nerugm-lora-r8-0
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: 0.1291
- Location Precision: 0.7975
- Location Recall: 0.9130
- Location F1: 0.8514
- Location Number: 69
- Organization Precision: 0.6338
- Organization Recall: 0.7759
- Organization F1: 0.6977
- Organization Number: 58
- Person Precision: 0.8415
- Person Recall: 0.9079
- Person F1: 0.8734
- Person Number: 152
- Quantity Precision: 0.6216
- Quantity Recall: 0.7667
- Quantity F1: 0.6866
- Quantity Number: 30
- Time Precision: 0.7353
- Time Recall: 0.8621
- Time F1: 0.7937
- Time Number: 29
- Overall Precision: 0.7636
- Overall Recall: 0.8698
- Overall F1: 0.8133
- Overall Accuracy: 0.9585
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1.2502 | 1.0 | 106 | 0.7255 | 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 |
0.7059 | 2.0 | 212 | 0.6194 | 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 | 0.1667 | 0.0030 | 0.0058 | 0.8405 |
0.6143 | 3.0 | 318 | 0.5261 | 0.5 | 0.0145 | 0.0282 | 69 | 0.0 | 0.0 | 0.0 | 58 | 0.25 | 0.0395 | 0.0682 | 152 | 0.0 | 0.0 | 0.0 | 30 | 0.0 | 0.0 | 0.0 | 29 | 0.2414 | 0.0207 | 0.0381 | 0.8456 |
0.5231 | 4.0 | 424 | 0.4244 | 0.375 | 0.0435 | 0.0779 | 69 | 0.0 | 0.0 | 0.0 | 58 | 0.3962 | 0.2763 | 0.3256 | 152 | 0.0 | 0.0 | 0.0 | 30 | 0.3846 | 0.1724 | 0.2381 | 29 | 0.3846 | 0.1479 | 0.2137 | 0.8725 |
0.4203 | 5.0 | 530 | 0.3370 | 0.4634 | 0.2754 | 0.3455 | 69 | 0.2308 | 0.1034 | 0.1429 | 58 | 0.6341 | 0.6842 | 0.6582 | 152 | 0.0 | 0.0 | 0.0 | 30 | 0.6 | 0.5172 | 0.5556 | 29 | 0.5393 | 0.4260 | 0.4760 | 0.9055 |
0.3379 | 6.0 | 636 | 0.2737 | 0.5128 | 0.5797 | 0.5442 | 69 | 0.3673 | 0.3103 | 0.3364 | 58 | 0.6895 | 0.8618 | 0.7661 | 152 | 0.3636 | 0.4 | 0.3810 | 30 | 0.625 | 0.6897 | 0.6557 | 29 | 0.5785 | 0.6538 | 0.6139 | 0.9245 |
0.2785 | 7.0 | 742 | 0.2344 | 0.6235 | 0.7681 | 0.6883 | 69 | 0.4237 | 0.4310 | 0.4274 | 58 | 0.7166 | 0.8816 | 0.7906 | 152 | 0.3611 | 0.4333 | 0.3939 | 30 | 0.6774 | 0.7241 | 0.7 | 29 | 0.6181 | 0.7278 | 0.6685 | 0.9306 |
0.243 | 8.0 | 848 | 0.2089 | 0.6790 | 0.7971 | 0.7333 | 69 | 0.44 | 0.5690 | 0.4962 | 58 | 0.7068 | 0.8882 | 0.7872 | 152 | 0.3784 | 0.4667 | 0.4179 | 30 | 0.7 | 0.7241 | 0.7119 | 29 | 0.6232 | 0.7633 | 0.6862 | 0.9350 |
0.2201 | 9.0 | 954 | 0.1920 | 0.6824 | 0.8406 | 0.7532 | 69 | 0.4730 | 0.6034 | 0.5303 | 58 | 0.7143 | 0.8882 | 0.7918 | 152 | 0.4359 | 0.5667 | 0.4928 | 30 | 0.6774 | 0.7241 | 0.7 | 29 | 0.6364 | 0.7870 | 0.7037 | 0.9375 |
0.2013 | 10.0 | 1060 | 0.1749 | 0.7317 | 0.8696 | 0.7947 | 69 | 0.4730 | 0.6034 | 0.5303 | 58 | 0.7514 | 0.8947 | 0.8168 | 152 | 0.5 | 0.6 | 0.5455 | 30 | 0.6875 | 0.7586 | 0.7213 | 29 | 0.6691 | 0.8018 | 0.7295 | 0.9426 |
0.1916 | 11.0 | 1166 | 0.1710 | 0.7143 | 0.8696 | 0.7843 | 69 | 0.5270 | 0.6724 | 0.5909 | 58 | 0.7273 | 0.8947 | 0.8024 | 152 | 0.5135 | 0.6333 | 0.5672 | 30 | 0.6970 | 0.7931 | 0.7419 | 29 | 0.6675 | 0.8195 | 0.7357 | 0.9437 |
0.1808 | 12.0 | 1272 | 0.1595 | 0.7692 | 0.8696 | 0.8163 | 69 | 0.5479 | 0.6897 | 0.6107 | 58 | 0.7391 | 0.8947 | 0.8095 | 152 | 0.5429 | 0.6333 | 0.5846 | 30 | 0.7273 | 0.8276 | 0.7742 | 29 | 0.6923 | 0.8254 | 0.7530 | 0.9472 |
