metadata
license: mit
base_model: indolem/indobert-base-uncased
tags:
- generated_from_trainer
model-index:
- name: nerugm-lora-r8-1
results: []
nerugm-lora-r8-1
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: 0.1245
- Location Precision: 0.7468
- Location Recall: 0.8551
- Location F1: 0.7973
- Location Number: 69
- Organization Precision: 0.5875
- Organization Recall: 0.7705
- Organization F1: 0.6667
- Organization Number: 61
- Person Precision: 0.8333
- Person Recall: 0.9150
- Person F1: 0.8723
- Person Number: 153
- Quantity Precision: 0.6757
- Quantity Recall: 0.7812
- Quantity F1: 0.7246
- Quantity Number: 32
- Time Precision: 0.7838
- Time Recall: 0.9355
- Time F1: 0.8529
- Time Number: 31
- Overall Precision: 0.7481
- Overall Recall: 0.8671
- Overall F1: 0.8032
- Overall Accuracy: 0.9594
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1.2426 | 1.0 | 106 | 0.7389 | 0.0 | 0.0 | 0.0 | 69 | 0.0 | 0.0 | 0.0 | 61 | 0.0 | 0.0 | 0.0 | 153 | 0.0 | 0.0 | 0.0 | 32 | 0.0 | 0.0 | 0.0 | 31 | 0.0 | 0.0 | 0.0 | 0.8353 |
0.7083 | 2.0 | 212 | 0.6314 | 0.0 | 0.0 | 0.0 | 69 | 0.0 | 0.0 | 0.0 | 61 | 0.2 | 0.0065 | 0.0127 | 153 | 0.0 | 0.0 | 0.0 | 32 | 0.0 | 0.0 | 0.0 | 31 | 0.1429 | 0.0029 | 0.0057 | 0.8363 |
0.6256 | 3.0 | 318 | 0.5345 | 0.0 | 0.0 | 0.0 | 69 | 0.0 | 0.0 | 0.0 | 61 | 0.25 | 0.0392 | 0.0678 | 153 | 0.0 | 0.0 | 0.0 | 32 | 0.0 | 0.0 | 0.0 | 31 | 0.1622 | 0.0173 | 0.0313 | 0.8430 |
0.5318 | 4.0 | 424 | 0.4317 | 0.6667 | 0.0870 | 0.1538 | 69 | 0.0909 | 0.0164 | 0.0278 | 61 | 0.3608 | 0.2288 | 0.2800 | 153 | 0.0 | 0.0 | 0.0 | 32 | 0.3889 | 0.2258 | 0.2857 | 31 | 0.3630 | 0.1416 | 0.2037 | 0.8704 |
0.4253 | 5.0 | 530 | 0.3396 | 0.5 | 0.2899 | 0.3670 | 69 | 0.3448 | 0.1639 | 0.2222 | 61 | 0.6258 | 0.6667 | 0.6456 | 153 | 0.0 | 0.0 | 0.0 | 32 | 0.6129 | 0.6129 | 0.6129 | 31 | 0.5531 | 0.4364 | 0.4879 | 0.9061 |
0.3391 | 6.0 | 636 | 0.2711 | 0.4872 | 0.5507 | 0.5170 | 69 | 0.4 | 0.3607 | 0.3793 | 61 | 0.7011 | 0.8431 | 0.7656 | 153 | 0.4483 | 0.4062 | 0.4262 | 32 | 0.6216 | 0.7419 | 0.6765 | 31 | 0.5875 | 0.6503 | 0.6173 | 0.9252 |
0.2822 | 7.0 | 742 | 0.2393 | 0.5393 | 0.6957 | 0.6076 | 69 | 0.48 | 0.5902 | 0.5294 | 61 | 0.7624 | 0.9020 | 0.8263 | 153 | 0.4211 | 0.5 | 0.4571 | 32 | 0.7143 | 0.8065 | 0.7576 | 31 | 0.6292 | 0.7601 | 0.6885 | 0.9344 |
0.2444 | 8.0 | 848 | 0.2084 | 0.6092 | 0.7681 | 0.6795 | 69 | 0.4713 | 0.6721 | 0.5541 | 61 | 0.7640 | 0.8889 | 0.8218 | 153 | 0.4211 | 0.5 | 0.4571 | 32 | 0.7429 | 0.8387 | 0.7879 | 31 | 0.64 | 0.7861 | 0.7056 | 0.9383 |
0.2243 | 9.0 | 954 | 0.1915 | 0.6667 | 0.8116 | 0.7320 | 69 | 0.5185 | 0.6885 | 0.5915 | 61 | 0.7931 | 0.9020 | 0.8440 | 153 | 0.4722 | 0.5312 | 0.5000 | 32 | 0.7429 | 0.8387 | 0.7879 | 31 | 0.6805 | 0.8064 | 0.7381 | 0.9428 |
0.2035 | 10.0 | 1060 | 0.1796 | 0.6988 | 0.8406 | 0.7632 | 69 | 0.4944 | 0.7213 | 0.5867 | 61 | 0.7955 | 0.9150 | 0.8511 | 153 | 0.5405 | 0.625 | 0.5797 | 32 | 0.7222 | 0.8387 | 0.7761 | 31 | 0.6841 | 0.8324 | 0.7510 | 0.9455 |
