nerugm-lora-r8-3
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: 0.1297
- Location Precision: 0.7176
- Location Recall: 0.8592
- Location F1: 0.7821
- Location Number: 71
- Organization Precision: 0.6548
- Organization Recall: 0.8462
- Organization F1: 0.7383
- Organization Number: 65
- Person Precision: 0.8528
- Person Recall: 0.9267
- Person F1: 0.8882
- Person Number: 150
- Quantity Precision: 0.6829
- Quantity Recall: 0.8485
- Quantity F1: 0.7568
- Quantity Number: 33
- Time Precision: 0.8667
- Time Recall: 0.9286
- Time F1: 0.8966
- Time Number: 28
- Overall Precision: 0.7667
- Overall Recall: 0.8905
- Overall F1: 0.824
- Overall Accuracy: 0.9605
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1.265 | 1.0 | 106 | 0.7248 | 0.0 | 0.0 | 0.0 | 71 | 0.0 | 0.0 | 0.0 | 65 | 0.0 | 0.0 | 0.0 | 150 | 0.0 | 0.0 | 0.0 | 33 | 0.0 | 0.0 | 0.0 | 28 | 0.0 | 0.0 | 0.0 | 0.8409 |
0.7105 | 2.0 | 212 | 0.6186 | 0.0 | 0.0 | 0.0 | 71 | 0.0 | 0.0 | 0.0 | 65 | 0.3333 | 0.0067 | 0.0131 | 150 | 0.0 | 0.0 | 0.0 | 33 | 0.0 | 0.0 | 0.0 | 28 | 0.25 | 0.0029 | 0.0057 | 0.8417 |
0.617 | 3.0 | 318 | 0.5235 | 0.0 | 0.0 | 0.0 | 71 | 0.0 | 0.0 | 0.0 | 65 | 0.3125 | 0.0333 | 0.0602 | 150 | 0.0 | 0.0 | 0.0 | 33 | 0.0 | 0.0 | 0.0 | 28 | 0.1786 | 0.0144 | 0.0267 | 0.8468 |
0.5242 | 4.0 | 424 | 0.4203 | 0.5333 | 0.1127 | 0.1860 | 71 | 0.0833 | 0.0154 | 0.0260 | 65 | 0.3367 | 0.22 | 0.2661 | 150 | 0.0 | 0.0 | 0.0 | 33 | 0.2667 | 0.1429 | 0.1860 | 28 | 0.3286 | 0.1326 | 0.1889 | 0.8708 |
0.4282 | 5.0 | 530 | 0.3384 | 0.4889 | 0.3099 | 0.3793 | 71 | 0.35 | 0.2154 | 0.2667 | 65 | 0.5082 | 0.62 | 0.5586 | 150 | 0.0625 | 0.0303 | 0.0408 | 33 | 0.5 | 0.4286 | 0.4615 | 28 | 0.4610 | 0.4092 | 0.4336 | 0.9037 |
0.3486 | 6.0 | 636 | 0.2848 | 0.5 | 0.5915 | 0.5419 | 71 | 0.4366 | 0.4769 | 0.4559 | 65 | 0.62 | 0.8267 | 0.7086 | 150 | 0.3333 | 0.4242 | 0.3733 | 33 | 0.5484 | 0.6071 | 0.5763 | 28 | 0.5327 | 0.6571 | 0.5884 | 0.9258 |
0.2953 | 7.0 | 742 | 0.2367 | 0.5208 | 0.7042 | 0.5988 | 71 | 0.4583 | 0.5077 | 0.4818 | 65 | 0.6667 | 0.88 | 0.7586 | 150 | 0.3636 | 0.4848 | 0.4156 | 33 | 0.5938 | 0.6786 | 0.6333 | 28 | 0.5656 | 0.7205 | 0.6337 | 0.9302 |
0.255 | 8.0 | 848 | 0.2208 | 0.55 | 0.7746 | 0.6433 | 71 | 0.4737 | 0.6923 | 0.5625 | 65 | 0.7068 | 0.9 | 0.7918 | 150 | 0.4545 | 0.6061 | 0.5195 | 33 | 0.5588 | 0.6786 | 0.6129 | 28 | 0.5905 | 0.7896 | 0.6757 | 0.9345 |
0.2306 | 9.0 | 954 | 0.1823 | 0.6222 | 0.7887 | 0.6957 | 71 | 0.5526 | 0.6462 | 0.5957 | 65 | 0.7791 | 0.8933 | 0.8323 | 150 | 0.4615 | 0.5455 | 0.5000 | 33 | 0.6774 | 0.75 | 0.7119 | 28 | 0.6642 | 0.7810 | 0.7179 | 0.9440 |
0.211 | 10.0 | 1060 | 0.1814 | 0.5979 | 0.8169 | 0.6905 | 71 | 0.5495 | 0.7692 | 0.6410 | 65 | 0.7569 | 0.9133 | 0.8278 | 150 | 0.5 | 0.6364 | 0.56 | 33 | 0.7419 | 0.8214 | 0.7797 | 28 | 0.6538 | 0.8329 | 0.7326 | 0.9430 |
0.2011 | 11.0 | 1166 | 0.1674 | 0.59 | 0.8310 | 0.6901 | 71 | 0.5556 | 0.7692 | 0.6452 | 65 | 0.7829 | 0.9133 | 0.8431 | 150 | 0.5116 | 0.6667 | 0.5789 | 33 | 0.7667 | 0.8214 | 0.7931 | 28 | 0.6644 | 0.8386 | 0.7414 | 0.9450 |