0.1696 | 13.0 | 1378 | 0.1539 | 0.7792 | 0.8696 | 0.8219 | 69 | 0.5417 | 0.6724 | 0.6 | 58 | 0.7459 | 0.8882 | 0.8108 | 152 | 0.5833 | 0.7 | 0.6364 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.7035 | 0.8284 | 0.7609 | 0.9480 |
0.1658 | 14.0 | 1484 | 0.1547 | 0.7561 | 0.8986 | 0.8212 | 69 | 0.5412 | 0.7931 | 0.6434 | 58 | 0.7670 | 0.8882 | 0.8232 | 152 | 0.5405 | 0.6667 | 0.5970 | 30 | 0.7273 | 0.8276 | 0.7742 | 29 | 0.6949 | 0.8491 | 0.7643 | 0.9496 |
0.159 | 15.0 | 1590 | 0.1460 | 0.7848 | 0.8986 | 0.8378 | 69 | 0.5455 | 0.7241 | 0.6222 | 58 | 0.7803 | 0.8882 | 0.8308 | 152 | 0.5556 | 0.6667 | 0.6061 | 30 | 0.7273 | 0.8276 | 0.7742 | 29 | 0.7111 | 0.8373 | 0.7690 | 0.9524 |
0.1532 | 16.0 | 1696 | 0.1406 | 0.7922 | 0.8841 | 0.8356 | 69 | 0.5405 | 0.6897 | 0.6061 | 58 | 0.7849 | 0.8882 | 0.8333 | 152 | 0.5455 | 0.6 | 0.5714 | 30 | 0.6970 | 0.7931 | 0.7419 | 29 | 0.7121 | 0.8195 | 0.7620 | 0.9516 |
0.1509 | 17.0 | 1802 | 0.1486 | 0.7470 | 0.8986 | 0.8158 | 69 | 0.55 | 0.7586 | 0.6377 | 58 | 0.7714 | 0.8882 | 0.8257 | 152 | 0.6486 | 0.8 | 0.7164 | 30 | 0.6765 | 0.7931 | 0.7302 | 29 | 0.7042 | 0.8521 | 0.7711 | 0.9506 |
0.149 | 18.0 | 1908 | 0.1416 | 0.7654 | 0.8986 | 0.8267 | 69 | 0.5541 | 0.7069 | 0.6212 | 58 | 0.7861 | 0.8947 | 0.8369 | 152 | 0.6216 | 0.7667 | 0.6866 | 30 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7193 | 0.8491 | 0.7788 | 0.9529 |
0.1443 | 19.0 | 2014 | 0.1380 | 0.7949 | 0.8986 | 0.8435 | 69 | 0.5833 | 0.7241 | 0.6462 | 58 | 0.7907 | 0.8947 | 0.8395 | 152 | 0.6486 | 0.8 | 0.7164 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7372 | 0.8550 | 0.7918 | 0.9547 |
0.1394 | 20.0 | 2120 | 0.1444 | 0.7326 | 0.9130 | 0.8129 | 69 | 0.5301 | 0.7586 | 0.6241 | 58 | 0.7771 | 0.8947 | 0.8318 | 152 | 0.6053 | 0.7667 | 0.6765 | 30 | 0.7879 | 0.8966 | 0.8387 | 29 | 0.7036 | 0.8639 | 0.7756 | 0.9511 |
0.1375 | 21.0 | 2226 | 0.1398 | 0.7561 | 0.8986 | 0.8212 | 69 | 0.5556 | 0.7759 | 0.6475 | 58 | 0.8 | 0.8947 | 0.8447 | 152 | 0.6389 | 0.7667 | 0.6970 | 30 | 0.7879 | 0.8966 | 0.8387 | 29 | 0.7264 | 0.8639 | 0.7892 | 0.9547 |
0.1335 | 22.0 | 2332 | 0.1366 | 0.7975 | 0.9130 | 0.8514 | 69 | 0.5769 | 0.7759 | 0.6618 | 58 | 0.8 | 0.8947 | 0.8447 | 152 | 0.6111 | 0.7333 | 0.6667 | 30 | 0.8125 | 0.8966 | 0.8525 | 29 | 0.7392 | 0.8639 | 0.7967 | 0.9565 |
0.1346 | 23.0 | 2438 | 0.1391 | 0.7875 | 0.9130 | 0.8456 | 69 | 0.5867 | 0.7586 | 0.6617 | 58 | 0.7829 | 0.9013 | 0.8379 | 152 | 0.6389 | 0.7667 | 0.6970 | 30 | 0.8125 | 0.8966 | 0.8525 | 29 | 0.7362 | 0.8669 | 0.7962 | 0.9547 |
0.1338 | 24.0 | 2544 | 0.1434 | 0.7529 | 0.9275 | 0.8312 | 69 | 0.6 | 0.7759 | 0.6767 | 58 | 0.7784 | 0.9013 | 0.8354 | 152 | 0.6486 | 0.8 | 0.7164 | 30 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7248 | 0.8728 | 0.7919 | 0.9534 |
