nerugm-pt-pl20-0
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: 0.1902
- Location Precision: 0.8158
- Location Recall: 0.8986
- Location F1: 0.8552
- Location Number: 69
- Organization Precision: 0.6957
- Organization Recall: 0.8276
- Organization F1: 0.7559
- Organization Number: 58
- Person Precision: 0.8571
- Person Recall: 0.9079
- Person F1: 0.8818
- Person Number: 152
- Quantity Precision: 0.7059
- Quantity Recall: 0.8
- Quantity F1: 0.7500
- Quantity Number: 30
- Time Precision: 0.7576
- Time Recall: 0.8621
- Time F1: 0.8065
- Time Number: 29
- Overall Precision: 0.7962
- Overall Recall: 0.8787
- Overall F1: 0.8354
- Overall Accuracy: 0.9618
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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0.9775 | 1.0 | 106 | 0.5662 | 0.0 | 0.0 | 0.0 | 69 | 0.0 | 0.0 | 0.0 | 58 | 0.2143 | 0.0197 | 0.0361 | 152 | 0.0 | 0.0 | 0.0 | 30 | 1.0 | 0.0345 | 0.0667 | 29 | 0.1818 | 0.0118 | 0.0222 | 0.8428 |
| 0.4848 | 2.0 | 212 | 0.3300 | 0.4783 | 0.1594 | 0.2391 | 69 | 0.2143 | 0.1034 | 0.1395 | 58 | 0.5849 | 0.8158 | 0.6813 | 152 | 0.0714 | 0.0333 | 0.0455 | 30 | 0.625 | 0.6897 | 0.6557 | 29 | 0.5243 | 0.4793 | 0.5008 | 0.9024 |
| 0.3093 | 3.0 | 318 | 0.2275 | 0.5213 | 0.7101 | 0.6012 | 69 | 0.3810 | 0.5517 | 0.4507 | 58 | 0.7432 | 0.8947 | 0.8119 | 152 | 0.5 | 0.7333 | 0.5946 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.6027 | 0.7811 | 0.6804 | 0.9265 |
| 0.2114 | 4.0 | 424 | 0.2064 | 0.6044 | 0.7971 | 0.6875 | 69 | 0.4918 | 0.5172 | 0.5042 | 58 | 0.7650 | 0.9211 | 0.8358 | 152 | 0.4490 | 0.7333 | 0.5570 | 30 | 0.5349 | 0.7931 | 0.6389 | 29 | 0.6323 | 0.7988 | 0.7059 | 0.9316 |
| 0.1833 | 5.0 | 530 | 0.1553 | 0.7260 | 0.7681 | 0.7465 | 69 | 0.5556 | 0.7759 | 0.6475 | 58 | 0.8081 | 0.9145 | 0.8580 | 152 | 0.5349 | 0.7667 | 0.6301 | 30 | 0.8125 | 0.8966 | 0.8525 | 29 | 0.7132 | 0.8462 | 0.7740 | 0.9472 |
| 0.1578 | 6.0 | 636 | 0.1649 | 0.6932 | 0.8841 | 0.7771 | 69 | 0.5733 | 0.7414 | 0.6466 | 58 | 0.8092 | 0.9211 | 0.8615 | 152 | 0.5682 | 0.8333 | 0.6757 | 30 | 0.575 | 0.7931 | 0.6667 | 29 | 0.6952 | 0.8639 | 0.7704 | 0.9444 |
| 0.1468 | 7.0 | 742 | 0.1410 | 0.7294 | 0.8986 | 0.8052 | 69 | 0.5823 | 0.7931 | 0.6715 | 58 | 0.8274 | 0.9145 | 0.8687 | 152 | 0.5952 | 0.8333 | 0.6944 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.7351 | 0.8787 | 0.8005 | 0.9544 |
| 0.1374 | 8.0 | 848 | 0.1509 | 0.7625 | 0.8841 | 0.8188 | 69 | 0.6234 | 0.8276 | 0.7111 | 58 | 0.8434 | 0.9211 | 0.8805 | 152 | 0.5952 | 0.8333 | 0.6944 | 30 | 0.5789 | 0.7586 | 0.6567 | 29 | 0.7345 | 0.8757 | 0.7989 | 0.9501 |
| 0.1338 | 9.0 | 954 | 0.1373 | 0.8182 | 0.9130 | 0.8630 | 69 | 0.6515 | 0.7414 | 0.6935 | 58 | 0.8393 | 0.9276 | 0.8812 | 152 | 0.6316 | 0.8 | 0.7059 | 30 | 0.7879 | 0.8966 | 0.8387 | 29 | 0.7775 | 0.8787 | 0.8250 | 0.9565 |
| 0.1207 | 10.0 | 1060 | 0.1364 | 0.7349 | 0.8841 | 0.8026 | 69 | 0.6667 | 0.7931 | 0.7244 | 58 | 0.8598 | 0.9276 | 0.8924 | 152 | 0.6 | 0.8 | 0.6857 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.7655 | 0.8787 | 0.8182 | 0.9560 |