0.1861 | 12.0 | 1272 | 0.1607 | 0.6629 | 0.8310 | 0.7375 | 71 | 0.5730 | 0.7846 | 0.6623 | 65 | 0.7816 | 0.9067 | 0.8395 | 150 | 0.525 | 0.6364 | 0.5753 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.6863 | 0.8386 | 0.7549 | 0.9471 |
0.1772 | 13.0 | 1378 | 0.1521 | 0.6782 | 0.8310 | 0.7468 | 71 | 0.5652 | 0.8 | 0.6624 | 65 | 0.7816 | 0.9067 | 0.8395 | 150 | 0.5128 | 0.6061 | 0.5556 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.6896 | 0.8386 | 0.7568 | 0.9486 |
0.1732 | 14.0 | 1484 | 0.1478 | 0.7195 | 0.8310 | 0.7712 | 71 | 0.5532 | 0.8 | 0.6541 | 65 | 0.7907 | 0.9067 | 0.8447 | 150 | 0.5238 | 0.6667 | 0.5867 | 33 | 0.8333 | 0.8929 | 0.8621 | 28 | 0.7 | 0.8473 | 0.7666 | 0.9505 |
0.1661 | 15.0 | 1590 | 0.1575 | 0.6813 | 0.8732 | 0.7654 | 71 | 0.5579 | 0.8154 | 0.6625 | 65 | 0.7816 | 0.9067 | 0.8395 | 150 | 0.6304 | 0.8788 | 0.7342 | 33 | 0.8065 | 0.8929 | 0.8475 | 28 | 0.6979 | 0.8790 | 0.7781 | 0.9481 |
0.1605 | 16.0 | 1696 | 0.1500 | 0.6897 | 0.8451 | 0.7595 | 71 | 0.5889 | 0.8154 | 0.6839 | 65 | 0.7907 | 0.9067 | 0.8447 | 150 | 0.6444 | 0.8788 | 0.7436 | 33 | 0.7576 | 0.8929 | 0.8197 | 28 | 0.7096 | 0.8732 | 0.7829 | 0.9510 |
0.1587 | 17.0 | 1802 | 0.1472 | 0.7262 | 0.8592 | 0.7871 | 71 | 0.5579 | 0.8154 | 0.6625 | 65 | 0.7861 | 0.9067 | 0.8421 | 150 | 0.6905 | 0.8788 | 0.7733 | 33 | 0.7576 | 0.8929 | 0.8197 | 28 | 0.7119 | 0.8761 | 0.7855 | 0.9513 |
0.1553 | 18.0 | 1908 | 0.1477 | 0.6977 | 0.8451 | 0.7643 | 71 | 0.5745 | 0.8308 | 0.6792 | 65 | 0.7907 | 0.9067 | 0.8447 | 150 | 0.6667 | 0.8485 | 0.7467 | 33 | 0.7812 | 0.8929 | 0.8333 | 28 | 0.7113 | 0.8732 | 0.7840 | 0.9503 |
0.1493 | 19.0 | 2014 | 0.1433 | 0.7143 | 0.8451 | 0.7742 | 71 | 0.5567 | 0.8308 | 0.6667 | 65 | 0.8 | 0.9067 | 0.8500 | 150 | 0.6829 | 0.8485 | 0.7568 | 33 | 0.7812 | 0.8929 | 0.8333 | 28 | 0.7146 | 0.8732 | 0.7860 | 0.9500 |
0.1459 | 20.0 | 2120 | 0.1412 | 0.7011 | 0.8592 | 0.7722 | 71 | 0.5889 | 0.8154 | 0.6839 | 65 | 0.8047 | 0.9067 | 0.8527 | 150 | 0.6905 | 0.8788 | 0.7733 | 33 | 0.7812 | 0.8929 | 0.8333 | 28 | 0.7238 | 0.8761 | 0.7927 | 0.9520 |
0.1423 | 21.0 | 2226 | 0.1335 | 0.7375 | 0.8310 | 0.7815 | 71 | 0.5955 | 0.8154 | 0.6883 | 65 | 0.8193 | 0.9067 | 0.8608 | 150 | 0.6829 | 0.8485 | 0.7568 | 33 | 0.8387 | 0.9286 | 0.8814 | 28 | 0.7420 | 0.8703 | 0.8011 | 0.9551 |
0.1401 | 22.0 | 2332 | 0.1558 | 0.6854 | 0.8592 | 0.7625 | 71 | 0.5243 | 0.8308 | 0.6429 | 65 | 0.7771 | 0.9067 | 0.8369 | 150 | 0.6444 | 0.8788 | 0.7436 | 33 | 0.7353 | 0.8929 | 0.8065 | 28 | 0.6839 | 0.8790 | 0.7692 | 0.9476 |
0.1388 | 23.0 | 2438 | 0.1379 | 0.7342 | 0.8169 | 0.7733 | 71 | 0.55 | 0.8462 | 0.6667 | 65 | 0.8193 | 0.9067 | 0.8608 | 150 | 0.6829 | 0.8485 | 0.7568 | 33 | 0.8387 | 0.9286 | 0.8814 | 28 | 0.7266 | 0.8732 | 0.7932 | 0.9522 |