0.1302 | 25.0 | 2650 | 0.1354 | 0.7975 | 0.9130 | 0.8514 | 69 | 0.5844 | 0.7759 | 0.6667 | 58 | 0.8 | 0.8947 | 0.8447 | 152 | 0.6389 | 0.7667 | 0.6970 | 30 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7374 | 0.8639 | 0.7956 | 0.9554 |
0.1262 | 26.0 | 2756 | 0.1411 | 0.7529 | 0.9275 | 0.8312 | 69 | 0.5844 | 0.7759 | 0.6667 | 58 | 0.7874 | 0.9013 | 0.8405 | 152 | 0.6486 | 0.8 | 0.7164 | 30 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7248 | 0.8728 | 0.7919 | 0.9542 |
0.1258 | 27.0 | 2862 | 0.1355 | 0.7683 | 0.9130 | 0.8344 | 69 | 0.6418 | 0.7414 | 0.688 | 58 | 0.7965 | 0.9013 | 0.8457 | 152 | 0.6216 | 0.7667 | 0.6866 | 30 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7423 | 0.8609 | 0.7973 | 0.9552 |
0.1271 | 28.0 | 2968 | 0.1359 | 0.7590 | 0.9130 | 0.8289 | 69 | 0.5811 | 0.7414 | 0.6515 | 58 | 0.7953 | 0.8947 | 0.8421 | 152 | 0.6667 | 0.8 | 0.7273 | 30 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7312 | 0.8609 | 0.7908 | 0.9552 |
0.1223 | 29.0 | 3074 | 0.1336 | 0.7683 | 0.9130 | 0.8344 | 69 | 0.6324 | 0.7414 | 0.6825 | 58 | 0.8047 | 0.8947 | 0.8474 | 152 | 0.6389 | 0.7667 | 0.6970 | 30 | 0.7879 | 0.8966 | 0.8387 | 29 | 0.75 | 0.8609 | 0.8017 | 0.9572 |
0.1198 | 30.0 | 3180 | 0.1322 | 0.7875 | 0.9130 | 0.8456 | 69 | 0.5972 | 0.7414 | 0.6615 | 58 | 0.8095 | 0.8947 | 0.8500 | 152 | 0.6389 | 0.7667 | 0.6970 | 30 | 0.7647 | 0.8966 | 0.8254 | 29 | 0.7462 | 0.8609 | 0.7995 | 0.9570 |
0.1188 | 31.0 | 3286 | 0.1313 | 0.7805 | 0.9275 | 0.8477 | 69 | 0.6143 | 0.7414 | 0.6719 | 58 | 0.8 | 0.8947 | 0.8447 | 152 | 0.6389 | 0.7667 | 0.6970 | 30 | 0.7647 | 0.8966 | 0.8254 | 29 | 0.7449 | 0.8639 | 0.8 | 0.9570 |
0.1196 | 32.0 | 3392 | 0.1309 | 0.7778 | 0.9130 | 0.84 | 69 | 0.5890 | 0.7414 | 0.6565 | 58 | 0.8095 | 0.8947 | 0.8500 | 152 | 0.6389 | 0.7667 | 0.6970 | 30 | 0.7647 | 0.8966 | 0.8254 | 29 | 0.7423 | 0.8609 | 0.7973 | 0.9562 |
0.1191 | 33.0 | 3498 | 0.1288 | 0.7778 | 0.9130 | 0.84 | 69 | 0.6 | 0.7241 | 0.6562 | 58 | 0.8144 | 0.8947 | 0.8527 | 152 | 0.6389 | 0.7667 | 0.6970 | 30 | 0.7941 | 0.9310 | 0.8571 | 29 | 0.75 | 0.8609 | 0.8017 | 0.9570 |
0.1138 | 34.0 | 3604 | 0.1353 | 0.7805 | 0.9275 | 0.8477 | 69 | 0.5455 | 0.7241 | 0.6222 | 58 | 0.8047 | 0.8947 | 0.8474 | 152 | 0.6111 | 0.7333 | 0.6667 | 30 | 0.7647 | 0.8966 | 0.8254 | 29 | 0.7286 | 0.8580 | 0.7880 | 0.9554 |
0.1137 | 35.0 | 3710 | 0.1366 | 0.7711 | 0.9275 | 0.8421 | 69 | 0.5775 | 0.7069 | 0.6357 | 58 | 0.7965 | 0.9013 | 0.8457 | 152 | 0.6216 | 0.7667 | 0.6866 | 30 | 0.7647 | 0.8966 | 0.8254 | 29 | 0.7330 | 0.8609 | 0.7918 | 0.9552 |
0.1138 | 36.0 | 3816 | 0.1324 | 0.8 | 0.9275 | 0.8591 | 69 | 0.5811 | 0.7414 | 0.6515 | 58 | 0.8059 | 0.9013 | 0.8509 | 152 | 0.6216 | 0.7667 | 0.6866 | 30 | 0.7647 | 0.8966 | 0.8254 | 29 | 0.7418 | 0.8669 | 0.7995 | 0.9570 |
0.1151 | 37.0 | 3922 | 0.1325 | 0.7805 | 0.9275 | 0.8477 | 69 | 0.5972 | 0.7414 | 0.6615 | 58 | 0.8144 | 0.8947 | 0.8527 | 152 | 0.6216 | 0.7667 | 0.6866 | 30 | 0.7647 | 0.8966 | 0.8254 | 29 | 0.7449 | 0.8639 | 0.8 | 0.9577 |
0.1083 | 38.0 | 4028 | 0.1363 | 0.7619 | 0.9275 | 0.8366 | 69 | 0.5513 | 0.7414 | 0.6324 | 58 | 0.8 | 0.8947 | 0.8447 | 152 | 0.6216 | 0.7667 | 0.6866 | 30 | 0.7647 | 0.8966 | 0.8254 | 29 | 0.7246 | 0.8639 | 0.7881 | 0.9536 |