0.1928 | 11.0 | 1166 | 0.1687 | 0.6591 | 0.8406 | 0.7389 | 69 | 0.5244 | 0.7049 | 0.6014 | 61 | 0.7765 | 0.9085 | 0.8373 | 153 | 0.5405 | 0.625 | 0.5797 | 32 | 0.7027 | 0.8387 | 0.7647 | 31 | 0.6761 | 0.8266 | 0.7438 | 0.9470 |
0.1819 | 12.0 | 1272 | 0.1612 | 0.6627 | 0.7971 | 0.7237 | 69 | 0.5325 | 0.6721 | 0.5942 | 61 | 0.7853 | 0.9085 | 0.8424 | 153 | 0.5946 | 0.6875 | 0.6377 | 32 | 0.7027 | 0.8387 | 0.7647 | 31 | 0.6886 | 0.8179 | 0.7477 | 0.9465 |
0.173 | 13.0 | 1378 | 0.1560 | 0.6932 | 0.8841 | 0.7771 | 69 | 0.5 | 0.7213 | 0.5906 | 61 | 0.7853 | 0.9085 | 0.8424 | 153 | 0.5676 | 0.6562 | 0.6087 | 32 | 0.7222 | 0.8387 | 0.7761 | 31 | 0.6831 | 0.8410 | 0.7539 | 0.9487 |
0.1716 | 14.0 | 1484 | 0.1615 | 0.6941 | 0.8551 | 0.7662 | 69 | 0.48 | 0.7869 | 0.5963 | 61 | 0.7943 | 0.9085 | 0.8476 | 153 | 0.6053 | 0.7188 | 0.6571 | 32 | 0.7027 | 0.8387 | 0.7647 | 31 | 0.6782 | 0.8526 | 0.7554 | 0.9487 |
0.1614 | 15.0 | 1590 | 0.1513 | 0.6977 | 0.8696 | 0.7742 | 69 | 0.5455 | 0.7869 | 0.6443 | 61 | 0.7709 | 0.9020 | 0.8313 | 153 | 0.5263 | 0.625 | 0.5714 | 32 | 0.75 | 0.8710 | 0.8060 | 31 | 0.6862 | 0.8468 | 0.7581 | 0.9505 |
0.1595 | 16.0 | 1696 | 0.1448 | 0.725 | 0.8406 | 0.7785 | 69 | 0.5422 | 0.7377 | 0.625 | 61 | 0.7919 | 0.8954 | 0.8405 | 153 | 0.5429 | 0.5938 | 0.5672 | 32 | 0.7714 | 0.8710 | 0.8182 | 31 | 0.7044 | 0.8266 | 0.7606 | 0.9527 |
0.1525 | 17.0 | 1802 | 0.1501 | 0.6818 | 0.8696 | 0.7643 | 69 | 0.5222 | 0.7705 | 0.6225 | 61 | 0.7931 | 0.9020 | 0.8440 | 153 | 0.575 | 0.7188 | 0.6389 | 32 | 0.7105 | 0.8710 | 0.7826 | 31 | 0.6860 | 0.8526 | 0.7603 | 0.9507 |
0.151 | 18.0 | 1908 | 0.1474 | 0.6742 | 0.8696 | 0.7595 | 69 | 0.5281 | 0.7705 | 0.6267 | 61 | 0.7898 | 0.9085 | 0.8450 | 153 | 0.6 | 0.75 | 0.6667 | 32 | 0.7568 | 0.9032 | 0.8235 | 31 | 0.6914 | 0.8613 | 0.7671 | 0.9524 |
0.1457 | 19.0 | 2014 | 0.1403 | 0.6977 | 0.8696 | 0.7742 | 69 | 0.5802 | 0.7705 | 0.6620 | 61 | 0.7989 | 0.9085 | 0.8502 | 153 | 0.5897 | 0.7188 | 0.6479 | 32 | 0.7368 | 0.9032 | 0.8116 | 31 | 0.7105 | 0.8584 | 0.7775 | 0.9552 |
0.1422 | 20.0 | 2120 | 0.1485 | 0.6854 | 0.8841 | 0.7722 | 69 | 0.5222 | 0.7705 | 0.6225 | 61 | 0.8046 | 0.9150 | 0.8563 | 153 | 0.6 | 0.75 | 0.6667 | 32 | 0.6585 | 0.8710 | 0.75 | 31 | 0.6889 | 0.8642 | 0.7667 | 0.9517 |
0.1427 | 21.0 | 2226 | 0.1404 | 0.7143 | 0.8696 | 0.7843 | 69 | 0.5287 | 0.7541 | 0.6216 | 61 | 0.8035 | 0.9085 | 0.8528 | 153 | 0.6216 | 0.7188 | 0.6667 | 32 | 0.7368 | 0.9032 | 0.8116 | 31 | 0.7064 | 0.8555 | 0.7739 | 0.9549 |
0.1361 | 22.0 | 2332 | 0.1399 | 0.7059 | 0.8696 | 0.7792 | 69 | 0.5116 | 0.7213 | 0.5986 | 61 | 0.8057 | 0.9216 | 0.8598 | 153 | 0.6154 | 0.75 | 0.6761 | 32 | 0.7105 | 0.8710 | 0.7826 | 31 | 0.6998 | 0.8555 | 0.7698 | 0.9539 |
0.134 | 23.0 | 2438 | 0.1325 | 0.7229 | 0.8696 | 0.7895 | 69 | 0.5811 | 0.7049 | 0.6370 | 61 | 0.8023 | 0.9020 | 0.8492 | 153 | 0.6216 | 0.7188 | 0.6667 | 32 | 0.7568 | 0.9032 | 0.8235 | 31 | 0.7246 | 0.8439 | 0.7797 | 0.9579 |