0.1357 | 24.0 | 2544 | 0.1379 | 0.7059 | 0.8451 | 0.7692 | 71 | 0.5521 | 0.8154 | 0.6584 | 65 | 0.8095 | 0.9067 | 0.8553 | 150 | 0.7 | 0.8485 | 0.7671 | 33 | 0.8387 | 0.9286 | 0.8814 | 28 | 0.7214 | 0.8732 | 0.7901 | 0.9530 |
0.1339 | 25.0 | 2650 | 0.1427 | 0.7195 | 0.8310 | 0.7712 | 71 | 0.5567 | 0.8308 | 0.6667 | 65 | 0.7953 | 0.9067 | 0.8474 | 150 | 0.6222 | 0.8485 | 0.7179 | 33 | 0.7576 | 0.8929 | 0.8197 | 28 | 0.7056 | 0.8703 | 0.7794 | 0.9513 |
0.1317 | 26.0 | 2756 | 0.1343 | 0.7532 | 0.8169 | 0.7838 | 71 | 0.5870 | 0.8308 | 0.6879 | 65 | 0.8193 | 0.9067 | 0.8608 | 150 | 0.6744 | 0.8788 | 0.7632 | 33 | 0.8065 | 0.8929 | 0.8475 | 28 | 0.7384 | 0.8703 | 0.7989 | 0.9554 |
0.1297 | 27.0 | 2862 | 0.1382 | 0.7407 | 0.8451 | 0.7895 | 71 | 0.5670 | 0.8462 | 0.6790 | 65 | 0.8155 | 0.9133 | 0.8616 | 150 | 0.6512 | 0.8485 | 0.7368 | 33 | 0.8387 | 0.9286 | 0.8814 | 28 | 0.7286 | 0.8818 | 0.7979 | 0.9539 |
0.1269 | 28.0 | 2968 | 0.1353 | 0.7342 | 0.8169 | 0.7733 | 71 | 0.5729 | 0.8462 | 0.6832 | 65 | 0.8095 | 0.9067 | 0.8553 | 150 | 0.6429 | 0.8182 | 0.7200 | 33 | 0.8387 | 0.9286 | 0.8814 | 28 | 0.7260 | 0.8703 | 0.7916 | 0.9554 |
0.127 | 29.0 | 3074 | 0.1368 | 0.7284 | 0.8310 | 0.7763 | 71 | 0.5612 | 0.8462 | 0.6748 | 65 | 0.8095 | 0.9067 | 0.8553 | 150 | 0.6429 | 0.8182 | 0.7200 | 33 | 0.8065 | 0.8929 | 0.8475 | 28 | 0.7190 | 0.8703 | 0.7875 | 0.9527 |
0.1244 | 30.0 | 3180 | 0.1338 | 0.7407 | 0.8451 | 0.7895 | 71 | 0.5895 | 0.8615 | 0.7 | 65 | 0.8095 | 0.9067 | 0.8553 | 150 | 0.6585 | 0.8182 | 0.7297 | 33 | 0.8387 | 0.9286 | 0.8814 | 28 | 0.7332 | 0.8790 | 0.7995 | 0.9539 |
0.1232 | 31.0 | 3286 | 0.1334 | 0.7407 | 0.8451 | 0.7895 | 71 | 0.5729 | 0.8462 | 0.6832 | 65 | 0.8155 | 0.9133 | 0.8616 | 150 | 0.675 | 0.8182 | 0.7397 | 33 | 0.8387 | 0.9286 | 0.8814 | 28 | 0.7332 | 0.8790 | 0.7995 | 0.9551 |
0.1204 | 32.0 | 3392 | 0.1398 | 0.7317 | 0.8451 | 0.7843 | 71 | 0.5612 | 0.8462 | 0.6748 | 65 | 0.8166 | 0.92 | 0.8652 | 150 | 0.6667 | 0.8485 | 0.7467 | 33 | 0.8125 | 0.9286 | 0.8667 | 28 | 0.7258 | 0.8847 | 0.7974 | 0.9534 |
0.1202 | 33.0 | 3498 | 0.1336 | 0.7407 | 0.8451 | 0.7895 | 71 | 0.6022 | 0.8615 | 0.7089 | 65 | 0.8253 | 0.9133 | 0.8671 | 150 | 0.7 | 0.8485 | 0.7671 | 33 | 0.8387 | 0.9286 | 0.8814 | 28 | 0.7470 | 0.8847 | 0.8100 | 0.9564 |
0.1185 | 34.0 | 3604 | 0.1332 | 0.7317 | 0.8451 | 0.7843 | 71 | 0.5895 | 0.8615 | 0.7 | 65 | 0.8303 | 0.9133 | 0.8698 | 150 | 0.6667 | 0.8485 | 0.7467 | 33 | 0.7812 | 0.8929 | 0.8333 | 28 | 0.7356 | 0.8818 | 0.8021 | 0.9549 |
0.119 | 35.0 | 3710 | 0.1357 | 0.7059 | 0.8451 | 0.7692 | 71 | 0.6292 | 0.8615 | 0.7273 | 65 | 0.8204 | 0.9133 | 0.8644 | 150 | 0.6667 | 0.8485 | 0.7467 | 33 | 0.7576 | 0.8929 | 0.8197 | 28 | 0.7356 | 0.8818 | 0.8021 | 0.9559 |
0.1155 | 36.0 | 3816 | 0.1379 | 0.7143 | 0.8451 | 0.7742 | 71 | 0.5895 | 0.8615 | 0.7 | 65 | 0.8107 | 0.9133 | 0.8589 | 150 | 0.6279 | 0.8182 | 0.7105 | 33 | 0.7879 | 0.9286 | 0.8525 | 28 | 0.7217 | 0.8818 | 0.7938 | 0.9532 |
