nerugm-lora-r16-0
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: 0.1358
- Location Precision: 0.7722
- Location Recall: 0.8841
- Location F1: 0.8243
- Location Number: 69
- Organization Precision: 0.6377
- Organization Recall: 0.7586
- Organization F1: 0.6929
- Organization Number: 58
- Person Precision: 0.8424
- Person Recall: 0.9145
- Person F1: 0.8770
- Person Number: 152
- Quantity Precision: 0.6154
- Quantity Recall: 0.8
- Quantity F1: 0.6957
- Quantity Number: 30
- Time Precision: 0.7576
- Time Recall: 0.8621
- Time F1: 0.8065
- Time Number: 29
- Overall Precision: 0.7610
- Overall Recall: 0.8669
- Overall F1: 0.8105
- Overall Accuracy: 0.9577
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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1.1575 | 1.0 | 106 | 0.7082 | 0.0 | 0.0 | 0.0 | 69 | 0.0 | 0.0 | 0.0 | 58 | 0.0 | 0.0 | 0.0 | 152 | 0.0 | 0.0 | 0.0 | 30 | 0.0 | 0.0 | 0.0 | 29 | 0.0 | 0.0 | 0.0 | 0.8397 |
| 0.6803 | 2.0 | 212 | 0.5858 | 0.0 | 0.0 | 0.0 | 69 | 0.0 | 0.0 | 0.0 | 58 | 0.2 | 0.0066 | 0.0127 | 152 | 0.0 | 0.0 | 0.0 | 30 | 0.0 | 0.0 | 0.0 | 29 | 0.1429 | 0.0030 | 0.0058 | 0.8410 |
| 0.5602 | 3.0 | 318 | 0.4571 | 0.2 | 0.0145 | 0.0270 | 69 | 0.0 | 0.0 | 0.0 | 58 | 0.3 | 0.1579 | 0.2069 | 152 | 0.0 | 0.0 | 0.0 | 30 | 0.1429 | 0.0690 | 0.0930 | 29 | 0.27 | 0.0799 | 0.1233 | 0.8612 |
| 0.4308 | 4.0 | 424 | 0.3336 | 0.4 | 0.2899 | 0.3361 | 69 | 0.2 | 0.1552 | 0.1748 | 58 | 0.5309 | 0.6776 | 0.5954 | 152 | 0.2941 | 0.1667 | 0.2128 | 30 | 0.4815 | 0.4483 | 0.4643 | 29 | 0.4505 | 0.4438 | 0.4471 | 0.9047 |
| 0.3238 | 5.0 | 530 | 0.2585 | 0.5488 | 0.6522 | 0.5960 | 69 | 0.3276 | 0.3276 | 0.3276 | 58 | 0.6736 | 0.8553 | 0.7536 | 152 | 0.3611 | 0.4333 | 0.3939 | 30 | 0.5143 | 0.6207 | 0.5625 | 29 | 0.5569 | 0.6657 | 0.6065 | 0.9265 |
| 0.2653 | 6.0 | 636 | 0.2287 | 0.5870 | 0.7826 | 0.6708 | 69 | 0.4118 | 0.4828 | 0.4444 | 58 | 0.6802 | 0.8816 | 0.7679 | 152 | 0.4242 | 0.4667 | 0.4444 | 30 | 0.6061 | 0.6897 | 0.6452 | 29 | 0.5910 | 0.7396 | 0.6570 | 0.9309 |
| 0.2286 | 7.0 | 742 | 0.1973 | 0.6705 | 0.8551 | 0.7516 | 69 | 0.4722 | 0.5862 | 0.5231 | 58 | 0.7433 | 0.9145 | 0.8201 | 152 | 0.5 | 0.6 | 0.5455 | 30 | 0.6176 | 0.7241 | 0.6667 | 29 | 0.6499 | 0.8018 | 0.7179 | 0.9393 |
| 0.2052 | 8.0 | 848 | 0.1775 | 0.6742 | 0.8696 | 0.7595 | 69 | 0.5122 | 0.7241 | 0.6000 | 58 | 0.7514 | 0.8947 | 0.8168 | 152 | 0.4857 | 0.5667 | 0.5231 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.6683 | 0.8284 | 0.7398 | 0.9431 |
| 0.1891 | 9.0 | 954 | 0.1697 | 0.7045 | 0.8986 | 0.7898 | 69 | 0.5375 | 0.7414 | 0.6232 | 58 | 0.7403 | 0.8816 | 0.8048 | 152 | 0.5429 | 0.6333 | 0.5846 | 30 | 0.7273 | 0.8276 | 0.7742 | 29 | 0.6763 | 0.8343 | 0.7470 | 0.9442 |
| 0.176 | 10.0 | 1060 | 0.1571 | 0.7470 | 0.8986 | 0.8158 | 69 | 0.5294 | 0.7759 | 0.6294 | 58 | 0.7644 | 0.875 | 0.8160 | 152 | 0.5641 | 0.7333 | 0.6377 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.6949 | 0.8491 | 0.7643 | 0.9498 |