0.132 | 24.0 | 2544 | 0.1416 | 0.6818 | 0.8696 | 0.7643 | 69 | 0.5625 | 0.7377 | 0.6383 | 61 | 0.8103 | 0.9216 | 0.8624 | 153 | 0.625 | 0.7812 | 0.6944 | 32 | 0.6923 | 0.8710 | 0.7714 | 31 | 0.7078 | 0.8613 | 0.7771 | 0.9547 |
0.1305 | 25.0 | 2650 | 0.1392 | 0.7059 | 0.8696 | 0.7792 | 69 | 0.5476 | 0.7541 | 0.6345 | 61 | 0.8011 | 0.9216 | 0.8571 | 153 | 0.625 | 0.7812 | 0.6944 | 32 | 0.6923 | 0.8710 | 0.7714 | 31 | 0.7052 | 0.8642 | 0.7766 | 0.9544 |
0.1278 | 26.0 | 2756 | 0.1359 | 0.7229 | 0.8696 | 0.7895 | 69 | 0.5281 | 0.7705 | 0.6267 | 61 | 0.8103 | 0.9216 | 0.8624 | 153 | 0.6410 | 0.7812 | 0.7042 | 32 | 0.7179 | 0.9032 | 0.8 | 31 | 0.7099 | 0.8699 | 0.7818 | 0.9554 |
0.1257 | 27.0 | 2862 | 0.1359 | 0.7262 | 0.8841 | 0.7974 | 69 | 0.5769 | 0.7377 | 0.6475 | 61 | 0.8256 | 0.9281 | 0.8738 | 153 | 0.625 | 0.7812 | 0.6944 | 32 | 0.7179 | 0.9032 | 0.8 | 31 | 0.7288 | 0.8699 | 0.7931 | 0.9564 |
0.1249 | 28.0 | 2968 | 0.1313 | 0.7317 | 0.8696 | 0.7947 | 69 | 0.5696 | 0.7377 | 0.6429 | 61 | 0.8150 | 0.9216 | 0.8650 | 153 | 0.6316 | 0.75 | 0.6857 | 32 | 0.7838 | 0.9355 | 0.8529 | 31 | 0.7311 | 0.8642 | 0.7921 | 0.9584 |
0.1233 | 29.0 | 3074 | 0.1324 | 0.7349 | 0.8841 | 0.8026 | 69 | 0.5443 | 0.7049 | 0.6143 | 61 | 0.8246 | 0.9216 | 0.8704 | 153 | 0.6389 | 0.7188 | 0.6765 | 32 | 0.7778 | 0.9032 | 0.8358 | 31 | 0.7309 | 0.8555 | 0.7883 | 0.9574 |
0.1209 | 30.0 | 3180 | 0.1359 | 0.7108 | 0.8551 | 0.7763 | 69 | 0.5568 | 0.8033 | 0.6577 | 61 | 0.8246 | 0.9216 | 0.8704 | 153 | 0.6154 | 0.75 | 0.6761 | 32 | 0.7368 | 0.9032 | 0.8116 | 31 | 0.7184 | 0.8699 | 0.7869 | 0.9562 |
0.1196 | 31.0 | 3286 | 0.1335 | 0.7229 | 0.8696 | 0.7895 | 69 | 0.5610 | 0.7541 | 0.6434 | 61 | 0.8161 | 0.9281 | 0.8685 | 153 | 0.6316 | 0.75 | 0.6857 | 32 | 0.7436 | 0.9355 | 0.8286 | 31 | 0.7236 | 0.8699 | 0.7900 | 0.9567 |
0.1195 | 32.0 | 3392 | 0.1309 | 0.7143 | 0.8696 | 0.7843 | 69 | 0.5513 | 0.7049 | 0.6187 | 61 | 0.8304 | 0.9281 | 0.8765 | 153 | 0.6667 | 0.75 | 0.7059 | 32 | 0.7368 | 0.9032 | 0.8116 | 31 | 0.7297 | 0.8584 | 0.7888 | 0.9579 |
0.1183 | 33.0 | 3498 | 0.1314 | 0.7317 | 0.8696 | 0.7947 | 69 | 0.5679 | 0.7541 | 0.6479 | 61 | 0.8353 | 0.9281 | 0.8793 | 153 | 0.6857 | 0.75 | 0.7164 | 32 | 0.7368 | 0.9032 | 0.8116 | 31 | 0.7389 | 0.8671 | 0.7979 | 0.9586 |
0.1142 | 34.0 | 3604 | 0.1368 | 0.7024 | 0.8551 | 0.7712 | 69 | 0.5326 | 0.8033 | 0.6405 | 61 | 0.8353 | 0.9281 | 0.8793 | 153 | 0.6154 | 0.75 | 0.6761 | 32 | 0.7368 | 0.9032 | 0.8116 | 31 | 0.7139 | 0.8728 | 0.7854 | 0.9547 |
0.1175 | 35.0 | 3710 | 0.1275 | 0.7229 | 0.8696 | 0.7895 | 69 | 0.5802 | 0.7705 | 0.6620 | 61 | 0.8353 | 0.9281 | 0.8793 | 153 | 0.6486 | 0.75 | 0.6957 | 32 | 0.7632 | 0.9355 | 0.8406 | 31 | 0.7384 | 0.8728 | 0.8000 | 0.9589 |
0.1187 | 36.0 | 3816 | 0.1281 | 0.7317 | 0.8696 | 0.7947 | 69 | 0.5844 | 0.7377 | 0.6522 | 61 | 0.8353 | 0.9281 | 0.8793 | 153 | 0.6410 | 0.7812 | 0.7042 | 32 | 0.7568 | 0.9032 | 0.8235 | 31 | 0.7407 | 0.8671 | 0.7989 | 0.9599 |