0.1126 | 37.0 | 3922 | 0.1407 | 0.6977 | 0.8451 | 0.7643 | 71 | 0.5833 | 0.8615 | 0.6957 | 65 | 0.8095 | 0.9067 | 0.8553 | 150 | 0.6279 | 0.8182 | 0.7105 | 33 | 0.7576 | 0.8929 | 0.8197 | 28 | 0.7136 | 0.8761 | 0.7865 | 0.9517 |
0.1128 | 38.0 | 4028 | 0.1364 | 0.7143 | 0.8451 | 0.7742 | 71 | 0.5833 | 0.8615 | 0.6957 | 65 | 0.8144 | 0.9067 | 0.8580 | 150 | 0.6429 | 0.8182 | 0.7200 | 33 | 0.7576 | 0.8929 | 0.8197 | 28 | 0.7204 | 0.8761 | 0.7906 | 0.9532 |
0.1122 | 39.0 | 4134 | 0.1348 | 0.7349 | 0.8592 | 0.7922 | 71 | 0.5714 | 0.8615 | 0.6871 | 65 | 0.8144 | 0.9067 | 0.8580 | 150 | 0.6585 | 0.8182 | 0.7297 | 33 | 0.7879 | 0.9286 | 0.8525 | 28 | 0.7251 | 0.8818 | 0.7958 | 0.9532 |
0.113 | 40.0 | 4240 | 0.1252 | 0.7195 | 0.8310 | 0.7712 | 71 | 0.6322 | 0.8462 | 0.7237 | 65 | 0.8253 | 0.9133 | 0.8671 | 150 | 0.7179 | 0.8485 | 0.7778 | 33 | 0.8387 | 0.9286 | 0.8814 | 28 | 0.7531 | 0.8790 | 0.8112 | 0.9585 |
0.1118 | 41.0 | 4346 | 0.1336 | 0.7349 | 0.8592 | 0.7922 | 71 | 0.5914 | 0.8462 | 0.6962 | 65 | 0.8144 | 0.9067 | 0.8580 | 150 | 0.6279 | 0.8182 | 0.7105 | 33 | 0.8125 | 0.9286 | 0.8667 | 28 | 0.7297 | 0.8790 | 0.7974 | 0.9547 |
0.11 | 42.0 | 4452 | 0.1324 | 0.7349 | 0.8592 | 0.7922 | 71 | 0.5957 | 0.8615 | 0.7044 | 65 | 0.8242 | 0.9067 | 0.8635 | 150 | 0.6512 | 0.8485 | 0.7368 | 33 | 0.8125 | 0.9286 | 0.8667 | 28 | 0.7362 | 0.8847 | 0.8037 | 0.9551 |
0.1091 | 43.0 | 4558 | 0.1264 | 0.7439 | 0.8592 | 0.7974 | 71 | 0.6111 | 0.8462 | 0.7097 | 65 | 0.8303 | 0.9133 | 0.8698 | 150 | 0.675 | 0.8182 | 0.7397 | 33 | 0.8125 | 0.9286 | 0.8667 | 28 | 0.7482 | 0.8818 | 0.8095 | 0.9571 |
0.1112 | 44.0 | 4664 | 0.1256 | 0.7439 | 0.8592 | 0.7974 | 71 | 0.6395 | 0.8462 | 0.7285 | 65 | 0.8204 | 0.9133 | 0.8644 | 150 | 0.6829 | 0.8485 | 0.7568 | 33 | 0.8667 | 0.9286 | 0.8966 | 28 | 0.7562 | 0.8847 | 0.8154 | 0.9590 |
0.107 | 45.0 | 4770 | 0.1278 | 0.7349 | 0.8592 | 0.7922 | 71 | 0.5978 | 0.8462 | 0.7006 | 65 | 0.8204 | 0.9133 | 0.8644 | 150 | 0.675 | 0.8182 | 0.7397 | 33 | 0.8125 | 0.9286 | 0.8667 | 28 | 0.7391 | 0.8818 | 0.8042 | 0.9568 |
0.1084 | 46.0 | 4876 | 0.1250 | 0.7531 | 0.8592 | 0.8026 | 71 | 0.6044 | 0.8462 | 0.7051 | 65 | 0.8303 | 0.9133 | 0.8698 | 150 | 0.6923 | 0.8182 | 0.7500 | 33 | 0.8667 | 0.9286 | 0.8966 | 28 | 0.7537 | 0.8818 | 0.8127 | 0.9585 |
0.1054 | 47.0 | 4982 | 0.1315 | 0.7349 | 0.8592 | 0.7922 | 71 | 0.6087 | 0.8615 | 0.7134 | 65 | 0.8263 | 0.92 | 0.8707 | 150 | 0.7 | 0.8485 | 0.7671 | 33 | 0.8125 | 0.9286 | 0.8667 | 28 | 0.7464 | 0.8905 | 0.8121 | 0.9576 |
0.1074 | 48.0 | 5088 | 0.1313 | 0.7229 | 0.8451 | 0.7792 | 71 | 0.6022 | 0.8615 | 0.7089 | 65 | 0.8263 | 0.92 | 0.8707 | 150 | 0.6829 | 0.8485 | 0.7568 | 33 | 0.8125 | 0.9286 | 0.8667 | 28 | 0.7404 | 0.8876 | 0.8073 | 0.9571 |
0.1049 | 49.0 | 5194 | 0.1312 | 0.7143 | 0.8451 | 0.7742 | 71 | 0.6111 | 0.8462 | 0.7097 | 65 | 0.8263 | 0.92 | 0.8707 | 150 | 0.6667 | 0.8485 | 0.7467 | 33 | 0.8125 | 0.9286 | 0.8667 | 28 | 0.7398 | 0.8847 | 0.8058 | 0.9559 |