| 0.1684 | 11.0 | 1166 | 0.1611 | 0.7386 | 0.9420 | 0.8280 | 69 | 0.5301 | 0.7586 | 0.6241 | 58 | 0.7268 | 0.875 | 0.7940 | 152 | 0.6154 | 0.8 | 0.6957 | 30 | 0.7222 | 0.8966 | 0.8000 | 29 | 0.6807 | 0.8639 | 0.7614 | 0.9465 |
| 0.1609 | 12.0 | 1272 | 0.1457 | 0.7558 | 0.9420 | 0.8387 | 69 | 0.5811 | 0.7414 | 0.6515 | 58 | 0.7746 | 0.8816 | 0.8246 | 152 | 0.6857 | 0.8 | 0.7385 | 30 | 0.7941 | 0.9310 | 0.8571 | 29 | 0.7289 | 0.8669 | 0.7919 | 0.9542 |
| 0.1516 | 13.0 | 1378 | 0.1377 | 0.7531 | 0.8841 | 0.8133 | 69 | 0.5867 | 0.7586 | 0.6617 | 58 | 0.7988 | 0.8882 | 0.8411 | 152 | 0.6111 | 0.7333 | 0.6667 | 30 | 0.8182 | 0.9310 | 0.8710 | 29 | 0.7335 | 0.8550 | 0.7896 | 0.9557 |
| 0.147 | 14.0 | 1484 | 0.1513 | 0.7805 | 0.9275 | 0.8477 | 69 | 0.4945 | 0.7759 | 0.6040 | 58 | 0.7907 | 0.8947 | 0.8395 | 152 | 0.7027 | 0.8667 | 0.7761 | 30 | 0.7429 | 0.8966 | 0.8125 | 29 | 0.7122 | 0.8787 | 0.7868 | 0.9506 |
| 0.1421 | 15.0 | 1590 | 0.1350 | 0.8101 | 0.9275 | 0.8649 | 69 | 0.5946 | 0.7586 | 0.6667 | 58 | 0.8133 | 0.8882 | 0.8491 | 152 | 0.6571 | 0.7667 | 0.7077 | 30 | 0.8125 | 0.8966 | 0.8525 | 29 | 0.7565 | 0.8639 | 0.8066 | 0.9580 |
| 0.1368 | 16.0 | 1696 | 0.1334 | 0.7901 | 0.9275 | 0.8533 | 69 | 0.5556 | 0.6897 | 0.6154 | 58 | 0.8036 | 0.8882 | 0.8437 | 152 | 0.6471 | 0.7333 | 0.6875 | 30 | 0.8710 | 0.9310 | 0.9 | 29 | 0.7461 | 0.8521 | 0.7956 | 0.9577 |
| 0.1349 | 17.0 | 1802 | 0.1446 | 0.7529 | 0.9275 | 0.8312 | 69 | 0.5366 | 0.7586 | 0.6286 | 58 | 0.7988 | 0.8882 | 0.8411 | 152 | 0.6410 | 0.8333 | 0.7246 | 30 | 0.7059 | 0.8276 | 0.7619 | 29 | 0.7139 | 0.8639 | 0.7818 | 0.9521 |
| 0.1331 | 18.0 | 1908 | 0.1384 | 0.7711 | 0.9275 | 0.8421 | 69 | 0.5714 | 0.7586 | 0.6519 | 58 | 0.7861 | 0.8947 | 0.8369 | 152 | 0.6579 | 0.8333 | 0.7353 | 30 | 0.7647 | 0.8966 | 0.8254 | 29 | 0.7284 | 0.8728 | 0.7941 | 0.9547 |
| 0.1281 | 19.0 | 2014 | 0.1298 | 0.7875 | 0.9130 | 0.8456 | 69 | 0.6027 | 0.7586 | 0.6718 | 58 | 0.8047 | 0.8947 | 0.8474 | 152 | 0.6579 | 0.8333 | 0.7353 | 30 | 0.8182 | 0.9310 | 0.8710 | 29 | 0.7506 | 0.8728 | 0.8071 | 0.9580 |
| 0.1238 | 20.0 | 2120 | 0.1383 | 0.7590 | 0.9130 | 0.8289 | 69 | 0.5789 | 0.7586 | 0.6567 | 58 | 0.8012 | 0.9013 | 0.8483 | 152 | 0.6316 | 0.8 | 0.7059 | 30 | 0.7143 | 0.8621 | 0.7813 | 29 | 0.7270 | 0.8669 | 0.7908 | 0.9549 |
| 0.1206 | 21.0 | 2226 | 0.1410 | 0.7711 | 0.9275 | 0.8421 | 69 | 0.5476 | 0.7931 | 0.6479 | 58 | 0.8059 | 0.9013 | 0.8509 | 152 | 0.6579 | 0.8333 | 0.7353 | 30 | 0.7429 | 0.8966 | 0.8125 | 29 | 0.7268 | 0.8817 | 0.7968 | 0.9544 |
| 0.1203 | 22.0 | 2332 | 0.1311 | 0.7590 | 0.9130 | 0.8289 | 69 | 0.55 | 0.7586 | 0.6377 | 58 | 0.8204 | 0.9013 | 0.8589 | 152 | 0.7222 | 0.8667 | 0.7879 | 30 | 0.7647 | 0.8966 | 0.8254 | 29 | 0.74 | 0.8757 | 0.8022 | 0.9575 |
| 0.1186 | 23.0 | 2438 | 0.1342 | 0.8101 | 0.9275 | 0.8649 | 69 | 0.5921 | 0.7759 | 0.6716 | 58 | 0.7977 | 0.9079 | 0.8492 | 152 | 0.6667 | 0.8 | 0.7273 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7456 | 0.8757 | 0.8054 | 0.9572 |
| 0.1194 | 24.0 | 2544 | 0.1445 | 0.7901 | 0.9275 | 0.8533 | 69 | 0.6076 | 0.8276 | 0.7007 | 58 | 0.7667 | 0.9079 | 0.8313 | 152 | 0.6316 | 0.8 | 0.7059 | 30 | 0.7059 | 0.8276 | 0.7619 | 29 | 0.7233 | 0.8817 | 0.7947 | 0.9539 |