0.1098 | 39.0 | 4134 | 0.1288 | 0.8101 | 0.9275 | 0.8649 | 69 | 0.6471 | 0.7586 | 0.6984 | 58 | 0.8193 | 0.8947 | 0.8553 | 152 | 0.6389 | 0.7667 | 0.6970 | 30 | 0.7647 | 0.8966 | 0.8254 | 29 | 0.7650 | 0.8669 | 0.8128 | 0.9590 |
0.1087 | 40.0 | 4240 | 0.1278 | 0.8101 | 0.9275 | 0.8649 | 69 | 0.6377 | 0.7586 | 0.6929 | 58 | 0.8059 | 0.9013 | 0.8509 | 152 | 0.6111 | 0.7333 | 0.6667 | 30 | 0.7714 | 0.9310 | 0.8438 | 29 | 0.7558 | 0.8698 | 0.8088 | 0.9585 |
0.1075 | 41.0 | 4346 | 0.1270 | 0.7975 | 0.9130 | 0.8514 | 69 | 0.6567 | 0.7586 | 0.7040 | 58 | 0.8059 | 0.9013 | 0.8509 | 152 | 0.6111 | 0.7333 | 0.6667 | 30 | 0.7714 | 0.9310 | 0.8438 | 29 | 0.7571 | 0.8669 | 0.8083 | 0.9583 |
0.106 | 42.0 | 4452 | 0.1259 | 0.8 | 0.9275 | 0.8591 | 69 | 0.6615 | 0.7414 | 0.6992 | 58 | 0.8059 | 0.9013 | 0.8509 | 152 | 0.6389 | 0.7667 | 0.6970 | 30 | 0.7714 | 0.9310 | 0.8438 | 29 | 0.7617 | 0.8698 | 0.8122 | 0.9588 |
0.1079 | 43.0 | 4558 | 0.1328 | 0.7805 | 0.9275 | 0.8477 | 69 | 0.6301 | 0.7931 | 0.7023 | 58 | 0.8012 | 0.9013 | 0.8483 | 152 | 0.6389 | 0.7667 | 0.6970 | 30 | 0.7273 | 0.8276 | 0.7742 | 29 | 0.7443 | 0.8698 | 0.8022 | 0.9565 |
0.1072 | 44.0 | 4664 | 0.1249 | 0.8 | 0.9275 | 0.8591 | 69 | 0.6119 | 0.7069 | 0.6560 | 58 | 0.8012 | 0.9013 | 0.8483 | 152 | 0.6111 | 0.7333 | 0.6667 | 30 | 0.7714 | 0.9310 | 0.8438 | 29 | 0.7481 | 0.8609 | 0.8006 | 0.9577 |
0.1049 | 45.0 | 4770 | 0.1304 | 0.7778 | 0.9130 | 0.84 | 69 | 0.6338 | 0.7759 | 0.6977 | 58 | 0.8059 | 0.9013 | 0.8509 | 152 | 0.6216 | 0.7667 | 0.6866 | 30 | 0.7647 | 0.8966 | 0.8254 | 29 | 0.7481 | 0.8698 | 0.8044 | 0.9567 |
0.1033 | 46.0 | 4876 | 0.1285 | 0.8 | 0.9275 | 0.8591 | 69 | 0.6216 | 0.7931 | 0.6970 | 58 | 0.8059 | 0.9013 | 0.8509 | 152 | 0.6389 | 0.7667 | 0.6970 | 30 | 0.7714 | 0.9310 | 0.8438 | 29 | 0.7519 | 0.8787 | 0.8104 | 0.9585 |
0.1039 | 47.0 | 4982 | 0.1308 | 0.7901 | 0.9275 | 0.8533 | 69 | 0.625 | 0.7759 | 0.6923 | 58 | 0.8084 | 0.8882 | 0.8464 | 152 | 0.6216 | 0.7667 | 0.6866 | 30 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7468 | 0.8639 | 0.8011 | 0.9572 |
0.0992 | 48.0 | 5088 | 0.1281 | 0.8077 | 0.9130 | 0.8571 | 69 | 0.6338 | 0.7759 | 0.6977 | 58 | 0.8059 | 0.9013 | 0.8509 | 152 | 0.6389 | 0.7667 | 0.6970 | 30 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7532 | 0.8669 | 0.8061 | 0.9572 |
0.1023 | 49.0 | 5194 | 0.1259 | 0.8077 | 0.9130 | 0.8571 | 69 | 0.6301 | 0.7931 | 0.7023 | 58 | 0.8012 | 0.9013 | 0.8483 | 152 | 0.6667 | 0.8 | 0.7273 | 30 | 0.7714 | 0.9310 | 0.8438 | 29 | 0.7557 | 0.8787 | 0.8126 | 0.9577 |
0.103 | 50.0 | 5300 | 0.1216 | 0.8243 | 0.8841 | 0.8531 | 69 | 0.6308 | 0.7069 | 0.6667 | 58 | 0.8193 | 0.8947 | 0.8553 | 152 | 0.6389 | 0.7667 | 0.6970 | 30 | 0.7714 | 0.9310 | 0.8438 | 29 | 0.7660 | 0.8521 | 0.8067 | 0.9585 |
0.0995 | 51.0 | 5406 | 0.1284 | 0.7901 | 0.9275 | 0.8533 | 69 | 0.6111 | 0.7586 | 0.6769 | 58 | 0.8204 | 0.9013 | 0.8589 | 152 | 0.6389 | 0.7667 | 0.6970 | 30 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7513 | 0.8669 | 0.8049 | 0.9575 |