| 0.1175 | 11.0 | 1166 | 0.1448 | 0.6889 | 0.8986 | 0.7799 | 69 | 0.6912 | 0.8103 | 0.7460 | 58 | 0.8642 | 0.9211 | 0.8917 | 152 | 0.5106 | 0.8 | 0.6234 | 30 | 0.6389 | 0.7931 | 0.7077 | 29 | 0.7345 | 0.8757 | 0.7989 | 0.9536 |
| 0.1116 | 12.0 | 1272 | 0.1337 | 0.7317 | 0.8696 | 0.7947 | 69 | 0.6479 | 0.7931 | 0.7132 | 58 | 0.8395 | 0.8947 | 0.8662 | 152 | 0.7143 | 0.8333 | 0.7692 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.7684 | 0.8639 | 0.8134 | 0.9575 |
| 0.1083 | 13.0 | 1378 | 0.1300 | 0.8052 | 0.8986 | 0.8493 | 69 | 0.6667 | 0.8276 | 0.7385 | 58 | 0.8519 | 0.9079 | 0.8790 | 152 | 0.7143 | 0.8333 | 0.7692 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.7884 | 0.8817 | 0.8324 | 0.9606 |
| 0.1047 | 14.0 | 1484 | 0.1270 | 0.8082 | 0.8551 | 0.8310 | 69 | 0.6615 | 0.7414 | 0.6992 | 58 | 0.8580 | 0.9145 | 0.8854 | 152 | 0.6857 | 0.8 | 0.7385 | 30 | 0.7059 | 0.8276 | 0.7619 | 29 | 0.7832 | 0.8550 | 0.8175 | 0.9593 |
| 0.1001 | 15.0 | 1590 | 0.1409 | 0.7683 | 0.9130 | 0.8344 | 69 | 0.6271 | 0.6379 | 0.6325 | 58 | 0.8383 | 0.9211 | 0.8777 | 152 | 0.6154 | 0.8 | 0.6957 | 30 | 0.6970 | 0.7931 | 0.7419 | 29 | 0.7553 | 0.8491 | 0.7994 | 0.9565 |
| 0.1023 | 16.0 | 1696 | 0.1392 | 0.7654 | 0.8986 | 0.8267 | 69 | 0.6806 | 0.8448 | 0.7538 | 58 | 0.8415 | 0.9079 | 0.8734 | 152 | 0.6857 | 0.8 | 0.7385 | 30 | 0.6970 | 0.7931 | 0.7419 | 29 | 0.7688 | 0.8757 | 0.8188 | 0.9593 |
| 0.0943 | 17.0 | 1802 | 0.1366 | 0.7439 | 0.8841 | 0.8079 | 69 | 0.6438 | 0.8103 | 0.7176 | 58 | 0.8790 | 0.9079 | 0.8932 | 152 | 0.6316 | 0.8 | 0.7059 | 30 | 0.6970 | 0.7931 | 0.7419 | 29 | 0.7650 | 0.8669 | 0.8128 | 0.9580 |
| 0.0907 | 18.0 | 1908 | 0.1363 | 0.7407 | 0.8696 | 0.8000 | 69 | 0.6567 | 0.7586 | 0.7040 | 58 | 0.8782 | 0.9013 | 0.8896 | 152 | 0.6667 | 0.8 | 0.7273 | 30 | 0.7188 | 0.7931 | 0.7541 | 29 | 0.7742 | 0.8521 | 0.8113 | 0.9590 |
| 0.0905 | 19.0 | 2014 | 0.1237 | 0.8 | 0.8696 | 0.8333 | 69 | 0.6567 | 0.7586 | 0.7040 | 58 | 0.8385 | 0.8882 | 0.8626 | 152 | 0.6857 | 0.8 | 0.7385 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.7826 | 0.8521 | 0.8159 | 0.9621 |
| 0.0837 | 20.0 | 2120 | 0.1285 | 0.8611 | 0.8986 | 0.8794 | 69 | 0.6849 | 0.8621 | 0.7634 | 58 | 0.8476 | 0.9145 | 0.8797 | 152 | 0.6667 | 0.8 | 0.7273 | 30 | 0.7188 | 0.7931 | 0.7541 | 29 | 0.7905 | 0.8817 | 0.8336 | 0.9634 |
| 0.0823 | 21.0 | 2226 | 0.1340 | 0.7922 | 0.8841 | 0.8356 | 69 | 0.7 | 0.8448 | 0.7656 | 58 | 0.8704 | 0.9276 | 0.8981 | 152 | 0.6667 | 0.8 | 0.7273 | 30 | 0.7188 | 0.7931 | 0.7541 | 29 | 0.7905 | 0.8817 | 0.8336 | 0.9608 |
| 0.0818 | 22.0 | 2332 | 0.1327 | 0.7848 | 0.8986 | 0.8378 | 69 | 0.6753 | 0.8966 | 0.7704 | 58 | 0.8634 | 0.9145 | 0.8882 | 152 | 0.6857 | 0.8 | 0.7385 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7844 | 0.8935 | 0.8354 | 0.9616 |