0.1042 | 50.0 | 5300 | 0.1325 | 0.7143 | 0.8451 | 0.7742 | 71 | 0.5978 | 0.8462 | 0.7006 | 65 | 0.8263 | 0.92 | 0.8707 | 150 | 0.7 | 0.8485 | 0.7671 | 33 | 0.8125 | 0.9286 | 0.8667 | 28 | 0.7398 | 0.8847 | 0.8058 | 0.9568 |
0.103 | 51.0 | 5406 | 0.1313 | 0.7143 | 0.8451 | 0.7742 | 71 | 0.6111 | 0.8462 | 0.7097 | 65 | 0.8204 | 0.9133 | 0.8644 | 150 | 0.6829 | 0.8485 | 0.7568 | 33 | 0.8125 | 0.9286 | 0.8667 | 28 | 0.7391 | 0.8818 | 0.8042 | 0.9564 |
0.1024 | 52.0 | 5512 | 0.1341 | 0.7317 | 0.8451 | 0.7843 | 71 | 0.6044 | 0.8462 | 0.7051 | 65 | 0.8313 | 0.92 | 0.8734 | 150 | 0.6512 | 0.8485 | 0.7368 | 33 | 0.8125 | 0.9286 | 0.8667 | 28 | 0.7415 | 0.8847 | 0.8068 | 0.9564 |
0.1022 | 53.0 | 5618 | 0.1391 | 0.7143 | 0.8451 | 0.7742 | 71 | 0.6064 | 0.8769 | 0.7170 | 65 | 0.8263 | 0.92 | 0.8707 | 150 | 0.6364 | 0.8485 | 0.7273 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.7292 | 0.8847 | 0.7995 | 0.9547 |
0.097 | 54.0 | 5724 | 0.1320 | 0.7143 | 0.8451 | 0.7742 | 71 | 0.6222 | 0.8615 | 0.7226 | 65 | 0.8364 | 0.92 | 0.8762 | 150 | 0.7 | 0.8485 | 0.7671 | 33 | 0.8387 | 0.9286 | 0.8814 | 28 | 0.7512 | 0.8876 | 0.8137 | 0.9583 |
0.0978 | 55.0 | 5830 | 0.1335 | 0.7143 | 0.8451 | 0.7742 | 71 | 0.6022 | 0.8615 | 0.7089 | 65 | 0.8313 | 0.92 | 0.8734 | 150 | 0.6829 | 0.8485 | 0.7568 | 33 | 0.8387 | 0.9286 | 0.8814 | 28 | 0.7422 | 0.8876 | 0.8084 | 0.9581 |
0.1015 | 56.0 | 5936 | 0.1276 | 0.7229 | 0.8451 | 0.7792 | 71 | 0.6180 | 0.8462 | 0.7143 | 65 | 0.8415 | 0.92 | 0.8790 | 150 | 0.6829 | 0.8485 | 0.7568 | 33 | 0.8387 | 0.9286 | 0.8814 | 28 | 0.7525 | 0.8847 | 0.8132 | 0.9593 |
0.099 | 57.0 | 6042 | 0.1318 | 0.7317 | 0.8451 | 0.7843 | 71 | 0.6292 | 0.8615 | 0.7273 | 65 | 0.8263 | 0.92 | 0.8707 | 150 | 0.6667 | 0.8485 | 0.7467 | 33 | 0.8125 | 0.9286 | 0.8667 | 28 | 0.7476 | 0.8876 | 0.8116 | 0.9581 |
0.0985 | 58.0 | 6148 | 0.1276 | 0.7143 | 0.8451 | 0.7742 | 71 | 0.625 | 0.8462 | 0.7190 | 65 | 0.8253 | 0.9133 | 0.8671 | 150 | 0.6585 | 0.8182 | 0.7297 | 33 | 0.8125 | 0.9286 | 0.8667 | 28 | 0.7421 | 0.8790 | 0.8047 | 0.9581 |
0.0969 | 59.0 | 6254 | 0.1295 | 0.7229 | 0.8451 | 0.7792 | 71 | 0.6180 | 0.8462 | 0.7143 | 65 | 0.8313 | 0.92 | 0.8734 | 150 | 0.7 | 0.8485 | 0.7671 | 33 | 0.8125 | 0.9286 | 0.8667 | 28 | 0.7488 | 0.8847 | 0.8111 | 0.9578 |
0.0985 | 60.0 | 6360 | 0.1285 | 0.7470 | 0.8732 | 0.8052 | 71 | 0.6111 | 0.8462 | 0.7097 | 65 | 0.8263 | 0.92 | 0.8707 | 150 | 0.7 | 0.8485 | 0.7671 | 33 | 0.8387 | 0.9286 | 0.8814 | 28 | 0.7518 | 0.8905 | 0.8153 | 0.9585 |
0.0967 | 61.0 | 6466 | 0.1304 | 0.7229 | 0.8451 | 0.7792 | 71 | 0.6222 | 0.8615 | 0.7226 | 65 | 0.8323 | 0.9267 | 0.8770 | 150 | 0.7 | 0.8485 | 0.7671 | 33 | 0.8387 | 0.9286 | 0.8814 | 28 | 0.7518 | 0.8905 | 0.8153 | 0.9585 |
0.0958 | 62.0 | 6572 | 0.1330 | 0.7229 | 0.8451 | 0.7792 | 71 | 0.6180 | 0.8462 | 0.7143 | 65 | 0.8545 | 0.94 | 0.8952 | 150 | 0.6829 | 0.8485 | 0.7568 | 33 | 0.8125 | 0.9286 | 0.8667 | 28 | 0.7561 | 0.8934 | 0.8190 | 0.9583 |