0.0967 | 52.0 | 5512 | 0.1298 | 0.8 | 0.9275 | 0.8591 | 69 | 0.6301 | 0.7931 | 0.7023 | 58 | 0.8383 | 0.9211 | 0.8777 | 152 | 0.6389 | 0.7667 | 0.6970 | 30 | 0.7273 | 0.8276 | 0.7742 | 29 | 0.7635 | 0.8787 | 0.8171 | 0.9583 |
0.0999 | 53.0 | 5618 | 0.1234 | 0.8077 | 0.9130 | 0.8571 | 69 | 0.6269 | 0.7241 | 0.672 | 58 | 0.8036 | 0.8882 | 0.8437 | 152 | 0.6389 | 0.7667 | 0.6970 | 30 | 0.7714 | 0.9310 | 0.8438 | 29 | 0.7552 | 0.8580 | 0.8033 | 0.9583 |
0.0994 | 54.0 | 5724 | 0.1243 | 0.8077 | 0.9130 | 0.8571 | 69 | 0.6364 | 0.7241 | 0.6774 | 58 | 0.8144 | 0.8947 | 0.8527 | 152 | 0.6389 | 0.7667 | 0.6970 | 30 | 0.7714 | 0.9310 | 0.8438 | 29 | 0.7618 | 0.8609 | 0.8083 | 0.9583 |
0.0993 | 55.0 | 5830 | 0.1302 | 0.7901 | 0.9275 | 0.8533 | 69 | 0.6216 | 0.7931 | 0.6970 | 58 | 0.8225 | 0.9145 | 0.8660 | 152 | 0.6389 | 0.7667 | 0.6970 | 30 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7538 | 0.8787 | 0.8115 | 0.9577 |
0.0968 | 56.0 | 5936 | 0.1253 | 0.7901 | 0.9275 | 0.8533 | 69 | 0.6462 | 0.7241 | 0.6829 | 58 | 0.8036 | 0.8882 | 0.8437 | 152 | 0.6389 | 0.7667 | 0.6970 | 30 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7526 | 0.8550 | 0.8006 | 0.9572 |
0.0955 | 57.0 | 6042 | 0.1264 | 0.8 | 0.9275 | 0.8591 | 69 | 0.6377 | 0.7586 | 0.6929 | 58 | 0.8274 | 0.9145 | 0.8687 | 152 | 0.6216 | 0.7667 | 0.6866 | 30 | 0.7429 | 0.8966 | 0.8125 | 29 | 0.7609 | 0.8757 | 0.8143 | 0.9583 |
0.0939 | 58.0 | 6148 | 0.1252 | 0.8101 | 0.9275 | 0.8649 | 69 | 0.6389 | 0.7931 | 0.7077 | 58 | 0.8204 | 0.9013 | 0.8589 | 152 | 0.6389 | 0.7667 | 0.6970 | 30 | 0.7429 | 0.8966 | 0.8125 | 29 | 0.7609 | 0.8757 | 0.8143 | 0.9590 |
0.0939 | 59.0 | 6254 | 0.1213 | 0.8101 | 0.9275 | 0.8649 | 69 | 0.6418 | 0.7414 | 0.688 | 58 | 0.8036 | 0.8882 | 0.8437 | 152 | 0.6389 | 0.7667 | 0.6970 | 30 | 0.7714 | 0.9310 | 0.8438 | 29 | 0.7584 | 0.8639 | 0.8077 | 0.9580 |
0.0955 | 60.0 | 6360 | 0.1300 | 0.8 | 0.9275 | 0.8591 | 69 | 0.6324 | 0.7414 | 0.6825 | 58 | 0.8204 | 0.9013 | 0.8589 | 152 | 0.6216 | 0.7667 | 0.6866 | 30 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7565 | 0.8639 | 0.8066 | 0.9580 |
0.0941 | 61.0 | 6466 | 0.1269 | 0.8 | 0.9275 | 0.8591 | 69 | 0.6522 | 0.7759 | 0.7087 | 58 | 0.8144 | 0.8947 | 0.8527 | 152 | 0.6389 | 0.7667 | 0.6970 | 30 | 0.7647 | 0.8966 | 0.8254 | 29 | 0.7617 | 0.8698 | 0.8122 | 0.9588 |
0.0948 | 62.0 | 6572 | 0.1268 | 0.8101 | 0.9275 | 0.8649 | 69 | 0.6471 | 0.7586 | 0.6984 | 58 | 0.8204 | 0.9013 | 0.8589 | 152 | 0.6389 | 0.7667 | 0.6970 | 30 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7630 | 0.8669 | 0.8116 | 0.9585 |
0.0932 | 63.0 | 6678 | 0.1251 | 0.8101 | 0.9275 | 0.8649 | 69 | 0.6567 | 0.7586 | 0.7040 | 58 | 0.8214 | 0.9079 | 0.8625 | 152 | 0.6389 | 0.7667 | 0.6970 | 30 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7656 | 0.8698 | 0.8144 | 0.9593 |