| 0.081 | 23.0 | 2438 | 0.1308 | 0.8611 | 0.8986 | 0.8794 | 69 | 0.7059 | 0.8276 | 0.7619 | 58 | 0.8642 | 0.9211 | 0.8917 | 152 | 0.6667 | 0.8 | 0.7273 | 30 | 0.7742 | 0.8276 | 0.8000 | 29 | 0.8076 | 0.8817 | 0.8430 | 0.9634 |
| 0.0769 | 24.0 | 2544 | 0.1346 | 0.8267 | 0.8986 | 0.8611 | 69 | 0.7059 | 0.8276 | 0.7619 | 58 | 0.8704 | 0.9276 | 0.8981 | 152 | 0.6857 | 0.8 | 0.7385 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.8065 | 0.8876 | 0.8451 | 0.9641 |
| 0.0746 | 25.0 | 2650 | 0.1360 | 0.84 | 0.9130 | 0.8750 | 69 | 0.6267 | 0.8103 | 0.7068 | 58 | 0.8580 | 0.9145 | 0.8854 | 152 | 0.6486 | 0.8 | 0.7164 | 30 | 0.8065 | 0.8621 | 0.8333 | 29 | 0.7842 | 0.8817 | 0.8301 | 0.9611 |
| 0.0721 | 26.0 | 2756 | 0.1336 | 0.8493 | 0.8986 | 0.8732 | 69 | 0.6479 | 0.7931 | 0.7132 | 58 | 0.8671 | 0.9013 | 0.8839 | 152 | 0.6667 | 0.8 | 0.7273 | 30 | 0.8065 | 0.8621 | 0.8333 | 29 | 0.7967 | 0.8698 | 0.8317 | 0.9629 |
| 0.0689 | 27.0 | 2862 | 0.1370 | 0.8194 | 0.8551 | 0.8369 | 69 | 0.6203 | 0.8448 | 0.7153 | 58 | 0.8562 | 0.9013 | 0.8782 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.7798 | 0.8698 | 0.8224 | 0.9601 |
| 0.072 | 28.0 | 2968 | 0.1495 | 0.8133 | 0.8841 | 0.8472 | 69 | 0.6471 | 0.7586 | 0.6984 | 58 | 0.8704 | 0.9276 | 0.8981 | 152 | 0.6 | 0.8 | 0.6857 | 30 | 0.7059 | 0.8276 | 0.7619 | 29 | 0.7757 | 0.8698 | 0.8201 | 0.9570 |
| 0.0679 | 29.0 | 3074 | 0.1489 | 0.7625 | 0.8841 | 0.8188 | 69 | 0.6282 | 0.8448 | 0.7206 | 58 | 0.8562 | 0.9013 | 0.8782 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7688 | 0.8757 | 0.8188 | 0.9588 |
| 0.0661 | 30.0 | 3180 | 0.1326 | 0.8133 | 0.8841 | 0.8472 | 69 | 0.6462 | 0.7241 | 0.6829 | 58 | 0.8616 | 0.9013 | 0.8810 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.8065 | 0.8621 | 0.8333 | 29 | 0.7940 | 0.8550 | 0.8234 | 0.9636 |
| 0.0619 | 31.0 | 3286 | 0.1410 | 0.8378 | 0.8986 | 0.8671 | 69 | 0.6984 | 0.7586 | 0.7273 | 58 | 0.8625 | 0.9079 | 0.8846 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.8072 | 0.8669 | 0.8359 | 0.9626 |
| 0.0637 | 32.0 | 3392 | 0.1405 | 0.8052 | 0.8986 | 0.8493 | 69 | 0.6515 | 0.7414 | 0.6935 | 58 | 0.8782 | 0.9013 | 0.8896 | 152 | 0.6667 | 0.8 | 0.7273 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.7929 | 0.8609 | 0.8255 | 0.9618 |
| 0.062 | 33.0 | 3498 | 0.1478 | 0.7949 | 0.8986 | 0.8435 | 69 | 0.6562 | 0.7241 | 0.6885 | 58 | 0.8580 | 0.9145 | 0.8854 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.7273 | 0.8276 | 0.7742 | 29 | 0.7844 | 0.8609 | 0.8209 | 0.9613 |
| 0.0602 | 34.0 | 3604 | 0.1560 | 0.7692 | 0.8696 | 0.8163 | 69 | 0.7 | 0.8448 | 0.7656 | 58 | 0.8519 | 0.9079 | 0.8790 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7831 | 0.8757 | 0.8268 | 0.9588 |
| 0.0591 | 35.0 | 3710 | 0.1516 | 0.7531 | 0.8841 | 0.8133 | 69 | 0.6901 | 0.8448 | 0.7597 | 58 | 0.8625 | 0.9079 | 0.8846 | 152 | 0.6857 | 0.8 | 0.7385 | 30 | 0.7419 | 0.7931 | 0.7667 | 29 | 0.7804 | 0.8728 | 0.8240 | 0.9611 |
