | 0.9584 |
| 0.0744 | 23.0 | 2438 | 0.1270 | 0.7532 | 0.8406 | 0.7945 | 69 | 0.5814 | 0.8197 | 0.6803 | 61 | 0.8780 | 0.9412 | 0.9085 | 153 | 0.5909 | 0.8125 | 0.6842 | 32 | 0.8667 | 0.8387 | 0.8525 | 31 | 0.7581 | 0.8786 | 0.8139 | 0.9606 |
| 0.0734 | 24.0 | 2544 | 0.1273 | 0.7468 | 0.8551 | 0.7973 | 69 | 0.6164 | 0.7377 | 0.6716 | 61 | 0.8834 | 0.9412 | 0.9114 | 153 | 0.7105 | 0.8438 | 0.7714 | 32 | 0.8065 | 0.8065 | 0.8065 | 31 | 0.7812 | 0.8671 | 0.8219 | 0.9626 |
| 0.0699 | 25.0 | 2650 | 0.1327 | 0.7564 | 0.8551 | 0.8027 | 69 | 0.5476 | 0.7541 | 0.6345 | 61 | 0.8841 | 0.9477 | 0.9148 | 153 | 0.675 | 0.8438 | 0.75 | 32 | 0.7941 | 0.8710 | 0.8308 | 31 | 0.76 | 0.8786 | 0.8150 | 0.9594 |
| 0.066 | 26.0 | 2756 | 0.1439 | 0.7284 | 0.8551 | 0.7867 | 69 | 0.5682 | 0.8197 | 0.6711 | 61 | 0.8727 | 0.9412 | 0.9057 | 153 | 0.6190 | 0.8125 | 0.7027 | 32 | 0.7576 | 0.8065 | 0.7812 | 31 | 0.7433 | 0.8786 | 0.8053 | 0.9562 |
| 0.0646 | 27.0 | 2862 | 0.1412 | 0.7468 | 0.8551 | 0.7973 | 69 | 0.5833 | 0.8033 | 0.6759 | 61 | 0.8780 | 0.9412 | 0.9085 | 153 | 0.65 | 0.8125 | 0.7222 | 32 | 0.6842 | 0.8387 | 0.7536 | 31 | 0.7506 | 0.8786 | 0.8096 | 0.9576 |
| 0.0607 | 28.0 | 2968 | 0.1430 | 0.7468 | 0.8551 | 0.7973 | 69 | 0.5823 | 0.7541 | 0.6571 | 61 | 0.8848 | 0.9542 | 0.9182 | 153 | 0.6667 | 0.8125 | 0.7324 | 32 | 0.7941 | 0.8710 | 0.8308 | 31 | 0.7677 | 0.8786 | 0.8194 | 0.9581 |
| 0.064 | 29.0 | 3074 | 0.1415 | 0.7375 | 0.8551 | 0.7919 | 69 | 0.5556 | 0.8197 | 0.6623 | 61 | 0.8834 | 0.9412 | 0.9114 | 153 | 0.6667 | 0.875 | 0.7568 | 32 | 0.7812 | 0.8065 | 0.7937 | 31 | 0.7518 | 0.8844 | 0.8127 | 0.9586 |
| 0.0622 | 30.0 | 3180 | 0.1324 | 0.7564 | 0.8551 | 0.8027 | 69 | 0.5854 | 0.7869 | 0.6713 | 61 | 0.8512 | 0.9346 | 0.8910 | 153 | 0.7568 | 0.875 | 0.8116 | 32 | 0.8667 | 0.8387 | 0.8525 | 31 | 0.7696 | 0.8786 | 0.8205 | 0.9619 |
| 0.0591 | 31.0 | 3286 | 0.1380 | 0.7468 | 0.8551 | 0.7973 | 69 | 0.5802 | 0.7705 | 0.6620 | 61 | 0.8720 | 0.9346 | 0.9022 | 153 | 0.65 | 0.8125 | 0.7222 | 32 | 0.8667 | 0.8387 | 0.8525 | 31 | 0.7640 | 0.8699 | 0.8135 | 0.9604 |
| 0.0569 | 32.0 | 3392 | 0.1356 | 0.7564 | 0.8551 | 0.8027 | 69 | 0.6 | 0.7377 | 0.6618 | 61 | 0.8780 | 0.9412 | 0.9085 | 153 | 0.7105 | 0.8438 | 0.7714 | 32 | 0.7879 | 0.8387 | 0.8125 | 31 | 0.7758 | 0.8699 | 0.8202 | 0.9616 |