0.0947 | 63.0 | 6678 | 0.1282 | 0.7262 | 0.8592 | 0.7871 | 71 | 0.6154 | 0.8615 | 0.7179 | 65 | 0.8263 | 0.92 | 0.8707 | 150 | 0.675 | 0.8182 | 0.7397 | 33 | 0.8387 | 0.9286 | 0.8814 | 28 | 0.7458 | 0.8876 | 0.8105 | 0.9581 |
0.0928 | 64.0 | 6784 | 0.1308 | 0.7176 | 0.8592 | 0.7821 | 71 | 0.6364 | 0.8615 | 0.7320 | 65 | 0.8313 | 0.92 | 0.8734 | 150 | 0.6829 | 0.8485 | 0.7568 | 33 | 0.8125 | 0.9286 | 0.8667 | 28 | 0.75 | 0.8905 | 0.8142 | 0.9590 |
0.095 | 65.0 | 6890 | 0.1306 | 0.7349 | 0.8592 | 0.7922 | 71 | 0.6222 | 0.8615 | 0.7226 | 65 | 0.8364 | 0.92 | 0.8762 | 150 | 0.6829 | 0.8485 | 0.7568 | 33 | 0.8387 | 0.9286 | 0.8814 | 28 | 0.7537 | 0.8905 | 0.8164 | 0.9585 |
0.0925 | 66.0 | 6996 | 0.1351 | 0.7262 | 0.8592 | 0.7871 | 71 | 0.6087 | 0.8615 | 0.7134 | 65 | 0.8537 | 0.9333 | 0.8917 | 150 | 0.6829 | 0.8485 | 0.7568 | 33 | 0.8125 | 0.9286 | 0.8667 | 28 | 0.7530 | 0.8963 | 0.8184 | 0.9578 |
0.0939 | 67.0 | 7102 | 0.1285 | 0.7262 | 0.8592 | 0.7871 | 71 | 0.6364 | 0.8615 | 0.7320 | 65 | 0.8528 | 0.9267 | 0.8882 | 150 | 0.7 | 0.8485 | 0.7671 | 33 | 0.8387 | 0.9286 | 0.8814 | 28 | 0.7635 | 0.8934 | 0.8234 | 0.9600 |
0.0923 | 68.0 | 7208 | 0.1278 | 0.7262 | 0.8592 | 0.7871 | 71 | 0.6437 | 0.8615 | 0.7368 | 65 | 0.8415 | 0.92 | 0.8790 | 150 | 0.6829 | 0.8485 | 0.7568 | 33 | 0.8667 | 0.9286 | 0.8966 | 28 | 0.7611 | 0.8905 | 0.8207 | 0.9597 |
0.0945 | 69.0 | 7314 | 0.1303 | 0.7262 | 0.8592 | 0.7871 | 71 | 0.6222 | 0.8615 | 0.7226 | 65 | 0.8476 | 0.9267 | 0.8854 | 150 | 0.6829 | 0.8485 | 0.7568 | 33 | 0.8667 | 0.9286 | 0.8966 | 28 | 0.7579 | 0.8934 | 0.8201 | 0.9590 |
0.0924 | 70.0 | 7420 | 0.1294 | 0.7262 | 0.8592 | 0.7871 | 71 | 0.625 | 0.8462 | 0.7190 | 65 | 0.8476 | 0.9267 | 0.8854 | 150 | 0.6829 | 0.8485 | 0.7568 | 33 | 0.8667 | 0.9286 | 0.8966 | 28 | 0.7592 | 0.8905 | 0.8196 | 0.9595 |
0.092 | 71.0 | 7526 | 0.1372 | 0.7176 | 0.8592 | 0.7821 | 71 | 0.6222 | 0.8615 | 0.7226 | 65 | 0.8765 | 0.9467 | 0.9103 | 150 | 0.6829 | 0.8485 | 0.7568 | 33 | 0.8125 | 0.9286 | 0.8667 | 28 | 0.7634 | 0.9020 | 0.8269 | 0.9578 |
0.092 | 72.0 | 7632 | 0.1273 | 0.7262 | 0.8592 | 0.7871 | 71 | 0.6585 | 0.8308 | 0.7347 | 65 | 0.8528 | 0.9267 | 0.8882 | 150 | 0.6829 | 0.8485 | 0.7568 | 33 | 0.8667 | 0.9286 | 0.8966 | 28 | 0.77 | 0.8876 | 0.8246 | 0.9602 |
0.0915 | 73.0 | 7738 | 0.1258 | 0.7262 | 0.8592 | 0.7871 | 71 | 0.6506 | 0.8308 | 0.7297 | 65 | 0.8476 | 0.9267 | 0.8854 | 150 | 0.675 | 0.8182 | 0.7397 | 33 | 0.8667 | 0.9286 | 0.8966 | 28 | 0.7656 | 0.8847 | 0.8209 | 0.9607 |
0.0904 | 74.0 | 7844 | 0.1267 | 0.7229 | 0.8451 | 0.7792 | 71 | 0.6627 | 0.8462 | 0.7432 | 65 | 0.8476 | 0.9267 | 0.8854 | 150 | 0.675 | 0.8182 | 0.7397 | 33 | 0.8667 | 0.9286 | 0.8966 | 28 | 0.7675 | 0.8847 | 0.8220 | 0.9605 |
0.0898 | 75.0 | 7950 | 0.1253 | 0.7229 | 0.8451 | 0.7792 | 71 | 0.6667 | 0.8308 | 0.7397 | 65 | 0.8476 | 0.9267 | 0.8854 | 150 | 0.675 | 0.8182 | 0.7397 | 33 | 0.8667 | 0.9286 | 0.8966 | 28 | 0.7688 | 0.8818 | 0.8215 | 0.9597 |