| 0.058 | 36.0 | 3816 | 0.1622 | 0.8611 | 0.8986 | 0.8794 | 69 | 0.6456 | 0.8793 | 0.7445 | 58 | 0.8704 | 0.9276 | 0.8981 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.7995 | 0.8964 | 0.8452 | 0.9572 |
| 0.0579 | 37.0 | 3922 | 0.1531 | 0.7595 | 0.8696 | 0.8108 | 69 | 0.6716 | 0.7759 | 0.7200 | 58 | 0.8580 | 0.9145 | 0.8854 | 152 | 0.6857 | 0.8 | 0.7385 | 30 | 0.8065 | 0.8621 | 0.8333 | 29 | 0.7834 | 0.8669 | 0.8230 | 0.9618 |
| 0.0544 | 38.0 | 4028 | 0.1513 | 0.8182 | 0.9130 | 0.8630 | 69 | 0.6389 | 0.7931 | 0.7077 | 58 | 0.8424 | 0.9145 | 0.8770 | 152 | 0.6486 | 0.8 | 0.7164 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.7755 | 0.8787 | 0.8239 | 0.9616 |
| 0.0543 | 39.0 | 4134 | 0.1568 | 0.8052 | 0.8986 | 0.8493 | 69 | 0.6857 | 0.8276 | 0.75 | 58 | 0.8476 | 0.9145 | 0.8797 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.75 | 0.8276 | 0.7869 | 29 | 0.7878 | 0.8787 | 0.8308 | 0.9613 |
| 0.0541 | 40.0 | 4240 | 0.1516 | 0.8243 | 0.8841 | 0.8531 | 69 | 0.6944 | 0.8621 | 0.7692 | 58 | 0.8742 | 0.9145 | 0.8939 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.7273 | 0.8276 | 0.7742 | 29 | 0.8011 | 0.8817 | 0.8394 | 0.9601 |
| 0.0486 | 41.0 | 4346 | 0.1603 | 0.8286 | 0.8406 | 0.8345 | 69 | 0.7042 | 0.8621 | 0.7752 | 58 | 0.8589 | 0.9211 | 0.8889 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.8071 | 0.8787 | 0.8414 | 0.9593 |
| 0.0528 | 42.0 | 4452 | 0.1503 | 0.8356 | 0.8841 | 0.8592 | 69 | 0.7042 | 0.8621 | 0.7752 | 58 | 0.8734 | 0.9079 | 0.8903 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.8076 | 0.8817 | 0.8430 | 0.9629 |
| 0.0497 | 43.0 | 4558 | 0.1595 | 0.8219 | 0.8696 | 0.8451 | 69 | 0.7188 | 0.7931 | 0.7541 | 58 | 0.8679 | 0.9079 | 0.8875 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.8094 | 0.8669 | 0.8371 | 0.9616 |
| 0.0512 | 44.0 | 4664 | 0.1705 | 0.7625 | 0.8841 | 0.8188 | 69 | 0.64 | 0.8276 | 0.7218 | 58 | 0.8424 | 0.9145 | 0.8770 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.7694 | 0.8787 | 0.8204 | 0.9577 |
| 0.0454 | 45.0 | 4770 | 0.1562 | 0.8219 | 0.8696 | 0.8451 | 69 | 0.7302 | 0.7931 | 0.7603 | 58 | 0.8671 | 0.9013 | 0.8839 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.8111 | 0.8639 | 0.8367 | 0.9618 |
| 0.0451 | 46.0 | 4876 | 0.1602 | 0.8052 | 0.8986 | 0.8493 | 69 | 0.6575 | 0.8276 | 0.7328 | 58 | 0.875 | 0.9211 | 0.8974 | 152 | 0.6667 | 0.8 | 0.7273 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7889 | 0.8846 | 0.8340 | 0.9616 |
| 0.047 | 47.0 | 4982 | 0.1604 | 0.7895 | 0.8696 | 0.8276 | 69 | 0.6667 | 0.8276 | 0.7385 | 58 | 0.8790 | 0.9079 | 0.8932 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7930 | 0.8728 | 0.8310 | 0.9611 |
| 0.0439 | 48.0 | 5088 | 0.1613 | 0.8133 | 0.8841 | 0.8472 | 69 | 0.7460 | 0.8103 | 0.7769 | 58 | 0.8634 | 0.9145 | 0.8882 | 152 | 0.6857 | 0.8 | 0.7385 | 30 | 0.75 | 0.8276 | 0.7869 | 29 | 0.8060 | 0.8728 | 0.8381 | 0.9616 |