| 0.0568 | 33.0 | 3498 | 0.1446 | 0.7662 | 0.8551 | 0.8082 | 69 | 0.5647 | 0.7869 | 0.6575 | 61 | 0.8667 | 0.9346 | 0.8994 | 153 | 0.675 | 0.8438 | 0.75 | 32 | 0.7879 | 0.8387 | 0.8125 | 31 | 0.7575 | 0.8757 | 0.8123 | 0.9599 |
| 0.0533 | 34.0 | 3604 | 0.1537 | 0.7375 | 0.8551 | 0.7919 | 69 | 0.5778 | 0.8525 | 0.6887 | 61 | 0.8675 | 0.9412 | 0.9028 | 153 | 0.6667 | 0.8125 | 0.7324 | 32 | 0.7027 | 0.8387 | 0.7647 | 31 | 0.7451 | 0.8873 | 0.8100 | 0.9584 |
| 0.0547 | 35.0 | 3710 | 0.1428 | 0.7284 | 0.8551 | 0.7867 | 69 | 0.5556 | 0.8197 | 0.6623 | 61 | 0.8667 | 0.9346 | 0.8994 | 153 | 0.6667 | 0.8125 | 0.7324 | 32 | 0.7879 | 0.8387 | 0.8125 | 31 | 0.7451 | 0.8786 | 0.8064 | 0.9594 |
| 0.0549 | 36.0 | 3816 | 0.1424 | 0.7375 | 0.8551 | 0.7919 | 69 | 0.5595 | 0.7705 | 0.6483 | 61 | 0.8780 | 0.9412 | 0.9085 | 153 | 0.7568 | 0.875 | 0.8116 | 32 | 0.8387 | 0.8387 | 0.8387 | 31 | 0.7677 | 0.8786 | 0.8194 | 0.9604 |
| 0.0521 | 37.0 | 3922 | 0.1371 | 0.7595 | 0.8696 | 0.8108 | 69 | 0.5455 | 0.7869 | 0.6443 | 61 | 0.8563 | 0.9346 | 0.8938 | 153 | 0.7222 | 0.8125 | 0.7647 | 32 | 0.8667 | 0.8387 | 0.8525 | 31 | 0.7575 | 0.8757 | 0.8123 | 0.9611 |
| 0.0509 | 38.0 | 4028 | 0.1469 | 0.7722 | 0.8841 | 0.8243 | 69 | 0.5682 | 0.8197 | 0.6711 | 61 | 0.8841 | 0.9477 | 0.9148 | 153 | 0.6842 | 0.8125 | 0.7429 | 32 | 0.8125 | 0.8387 | 0.8254 | 31 | 0.7681 | 0.8902 | 0.8246 | 0.9611 |
| 0.0489 | 39.0 | 4134 | 0.1406 | 0.7722 | 0.8841 | 0.8243 | 69 | 0.5949 | 0.7705 | 0.6714 | 61 | 0.8841 | 0.9477 | 0.9148 | 153 | 0.6341 | 0.8125 | 0.7123 | 32 | 0.8387 | 0.8387 | 0.8387 | 31 | 0.7741 | 0.8815 | 0.8243 | 0.9623 |
| 0.0509 | 40.0 | 4240 | 0.1526 | 0.7317 | 0.8696 | 0.7947 | 69 | 0.5904 | 0.8033 | 0.6806 | 61 | 0.8788 | 0.9477 | 0.9119 | 153 | 0.6667 | 0.8125 | 0.7324 | 32 | 0.7879 | 0.8387 | 0.8125 | 31 | 0.7612 | 0.8844 | 0.8182 | 0.9611 |
| 0.0473 | 41.0 | 4346 | 0.1401 | 0.7662 | 0.8551 | 0.8082 | 69 | 0.5579 | 0.8689 | 0.6795 | 61 | 0.8727 | 0.9412 | 0.9057 | 153 | 0.7879 | 0.8125 | 0.8 | 32 | 0.8667 | 0.8387 | 0.8525 | 31 | 0.77 | 0.8902 | 0.8257 | 0.9633 |
| 0.0479 | 42.0 | 4452 | 0.1427 | 0.7375 | 0.8551 | 0.7919 | 69 | 0.5778 | 0.8525 | 0.6887 | 61 | 0.8727 | 0.9412 | 0.9057 | 153 | 0.75 | 0.8438 | 0.7941 | 32 | 0.8387 | 0.8387 | 0.8387 | 31 | 0.7662 | 0.8902 | 0.8235 | 0.9643 |