| 0.1159 | 25.0 | 2650 | 0.1341 | 0.7683 | 0.9130 | 0.8344 | 69 | 0.5696 | 0.7759 | 0.6569 | 58 | 0.8107 | 0.9013 | 0.8536 | 152 | 0.6667 | 0.8 | 0.7273 | 30 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.735 | 0.8698 | 0.7967 | 0.9567 |
| 0.112 | 26.0 | 2756 | 0.1394 | 0.7619 | 0.9275 | 0.8366 | 69 | 0.575 | 0.7931 | 0.6667 | 58 | 0.8059 | 0.9013 | 0.8509 | 152 | 0.6053 | 0.7667 | 0.6765 | 30 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7266 | 0.8728 | 0.7930 | 0.9554 |
| 0.1099 | 27.0 | 2862 | 0.1319 | 0.7561 | 0.8986 | 0.8212 | 69 | 0.5775 | 0.7069 | 0.6357 | 58 | 0.8274 | 0.9145 | 0.8687 | 152 | 0.6053 | 0.7667 | 0.6765 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.7417 | 0.8580 | 0.7956 | 0.9567 |
| 0.112 | 28.0 | 2968 | 0.1301 | 0.7683 | 0.9130 | 0.8344 | 69 | 0.5616 | 0.7069 | 0.6260 | 58 | 0.8323 | 0.9145 | 0.8715 | 152 | 0.6316 | 0.8 | 0.7059 | 30 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7411 | 0.8639 | 0.7978 | 0.9570 |
| 0.1073 | 29.0 | 3074 | 0.1324 | 0.7805 | 0.9275 | 0.8477 | 69 | 0.5556 | 0.6897 | 0.6154 | 58 | 0.8383 | 0.9211 | 0.8777 | 152 | 0.6053 | 0.7667 | 0.6765 | 30 | 0.75 | 0.8276 | 0.7869 | 29 | 0.7442 | 0.8609 | 0.7984 | 0.9565 |
| 0.1072 | 30.0 | 3180 | 0.1271 | 0.7778 | 0.9130 | 0.84 | 69 | 0.5753 | 0.7241 | 0.6412 | 58 | 0.8204 | 0.9013 | 0.8589 | 152 | 0.6053 | 0.7667 | 0.6765 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7398 | 0.8580 | 0.7945 | 0.9570 |
| 0.1054 | 31.0 | 3286 | 0.1269 | 0.7875 | 0.9130 | 0.8456 | 69 | 0.6087 | 0.7241 | 0.6614 | 58 | 0.8023 | 0.9079 | 0.8519 | 152 | 0.6216 | 0.7667 | 0.6866 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.7462 | 0.8609 | 0.7995 | 0.9575 |
| 0.1036 | 32.0 | 3392 | 0.1220 | 0.7949 | 0.8986 | 0.8435 | 69 | 0.6232 | 0.7414 | 0.6772 | 58 | 0.8155 | 0.9013 | 0.8562 | 152 | 0.6486 | 0.8 | 0.7164 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.7578 | 0.8609 | 0.8061 | 0.9590 |
| 0.1035 | 33.0 | 3498 | 0.1218 | 0.7848 | 0.8986 | 0.8378 | 69 | 0.6087 | 0.7241 | 0.6614 | 58 | 0.8373 | 0.9145 | 0.8742 | 152 | 0.6316 | 0.8 | 0.7059 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.7604 | 0.8639 | 0.8089 | 0.9598 |
| 0.0989 | 34.0 | 3604 | 0.1317 | 0.7975 | 0.9130 | 0.8514 | 69 | 0.6 | 0.7759 | 0.6767 | 58 | 0.8758 | 0.9276 | 0.9010 | 152 | 0.6316 | 0.8 | 0.7059 | 30 | 0.7273 | 0.8276 | 0.7742 | 29 | 0.7694 | 0.8787 | 0.8204 | 0.9580 |
| 0.0979 | 35.0 | 3710 | 0.1354 | 0.7778 | 0.9130 | 0.84 | 69 | 0.6081 | 0.7759 | 0.6818 | 58 | 0.8129 | 0.9145 | 0.8607 | 152 | 0.6053 | 0.7667 | 0.6765 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7431 | 0.8728 | 0.8027 | 0.9562 |
| 0.0983 | 36.0 | 3816 | 0.1285 | 0.7949 | 0.8986 | 0.8435 | 69 | 0.6111 | 0.7586 | 0.6769 | 58 | 0.8047 | 0.8947 | 0.8474 | 152 | 0.6316 | 0.8 | 0.7059 | 30 | 0.7273 | 0.8276 | 0.7742 | 29 | 0.7436 | 0.8580 | 0.7967 | 0.9575 |
| 0.1003 | 37.0 | 3922 | 0.1267 | 0.7590 | 0.9130 | 0.8289 | 69 | 0.5890 | 0.7414 | 0.6565 | 58 | 0.8214 | 0.9079 | 0.8625 | 152 | 0.6316 | 0.8 | 0.7059 | 30 | 0.7273 | 0.8276 | 0.7742 | 29 | 0.7392 | 0.8639 | 0.7967 | 0.9577 |