| 0.0451 | 49.0 | 5194 | 0.1852 | 0.7531 | 0.8841 | 0.8133 | 69 | 0.5714 | 0.8276 | 0.6761 | 58 | 0.8679 | 0.9079 | 0.8875 | 152 | 0.6857 | 0.8 | 0.7385 | 30 | 0.75 | 0.8276 | 0.7869 | 29 | 0.7545 | 0.8728 | 0.8093 | 0.9511 |
| 0.0441 | 50.0 | 5300 | 0.1629 | 0.8026 | 0.8841 | 0.8414 | 69 | 0.6923 | 0.7759 | 0.7317 | 58 | 0.8671 | 0.9013 | 0.8839 | 152 | 0.7273 | 0.8 | 0.7619 | 30 | 0.8125 | 0.8966 | 0.8525 | 29 | 0.8049 | 0.8669 | 0.8348 | 0.9606 |
| 0.0438 | 51.0 | 5406 | 0.1646 | 0.8219 | 0.8696 | 0.8451 | 69 | 0.6806 | 0.8448 | 0.7538 | 58 | 0.8625 | 0.9079 | 0.8846 | 152 | 0.7273 | 0.8 | 0.7619 | 30 | 0.7742 | 0.8276 | 0.8000 | 29 | 0.7995 | 0.8728 | 0.8345 | 0.9608 |
| 0.0429 | 52.0 | 5512 | 0.1735 | 0.8219 | 0.8696 | 0.8451 | 69 | 0.6282 | 0.8448 | 0.7206 | 58 | 0.8571 | 0.9079 | 0.8818 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.7273 | 0.8276 | 0.7742 | 29 | 0.7784 | 0.8728 | 0.8229 | 0.9575 |
| 0.0421 | 53.0 | 5618 | 0.1621 | 0.8194 | 0.8551 | 0.8369 | 69 | 0.6986 | 0.8793 | 0.7786 | 58 | 0.8625 | 0.9079 | 0.8846 | 152 | 0.7273 | 0.8 | 0.7619 | 30 | 0.75 | 0.8276 | 0.7869 | 29 | 0.8 | 0.8757 | 0.8362 | 0.9618 |
| 0.0399 | 54.0 | 5724 | 0.1734 | 0.7895 | 0.8696 | 0.8276 | 69 | 0.6812 | 0.8103 | 0.7402 | 58 | 0.8466 | 0.9079 | 0.8762 | 152 | 0.7273 | 0.8 | 0.7619 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.7882 | 0.8698 | 0.8270 | 0.9603 |
| 0.0431 | 55.0 | 5830 | 0.1641 | 0.8194 | 0.8551 | 0.8369 | 69 | 0.6857 | 0.8276 | 0.75 | 58 | 0.8861 | 0.9211 | 0.9032 | 152 | 0.7273 | 0.8 | 0.7619 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.8154 | 0.8757 | 0.8445 | 0.9616 |
| 0.0397 | 56.0 | 5936 | 0.1687 | 0.8108 | 0.8696 | 0.8392 | 69 | 0.7049 | 0.7414 | 0.7227 | 58 | 0.8688 | 0.9145 | 0.8910 | 152 | 0.6857 | 0.8 | 0.7385 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.8017 | 0.8609 | 0.8302 | 0.9598 |
| 0.0367 | 57.0 | 6042 | 0.1653 | 0.8133 | 0.8841 | 0.8472 | 69 | 0.6769 | 0.7586 | 0.7154 | 58 | 0.875 | 0.9211 | 0.8974 | 152 | 0.7273 | 0.8 | 0.7619 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.8055 | 0.8698 | 0.8364 | 0.9613 |
| 0.0387 | 58.0 | 6148 | 0.1771 | 0.8052 | 0.8986 | 0.8493 | 69 | 0.6622 | 0.8448 | 0.7424 | 58 | 0.8679 | 0.9079 | 0.8875 | 152 | 0.7273 | 0.8 | 0.7619 | 30 | 0.8 | 0.8276 | 0.8136 | 29 | 0.7962 | 0.8787 | 0.8354 | 0.9585 |
| 0.0385 | 59.0 | 6254 | 0.1702 | 0.8077 | 0.9130 | 0.8571 | 69 | 0.6714 | 0.8103 | 0.7344 | 58 | 0.8696 | 0.9211 | 0.8946 | 152 | 0.7273 | 0.8 | 0.7619 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7973 | 0.8846 | 0.8387 | 0.9613 |
| 0.0373 | 60.0 | 6360 | 0.1737 | 0.8077 | 0.9130 | 0.8571 | 69 | 0.7 | 0.8448 | 0.7656 | 58 | 0.8696 | 0.9211 | 0.8946 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.7742 | 0.8276 | 0.8000 | 29 | 0.8021 | 0.8876 | 0.8427 | 0.9613 |
| 0.0382 | 61.0 | 6466 | 0.1632 | 0.8 | 0.8696 | 0.8333 | 69 | 0.6667 | 0.7241 | 0.6942 | 58 | 0.8688 | 0.9145 | 0.8910 | 152 | 0.7273 | 0.8 | 0.7619 | 30 | 0.8276 | 0.8276 | 0.8276 | 29 | 0.8028 | 0.8550 | 0.8281 | 0.9621 |