0.0926 | 76.0 | 8056 | 0.1292 | 0.7176 | 0.8592 | 0.7821 | 71 | 0.6471 | 0.8462 | 0.7333 | 65 | 0.8476 | 0.9267 | 0.8854 | 150 | 0.675 | 0.8182 | 0.7397 | 33 | 0.8387 | 0.9286 | 0.8814 | 28 | 0.7605 | 0.8876 | 0.8191 | 0.9600 |
0.0918 | 77.0 | 8162 | 0.1306 | 0.7176 | 0.8592 | 0.7821 | 71 | 0.6471 | 0.8462 | 0.7333 | 65 | 0.8528 | 0.9267 | 0.8882 | 150 | 0.6829 | 0.8485 | 0.7568 | 33 | 0.8667 | 0.9286 | 0.8966 | 28 | 0.7649 | 0.8905 | 0.8229 | 0.9602 |
0.0893 | 78.0 | 8268 | 0.1308 | 0.7176 | 0.8592 | 0.7821 | 71 | 0.6512 | 0.8615 | 0.7417 | 65 | 0.8528 | 0.9267 | 0.8882 | 150 | 0.675 | 0.8182 | 0.7397 | 33 | 0.8667 | 0.9286 | 0.8966 | 28 | 0.7649 | 0.8905 | 0.8229 | 0.9602 |
0.0899 | 79.0 | 8374 | 0.1349 | 0.7176 | 0.8592 | 0.7821 | 71 | 0.6222 | 0.8615 | 0.7226 | 65 | 0.8704 | 0.94 | 0.9038 | 150 | 0.6585 | 0.8182 | 0.7297 | 33 | 0.8125 | 0.9286 | 0.8667 | 28 | 0.7585 | 0.8963 | 0.8217 | 0.9581 |
0.09 | 80.0 | 8480 | 0.1313 | 0.7176 | 0.8592 | 0.7821 | 71 | 0.6512 | 0.8615 | 0.7417 | 65 | 0.8704 | 0.94 | 0.9038 | 150 | 0.6829 | 0.8485 | 0.7568 | 33 | 0.8667 | 0.9286 | 0.8966 | 28 | 0.7723 | 0.8991 | 0.8309 | 0.9602 |
0.088 | 81.0 | 8586 | 0.1318 | 0.7176 | 0.8592 | 0.7821 | 71 | 0.6512 | 0.8615 | 0.7417 | 65 | 0.8476 | 0.9267 | 0.8854 | 150 | 0.6829 | 0.8485 | 0.7568 | 33 | 0.8667 | 0.9286 | 0.8966 | 28 | 0.7635 | 0.8934 | 0.8234 | 0.9595 |
0.09 | 82.0 | 8692 | 0.1312 | 0.7093 | 0.8592 | 0.7771 | 71 | 0.6395 | 0.8462 | 0.7285 | 65 | 0.8476 | 0.9267 | 0.8854 | 150 | 0.6829 | 0.8485 | 0.7568 | 33 | 0.8667 | 0.9286 | 0.8966 | 28 | 0.7592 | 0.8905 | 0.8196 | 0.9595 |
0.0904 | 83.0 | 8798 | 0.1310 | 0.7093 | 0.8592 | 0.7771 | 71 | 0.6588 | 0.8615 | 0.7467 | 65 | 0.8589 | 0.9333 | 0.8946 | 150 | 0.675 | 0.8182 | 0.7397 | 33 | 0.8667 | 0.9286 | 0.8966 | 28 | 0.7673 | 0.8934 | 0.8256 | 0.9600 |
0.0898 | 84.0 | 8904 | 0.1294 | 0.7143 | 0.8451 | 0.7742 | 71 | 0.6667 | 0.8615 | 0.7517 | 65 | 0.8476 | 0.9267 | 0.8854 | 150 | 0.6829 | 0.8485 | 0.7568 | 33 | 0.8667 | 0.9286 | 0.8966 | 28 | 0.7667 | 0.8905 | 0.824 | 0.9597 |
0.0894 | 85.0 | 9010 | 0.1317 | 0.7093 | 0.8592 | 0.7771 | 71 | 0.6667 | 0.8615 | 0.7517 | 65 | 0.8589 | 0.9333 | 0.8946 | 150 | 0.6829 | 0.8485 | 0.7568 | 33 | 0.8667 | 0.9286 | 0.8966 | 28 | 0.7698 | 0.8963 | 0.8282 | 0.9602 |
0.0874 | 86.0 | 9116 | 0.1306 | 0.7176 | 0.8592 | 0.7821 | 71 | 0.6667 | 0.8615 | 0.7517 | 65 | 0.8758 | 0.94 | 0.9068 | 150 | 0.6829 | 0.8485 | 0.7568 | 33 | 0.8667 | 0.9286 | 0.8966 | 28 | 0.7781 | 0.8991 | 0.8342 | 0.9614 |
0.086 | 87.0 | 9222 | 0.1304 | 0.7176 | 0.8592 | 0.7821 | 71 | 0.6512 | 0.8615 | 0.7417 | 65 | 0.8589 | 0.9333 | 0.8946 | 150 | 0.675 | 0.8182 | 0.7397 | 33 | 0.8667 | 0.9286 | 0.8966 | 28 | 0.7673 | 0.8934 | 0.8256 | 0.9600 |
0.0879 | 88.0 | 9328 | 0.1293 | 0.7143 | 0.8451 | 0.7742 | 71 | 0.6588 | 0.8615 | 0.7467 | 65 | 0.8528 | 0.9267 | 0.8882 | 150 | 0.6829 | 0.8485 | 0.7568 | 33 | 0.8667 | 0.9286 | 0.8966 | 28 | 0.7667 | 0.8905 | 0.824 | 0.9600 |