| 0.0933 | 38.0 | 4028 | 0.1350 | 0.7875 | 0.9130 | 0.8456 | 69 | 0.6104 | 0.8103 | 0.6963 | 58 | 0.8383 | 0.9211 | 0.8777 | 152 | 0.6410 | 0.8333 | 0.7246 | 30 | 0.75 | 0.8276 | 0.7869 | 29 | 0.7570 | 0.8846 | 0.8158 | 0.9580 |
| 0.0963 | 39.0 | 4134 | 0.1293 | 0.7875 | 0.9130 | 0.8456 | 69 | 0.6197 | 0.7586 | 0.6822 | 58 | 0.8012 | 0.9013 | 0.8483 | 152 | 0.6316 | 0.8 | 0.7059 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7455 | 0.8669 | 0.8016 | 0.9577 |
| 0.0935 | 40.0 | 4240 | 0.1271 | 0.7949 | 0.8986 | 0.8435 | 69 | 0.6286 | 0.7586 | 0.6875 | 58 | 0.8274 | 0.9145 | 0.8687 | 152 | 0.6316 | 0.8 | 0.7059 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7597 | 0.8698 | 0.8110 | 0.9588 |
| 0.0936 | 41.0 | 4346 | 0.1237 | 0.8052 | 0.8986 | 0.8493 | 69 | 0.6164 | 0.7759 | 0.6870 | 58 | 0.8434 | 0.9211 | 0.8805 | 152 | 0.6667 | 0.8 | 0.7273 | 30 | 0.8065 | 0.8621 | 0.8333 | 29 | 0.7728 | 0.8757 | 0.8211 | 0.9598 |
| 0.091 | 42.0 | 4452 | 0.1286 | 0.775 | 0.8986 | 0.8322 | 69 | 0.625 | 0.7759 | 0.6923 | 58 | 0.8476 | 0.9145 | 0.8797 | 152 | 0.6316 | 0.8 | 0.7059 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7623 | 0.8728 | 0.8138 | 0.9590 |
| 0.0923 | 43.0 | 4558 | 0.1299 | 0.7875 | 0.9130 | 0.8456 | 69 | 0.6081 | 0.7759 | 0.6818 | 58 | 0.8274 | 0.9145 | 0.8687 | 152 | 0.6316 | 0.8 | 0.7059 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.7551 | 0.8757 | 0.8110 | 0.9580 |
| 0.0919 | 44.0 | 4664 | 0.1245 | 0.775 | 0.8986 | 0.8322 | 69 | 0.6429 | 0.7759 | 0.7031 | 58 | 0.8155 | 0.9013 | 0.8562 | 152 | 0.6316 | 0.8 | 0.7059 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7532 | 0.8669 | 0.8061 | 0.9588 |
| 0.0889 | 45.0 | 4770 | 0.1310 | 0.775 | 0.8986 | 0.8322 | 69 | 0.6338 | 0.7759 | 0.6977 | 58 | 0.8485 | 0.9211 | 0.8833 | 152 | 0.6053 | 0.7667 | 0.6765 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7623 | 0.8728 | 0.8138 | 0.9588 |
| 0.0884 | 46.0 | 4876 | 0.1276 | 0.775 | 0.8986 | 0.8322 | 69 | 0.6 | 0.7759 | 0.6767 | 58 | 0.8466 | 0.9079 | 0.8762 | 152 | 0.6316 | 0.8 | 0.7059 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7558 | 0.8698 | 0.8088 | 0.9583 |
| 0.0887 | 47.0 | 4982 | 0.1309 | 0.7848 | 0.8986 | 0.8378 | 69 | 0.625 | 0.7759 | 0.6923 | 58 | 0.8571 | 0.9079 | 0.8818 | 152 | 0.6053 | 0.7667 | 0.6765 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7650 | 0.8669 | 0.8128 | 0.9588 |
| 0.0858 | 48.0 | 5088 | 0.1291 | 0.7848 | 0.8986 | 0.8378 | 69 | 0.6522 | 0.7759 | 0.7087 | 58 | 0.8263 | 0.9079 | 0.8652 | 152 | 0.6316 | 0.8 | 0.7059 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7617 | 0.8698 | 0.8122 | 0.9585 |
| 0.0861 | 49.0 | 5194 | 0.1337 | 0.7975 | 0.9130 | 0.8514 | 69 | 0.6216 | 0.7931 | 0.6970 | 58 | 0.8434 | 0.9211 | 0.8805 | 152 | 0.6486 | 0.8 | 0.7164 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7661 | 0.8817 | 0.8198 | 0.9580 |
| 0.0859 | 50.0 | 5300 | 0.1189 | 0.8026 | 0.8841 | 0.8414 | 69 | 0.6515 | 0.7414 | 0.6935 | 58 | 0.8405 | 0.9013 | 0.8698 | 152 | 0.6765 | 0.7667 | 0.7188 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.7790 | 0.8550 | 0.8152 | 0.9601 |