| 0.0367 | 62.0 | 6572 | 0.1705 | 0.8158 | 0.8986 | 0.8552 | 69 | 0.6912 | 0.8103 | 0.7460 | 58 | 0.8797 | 0.9145 | 0.8968 | 152 | 0.6857 | 0.8 | 0.7385 | 30 | 0.7742 | 0.8276 | 0.8000 | 29 | 0.8043 | 0.8757 | 0.8385 | 0.9613 |
| 0.0357 | 63.0 | 6678 | 0.1700 | 0.8356 | 0.8841 | 0.8592 | 69 | 0.6852 | 0.6379 | 0.6607 | 58 | 0.8616 | 0.9013 | 0.8810 | 152 | 0.7353 | 0.8333 | 0.7812 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.8143 | 0.8432 | 0.8285 | 0.9618 |
| 0.0359 | 64.0 | 6784 | 0.1739 | 0.8158 | 0.8986 | 0.8552 | 69 | 0.6712 | 0.8448 | 0.7481 | 58 | 0.8634 | 0.9145 | 0.8882 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.75 | 0.8276 | 0.7869 | 29 | 0.7926 | 0.8817 | 0.8347 | 0.9613 |
| 0.0313 | 65.0 | 6890 | 0.1798 | 0.7922 | 0.8841 | 0.8356 | 69 | 0.7101 | 0.8448 | 0.7717 | 58 | 0.8476 | 0.9145 | 0.8797 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7905 | 0.8817 | 0.8336 | 0.9618 |
| 0.0341 | 66.0 | 6996 | 0.1790 | 0.8267 | 0.8986 | 0.8611 | 69 | 0.6866 | 0.7931 | 0.736 | 58 | 0.8364 | 0.9079 | 0.8707 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.7879 | 0.8966 | 0.8387 | 29 | 0.7914 | 0.8757 | 0.8315 | 0.9608 |
| 0.0348 | 67.0 | 7102 | 0.1764 | 0.7922 | 0.8841 | 0.8356 | 69 | 0.6528 | 0.8103 | 0.7231 | 58 | 0.8476 | 0.9145 | 0.8797 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.7879 | 0.8966 | 0.8387 | 29 | 0.7816 | 0.8787 | 0.8273 | 0.9606 |
| 0.0352 | 68.0 | 7208 | 0.1702 | 0.8052 | 0.8986 | 0.8493 | 69 | 0.7164 | 0.8276 | 0.768 | 58 | 0.8846 | 0.9079 | 0.8961 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.8071 | 0.8787 | 0.8414 | 0.9644 |
| 0.0333 | 69.0 | 7314 | 0.1720 | 0.8052 | 0.8986 | 0.8493 | 69 | 0.6765 | 0.7931 | 0.7302 | 58 | 0.8562 | 0.9013 | 0.8782 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7903 | 0.8698 | 0.8282 | 0.9603 |
| 0.0325 | 70.0 | 7420 | 0.1798 | 0.7922 | 0.8841 | 0.8356 | 69 | 0.6714 | 0.8103 | 0.7344 | 58 | 0.8589 | 0.9211 | 0.8889 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7878 | 0.8787 | 0.8308 | 0.9603 |
| 0.0345 | 71.0 | 7526 | 0.1763 | 0.8108 | 0.8696 | 0.8392 | 69 | 0.6857 | 0.8276 | 0.75 | 58 | 0.8616 | 0.9013 | 0.8810 | 152 | 0.6765 | 0.7667 | 0.7188 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7919 | 0.8669 | 0.8277 | 0.9613 |
| 0.0314 | 72.0 | 7632 | 0.1739 | 0.8133 | 0.8841 | 0.8472 | 69 | 0.7018 | 0.6897 | 0.6957 | 58 | 0.8625 | 0.9079 | 0.8846 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.8 | 0.8521 | 0.8252 | 0.9618 |
| 0.0321 | 73.0 | 7738 | 0.1832 | 0.8052 | 0.8986 | 0.8493 | 69 | 0.7101 | 0.8448 | 0.7717 | 58 | 0.8580 | 0.9145 | 0.8854 | 152 | 0.7273 | 0.8 | 0.7619 | 30 | 0.7879 | 0.8966 | 0.8387 | 29 | 0.8021 | 0.8876 | 0.8427 | 0.9618 |
| 0.0308 | 74.0 | 7844 | 0.1869 | 0.7949 | 0.8986 | 0.8435 | 69 | 0.6912 | 0.8103 | 0.7460 | 58 | 0.8509 | 0.9013 | 0.8754 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.7273 | 0.8276 | 0.7742 | 29 | 0.7861 | 0.8698 | 0.8258 | 0.9595 |