0.1137 | 37.0 | 3922 | 0.1325 | 0.7531 | 0.8841 | 0.8133 | 69 | 0.5426 | 0.8361 | 0.6581 | 61 | 0.8304 | 0.9281 | 0.8765 | 153 | 0.6410 | 0.7812 | 0.7042 | 32 | 0.7368 | 0.9032 | 0.8116 | 31 | 0.7258 | 0.8873 | 0.7984 | 0.9564 |
0.1131 | 38.0 | 4028 | 0.1376 | 0.7595 | 0.8696 | 0.8108 | 69 | 0.5155 | 0.8197 | 0.6329 | 61 | 0.8114 | 0.9281 | 0.8659 | 153 | 0.6410 | 0.7812 | 0.7042 | 32 | 0.7179 | 0.9032 | 0.8 | 31 | 0.7110 | 0.8815 | 0.7871 | 0.9537 |
0.1112 | 39.0 | 4134 | 0.1264 | 0.7375 | 0.8551 | 0.7919 | 69 | 0.5714 | 0.7213 | 0.6377 | 61 | 0.8161 | 0.9281 | 0.8685 | 153 | 0.6944 | 0.7812 | 0.7353 | 32 | 0.7632 | 0.9355 | 0.8406 | 31 | 0.7383 | 0.8642 | 0.7963 | 0.9586 |
0.1076 | 40.0 | 4240 | 0.1294 | 0.7108 | 0.8551 | 0.7763 | 69 | 0.5679 | 0.7541 | 0.6479 | 61 | 0.8208 | 0.9281 | 0.8712 | 153 | 0.6410 | 0.7812 | 0.7042 | 32 | 0.7632 | 0.9355 | 0.8406 | 31 | 0.7271 | 0.8699 | 0.7921 | 0.9579 |
0.1085 | 41.0 | 4346 | 0.1293 | 0.7195 | 0.8551 | 0.7815 | 69 | 0.5529 | 0.7705 | 0.6438 | 61 | 0.8353 | 0.9281 | 0.8793 | 153 | 0.6579 | 0.7812 | 0.7143 | 32 | 0.7436 | 0.9355 | 0.8286 | 31 | 0.7295 | 0.8728 | 0.7947 | 0.9579 |
0.1092 | 42.0 | 4452 | 0.1279 | 0.7195 | 0.8551 | 0.7815 | 69 | 0.5921 | 0.7377 | 0.6569 | 61 | 0.8304 | 0.9281 | 0.8765 | 153 | 0.6579 | 0.7812 | 0.7143 | 32 | 0.7436 | 0.9355 | 0.8286 | 31 | 0.7389 | 0.8671 | 0.7979 | 0.9594 |
0.1076 | 43.0 | 4558 | 0.1326 | 0.7108 | 0.8551 | 0.7763 | 69 | 0.5833 | 0.8033 | 0.6759 | 61 | 0.8304 | 0.9281 | 0.8765 | 153 | 0.6410 | 0.7812 | 0.7042 | 32 | 0.7179 | 0.9032 | 0.8 | 31 | 0.7284 | 0.8757 | 0.7953 | 0.9571 |
0.1059 | 44.0 | 4664 | 0.1272 | 0.7595 | 0.8696 | 0.8108 | 69 | 0.5833 | 0.8033 | 0.6759 | 61 | 0.8256 | 0.9281 | 0.8738 | 153 | 0.7027 | 0.8125 | 0.7536 | 32 | 0.7179 | 0.9032 | 0.8 | 31 | 0.7421 | 0.8815 | 0.8058 | 0.9579 |
0.1046 | 45.0 | 4770 | 0.1300 | 0.7595 | 0.8696 | 0.8108 | 69 | 0.5663 | 0.7705 | 0.6528 | 61 | 0.8304 | 0.9281 | 0.8765 | 153 | 0.6410 | 0.7812 | 0.7042 | 32 | 0.7632 | 0.9355 | 0.8406 | 31 | 0.7390 | 0.8757 | 0.8016 | 0.9584 |
0.1037 | 46.0 | 4876 | 0.1305 | 0.7595 | 0.8696 | 0.8108 | 69 | 0.5783 | 0.7869 | 0.6667 | 61 | 0.8304 | 0.9281 | 0.8765 | 153 | 0.6579 | 0.7812 | 0.7143 | 32 | 0.7436 | 0.9355 | 0.8286 | 31 | 0.7415 | 0.8786 | 0.8042 | 0.9584 |
0.1035 | 47.0 | 4982 | 0.1307 | 0.7160 | 0.8406 | 0.7733 | 69 | 0.6049 | 0.8033 | 0.6901 | 61 | 0.8304 | 0.9281 | 0.8765 | 153 | 0.625 | 0.7812 | 0.6944 | 32 | 0.7368 | 0.9032 | 0.8116 | 31 | 0.7348 | 0.8728 | 0.7979 | 0.9574 |
0.1045 | 48.0 | 5088 | 0.1332 | 0.7407 | 0.8696 | 0.8000 | 69 | 0.5581 | 0.7869 | 0.6531 | 61 | 0.8256 | 0.9281 | 0.8738 | 153 | 0.6842 | 0.8125 | 0.7429 | 32 | 0.7179 | 0.9032 | 0.8 | 31 | 0.7308 | 0.8786 | 0.7979 | 0.9567 |
0.103 | 49.0 | 5194 | 0.1289 | 0.75 | 0.8696 | 0.8054 | 69 | 0.5581 | 0.7869 | 0.6531 | 61 | 0.8246 | 0.9216 | 0.8704 | 153 | 0.7143 | 0.7812 | 0.7463 | 32 | 0.7436 | 0.9355 | 0.8286 | 31 | 0.7372 | 0.8757 | 0.8005 | 0.9586 |