| 0.0849 | 51.0 | 5406 | 0.1275 | 0.775 | 0.8986 | 0.8322 | 69 | 0.625 | 0.7759 | 0.6923 | 58 | 0.8580 | 0.9145 | 0.8854 | 152 | 0.6316 | 0.8 | 0.7059 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.7682 | 0.8728 | 0.8172 | 0.9593 |
| 0.0817 | 52.0 | 5512 | 0.1322 | 0.7949 | 0.8986 | 0.8435 | 69 | 0.6164 | 0.7759 | 0.6870 | 58 | 0.8545 | 0.9276 | 0.8896 | 152 | 0.6316 | 0.8 | 0.7059 | 30 | 0.7273 | 0.8276 | 0.7742 | 29 | 0.7649 | 0.8757 | 0.8166 | 0.9588 |
| 0.0846 | 53.0 | 5618 | 0.1272 | 0.7848 | 0.8986 | 0.8378 | 69 | 0.6377 | 0.7586 | 0.6929 | 58 | 0.8485 | 0.9211 | 0.8833 | 152 | 0.6316 | 0.8 | 0.7059 | 30 | 0.8065 | 0.8621 | 0.8333 | 29 | 0.7723 | 0.8728 | 0.8194 | 0.9603 |
| 0.0834 | 54.0 | 5724 | 0.1267 | 0.7683 | 0.9130 | 0.8344 | 69 | 0.6197 | 0.7586 | 0.6822 | 58 | 0.8537 | 0.9211 | 0.8861 | 152 | 0.6316 | 0.8 | 0.7059 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.7649 | 0.8757 | 0.8166 | 0.9595 |
| 0.0826 | 55.0 | 5830 | 0.1322 | 0.8101 | 0.9275 | 0.8649 | 69 | 0.6164 | 0.7759 | 0.6870 | 58 | 0.8424 | 0.9145 | 0.8770 | 152 | 0.6316 | 0.8 | 0.7059 | 30 | 0.75 | 0.8276 | 0.7869 | 29 | 0.7649 | 0.8757 | 0.8166 | 0.9590 |
| 0.0823 | 56.0 | 5936 | 0.1269 | 0.7778 | 0.9130 | 0.84 | 69 | 0.6562 | 0.7241 | 0.6885 | 58 | 0.8537 | 0.9211 | 0.8861 | 152 | 0.6316 | 0.8 | 0.7059 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.7757 | 0.8698 | 0.8201 | 0.9603 |
| 0.0793 | 57.0 | 6042 | 0.1286 | 0.7778 | 0.9130 | 0.84 | 69 | 0.6429 | 0.7759 | 0.7031 | 58 | 0.8537 | 0.9211 | 0.8861 | 152 | 0.6316 | 0.8 | 0.7059 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7694 | 0.8787 | 0.8204 | 0.9595 |
| 0.0788 | 58.0 | 6148 | 0.1271 | 0.7949 | 0.8986 | 0.8435 | 69 | 0.625 | 0.7759 | 0.6923 | 58 | 0.8485 | 0.9211 | 0.8833 | 152 | 0.6486 | 0.8 | 0.7164 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7688 | 0.8757 | 0.8188 | 0.9598 |
| 0.0778 | 59.0 | 6254 | 0.1287 | 0.7778 | 0.9130 | 0.84 | 69 | 0.6164 | 0.7759 | 0.6870 | 58 | 0.8383 | 0.9211 | 0.8777 | 152 | 0.6053 | 0.7667 | 0.6765 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7551 | 0.8757 | 0.8110 | 0.9585 |
| 0.0786 | 60.0 | 6360 | 0.1348 | 0.7683 | 0.9130 | 0.8344 | 69 | 0.625 | 0.7759 | 0.6923 | 58 | 0.8424 | 0.9145 | 0.8770 | 152 | 0.6316 | 0.8 | 0.7059 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7590 | 0.8757 | 0.8132 | 0.9583 |
| 0.0782 | 61.0 | 6466 | 0.1307 | 0.7975 | 0.9130 | 0.8514 | 69 | 0.6338 | 0.7759 | 0.6977 | 58 | 0.8485 | 0.9211 | 0.8833 | 152 | 0.6053 | 0.7667 | 0.6765 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7668 | 0.8757 | 0.8177 | 0.9590 |
| 0.0782 | 62.0 | 6572 | 0.1289 | 0.7654 | 0.8986 | 0.8267 | 69 | 0.5972 | 0.7414 | 0.6615 | 58 | 0.8204 | 0.9013 | 0.8589 | 152 | 0.6053 | 0.7667 | 0.6765 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7417 | 0.8580 | 0.7956 | 0.9570 |