| 0.0316 | 75.0 | 7950 | 0.1842 | 0.8052 | 0.8986 | 0.8493 | 69 | 0.6912 | 0.8103 | 0.7460 | 58 | 0.8679 | 0.9079 | 0.8875 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7957 | 0.8757 | 0.8338 | 0.9598 |
| 0.0303 | 76.0 | 8056 | 0.1888 | 0.8158 | 0.8986 | 0.8552 | 69 | 0.6438 | 0.8103 | 0.7176 | 58 | 0.8528 | 0.9145 | 0.8825 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7816 | 0.8787 | 0.8273 | 0.9588 |
| 0.0311 | 77.0 | 8162 | 0.1830 | 0.8378 | 0.8986 | 0.8671 | 69 | 0.7206 | 0.8448 | 0.7778 | 58 | 0.8742 | 0.9145 | 0.8939 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.8103 | 0.8846 | 0.8458 | 0.9639 |
| 0.0321 | 78.0 | 8268 | 0.1817 | 0.8158 | 0.8986 | 0.8552 | 69 | 0.6812 | 0.8103 | 0.7402 | 58 | 0.8734 | 0.9079 | 0.8903 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7978 | 0.8757 | 0.8350 | 0.9624 |
| 0.0282 | 79.0 | 8374 | 0.1787 | 0.8243 | 0.8841 | 0.8531 | 69 | 0.6957 | 0.8276 | 0.7559 | 58 | 0.8679 | 0.9079 | 0.8875 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.7879 | 0.8966 | 0.8387 | 29 | 0.8049 | 0.8787 | 0.8402 | 0.9626 |
| 0.0299 | 80.0 | 8480 | 0.1872 | 0.7922 | 0.8841 | 0.8356 | 69 | 0.6765 | 0.7931 | 0.7302 | 58 | 0.8528 | 0.9145 | 0.8825 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7867 | 0.8728 | 0.8275 | 0.9585 |
| 0.0287 | 81.0 | 8586 | 0.1829 | 0.8182 | 0.9130 | 0.8630 | 69 | 0.7121 | 0.8103 | 0.7581 | 58 | 0.8580 | 0.9145 | 0.8854 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7989 | 0.8817 | 0.8383 | 0.9621 |
| 0.0288 | 82.0 | 8692 | 0.1831 | 0.8267 | 0.8986 | 0.8611 | 69 | 0.6389 | 0.7931 | 0.7077 | 58 | 0.8679 | 0.9079 | 0.8875 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.7879 | 0.8966 | 0.8387 | 29 | 0.7936 | 0.8757 | 0.8326 | 0.9611 |
| 0.0265 | 83.0 | 8798 | 0.1842 | 0.8158 | 0.8986 | 0.8552 | 69 | 0.6812 | 0.8103 | 0.7402 | 58 | 0.8625 | 0.9079 | 0.8846 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.7978 | 0.8757 | 0.8350 | 0.9618 |
| 0.0284 | 84.0 | 8904 | 0.1857 | 0.8052 | 0.8986 | 0.8493 | 69 | 0.7077 | 0.7931 | 0.7480 | 58 | 0.8688 | 0.9145 | 0.8910 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.8125 | 0.8966 | 0.8525 | 29 | 0.8071 | 0.8787 | 0.8414 | 0.9626 |
| 0.031 | 85.0 | 9010 | 0.1889 | 0.8267 | 0.8986 | 0.8611 | 69 | 0.6857 | 0.8276 | 0.75 | 58 | 0.8634 | 0.9145 | 0.8882 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7968 | 0.8817 | 0.8371 | 0.9606 |
| 0.0267 | 86.0 | 9116 | 0.1885 | 0.8267 | 0.8986 | 0.8611 | 69 | 0.7059 | 0.8276 | 0.7619 | 58 | 0.8519 | 0.9079 | 0.8790 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7984 | 0.8787 | 0.8366 | 0.9603 |
| 0.029 | 87.0 | 9222 | 0.1881 | 0.8026 | 0.8841 | 0.8414 | 69 | 0.6818 | 0.7759 | 0.7258 | 58 | 0.8580 | 0.9145 | 0.8854 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7925 | 0.8698 | 0.8293 | 0.9601 |