0.0918 | 64.0 | 6784 | 0.1311 | 0.8 | 0.9275 | 0.8591 | 69 | 0.6377 | 0.7586 | 0.6929 | 58 | 0.8263 | 0.9079 | 0.8652 | 152 | 0.6216 | 0.7667 | 0.6866 | 30 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7597 | 0.8698 | 0.8110 | 0.9583 |
0.0924 | 65.0 | 6890 | 0.1265 | 0.8 | 0.9275 | 0.8591 | 69 | 0.6429 | 0.7759 | 0.7031 | 58 | 0.8303 | 0.9013 | 0.8644 | 152 | 0.6216 | 0.7667 | 0.6866 | 30 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7617 | 0.8698 | 0.8122 | 0.9588 |
0.0951 | 66.0 | 6996 | 0.1274 | 0.8 | 0.9275 | 0.8591 | 69 | 0.6429 | 0.7759 | 0.7031 | 58 | 0.8204 | 0.9013 | 0.8589 | 152 | 0.6216 | 0.7667 | 0.6866 | 30 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7577 | 0.8698 | 0.8099 | 0.9583 |
0.0905 | 67.0 | 7102 | 0.1302 | 0.8 | 0.9275 | 0.8591 | 69 | 0.625 | 0.7759 | 0.6923 | 58 | 0.8313 | 0.9079 | 0.8679 | 152 | 0.6216 | 0.7667 | 0.6866 | 30 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7584 | 0.8728 | 0.8116 | 0.9580 |
0.0907 | 68.0 | 7208 | 0.1307 | 0.8 | 0.9275 | 0.8591 | 69 | 0.6197 | 0.7586 | 0.6822 | 58 | 0.8373 | 0.9145 | 0.8742 | 152 | 0.6216 | 0.7667 | 0.6866 | 30 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7603 | 0.8728 | 0.8127 | 0.9575 |
0.0922 | 69.0 | 7314 | 0.1293 | 0.8 | 0.9275 | 0.8591 | 69 | 0.6301 | 0.7931 | 0.7023 | 58 | 0.8313 | 0.9079 | 0.8679 | 152 | 0.6216 | 0.7667 | 0.6866 | 30 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7590 | 0.8757 | 0.8132 | 0.9580 |
0.0895 | 70.0 | 7420 | 0.1219 | 0.8052 | 0.8986 | 0.8493 | 69 | 0.6667 | 0.7241 | 0.6942 | 58 | 0.7976 | 0.8816 | 0.8375 | 152 | 0.5946 | 0.7333 | 0.6567 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7540 | 0.8432 | 0.7961 | 0.9580 |
0.0896 | 71.0 | 7526 | 0.1266 | 0.8077 | 0.9130 | 0.8571 | 69 | 0.6338 | 0.7759 | 0.6977 | 58 | 0.8155 | 0.9013 | 0.8562 | 152 | 0.6216 | 0.7667 | 0.6866 | 30 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7552 | 0.8669 | 0.8072 | 0.9580 |
0.0905 | 72.0 | 7632 | 0.1289 | 0.7975 | 0.9130 | 0.8514 | 69 | 0.625 | 0.7759 | 0.6923 | 58 | 0.8263 | 0.9079 | 0.8652 | 152 | 0.6216 | 0.7667 | 0.6866 | 30 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7558 | 0.8698 | 0.8088 | 0.9575 |
0.0879 | 73.0 | 7738 | 0.1252 | 0.8077 | 0.9130 | 0.8571 | 69 | 0.6471 | 0.7586 | 0.6984 | 58 | 0.8204 | 0.9013 | 0.8589 | 152 | 0.6216 | 0.7667 | 0.6866 | 30 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7604 | 0.8639 | 0.8089 | 0.9580 |
0.0902 | 74.0 | 7844 | 0.1328 | 0.8 | 0.9275 | 0.8591 | 69 | 0.6164 | 0.7759 | 0.6870 | 58 | 0.8424 | 0.9145 | 0.8770 | 152 | 0.6216 | 0.7667 | 0.6866 | 30 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7609 | 0.8757 | 0.8143 | 0.9577 |
0.088 | 75.0 | 7950 | 0.1279 | 0.7975 | 0.9130 | 0.8514 | 69 | 0.6197 | 0.7586 | 0.6822 | 58 | 0.8424 | 0.9145 | 0.8770 | 152 | 0.6216 | 0.7667 | 0.6866 | 30 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7617 | 0.8698 | 0.8122 | 0.9583 |
0.0881 | 76.0 | 8056 | 0.1255 | 0.8077 | 0.9130 | 0.8571 | 69 | 0.6377 | 0.7586 | 0.6929 | 58 | 0.8424 | 0.9145 | 0.8770 | 152 | 0.6216 | 0.7667 | 0.6866 | 30 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7676 | 0.8698 | 0.8155 | 0.9593 |