0.1033 | 50.0 | 5300 | 0.1244 | 0.7284 | 0.8551 | 0.7867 | 69 | 0.575 | 0.7541 | 0.6525 | 61 | 0.8256 | 0.9281 | 0.8738 | 153 | 0.7353 | 0.7812 | 0.7576 | 32 | 0.7838 | 0.9355 | 0.8529 | 31 | 0.7450 | 0.8699 | 0.8027 | 0.9591 |
0.1007 | 51.0 | 5406 | 0.1288 | 0.7195 | 0.8551 | 0.7815 | 69 | 0.5854 | 0.7869 | 0.6713 | 61 | 0.8246 | 0.9216 | 0.8704 | 153 | 0.6579 | 0.7812 | 0.7143 | 32 | 0.7436 | 0.9355 | 0.8286 | 31 | 0.7330 | 0.8728 | 0.7968 | 0.9586 |
0.1007 | 52.0 | 5512 | 0.1311 | 0.7284 | 0.8551 | 0.7867 | 69 | 0.5581 | 0.7869 | 0.6531 | 61 | 0.8208 | 0.9281 | 0.8712 | 153 | 0.6579 | 0.7812 | 0.7143 | 32 | 0.7436 | 0.9355 | 0.8286 | 31 | 0.7266 | 0.8757 | 0.7942 | 0.9571 |
0.0987 | 53.0 | 5618 | 0.1256 | 0.7375 | 0.8551 | 0.7919 | 69 | 0.5802 | 0.7705 | 0.6620 | 61 | 0.8246 | 0.9216 | 0.8704 | 153 | 0.7143 | 0.7812 | 0.7463 | 32 | 0.8056 | 0.9355 | 0.8657 | 31 | 0.7469 | 0.8699 | 0.8037 | 0.9596 |
0.0995 | 54.0 | 5724 | 0.1238 | 0.7692 | 0.8696 | 0.8163 | 69 | 0.6133 | 0.7541 | 0.6765 | 61 | 0.8383 | 0.9150 | 0.875 | 153 | 0.6667 | 0.75 | 0.7059 | 32 | 0.7838 | 0.9355 | 0.8529 | 31 | 0.7608 | 0.8642 | 0.8092 | 0.9609 |
0.0952 | 55.0 | 5830 | 0.1288 | 0.725 | 0.8406 | 0.7785 | 69 | 0.5647 | 0.7869 | 0.6575 | 61 | 0.8353 | 0.9281 | 0.8793 | 153 | 0.6757 | 0.7812 | 0.7246 | 32 | 0.7436 | 0.9355 | 0.8286 | 31 | 0.7348 | 0.8728 | 0.7979 | 0.9589 |
0.0982 | 56.0 | 5936 | 0.1240 | 0.7375 | 0.8551 | 0.7919 | 69 | 0.5802 | 0.7705 | 0.6620 | 61 | 0.8294 | 0.9216 | 0.8731 | 153 | 0.6316 | 0.75 | 0.6857 | 32 | 0.7838 | 0.9355 | 0.8529 | 31 | 0.7389 | 0.8671 | 0.7979 | 0.9594 |
0.0964 | 57.0 | 6042 | 0.1267 | 0.7375 | 0.8551 | 0.7919 | 69 | 0.5765 | 0.8033 | 0.6712 | 61 | 0.8383 | 0.9150 | 0.875 | 153 | 0.6410 | 0.7812 | 0.7042 | 32 | 0.7632 | 0.9355 | 0.8406 | 31 | 0.7384 | 0.8728 | 0.8000 | 0.9591 |
0.0958 | 58.0 | 6148 | 0.1273 | 0.7284 | 0.8551 | 0.7867 | 69 | 0.5581 | 0.7869 | 0.6531 | 61 | 0.8284 | 0.9150 | 0.8696 | 153 | 0.6486 | 0.75 | 0.6957 | 32 | 0.7838 | 0.9355 | 0.8529 | 31 | 0.7317 | 0.8671 | 0.7937 | 0.9584 |
0.0964 | 59.0 | 6254 | 0.1235 | 0.7284 | 0.8551 | 0.7867 | 69 | 0.5875 | 0.7705 | 0.6667 | 61 | 0.8284 | 0.9150 | 0.8696 | 153 | 0.6486 | 0.75 | 0.6957 | 32 | 0.8286 | 0.9355 | 0.8788 | 31 | 0.7438 | 0.8642 | 0.7995 | 0.9591 |
0.096 | 60.0 | 6360 | 0.1301 | 0.725 | 0.8406 | 0.7785 | 69 | 0.5529 | 0.7705 | 0.6438 | 61 | 0.8284 | 0.9150 | 0.8696 | 153 | 0.6410 | 0.7812 | 0.7042 | 32 | 0.7632 | 0.9355 | 0.8406 | 31 | 0.7275 | 0.8642 | 0.7900 | 0.9574 |
0.095 | 61.0 | 6466 | 0.1277 | 0.725 | 0.8406 | 0.7785 | 69 | 0.5595 | 0.7705 | 0.6483 | 61 | 0.8284 | 0.9150 | 0.8696 | 153 | 0.6757 | 0.7812 | 0.7246 | 32 | 0.7632 | 0.9355 | 0.8406 | 31 | 0.7328 | 0.8642 | 0.7931 | 0.9584 |
0.0941 | 62.0 | 6572 | 0.1249 | 0.725 | 0.8406 | 0.7785 | 69 | 0.5949 | 0.7705 | 0.6714 | 61 | 0.8333 | 0.9150 | 0.8723 | 153 | 0.6757 | 0.7812 | 0.7246 | 32 | 0.7632 | 0.9355 | 0.8406 | 31 | 0.7438 | 0.8642 | 0.7995 | 0.9591 |