| 0.0463 | 43.0 | 4558 | 0.1413 | 0.7692 | 0.8696 | 0.8163 | 69 | 0.5730 | 0.8361 | 0.6800 | 61 | 0.8667 | 0.9346 | 0.8994 | 153 | 0.7027 | 0.8125 | 0.7536 | 32 | 0.7879 | 0.8387 | 0.8125 | 31 | 0.7612 | 0.8844 | 0.8182 | 0.9606 |
| 0.0436 | 44.0 | 4664 | 0.1520 | 0.7564 | 0.8551 | 0.8027 | 69 | 0.5909 | 0.8525 | 0.6980 | 61 | 0.8563 | 0.9346 | 0.8938 | 153 | 0.7568 | 0.875 | 0.8116 | 32 | 0.7647 | 0.8387 | 0.8000 | 31 | 0.7624 | 0.8902 | 0.8213 | 0.9609 |
| 0.0439 | 45.0 | 4770 | 0.1476 | 0.7625 | 0.8841 | 0.8188 | 69 | 0.5897 | 0.7541 | 0.6619 | 61 | 0.8841 | 0.9477 | 0.9148 | 153 | 0.65 | 0.8125 | 0.7222 | 32 | 0.8125 | 0.8387 | 0.8254 | 31 | 0.7716 | 0.8786 | 0.8216 | 0.9621 |
| 0.0436 | 46.0 | 4876 | 0.1438 | 0.7722 | 0.8841 | 0.8243 | 69 | 0.5977 | 0.8525 | 0.7027 | 61 | 0.8727 | 0.9412 | 0.9057 | 153 | 0.75 | 0.8438 | 0.7941 | 32 | 0.8387 | 0.8387 | 0.8387 | 31 | 0.7789 | 0.8960 | 0.8333 | 0.9636 |
| 0.0419 | 47.0 | 4982 | 0.1585 | 0.7722 | 0.8841 | 0.8243 | 69 | 0.5921 | 0.7377 | 0.6569 | 61 | 0.8462 | 0.9346 | 0.8882 | 153 | 0.7179 | 0.875 | 0.7887 | 32 | 0.8125 | 0.8387 | 0.8254 | 31 | 0.7671 | 0.8757 | 0.8178 | 0.9596 |
| 0.0416 | 48.0 | 5088 | 0.1615 | 0.75 | 0.8696 | 0.8054 | 69 | 0.5647 | 0.7869 | 0.6575 | 61 | 0.8834 | 0.9412 | 0.9114 | 153 | 0.7027 | 0.8125 | 0.7536 | 32 | 0.7879 | 0.8387 | 0.8125 | 31 | 0.7638 | 0.8786 | 0.8172 | 0.9604 |
| 0.0415 | 49.0 | 5194 | 0.1518 | 0.7821 | 0.8841 | 0.8299 | 69 | 0.5610 | 0.7541 | 0.6434 | 61 | 0.8614 | 0.9346 | 0.8966 | 153 | 0.7714 | 0.8438 | 0.8060 | 32 | 0.7879 | 0.8387 | 0.8125 | 31 | 0.7690 | 0.8757 | 0.8189 | 0.9619 |
| 0.0395 | 50.0 | 5300 | 0.1532 | 0.7692 | 0.8696 | 0.8163 | 69 | 0.5679 | 0.7541 | 0.6479 | 61 | 0.8675 | 0.9412 | 0.9028 | 153 | 0.7222 | 0.8125 | 0.7647 | 32 | 0.8667 | 0.8387 | 0.8525 | 31 | 0.7724 | 0.8728 | 0.8195 | 0.9626 |
| 0.0394 | 51.0 | 5406 | 0.1582 | 0.7625 | 0.8841 | 0.8188 | 69 | 0.5730 | 0.8361 | 0.6800 | 61 | 0.8834 | 0.9412 | 0.9114 | 153 | 0.7222 | 0.8125 | 0.7647 | 32 | 0.8667 | 0.8387 | 0.8525 | 31 | 0.7739 | 0.8902 | 0.8280 | 0.9628 |
| 0.0364 | 52.0 | 5512 | 0.1577 | 0.7595 | 0.8696 | 0.8108 | 69 | 0.5568 | 0.8033 | 0.6577 | 61 | 0.8788 | 0.9477 | 0.9119 | 153 | 0.7429 | 0.8125 | 0.7761 | 32 | 0.8667 | 0.8387 | 0.8525 | 31 | 0.7708 | 0.8844 | 0.8237 | 0.9621 |