0.0869 | 77.0 | 8162 | 0.1273 | 0.8077 | 0.9130 | 0.8571 | 69 | 0.6338 | 0.7759 | 0.6977 | 58 | 0.8424 | 0.9145 | 0.8770 | 152 | 0.6216 | 0.7667 | 0.6866 | 30 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7662 | 0.8728 | 0.8160 | 0.9588 |
0.09 | 78.0 | 8268 | 0.1268 | 0.8077 | 0.9130 | 0.8571 | 69 | 0.6286 | 0.7586 | 0.6875 | 58 | 0.8424 | 0.9145 | 0.8770 | 152 | 0.6216 | 0.7667 | 0.6866 | 30 | 0.7647 | 0.8966 | 0.8254 | 29 | 0.7682 | 0.8728 | 0.8172 | 0.9590 |
0.0875 | 79.0 | 8374 | 0.1275 | 0.7975 | 0.9130 | 0.8514 | 69 | 0.6111 | 0.7586 | 0.6769 | 58 | 0.8364 | 0.9079 | 0.8707 | 152 | 0.6216 | 0.7667 | 0.6866 | 30 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7571 | 0.8669 | 0.8083 | 0.9572 |
0.0879 | 80.0 | 8480 | 0.1292 | 0.7975 | 0.9130 | 0.8514 | 69 | 0.6111 | 0.7586 | 0.6769 | 58 | 0.8364 | 0.9079 | 0.8707 | 152 | 0.6216 | 0.7667 | 0.6866 | 30 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7571 | 0.8669 | 0.8083 | 0.9575 |
0.0877 | 81.0 | 8586 | 0.1294 | 0.7975 | 0.9130 | 0.8514 | 69 | 0.625 | 0.7759 | 0.6923 | 58 | 0.8364 | 0.9079 | 0.8707 | 152 | 0.6216 | 0.7667 | 0.6866 | 30 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7597 | 0.8698 | 0.8110 | 0.9572 |
0.0845 | 82.0 | 8692 | 0.1288 | 0.7975 | 0.9130 | 0.8514 | 69 | 0.6286 | 0.7586 | 0.6875 | 58 | 0.8364 | 0.9079 | 0.8707 | 152 | 0.6216 | 0.7667 | 0.6866 | 30 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7610 | 0.8669 | 0.8105 | 0.9583 |
0.0867 | 83.0 | 8798 | 0.1259 | 0.7949 | 0.8986 | 0.8435 | 69 | 0.6286 | 0.7586 | 0.6875 | 58 | 0.8415 | 0.9079 | 0.8734 | 152 | 0.6216 | 0.7667 | 0.6866 | 30 | 0.7647 | 0.8966 | 0.8254 | 29 | 0.7650 | 0.8669 | 0.8128 | 0.9588 |
0.0861 | 84.0 | 8904 | 0.1289 | 0.7975 | 0.9130 | 0.8514 | 69 | 0.6286 | 0.7586 | 0.6875 | 58 | 0.8415 | 0.9079 | 0.8734 | 152 | 0.6216 | 0.7667 | 0.6866 | 30 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7630 | 0.8669 | 0.8116 | 0.9585 |
0.0896 | 85.0 | 9010 | 0.1306 | 0.7975 | 0.9130 | 0.8514 | 69 | 0.6338 | 0.7759 | 0.6977 | 58 | 0.8424 | 0.9145 | 0.8770 | 152 | 0.6216 | 0.7667 | 0.6866 | 30 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7642 | 0.8728 | 0.8149 | 0.9585 |
0.0863 | 86.0 | 9116 | 0.1287 | 0.7975 | 0.9130 | 0.8514 | 69 | 0.6286 | 0.7586 | 0.6875 | 58 | 0.8364 | 0.9079 | 0.8707 | 152 | 0.6216 | 0.7667 | 0.6866 | 30 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7610 | 0.8669 | 0.8105 | 0.9583 |
0.0861 | 87.0 | 9222 | 0.1303 | 0.7975 | 0.9130 | 0.8514 | 69 | 0.625 | 0.7759 | 0.6923 | 58 | 0.8364 | 0.9079 | 0.8707 | 152 | 0.6216 | 0.7667 | 0.6866 | 30 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7597 | 0.8698 | 0.8110 | 0.9577 |
0.0844 | 88.0 | 9328 | 0.1293 | 0.7975 | 0.9130 | 0.8514 | 69 | 0.6429 | 0.7759 | 0.7031 | 58 | 0.8424 | 0.9145 | 0.8770 | 152 | 0.6216 | 0.7667 | 0.6866 | 30 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7662 | 0.8728 | 0.8160 | 0.9593 |