| 0.0774 | 63.0 | 6678 | 0.1315 | 0.7778 | 0.9130 | 0.84 | 69 | 0.6143 | 0.7414 | 0.6719 | 58 | 0.8274 | 0.9145 | 0.8687 | 152 | 0.6053 | 0.7667 | 0.6765 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7513 | 0.8669 | 0.8049 | 0.9572 |
| 0.0782 | 64.0 | 6784 | 0.1349 | 0.7778 | 0.9130 | 0.84 | 69 | 0.625 | 0.7759 | 0.6923 | 58 | 0.8393 | 0.9276 | 0.8812 | 152 | 0.6316 | 0.8 | 0.7059 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.7621 | 0.8817 | 0.8176 | 0.9585 |
| 0.0779 | 65.0 | 6890 | 0.1343 | 0.7683 | 0.9130 | 0.8344 | 69 | 0.625 | 0.7759 | 0.6923 | 58 | 0.8485 | 0.9211 | 0.8833 | 152 | 0.6316 | 0.8 | 0.7059 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.7635 | 0.8787 | 0.8171 | 0.9590 |
| 0.0769 | 66.0 | 6996 | 0.1354 | 0.7683 | 0.9130 | 0.8344 | 69 | 0.6027 | 0.7586 | 0.6718 | 58 | 0.8485 | 0.9211 | 0.8833 | 152 | 0.6316 | 0.8 | 0.7059 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7570 | 0.8757 | 0.8121 | 0.9580 |
| 0.0738 | 67.0 | 7102 | 0.1397 | 0.7901 | 0.9275 | 0.8533 | 69 | 0.6081 | 0.7759 | 0.6818 | 58 | 0.8383 | 0.9211 | 0.8777 | 152 | 0.6579 | 0.8333 | 0.7353 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7608 | 0.8846 | 0.8181 | 0.9577 |
| 0.0758 | 68.0 | 7208 | 0.1368 | 0.7590 | 0.9130 | 0.8289 | 69 | 0.5946 | 0.7586 | 0.6667 | 58 | 0.8598 | 0.9276 | 0.8924 | 152 | 0.6410 | 0.8333 | 0.7246 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7583 | 0.8817 | 0.8153 | 0.9580 |
| 0.0772 | 69.0 | 7314 | 0.1326 | 0.7821 | 0.8841 | 0.8299 | 69 | 0.6286 | 0.7586 | 0.6875 | 58 | 0.8485 | 0.9211 | 0.8833 | 152 | 0.6667 | 0.8 | 0.7273 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.7717 | 0.8698 | 0.8178 | 0.9595 |
| 0.0733 | 70.0 | 7420 | 0.1326 | 0.7821 | 0.8841 | 0.8299 | 69 | 0.6286 | 0.7586 | 0.6875 | 58 | 0.8494 | 0.9276 | 0.8868 | 152 | 0.6486 | 0.8 | 0.7164 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.7702 | 0.8728 | 0.8183 | 0.9593 |
| 0.0744 | 71.0 | 7526 | 0.1298 | 0.7848 | 0.8986 | 0.8378 | 69 | 0.6338 | 0.7759 | 0.6977 | 58 | 0.8598 | 0.9276 | 0.8924 | 152 | 0.6389 | 0.7667 | 0.6970 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.7749 | 0.8757 | 0.8222 | 0.9606 |
| 0.0748 | 72.0 | 7632 | 0.1274 | 0.7821 | 0.8841 | 0.8299 | 69 | 0.6232 | 0.7414 | 0.6772 | 58 | 0.8476 | 0.9145 | 0.8797 | 152 | 0.6216 | 0.7667 | 0.6866 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.7658 | 0.8609 | 0.8106 | 0.9593 |
| 0.0741 | 73.0 | 7738 | 0.1280 | 0.7821 | 0.8841 | 0.8299 | 69 | 0.6232 | 0.7414 | 0.6772 | 58 | 0.8253 | 0.9013 | 0.8616 | 152 | 0.6216 | 0.7667 | 0.6866 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.7565 | 0.8550 | 0.8028 | 0.9588 |
| 0.0743 | 74.0 | 7844 | 0.1388 | 0.7778 | 0.9130 | 0.84 | 69 | 0.6164 | 0.7759 | 0.6870 | 58 | 0.8434 | 0.9211 | 0.8805 | 152 | 0.6316 | 0.8 | 0.7059 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.7615 | 0.8787 | 0.8159 | 0.9580 |
| 0.0726 | 75.0 | 7950 | 0.1335 | 0.7821 | 0.8841 | 0.8299 | 69 | 0.6377 | 0.7586 | 0.6929 | 58 | 0.8589 | 0.9211 | 0.8889 | 152 | 0.6316 | 0.8 | 0.7059 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7717 | 0.8698 | 0.8178 | 0.9590 |