| 0.0394 | 53.0 | 5618 | 0.1619 | 0.7531 | 0.8841 | 0.8133 | 69 | 0.5952 | 0.8197 | 0.6897 | 61 | 0.8675 | 0.9412 | 0.9028 | 153 | 0.75 | 0.8438 | 0.7941 | 32 | 0.8667 | 0.8387 | 0.8525 | 31 | 0.7758 | 0.8902 | 0.8291 | 0.9611 |
| 0.0366 | 54.0 | 5724 | 0.1609 | 0.7407 | 0.8696 | 0.8000 | 69 | 0.5556 | 0.8197 | 0.6623 | 61 | 0.8667 | 0.9346 | 0.8994 | 153 | 0.7714 | 0.8438 | 0.8060 | 32 | 0.8125 | 0.8387 | 0.8254 | 31 | 0.7593 | 0.8844 | 0.8171 | 0.9619 |
| 0.0368 | 55.0 | 5830 | 0.1603 | 0.7317 | 0.8696 | 0.7947 | 69 | 0.5714 | 0.8525 | 0.6842 | 61 | 0.8494 | 0.9216 | 0.8840 | 153 | 0.7222 | 0.8125 | 0.7647 | 32 | 0.8387 | 0.8387 | 0.8387 | 31 | 0.7512 | 0.8815 | 0.8112 | 0.9614 |
| 0.0361 | 56.0 | 5936 | 0.1588 | 0.7848 | 0.8986 | 0.8378 | 69 | 0.5904 | 0.8033 | 0.6806 | 61 | 0.8834 | 0.9412 | 0.9114 | 153 | 0.75 | 0.8438 | 0.7941 | 32 | 0.8125 | 0.8387 | 0.8254 | 31 | 0.7837 | 0.8902 | 0.8336 | 0.9626 |
| 0.0355 | 57.0 | 6042 | 0.1562 | 0.7722 | 0.8841 | 0.8243 | 69 | 0.5506 | 0.8033 | 0.6533 | 61 | 0.8780 | 0.9412 | 0.9085 | 153 | 0.7222 | 0.8125 | 0.7647 | 32 | 0.8125 | 0.8387 | 0.8254 | 31 | 0.765 | 0.8844 | 0.8204 | 0.9626 |
| 0.036 | 58.0 | 6148 | 0.1564 | 0.7848 | 0.8986 | 0.8378 | 69 | 0.5795 | 0.8361 | 0.6846 | 61 | 0.8780 | 0.9412 | 0.9085 | 153 | 0.7222 | 0.8125 | 0.7647 | 32 | 0.7879 | 0.8387 | 0.8125 | 31 | 0.7725 | 0.8931 | 0.8284 | 0.9626 |
| 0.0331 | 59.0 | 6254 | 0.1617 | 0.75 | 0.8696 | 0.8054 | 69 | 0.5765 | 0.8033 | 0.6712 | 61 | 0.8780 | 0.9412 | 0.9085 | 153 | 0.6842 | 0.8125 | 0.7429 | 32 | 0.8125 | 0.8387 | 0.8254 | 31 | 0.7644 | 0.8815 | 0.8188 | 0.9616 |
| 0.0325 | 60.0 | 6360 | 0.1721 | 0.775 | 0.8986 | 0.8322 | 69 | 0.5778 | 0.8525 | 0.6887 | 61 | 0.8834 | 0.9412 | 0.9114 | 153 | 0.6667 | 0.8125 | 0.7324 | 32 | 0.8125 | 0.8387 | 0.8254 | 31 | 0.7673 | 0.8960 | 0.8267 | 0.9611 |
| 0.0344 | 61.0 | 6466 | 0.1583 | 0.7625 | 0.8841 | 0.8188 | 69 | 0.5732 | 0.7705 | 0.6573 | 61 | 0.8938 | 0.9346 | 0.9137 | 153 | 0.75 | 0.8438 | 0.7941 | 32 | 0.8125 | 0.8387 | 0.8254 | 31 | 0.7795 | 0.8786 | 0.8261 | 0.9626 |