0.0941 | 63.0 | 6678 | 0.1238 | 0.7284 | 0.8551 | 0.7867 | 69 | 0.5542 | 0.7541 | 0.6389 | 61 | 0.8383 | 0.9150 | 0.875 | 153 | 0.6857 | 0.75 | 0.7164 | 32 | 0.7632 | 0.9355 | 0.8406 | 31 | 0.7376 | 0.8613 | 0.7947 | 0.9594 |
0.0957 | 64.0 | 6784 | 0.1280 | 0.7284 | 0.8551 | 0.7867 | 69 | 0.5647 | 0.7869 | 0.6575 | 61 | 0.8333 | 0.9150 | 0.8723 | 153 | 0.6757 | 0.7812 | 0.7246 | 32 | 0.7632 | 0.9355 | 0.8406 | 31 | 0.7359 | 0.8699 | 0.7974 | 0.9589 |
0.0944 | 65.0 | 6890 | 0.1272 | 0.7284 | 0.8551 | 0.7867 | 69 | 0.5714 | 0.7869 | 0.6621 | 61 | 0.8235 | 0.9150 | 0.8669 | 153 | 0.6579 | 0.7812 | 0.7143 | 32 | 0.7632 | 0.9355 | 0.8406 | 31 | 0.7324 | 0.8699 | 0.7952 | 0.9591 |
0.091 | 66.0 | 6996 | 0.1251 | 0.7195 | 0.8551 | 0.7815 | 69 | 0.5783 | 0.7869 | 0.6667 | 61 | 0.8333 | 0.9150 | 0.8723 | 153 | 0.6486 | 0.75 | 0.6957 | 32 | 0.7632 | 0.9355 | 0.8406 | 31 | 0.7353 | 0.8671 | 0.7958 | 0.9591 |
0.0909 | 67.0 | 7102 | 0.1248 | 0.7195 | 0.8551 | 0.7815 | 69 | 0.5949 | 0.7705 | 0.6714 | 61 | 0.8235 | 0.9150 | 0.8669 | 153 | 0.6757 | 0.7812 | 0.7246 | 32 | 0.7838 | 0.9355 | 0.8529 | 31 | 0.7407 | 0.8671 | 0.7989 | 0.9589 |
0.0932 | 68.0 | 7208 | 0.1271 | 0.725 | 0.8406 | 0.7785 | 69 | 0.5647 | 0.7869 | 0.6575 | 61 | 0.8235 | 0.9150 | 0.8669 | 153 | 0.6579 | 0.7812 | 0.7143 | 32 | 0.7436 | 0.9355 | 0.8286 | 31 | 0.7282 | 0.8671 | 0.7916 | 0.9579 |
0.0922 | 69.0 | 7314 | 0.1263 | 0.7564 | 0.8551 | 0.8027 | 69 | 0.5647 | 0.7869 | 0.6575 | 61 | 0.8235 | 0.9150 | 0.8669 | 153 | 0.6579 | 0.7812 | 0.7143 | 32 | 0.7632 | 0.9355 | 0.8406 | 31 | 0.7359 | 0.8699 | 0.7974 | 0.9581 |
0.0918 | 70.0 | 7420 | 0.1215 | 0.7468 | 0.8551 | 0.7973 | 69 | 0.5897 | 0.7541 | 0.6619 | 61 | 0.8383 | 0.9150 | 0.875 | 153 | 0.7143 | 0.7812 | 0.7463 | 32 | 0.7838 | 0.9355 | 0.8529 | 31 | 0.7551 | 0.8642 | 0.8059 | 0.9609 |
0.0911 | 71.0 | 7526 | 0.1274 | 0.7468 | 0.8551 | 0.7973 | 69 | 0.5714 | 0.7869 | 0.6621 | 61 | 0.8284 | 0.9150 | 0.8696 | 153 | 0.6579 | 0.7812 | 0.7143 | 32 | 0.7436 | 0.9355 | 0.8286 | 31 | 0.7359 | 0.8699 | 0.7974 | 0.9586 |
0.0914 | 72.0 | 7632 | 0.1283 | 0.7468 | 0.8551 | 0.7973 | 69 | 0.5783 | 0.7869 | 0.6667 | 61 | 0.8235 | 0.9150 | 0.8669 | 153 | 0.6757 | 0.7812 | 0.7246 | 32 | 0.7436 | 0.9355 | 0.8286 | 31 | 0.7377 | 0.8699 | 0.7984 | 0.9584 |
0.0895 | 73.0 | 7738 | 0.1226 | 0.725 | 0.8406 | 0.7785 | 69 | 0.575 | 0.7541 | 0.6525 | 61 | 0.8434 | 0.9150 | 0.8777 | 153 | 0.7143 | 0.7812 | 0.7463 | 32 | 0.7838 | 0.9355 | 0.8529 | 31 | 0.7487 | 0.8613 | 0.8011 | 0.9599 |
0.0893 | 74.0 | 7844 | 0.1283 | 0.7468 | 0.8551 | 0.7973 | 69 | 0.5663 | 0.7705 | 0.6528 | 61 | 0.8333 | 0.9150 | 0.8723 | 153 | 0.6757 | 0.7812 | 0.7246 | 32 | 0.7632 | 0.9355 | 0.8406 | 31 | 0.7407 | 0.8671 | 0.7989 | 0.9591 |
0.0877 | 75.0 | 7950 | 0.1276 | 0.7468 | 0.8551 | 0.7973 | 69 | 0.5714 | 0.7869 | 0.6621 | 61 | 0.8333 | 0.9150 | 0.8723 | 153 | 0.6757 | 0.7812 | 0.7246 | 32 | 0.7632 | 0.9355 | 0.8406 | 31 | 0.7414 | 0.8699 | 0.8005 | 0.9591 |