0.0897 | 89.0 | 9434 | 0.1298 | 0.7176 | 0.8592 | 0.7821 | 71 | 0.6588 | 0.8615 | 0.7467 | 65 | 0.8528 | 0.9267 | 0.8882 | 150 | 0.6585 | 0.8182 | 0.7297 | 33 | 0.8667 | 0.9286 | 0.8966 | 28 | 0.7649 | 0.8905 | 0.8229 | 0.9600 |
0.0874 | 90.0 | 9540 | 0.1309 | 0.7176 | 0.8592 | 0.7821 | 71 | 0.6512 | 0.8615 | 0.7417 | 65 | 0.8642 | 0.9333 | 0.8974 | 150 | 0.675 | 0.8182 | 0.7397 | 33 | 0.8667 | 0.9286 | 0.8966 | 28 | 0.7692 | 0.8934 | 0.8267 | 0.9600 |
0.0878 | 91.0 | 9646 | 0.1298 | 0.7176 | 0.8592 | 0.7821 | 71 | 0.6667 | 0.8615 | 0.7517 | 65 | 0.8528 | 0.9267 | 0.8882 | 150 | 0.675 | 0.8182 | 0.7397 | 33 | 0.8667 | 0.9286 | 0.8966 | 28 | 0.7687 | 0.8905 | 0.8251 | 0.9607 |
0.088 | 92.0 | 9752 | 0.1297 | 0.7176 | 0.8592 | 0.7821 | 71 | 0.6548 | 0.8462 | 0.7383 | 65 | 0.8528 | 0.9267 | 0.8882 | 150 | 0.6829 | 0.8485 | 0.7568 | 33 | 0.8667 | 0.9286 | 0.8966 | 28 | 0.7667 | 0.8905 | 0.824 | 0.9605 |
0.0882 | 93.0 | 9858 | 0.1292 | 0.7176 | 0.8592 | 0.7821 | 71 | 0.6548 | 0.8462 | 0.7383 | 65 | 0.8528 | 0.9267 | 0.8882 | 150 | 0.7 | 0.8485 | 0.7671 | 33 | 0.8667 | 0.9286 | 0.8966 | 28 | 0.7687 | 0.8905 | 0.8251 | 0.9607 |
0.0875 | 94.0 | 9964 | 0.1314 | 0.7176 | 0.8592 | 0.7821 | 71 | 0.6548 | 0.8462 | 0.7383 | 65 | 0.8528 | 0.9267 | 0.8882 | 150 | 0.6829 | 0.8485 | 0.7568 | 33 | 0.8667 | 0.9286 | 0.8966 | 28 | 0.7667 | 0.8905 | 0.824 | 0.9602 |
0.0881 | 95.0 | 10070 | 0.1308 | 0.7176 | 0.8592 | 0.7821 | 71 | 0.6588 | 0.8615 | 0.7467 | 65 | 0.8528 | 0.9267 | 0.8882 | 150 | 0.6829 | 0.8485 | 0.7568 | 33 | 0.8667 | 0.9286 | 0.8966 | 28 | 0.7673 | 0.8934 | 0.8256 | 0.9602 |
0.0848 | 96.0 | 10176 | 0.1302 | 0.7176 | 0.8592 | 0.7821 | 71 | 0.6588 | 0.8615 | 0.7467 | 65 | 0.8528 | 0.9267 | 0.8882 | 150 | 0.6829 | 0.8485 | 0.7568 | 33 | 0.8667 | 0.9286 | 0.8966 | 28 | 0.7673 | 0.8934 | 0.8256 | 0.9602 |
0.0873 | 97.0 | 10282 | 0.1299 | 0.7176 | 0.8592 | 0.7821 | 71 | 0.6667 | 0.8615 | 0.7517 | 65 | 0.8528 | 0.9267 | 0.8882 | 150 | 0.6829 | 0.8485 | 0.7568 | 33 | 0.8667 | 0.9286 | 0.8966 | 28 | 0.7692 | 0.8934 | 0.8267 | 0.9607 |
0.087 | 98.0 | 10388 | 0.1296 | 0.7176 | 0.8592 | 0.7821 | 71 | 0.6548 | 0.8462 | 0.7383 | 65 | 0.8528 | 0.9267 | 0.8882 | 150 | 0.6829 | 0.8485 | 0.7568 | 33 | 0.8667 | 0.9286 | 0.8966 | 28 | 0.7667 | 0.8905 | 0.824 | 0.9605 |
0.0868 | 99.0 | 10494 | 0.1298 | 0.7176 | 0.8592 | 0.7821 | 71 | 0.6548 | 0.8462 | 0.7383 | 65 | 0.8528 | 0.9267 | 0.8882 | 150 | 0.6829 | 0.8485 | 0.7568 | 33 | 0.8667 | 0.9286 | 0.8966 | 28 | 0.7667 | 0.8905 | 0.824 | 0.9605 |
0.0871 | 100.0 | 10600 | 0.1297 | 0.7176 | 0.8592 | 0.7821 | 71 | 0.6548 | 0.8462 | 0.7383 | 65 | 0.8528 | 0.9267 | 0.8882 | 150 | 0.6829 | 0.8485 | 0.7568 | 33 | 0.8667 | 0.9286 | 0.8966 | 28 | 0.7667 | 0.8905 | 0.824 | 0.9605 |
Framework versions
- Transformers 4.39.3
- Pytorch 2.3.0+cu121
- Datasets 2.19.1
- Tokenizers 0.15.2
Model tree for apwic/nerugm-lora-r8-3
Base model
indolem/indobert-base-uncased