| 0.0339 | 62.0 | 6572 | 0.1648 | 0.7625 | 0.8841 | 0.8188 | 69 | 0.5823 | 0.7541 | 0.6571 | 61 | 0.8896 | 0.9477 | 0.9177 | 153 | 0.7222 | 0.8125 | 0.7647 | 32 | 0.8125 | 0.8387 | 0.8254 | 31 | 0.7795 | 0.8786 | 0.8261 | 0.9626 |
| 0.0337 | 63.0 | 6678 | 0.1640 | 0.75 | 0.8696 | 0.8054 | 69 | 0.5909 | 0.8525 | 0.6980 | 61 | 0.8834 | 0.9412 | 0.9114 | 153 | 0.6842 | 0.8125 | 0.7429 | 32 | 0.7879 | 0.8387 | 0.8125 | 31 | 0.7662 | 0.8902 | 0.8235 | 0.9611 |
| 0.0321 | 64.0 | 6784 | 0.1712 | 0.7531 | 0.8841 | 0.8133 | 69 | 0.5604 | 0.8361 | 0.6711 | 61 | 0.8780 | 0.9412 | 0.9085 | 153 | 0.7222 | 0.8125 | 0.7647 | 32 | 0.8125 | 0.8387 | 0.8254 | 31 | 0.7624 | 0.8902 | 0.8213 | 0.9606 |
| 0.0344 | 65.0 | 6890 | 0.1731 | 0.7407 | 0.8696 | 0.8000 | 69 | 0.5543 | 0.8361 | 0.6667 | 61 | 0.8773 | 0.9346 | 0.9051 | 153 | 0.6842 | 0.8125 | 0.7429 | 32 | 0.7647 | 0.8387 | 0.8000 | 31 | 0.75 | 0.8844 | 0.8117 | 0.9594 |
| 0.0321 | 66.0 | 6996 | 0.1540 | 0.7654 | 0.8986 | 0.8267 | 69 | 0.5802 | 0.7705 | 0.6620 | 61 | 0.8841 | 0.9477 | 0.9148 | 153 | 0.75 | 0.8438 | 0.7941 | 32 | 0.8387 | 0.8387 | 0.8387 | 31 | 0.7812 | 0.8873 | 0.8309 | 0.9633 |
| 0.0306 | 67.0 | 7102 | 0.1659 | 0.7625 | 0.8841 | 0.8188 | 69 | 0.5556 | 0.8197 | 0.6623 | 61 | 0.8827 | 0.9346 | 0.9079 | 153 | 0.75 | 0.8438 | 0.7941 | 32 | 0.7879 | 0.8387 | 0.8125 | 31 | 0.7656 | 0.8873 | 0.8220 | 0.9609 |
| 0.0317 | 68.0 | 7208 | 0.1646 | 0.7561 | 0.8986 | 0.8212 | 69 | 0.5679 | 0.7541 | 0.6479 | 61 | 0.8712 | 0.9281 | 0.8987 | 153 | 0.7027 | 0.8125 | 0.7536 | 32 | 0.7647 | 0.8387 | 0.8000 | 31 | 0.7607 | 0.8728 | 0.8129 | 0.9611 |
| 0.0295 | 69.0 | 7314 | 0.1637 | 0.7722 | 0.8841 | 0.8243 | 69 | 0.5488 | 0.7377 | 0.6294 | 61 | 0.8834 | 0.9412 | 0.9114 | 153 | 0.75 | 0.8438 | 0.7941 | 32 | 0.8387 | 0.8387 | 0.8387 | 31 | 0.7749 | 0.8757 | 0.8223 | 0.9616 |
| 0.0292 | 70.0 | 7420 | 0.1645 | 0.7595 | 0.8696 | 0.8108 | 69 | 0.5570 | 0.7213 | 0.6286 | 61 | 0.8889 | 0.9412 | 0.9143 | 153 | 0.7714 | 0.8438 | 0.8060 | 32 | 0.8125 | 0.8387 | 0.8254 | 31 | 0.7778 | 0.8699 | 0.8213 | 0.9621 |
| 0.0288 | 71.0 | 7526 | 0.1690 | 0.7625 | 0.8841 | 0.8188 | 69 | 0.5682 | 0.8197 | 0.6711 | 61 | 0.8667 | 0.9346 | 0.8994 | 153 | 0.6667 | 0.8125 | 0.7324 | 32 | 0.8125 | 0.8387 | 0.8254 | 31 | 0.7574 | 0.8844 | 0.816 | 0.9604 |