0.088 | 76.0 | 8056 | 0.1257 | 0.725 | 0.8406 | 0.7785 | 69 | 0.5854 | 0.7869 | 0.6713 | 61 | 0.8383 | 0.9150 | 0.875 | 153 | 0.6757 | 0.7812 | 0.7246 | 32 | 0.7632 | 0.9355 | 0.8406 | 31 | 0.7426 | 0.8671 | 0.8000 | 0.9591 |
0.0899 | 77.0 | 8162 | 0.1242 | 0.725 | 0.8406 | 0.7785 | 69 | 0.5679 | 0.7541 | 0.6479 | 61 | 0.8383 | 0.9150 | 0.875 | 153 | 0.6944 | 0.7812 | 0.7353 | 32 | 0.7632 | 0.9355 | 0.8406 | 31 | 0.7413 | 0.8613 | 0.7968 | 0.9586 |
0.0896 | 78.0 | 8268 | 0.1258 | 0.7468 | 0.8551 | 0.7973 | 69 | 0.5732 | 0.7705 | 0.6573 | 61 | 0.8383 | 0.9150 | 0.875 | 153 | 0.6757 | 0.7812 | 0.7246 | 32 | 0.7838 | 0.9355 | 0.8529 | 31 | 0.7463 | 0.8671 | 0.8021 | 0.9594 |
0.0911 | 79.0 | 8374 | 0.1246 | 0.725 | 0.8406 | 0.7785 | 69 | 0.5679 | 0.7541 | 0.6479 | 61 | 0.8284 | 0.9150 | 0.8696 | 153 | 0.6944 | 0.7812 | 0.7353 | 32 | 0.7838 | 0.9355 | 0.8529 | 31 | 0.7395 | 0.8613 | 0.7957 | 0.9586 |
0.0913 | 80.0 | 8480 | 0.1250 | 0.7160 | 0.8406 | 0.7733 | 69 | 0.5679 | 0.7541 | 0.6479 | 61 | 0.8383 | 0.9150 | 0.875 | 153 | 0.6944 | 0.7812 | 0.7353 | 32 | 0.7838 | 0.9355 | 0.8529 | 31 | 0.7413 | 0.8613 | 0.7968 | 0.9586 |
0.0881 | 81.0 | 8586 | 0.1270 | 0.725 | 0.8406 | 0.7785 | 69 | 0.5854 | 0.7869 | 0.6713 | 61 | 0.8383 | 0.9150 | 0.875 | 153 | 0.6757 | 0.7812 | 0.7246 | 32 | 0.7632 | 0.9355 | 0.8406 | 31 | 0.7426 | 0.8671 | 0.8000 | 0.9594 |
0.0886 | 82.0 | 8692 | 0.1247 | 0.725 | 0.8406 | 0.7785 | 69 | 0.5802 | 0.7705 | 0.6620 | 61 | 0.8383 | 0.9150 | 0.875 | 153 | 0.6944 | 0.7812 | 0.7353 | 32 | 0.7838 | 0.9355 | 0.8529 | 31 | 0.7456 | 0.8642 | 0.8005 | 0.9594 |
0.0864 | 83.0 | 8798 | 0.1248 | 0.725 | 0.8406 | 0.7785 | 69 | 0.5875 | 0.7705 | 0.6667 | 61 | 0.8383 | 0.9150 | 0.875 | 153 | 0.6944 | 0.7812 | 0.7353 | 32 | 0.7632 | 0.9355 | 0.8406 | 31 | 0.7456 | 0.8642 | 0.8005 | 0.9594 |
0.0882 | 84.0 | 8904 | 0.1254 | 0.725 | 0.8406 | 0.7785 | 69 | 0.5926 | 0.7869 | 0.6761 | 61 | 0.8383 | 0.9150 | 0.875 | 153 | 0.6944 | 0.7812 | 0.7353 | 32 | 0.7838 | 0.9355 | 0.8529 | 31 | 0.7481 | 0.8671 | 0.8032 | 0.9596 |
0.0874 | 85.0 | 9010 | 0.1245 | 0.725 | 0.8406 | 0.7785 | 69 | 0.5875 | 0.7705 | 0.6667 | 61 | 0.8383 | 0.9150 | 0.875 | 153 | 0.6944 | 0.7812 | 0.7353 | 32 | 0.7838 | 0.9355 | 0.8529 | 31 | 0.7475 | 0.8642 | 0.8016 | 0.9596 |
0.0876 | 86.0 | 9116 | 0.1284 | 0.7468 | 0.8551 | 0.7973 | 69 | 0.5926 | 0.7869 | 0.6761 | 61 | 0.8343 | 0.9216 | 0.8758 | 153 | 0.6579 | 0.7812 | 0.7143 | 32 | 0.7632 | 0.9355 | 0.8406 | 31 | 0.7457 | 0.8728 | 0.8043 | 0.9589 |
0.0875 | 87.0 | 9222 | 0.1259 | 0.725 | 0.8406 | 0.7785 | 69 | 0.5926 | 0.7869 | 0.6761 | 61 | 0.8393 | 0.9216 | 0.8785 | 153 | 0.6757 | 0.7812 | 0.7246 | 32 | 0.7632 | 0.9355 | 0.8406 | 31 | 0.7450 | 0.8699 | 0.8027 | 0.9591 |
0.0859 | 88.0 | 9328 | 0.1237 | 0.725 | 0.8406 | 0.7785 | 69 | 0.6026 | 0.7705 | 0.6763 | 61 | 0.8284 | 0.9150 | 0.8696 | 153 | 0.6944 | 0.7812 | 0.7353 | 32 | 0.7838 | 0.9355 | 0.8529 | 31 | 0.7475 | 0.8642 | 0.8016 | 0.9594 |