| 0.0269 | 88.0 | 9328 | 0.1848 | 0.8133 | 0.8841 | 0.8472 | 69 | 0.6818 | 0.7759 | 0.7258 | 58 | 0.8625 | 0.9079 | 0.8846 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.7879 | 0.8966 | 0.8387 | 29 | 0.7989 | 0.8698 | 0.8329 | 0.9611 |
| 0.0268 | 89.0 | 9434 | 0.1855 | 0.8133 | 0.8841 | 0.8472 | 69 | 0.6957 | 0.8276 | 0.7559 | 58 | 0.8519 | 0.9079 | 0.8790 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7936 | 0.8757 | 0.8326 | 0.9613 |
| 0.0243 | 90.0 | 9540 | 0.1872 | 0.8158 | 0.8986 | 0.8552 | 69 | 0.6857 | 0.8276 | 0.75 | 58 | 0.8580 | 0.9145 | 0.8854 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.7879 | 0.8966 | 0.8387 | 29 | 0.7973 | 0.8846 | 0.8387 | 0.9624 |
| 0.0263 | 91.0 | 9646 | 0.1859 | 0.8133 | 0.8841 | 0.8472 | 69 | 0.6857 | 0.8276 | 0.75 | 58 | 0.8634 | 0.9145 | 0.8882 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7962 | 0.8787 | 0.8354 | 0.9624 |
| 0.0282 | 92.0 | 9752 | 0.1882 | 0.8158 | 0.8986 | 0.8552 | 69 | 0.6761 | 0.8276 | 0.7442 | 58 | 0.8634 | 0.9145 | 0.8882 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7947 | 0.8817 | 0.8359 | 0.9616 |
| 0.0252 | 93.0 | 9858 | 0.1924 | 0.8158 | 0.8986 | 0.8552 | 69 | 0.7 | 0.8448 | 0.7656 | 58 | 0.8580 | 0.9145 | 0.8854 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7973 | 0.8846 | 0.8387 | 0.9616 |
| 0.0256 | 94.0 | 9964 | 0.1857 | 0.8243 | 0.8841 | 0.8531 | 69 | 0.6957 | 0.8276 | 0.7559 | 58 | 0.8625 | 0.9079 | 0.8846 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.8 | 0.8757 | 0.8362 | 0.9618 |
| 0.0257 | 95.0 | 10070 | 0.1871 | 0.8158 | 0.8986 | 0.8552 | 69 | 0.6957 | 0.8276 | 0.7559 | 58 | 0.8625 | 0.9079 | 0.8846 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.8005 | 0.8787 | 0.8378 | 0.9621 |
| 0.0245 | 96.0 | 10176 | 0.1873 | 0.8158 | 0.8986 | 0.8552 | 69 | 0.7059 | 0.8276 | 0.7619 | 58 | 0.8519 | 0.9079 | 0.8790 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7962 | 0.8787 | 0.8354 | 0.9621 |
| 0.026 | 97.0 | 10282 | 0.1885 | 0.8052 | 0.8986 | 0.8493 | 69 | 0.6957 | 0.8276 | 0.7559 | 58 | 0.8571 | 0.9079 | 0.8818 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7941 | 0.8787 | 0.8343 | 0.9621 |
| 0.0246 | 98.0 | 10388 | 0.1889 | 0.8158 | 0.8986 | 0.8552 | 69 | 0.6957 | 0.8276 | 0.7559 | 58 | 0.8571 | 0.9079 | 0.8818 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7962 | 0.8787 | 0.8354 | 0.9618 |
| 0.0253 | 99.0 | 10494 | 0.1911 | 0.8158 | 0.8986 | 0.8552 | 69 | 0.7 | 0.8448 | 0.7656 | 58 | 0.8457 | 0.9013 | 0.8726 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.792 | 0.8787 | 0.8331 | 0.9613 |
| 0.0242 | 100.0 | 10600 | 0.1902 | 0.8158 | 0.8986 | 0.8552 | 69 | 0.6957 | 0.8276 | 0.7559 | 58 | 0.8571 | 0.9079 | 0.8818 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7962 | 0.8787 | 0.8354 | 0.9618 |
Framework versions
- Transformers 4.39.3
- Pytorch 2.3.0+cu121
- Datasets 2.19.1
- Tokenizers 0.15.2
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Model tree for apwic/nerugm-pt-pl20-0
Base model
indolem/indobert-base-uncased