| 0.0273 | 72.0 | 7632 | 0.1632 | 0.7531 | 0.8841 | 0.8133 | 69 | 0.5625 | 0.7377 | 0.6383 | 61 | 0.8727 | 0.9412 | 0.9057 | 153 | 0.7105 | 0.8438 | 0.7714 | 32 | 0.8125 | 0.8387 | 0.8254 | 31 | 0.7652 | 0.8757 | 0.8167 | 0.9623 |
| 0.0293 | 73.0 | 7738 | 0.1642 | 0.775 | 0.8986 | 0.8322 | 69 | 0.5568 | 0.8033 | 0.6577 | 61 | 0.8614 | 0.9346 | 0.8966 | 153 | 0.7105 | 0.8438 | 0.7714 | 32 | 0.8125 | 0.8387 | 0.8254 | 31 | 0.7599 | 0.8873 | 0.8187 | 0.9619 |
| 0.0278 | 74.0 | 7844 | 0.1676 | 0.75 | 0.8696 | 0.8054 | 69 | 0.5568 | 0.8033 | 0.6577 | 61 | 0.9119 | 0.9477 | 0.9295 | 153 | 0.7027 | 0.8125 | 0.7536 | 32 | 0.8387 | 0.8387 | 0.8387 | 31 | 0.7747 | 0.8844 | 0.8259 | 0.9628 |
| 0.0273 | 75.0 | 7950 | 0.1682 | 0.7722 | 0.8841 | 0.8243 | 69 | 0.5632 | 0.8033 | 0.6622 | 61 | 0.8780 | 0.9412 | 0.9085 | 153 | 0.75 | 0.8438 | 0.7941 | 32 | 0.8125 | 0.8387 | 0.8254 | 31 | 0.7714 | 0.8873 | 0.8253 | 0.9621 |
| 0.0268 | 76.0 | 8056 | 0.1663 | 0.775 | 0.8986 | 0.8322 | 69 | 0.5854 | 0.7869 | 0.6713 | 61 | 0.8951 | 0.9477 | 0.9206 | 153 | 0.75 | 0.8438 | 0.7941 | 32 | 0.8125 | 0.8387 | 0.8254 | 31 | 0.7857 | 0.8902 | 0.8347 | 0.9633 |
| 0.0264 | 77.0 | 8162 | 0.1664 | 0.75 | 0.8696 | 0.8054 | 69 | 0.5556 | 0.7377 | 0.6338 | 61 | 0.8841 | 0.9477 | 0.9148 | 153 | 0.7297 | 0.8438 | 0.7826 | 32 | 0.8125 | 0.8387 | 0.8254 | 31 | 0.7690 | 0.8757 | 0.8189 | 0.9614 |
| 0.0273 | 78.0 | 8268 | 0.1646 | 0.7407 | 0.8696 | 0.8000 | 69 | 0.5647 | 0.7869 | 0.6575 | 61 | 0.8896 | 0.9477 | 0.9177 | 153 | 0.75 | 0.8438 | 0.7941 | 32 | 0.8125 | 0.8387 | 0.8254 | 31 | 0.7708 | 0.8844 | 0.8237 | 0.9621 |
| 0.0262 | 79.0 | 8374 | 0.1653 | 0.75 | 0.8696 | 0.8054 | 69 | 0.5679 | 0.7541 | 0.6479 | 61 | 0.8951 | 0.9477 | 0.9206 | 153 | 0.7222 | 0.8125 | 0.7647 | 32 | 0.8125 | 0.8387 | 0.8254 | 31 | 0.7749 | 0.8757 | 0.8223 | 0.9628 |
| 0.0261 | 80.0 | 8480 | 0.1805 | 0.7595 | 0.8696 | 0.8108 | 69 | 0.5698 | 0.8033 | 0.6667 | 61 | 0.8841 | 0.9477 | 0.9148 | 153 | 0.7297 | 0.8438 | 0.7826 | 32 | 0.7429 | 0.8387 | 0.7879 | 31 | 0.7656 | 0.8873 | 0.8220 | 0.9614 |
| 0.0273 | 81.0 | 8586 | 0.1678 | 0.775 | 0.8986 | 0.8322 | 69 | 0.6053 | 0.7541 | 0.6715 | 61 | 0.8841 | 0.9477 | 0.9148 | 153 | 0.75 | 0.8438 | 0.7941 | 32 | 0.7647 | 0.8387 | 0.8000 | 31 | 0.7846 | 0.8844 | 0.8315 | 0.9633 |