0.0858 | 89.0 | 9434 | 0.1283 | 0.7975 | 0.9130 | 0.8514 | 69 | 0.6429 | 0.7759 | 0.7031 | 58 | 0.8364 | 0.9079 | 0.8707 | 152 | 0.6216 | 0.7667 | 0.6866 | 30 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7636 | 0.8698 | 0.8133 | 0.9590 |
0.0847 | 90.0 | 9540 | 0.1291 | 0.7975 | 0.9130 | 0.8514 | 69 | 0.6338 | 0.7759 | 0.6977 | 58 | 0.8364 | 0.9079 | 0.8707 | 152 | 0.6216 | 0.7667 | 0.6866 | 30 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7617 | 0.8698 | 0.8122 | 0.9588 |
0.0854 | 91.0 | 9646 | 0.1283 | 0.7975 | 0.9130 | 0.8514 | 69 | 0.6429 | 0.7759 | 0.7031 | 58 | 0.8364 | 0.9079 | 0.8707 | 152 | 0.6216 | 0.7667 | 0.6866 | 30 | 0.7647 | 0.8966 | 0.8254 | 29 | 0.7662 | 0.8728 | 0.8160 | 0.9590 |
0.0832 | 92.0 | 9752 | 0.1289 | 0.7975 | 0.9130 | 0.8514 | 69 | 0.6429 | 0.7759 | 0.7031 | 58 | 0.8364 | 0.9079 | 0.8707 | 152 | 0.6216 | 0.7667 | 0.6866 | 30 | 0.7647 | 0.8966 | 0.8254 | 29 | 0.7662 | 0.8728 | 0.8160 | 0.9593 |
0.0849 | 93.0 | 9858 | 0.1296 | 0.7975 | 0.9130 | 0.8514 | 69 | 0.6338 | 0.7759 | 0.6977 | 58 | 0.8364 | 0.9079 | 0.8707 | 152 | 0.6216 | 0.7667 | 0.6866 | 30 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7617 | 0.8698 | 0.8122 | 0.9588 |
0.0853 | 94.0 | 9964 | 0.1278 | 0.8077 | 0.9130 | 0.8571 | 69 | 0.6429 | 0.7759 | 0.7031 | 58 | 0.8415 | 0.9079 | 0.8734 | 152 | 0.6216 | 0.7667 | 0.6866 | 30 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7676 | 0.8698 | 0.8155 | 0.9588 |
0.0858 | 95.0 | 10070 | 0.1280 | 0.7975 | 0.9130 | 0.8514 | 69 | 0.6429 | 0.7759 | 0.7031 | 58 | 0.8415 | 0.9079 | 0.8734 | 152 | 0.6216 | 0.7667 | 0.6866 | 30 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7656 | 0.8698 | 0.8144 | 0.9588 |
0.0838 | 96.0 | 10176 | 0.1294 | 0.7975 | 0.9130 | 0.8514 | 69 | 0.6338 | 0.7759 | 0.6977 | 58 | 0.8364 | 0.9079 | 0.8707 | 152 | 0.6216 | 0.7667 | 0.6866 | 30 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7617 | 0.8698 | 0.8122 | 0.9588 |
0.0868 | 97.0 | 10282 | 0.1290 | 0.7975 | 0.9130 | 0.8514 | 69 | 0.6429 | 0.7759 | 0.7031 | 58 | 0.8415 | 0.9079 | 0.8734 | 152 | 0.6216 | 0.7667 | 0.6866 | 30 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7656 | 0.8698 | 0.8144 | 0.9588 |
0.081 | 98.0 | 10388 | 0.1292 | 0.7975 | 0.9130 | 0.8514 | 69 | 0.6338 | 0.7759 | 0.6977 | 58 | 0.8415 | 0.9079 | 0.8734 | 152 | 0.6216 | 0.7667 | 0.6866 | 30 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7636 | 0.8698 | 0.8133 | 0.9585 |
0.0834 | 99.0 | 10494 | 0.1290 | 0.7975 | 0.9130 | 0.8514 | 69 | 0.6429 | 0.7759 | 0.7031 | 58 | 0.8415 | 0.9079 | 0.8734 | 152 | 0.6216 | 0.7667 | 0.6866 | 30 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7656 | 0.8698 | 0.8144 | 0.9588 |
0.0835 | 100.0 | 10600 | 0.1291 | 0.7975 | 0.9130 | 0.8514 | 69 | 0.6338 | 0.7759 | 0.6977 | 58 | 0.8415 | 0.9079 | 0.8734 | 152 | 0.6216 | 0.7667 | 0.6866 | 30 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7636 | 0.8698 | 0.8133 | 0.9585 |
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-r8-0
Base model
indolem/indobert-base-uncased