| 0.0723 | 76.0 | 8056 | 0.1318 | 0.7722 | 0.8841 | 0.8243 | 69 | 0.6377 | 0.7586 | 0.6929 | 58 | 0.8485 | 0.9211 | 0.8833 | 152 | 0.6216 | 0.7667 | 0.6866 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.7670 | 0.8669 | 0.8139 | 0.9588 |
| 0.0727 | 77.0 | 8162 | 0.1338 | 0.7821 | 0.8841 | 0.8299 | 69 | 0.6471 | 0.7586 | 0.6984 | 58 | 0.8434 | 0.9211 | 0.8805 | 152 | 0.6216 | 0.7667 | 0.6866 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.7690 | 0.8669 | 0.8150 | 0.9590 |
| 0.0732 | 78.0 | 8268 | 0.1336 | 0.7821 | 0.8841 | 0.8299 | 69 | 0.6429 | 0.7759 | 0.7031 | 58 | 0.8373 | 0.9145 | 0.8742 | 152 | 0.6216 | 0.7667 | 0.6866 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.7650 | 0.8669 | 0.8128 | 0.9590 |
| 0.0725 | 79.0 | 8374 | 0.1303 | 0.7821 | 0.8841 | 0.8299 | 69 | 0.6471 | 0.7586 | 0.6984 | 58 | 0.8466 | 0.9079 | 0.8762 | 152 | 0.6216 | 0.7667 | 0.6866 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.7698 | 0.8609 | 0.8128 | 0.9595 |
| 0.0718 | 80.0 | 8480 | 0.1375 | 0.7778 | 0.9130 | 0.84 | 69 | 0.6338 | 0.7759 | 0.6977 | 58 | 0.8434 | 0.9211 | 0.8805 | 152 | 0.6053 | 0.7667 | 0.6765 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7609 | 0.8757 | 0.8143 | 0.9585 |
| 0.0722 | 81.0 | 8586 | 0.1344 | 0.7848 | 0.8986 | 0.8378 | 69 | 0.6522 | 0.7759 | 0.7087 | 58 | 0.8424 | 0.9145 | 0.8770 | 152 | 0.6154 | 0.8 | 0.6957 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.7682 | 0.8728 | 0.8172 | 0.9590 |
| 0.0707 | 82.0 | 8692 | 0.1353 | 0.7848 | 0.8986 | 0.8378 | 69 | 0.6522 | 0.7759 | 0.7087 | 58 | 0.8424 | 0.9145 | 0.8770 | 152 | 0.6316 | 0.8 | 0.7059 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.7702 | 0.8728 | 0.8183 | 0.9595 |
| 0.0717 | 83.0 | 8798 | 0.1314 | 0.7722 | 0.8841 | 0.8243 | 69 | 0.6418 | 0.7414 | 0.688 | 58 | 0.8303 | 0.9013 | 0.8644 | 152 | 0.6216 | 0.7667 | 0.6866 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.7605 | 0.8550 | 0.8050 | 0.9580 |
| 0.0715 | 84.0 | 8904 | 0.1348 | 0.7821 | 0.8841 | 0.8299 | 69 | 0.6522 | 0.7759 | 0.7087 | 58 | 0.8424 | 0.9145 | 0.8770 | 152 | 0.6486 | 0.8 | 0.7164 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.7717 | 0.8698 | 0.8178 | 0.9595 |
| 0.0708 | 85.0 | 9010 | 0.1344 | 0.7848 | 0.8986 | 0.8378 | 69 | 0.6338 | 0.7759 | 0.6977 | 58 | 0.8476 | 0.9145 | 0.8797 | 152 | 0.6316 | 0.8 | 0.7059 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.7682 | 0.8728 | 0.8172 | 0.9590 |
| 0.0712 | 86.0 | 9116 | 0.1333 | 0.7821 | 0.8841 | 0.8299 | 69 | 0.6471 | 0.7586 | 0.6984 | 58 | 0.8424 | 0.9145 | 0.8770 | 152 | 0.6486 | 0.8 | 0.7164 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.7711 | 0.8669 | 0.8162 | 0.9590 |
| 0.0702 | 87.0 | 9222 | 0.1361 | 0.7848 | 0.8986 | 0.8378 | 69 | 0.6429 | 0.7759 | 0.7031 | 58 | 0.8434 | 0.9211 | 0.8805 | 152 | 0.6486 | 0.8 | 0.7164 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.7708 | 0.8757 | 0.8199 | 0.9595 |
| 0.0681 | 88.0 | 9328 | 0.1335 | 0.775 | 0.8986 | 0.8322 | 69 | 0.6429 | 0.7759 | 0.7031 | 58 | 0.8485 | 0.9211 | 0.8833 | 152 | 0.6216 | 0.7667 | 0.6866 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.7682 | 0.8728 | 0.8172 | 0.9595 |