| 0.0251 | 82.0 | 8692 | 0.1738 | 0.7531 | 0.8841 | 0.8133 | 69 | 0.6 | 0.7377 | 0.6618 | 61 | 0.8896 | 0.9477 | 0.9177 | 153 | 0.7222 | 0.8125 | 0.7647 | 32 | 0.7647 | 0.8387 | 0.8000 | 31 | 0.7789 | 0.8757 | 0.8245 | 0.9621 |
| 0.024 | 83.0 | 8798 | 0.1740 | 0.7625 | 0.8841 | 0.8188 | 69 | 0.6076 | 0.7869 | 0.6857 | 61 | 0.8896 | 0.9477 | 0.9177 | 153 | 0.75 | 0.8438 | 0.7941 | 32 | 0.7647 | 0.8387 | 0.8000 | 31 | 0.7832 | 0.8873 | 0.8320 | 0.9631 |
| 0.0239 | 84.0 | 8904 | 0.1729 | 0.775 | 0.8986 | 0.8322 | 69 | 0.6026 | 0.7705 | 0.6763 | 61 | 0.8957 | 0.9542 | 0.9241 | 153 | 0.75 | 0.8438 | 0.7941 | 32 | 0.8125 | 0.8387 | 0.8254 | 31 | 0.7918 | 0.8902 | 0.8381 | 0.9641 |
| 0.0242 | 85.0 | 9010 | 0.1779 | 0.7625 | 0.8841 | 0.8188 | 69 | 0.575 | 0.7541 | 0.6525 | 61 | 0.8841 | 0.9477 | 0.9148 | 153 | 0.7297 | 0.8438 | 0.7826 | 32 | 0.7647 | 0.8387 | 0.8000 | 31 | 0.7722 | 0.8815 | 0.8232 | 0.9621 |
| 0.0226 | 86.0 | 9116 | 0.1735 | 0.775 | 0.8986 | 0.8322 | 69 | 0.5926 | 0.7869 | 0.6761 | 61 | 0.8780 | 0.9412 | 0.9085 | 153 | 0.7027 | 0.8125 | 0.7536 | 32 | 0.7879 | 0.8387 | 0.8125 | 31 | 0.7747 | 0.8844 | 0.8259 | 0.9628 |
| 0.0247 | 87.0 | 9222 | 0.1800 | 0.7625 | 0.8841 | 0.8188 | 69 | 0.5765 | 0.8033 | 0.6712 | 61 | 0.8896 | 0.9477 | 0.9177 | 153 | 0.7105 | 0.8438 | 0.7714 | 32 | 0.7879 | 0.8387 | 0.8125 | 31 | 0.7719 | 0.8902 | 0.8268 | 0.9628 |
| 0.0241 | 88.0 | 9328 | 0.1715 | 0.7722 | 0.8841 | 0.8243 | 69 | 0.5679 | 0.7541 | 0.6479 | 61 | 0.8889 | 0.9412 | 0.9143 | 153 | 0.7297 | 0.8438 | 0.7826 | 32 | 0.7879 | 0.8387 | 0.8125 | 31 | 0.7755 | 0.8786 | 0.8238 | 0.9628 |
| 0.0232 | 89.0 | 9434 | 0.1712 | 0.7625 | 0.8841 | 0.8188 | 69 | 0.5647 | 0.7869 | 0.6575 | 61 | 0.8875 | 0.9281 | 0.9073 | 153 | 0.7297 | 0.8438 | 0.7826 | 32 | 0.7647 | 0.8387 | 0.8000 | 31 | 0.7677 | 0.8786 | 0.8194 | 0.9626 |
| 0.023 | 90.0 | 9540 | 0.1742 | 0.7625 | 0.8841 | 0.8188 | 69 | 0.5926 | 0.7869 | 0.6761 | 61 | 0.8951 | 0.9477 | 0.9206 | 153 | 0.7297 | 0.8438 | 0.7826 | 32 | 0.7879 | 0.8387 | 0.8125 | 31 | 0.7812 | 0.8873 | 0.8309 | 0.9638 |
| 0.0225 | 91.0 | 9646 | 0.1781 | 0.7722 | 0.8841 | 0.8243 | 69 | 0.5747 | 0.8197 | 0.6757 | 61 | 0.8882 | 0.9346 | 0.9108 | 153 | 0.75 | 0.8438 | 0.7941 | 32 | 0.8125 | 0.8387 | 0.8254 | 31 | 0.7772 | 0.8873 | 0.8286 | 0.9641 |