0.086 | 89.0 | 9434 | 0.1253 | 0.725 | 0.8406 | 0.7785 | 69 | 0.6049 | 0.8033 | 0.6901 | 61 | 0.8235 | 0.9150 | 0.8669 | 153 | 0.6757 | 0.7812 | 0.7246 | 32 | 0.7632 | 0.9355 | 0.8406 | 31 | 0.7414 | 0.8699 | 0.8005 | 0.9589 |
0.0866 | 90.0 | 9540 | 0.1256 | 0.725 | 0.8406 | 0.7785 | 69 | 0.6049 | 0.8033 | 0.6901 | 61 | 0.8284 | 0.9150 | 0.8696 | 153 | 0.6757 | 0.7812 | 0.7246 | 32 | 0.7838 | 0.9355 | 0.8529 | 31 | 0.7450 | 0.8699 | 0.8027 | 0.9591 |
0.0867 | 91.0 | 9646 | 0.1243 | 0.725 | 0.8406 | 0.7785 | 69 | 0.6 | 0.7869 | 0.6809 | 61 | 0.8284 | 0.9150 | 0.8696 | 153 | 0.6757 | 0.7812 | 0.7246 | 32 | 0.7838 | 0.9355 | 0.8529 | 31 | 0.7444 | 0.8671 | 0.8011 | 0.9589 |
0.0892 | 92.0 | 9752 | 0.1247 | 0.725 | 0.8406 | 0.7785 | 69 | 0.5949 | 0.7705 | 0.6714 | 61 | 0.8333 | 0.9150 | 0.8723 | 153 | 0.6757 | 0.7812 | 0.7246 | 32 | 0.7838 | 0.9355 | 0.8529 | 31 | 0.7456 | 0.8642 | 0.8005 | 0.9589 |
0.0859 | 93.0 | 9858 | 0.1254 | 0.7468 | 0.8551 | 0.7973 | 69 | 0.5854 | 0.7869 | 0.6713 | 61 | 0.8333 | 0.9150 | 0.8723 | 153 | 0.6757 | 0.7812 | 0.7246 | 32 | 0.7838 | 0.9355 | 0.8529 | 31 | 0.7469 | 0.8699 | 0.8037 | 0.9596 |
0.0848 | 94.0 | 9964 | 0.1249 | 0.7468 | 0.8551 | 0.7973 | 69 | 0.5926 | 0.7869 | 0.6761 | 61 | 0.8284 | 0.9150 | 0.8696 | 153 | 0.6757 | 0.7812 | 0.7246 | 32 | 0.7838 | 0.9355 | 0.8529 | 31 | 0.7469 | 0.8699 | 0.8037 | 0.9594 |
0.0864 | 95.0 | 10070 | 0.1247 | 0.725 | 0.8406 | 0.7785 | 69 | 0.5926 | 0.7869 | 0.6761 | 61 | 0.8333 | 0.9150 | 0.8723 | 153 | 0.6944 | 0.7812 | 0.7353 | 32 | 0.7838 | 0.9355 | 0.8529 | 31 | 0.7463 | 0.8671 | 0.8021 | 0.9596 |
0.0879 | 96.0 | 10176 | 0.1251 | 0.7468 | 0.8551 | 0.7973 | 69 | 0.5926 | 0.7869 | 0.6761 | 61 | 0.8284 | 0.9150 | 0.8696 | 153 | 0.6757 | 0.7812 | 0.7246 | 32 | 0.7838 | 0.9355 | 0.8529 | 31 | 0.7469 | 0.8699 | 0.8037 | 0.9594 |
0.0858 | 97.0 | 10282 | 0.1250 | 0.7468 | 0.8551 | 0.7973 | 69 | 0.5926 | 0.7869 | 0.6761 | 61 | 0.8333 | 0.9150 | 0.8723 | 153 | 0.6757 | 0.7812 | 0.7246 | 32 | 0.7838 | 0.9355 | 0.8529 | 31 | 0.7488 | 0.8699 | 0.8048 | 0.9596 |
0.0857 | 98.0 | 10388 | 0.1248 | 0.7468 | 0.8551 | 0.7973 | 69 | 0.5926 | 0.7869 | 0.6761 | 61 | 0.8284 | 0.9150 | 0.8696 | 153 | 0.6757 | 0.7812 | 0.7246 | 32 | 0.7838 | 0.9355 | 0.8529 | 31 | 0.7469 | 0.8699 | 0.8037 | 0.9594 |
0.0862 | 99.0 | 10494 | 0.1244 | 0.7468 | 0.8551 | 0.7973 | 69 | 0.5875 | 0.7705 | 0.6667 | 61 | 0.8333 | 0.9150 | 0.8723 | 153 | 0.6757 | 0.7812 | 0.7246 | 32 | 0.7838 | 0.9355 | 0.8529 | 31 | 0.7481 | 0.8671 | 0.8032 | 0.9594 |
0.0838 | 100.0 | 10600 | 0.1245 | 0.7468 | 0.8551 | 0.7973 | 69 | 0.5875 | 0.7705 | 0.6667 | 61 | 0.8333 | 0.9150 | 0.8723 | 153 | 0.6757 | 0.7812 | 0.7246 | 32 | 0.7838 | 0.9355 | 0.8529 | 31 | 0.7481 | 0.8671 | 0.8032 | 0.9594 |
Framework versions
- Transformers 4.39.3
- Pytorch 2.3.0+cu121
- Datasets 2.19.1
- Tokenizers 0.15.2