| 0.0693 | 89.0 | 9434 | 0.1345 | 0.7722 | 0.8841 | 0.8243 | 69 | 0.6377 | 0.7586 | 0.6929 | 58 | 0.8485 | 0.9211 | 0.8833 | 152 | 0.6486 | 0.8 | 0.7164 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7676 | 0.8698 | 0.8155 | 0.9590 |
| 0.0674 | 90.0 | 9540 | 0.1362 | 0.7722 | 0.8841 | 0.8243 | 69 | 0.6338 | 0.7759 | 0.6977 | 58 | 0.8485 | 0.9211 | 0.8833 | 152 | 0.6486 | 0.8 | 0.7164 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.7682 | 0.8728 | 0.8172 | 0.9590 |
| 0.0703 | 91.0 | 9646 | 0.1353 | 0.7722 | 0.8841 | 0.8243 | 69 | 0.6429 | 0.7759 | 0.7031 | 58 | 0.8485 | 0.9211 | 0.8833 | 152 | 0.6316 | 0.8 | 0.7059 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.7682 | 0.8728 | 0.8172 | 0.9588 |
| 0.0659 | 92.0 | 9752 | 0.1349 | 0.7821 | 0.8841 | 0.8299 | 69 | 0.6429 | 0.7759 | 0.7031 | 58 | 0.8424 | 0.9145 | 0.8770 | 152 | 0.6216 | 0.7667 | 0.6866 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.7670 | 0.8669 | 0.8139 | 0.9588 |
| 0.0674 | 93.0 | 9858 | 0.1367 | 0.7821 | 0.8841 | 0.8299 | 69 | 0.6164 | 0.7759 | 0.6870 | 58 | 0.8424 | 0.9145 | 0.8770 | 152 | 0.6154 | 0.8 | 0.6957 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.7597 | 0.8698 | 0.8110 | 0.9577 |
| 0.0673 | 94.0 | 9964 | 0.1321 | 0.7821 | 0.8841 | 0.8299 | 69 | 0.6377 | 0.7586 | 0.6929 | 58 | 0.8476 | 0.9145 | 0.8797 | 152 | 0.6216 | 0.7667 | 0.6866 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.7684 | 0.8639 | 0.8134 | 0.9590 |
| 0.07 | 95.0 | 10070 | 0.1335 | 0.7821 | 0.8841 | 0.8299 | 69 | 0.6377 | 0.7586 | 0.6929 | 58 | 0.8424 | 0.9145 | 0.8770 | 152 | 0.6216 | 0.7667 | 0.6866 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.7664 | 0.8639 | 0.8122 | 0.9588 |
| 0.0677 | 96.0 | 10176 | 0.1356 | 0.7722 | 0.8841 | 0.8243 | 69 | 0.6377 | 0.7586 | 0.6929 | 58 | 0.8424 | 0.9145 | 0.8770 | 152 | 0.5897 | 0.7667 | 0.6667 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7584 | 0.8639 | 0.8077 | 0.9575 |
| 0.0715 | 97.0 | 10282 | 0.1343 | 0.7821 | 0.8841 | 0.8299 | 69 | 0.6377 | 0.7586 | 0.6929 | 58 | 0.8424 | 0.9145 | 0.8770 | 152 | 0.6053 | 0.7667 | 0.6765 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.7644 | 0.8639 | 0.8111 | 0.9583 |
| 0.0664 | 98.0 | 10388 | 0.1353 | 0.7722 | 0.8841 | 0.8243 | 69 | 0.6377 | 0.7586 | 0.6929 | 58 | 0.8424 | 0.9145 | 0.8770 | 152 | 0.6154 | 0.8 | 0.6957 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7610 | 0.8669 | 0.8105 | 0.9577 |
| 0.0666 | 99.0 | 10494 | 0.1354 | 0.7722 | 0.8841 | 0.8243 | 69 | 0.6377 | 0.7586 | 0.6929 | 58 | 0.8424 | 0.9145 | 0.8770 | 152 | 0.6154 | 0.8 | 0.6957 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7610 | 0.8669 | 0.8105 | 0.9577 |
| 0.0675 | 100.0 | 10600 | 0.1358 | 0.7722 | 0.8841 | 0.8243 | 69 | 0.6377 | 0.7586 | 0.6929 | 58 | 0.8424 | 0.9145 | 0.8770 | 152 | 0.6154 | 0.8 | 0.6957 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7610 | 0.8669 | 0.8105 | 0.9577 |
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-lora-r16-0
Base model
indolem/indobert-base-uncased