| 0.0229 | 92.0 | 9752 | 0.1791 | 0.7722 | 0.8841 | 0.8243 | 69 | 0.5882 | 0.8197 | 0.6849 | 61 | 0.8834 | 0.9412 | 0.9114 | 153 | 0.75 | 0.8438 | 0.7941 | 32 | 0.7647 | 0.8387 | 0.8000 | 31 | 0.7758 | 0.8902 | 0.8291 | 0.9638 |
| 0.023 | 93.0 | 9858 | 0.1786 | 0.7722 | 0.8841 | 0.8243 | 69 | 0.5882 | 0.8197 | 0.6849 | 61 | 0.8951 | 0.9477 | 0.9206 | 153 | 0.7027 | 0.8125 | 0.7536 | 32 | 0.7879 | 0.8387 | 0.8125 | 31 | 0.7778 | 0.8902 | 0.8302 | 0.9636 |
| 0.0243 | 94.0 | 9964 | 0.1791 | 0.7722 | 0.8841 | 0.8243 | 69 | 0.5747 | 0.8197 | 0.6757 | 61 | 0.8951 | 0.9477 | 0.9206 | 153 | 0.75 | 0.8438 | 0.7941 | 32 | 0.7647 | 0.8387 | 0.8000 | 31 | 0.7764 | 0.8931 | 0.8306 | 0.9628 |
| 0.0227 | 95.0 | 10070 | 0.1784 | 0.7722 | 0.8841 | 0.8243 | 69 | 0.5814 | 0.8197 | 0.6803 | 61 | 0.8951 | 0.9477 | 0.9206 | 153 | 0.7222 | 0.8125 | 0.7647 | 32 | 0.7879 | 0.8387 | 0.8125 | 31 | 0.7778 | 0.8902 | 0.8302 | 0.9636 |
| 0.0228 | 96.0 | 10176 | 0.1782 | 0.775 | 0.8986 | 0.8322 | 69 | 0.5952 | 0.8197 | 0.6897 | 61 | 0.8951 | 0.9477 | 0.9206 | 153 | 0.7222 | 0.8125 | 0.7647 | 32 | 0.7647 | 0.8387 | 0.8000 | 31 | 0.7803 | 0.8931 | 0.8329 | 0.9636 |
| 0.0224 | 97.0 | 10282 | 0.1793 | 0.775 | 0.8986 | 0.8322 | 69 | 0.5814 | 0.8197 | 0.6803 | 61 | 0.8951 | 0.9477 | 0.9206 | 153 | 0.7714 | 0.8438 | 0.8060 | 32 | 0.7647 | 0.8387 | 0.8000 | 31 | 0.7809 | 0.8960 | 0.8345 | 0.9638 |
| 0.0231 | 98.0 | 10388 | 0.1807 | 0.7625 | 0.8841 | 0.8188 | 69 | 0.5814 | 0.8197 | 0.6803 | 61 | 0.8951 | 0.9477 | 0.9206 | 153 | 0.75 | 0.8438 | 0.7941 | 32 | 0.7647 | 0.8387 | 0.8000 | 31 | 0.7764 | 0.8931 | 0.8306 | 0.9633 |
| 0.0227 | 99.0 | 10494 | 0.1805 | 0.7625 | 0.8841 | 0.8188 | 69 | 0.5814 | 0.8197 | 0.6803 | 61 | 0.8951 | 0.9477 | 0.9206 | 153 | 0.7222 | 0.8125 | 0.7647 | 32 | 0.7647 | 0.8387 | 0.8000 | 31 | 0.7739 | 0.8902 | 0.8280 | 0.9628 |
| 0.0226 | 100.0 | 10600 | 0.1800 | 0.7625 | 0.8841 | 0.8188 | 69 | 0.5882 | 0.8197 | 0.6849 | 61 | 0.8951 | 0.9477 | 0.9206 | 153 | 0.7222 | 0.8125 | 0.7647 | 32 | 0.7647 | 0.8387 | 0.8000 | 31 | 0.7758 | 0.8902 | 0.8291 | 0.9631 |
Framework versions
- Transformers 4.40.2
- Pytorch 2.3.0+cu121
- Datasets 2.19.1
- Tokenizers 0.19.1
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Base model
indolem/indobert-base-uncased