nerugm-pt-pl30-2
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: 0.2094
- Location Precision: 0.8
- Location Recall: 0.8333
- Location F1: 0.8163
- Location Number: 72
- Organization Precision: 0.7143
- Organization Recall: 0.8
- Organization F1: 0.7547
- Organization Number: 75
- Person Precision: 0.8636
- Person Recall: 0.9301
- Person F1: 0.8956
- Person Number: 143
- Quantity Precision: 0.7037
- Quantity Recall: 0.8261
- Quantity F1: 0.76
- Quantity Number: 23
- Time Precision: 0.7097
- Time Recall: 0.8462
- Time F1: 0.7719
- Time Number: 26
- Overall Precision: 0.7925
- Overall Recall: 0.8673
- Overall F1: 0.8282
- Overall Accuracy: 0.9590
Model description
More information needed
Intended uses & limitations
More information needed
Training and evaluation data
More information needed
Training procedure
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 5e-05
- train_batch_size: 16
- eval_batch_size: 64
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 100.0
Training results
Training Loss | Epoch | Step | Validation Loss | Location Precision | Location Recall | Location F1 | Location Number | Organization Precision | Organization Recall | Organization F1 | Organization Number | Person Precision | Person Recall | Person F1 | Person Number | Quantity Precision | Quantity Recall | Quantity F1 | Quantity Number | Time Precision | Time Recall | Time F1 | Time Number | Overall Precision | Overall Recall | Overall F1 | Overall Accuracy |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0.9989 | 1.0 | 106 | 0.5582 | 0.0 | 0.0 | 0.0 | 72 | 0.0 | 0.0 | 0.0 | 75 | 0.0909 | 0.0070 | 0.0130 | 143 | 0.0 | 0.0 | 0.0 | 23 | 0.0 | 0.0 | 0.0 | 26 | 0.0455 | 0.0029 | 0.0055 | 0.8469 |
0.4921 | 2.0 | 212 | 0.3282 | 0.4 | 0.1389 | 0.2062 | 72 | 0.0465 | 0.0267 | 0.0339 | 75 | 0.4880 | 0.7133 | 0.5795 | 143 | 0.1071 | 0.1304 | 0.1176 | 23 | 0.625 | 0.5769 | 0.6 | 26 | 0.4012 | 0.3894 | 0.3952 | 0.9014 |
0.3179 | 3.0 | 318 | 0.2382 | 0.5816 | 0.7917 | 0.6706 | 72 | 0.4175 | 0.5733 | 0.4831 | 75 | 0.7679 | 0.9021 | 0.8296 | 143 | 0.3488 | 0.6522 | 0.4545 | 23 | 0.6774 | 0.8077 | 0.7368 | 26 | 0.5982 | 0.7817 | 0.6777 | 0.9269 |
0.2251 | 4.0 | 424 | 0.2123 | 0.6591 | 0.8056 | 0.7250 | 72 | 0.5354 | 0.7067 | 0.6092 | 75 | 0.7688 | 0.9301 | 0.8418 | 143 | 0.3556 | 0.6957 | 0.4706 | 23 | 0.5676 | 0.8077 | 0.6667 | 26 | 0.6357 | 0.8289 | 0.7196 | 0.9322 |
0.1854 | 5.0 | 530 | 0.1583 | 0.7051 | 0.7639 | 0.7333 | 72 | 0.5816 | 0.76 | 0.6590 | 75 | 0.8165 | 0.9021 | 0.8571 | 143 | 0.4857 | 0.7391 | 0.5862 | 23 | 0.8519 | 0.8846 | 0.8679 | 26 | 0.7096 | 0.8289 | 0.7646 | 0.9485 |
0.1674 | 6.0 | 636 | 0.1546 | 0.6211 | 0.8194 | 0.7066 | 72 | 0.5701 | 0.8133 | 0.6703 | 75 | 0.8447 | 0.9510 | 0.8947 | 143 | 0.5 | 0.7391 | 0.5965 | 23 | 0.8 | 0.9231 | 0.8571 | 26 | 0.6956 | 0.8761 | 0.7755 | 0.9492 |
0.1515 | 7.0 | 742 | 0.1532 | 0.6941 | 0.8194 | 0.7516 | 72 | 0.6042 | 0.7733 | 0.6784 | 75 | 0.8344 | 0.9510 | 0.8889 | 143 | 0.4615 | 0.7826 | 0.5806 | 23 | 0.7188 | 0.8846 | 0.7931 | 26 | 0.7084 | 0.8673 | 0.7798 | 0.9512 |
0.1437 | 8.0 | 848 | 0.1440 | 0.6905 | 0.8056 | 0.7436 | 72 | 0.6105 | 0.7733 | 0.6824 | 75 | 0.8447 | 0.9510 | 0.8947 | 143 | 0.5588 | 0.8261 | 0.6667 | 23 | 0.6667 | 0.8462 | 0.7458 | 26 | 0.7199 | 0.8643 | 0.7855 | 0.9520 |
0.1356 | 9.0 | 954 | 0.1407 | 0.7037 | 0.7917 | 0.7451 | 72 | 0.6224 | 0.8133 | 0.7052 | 75 | 0.8509 | 0.9580 | 0.9013 | 143 | 0.6552 | 0.8261 | 0.7308 | 23 | 0.7 | 0.8077 | 0.75 | 26 | 0.7393 | 0.8702 | 0.7995 | 0.9537 |
0.1257 | 10.0 | 1060 | 0.1395 | 0.7436 | 0.8056 | 0.7733 | 72 | 0.6860 | 0.7867 | 0.7329 | 75 | 0.8481 | 0.9371 | 0.8904 | 143 | 0.5 | 0.7391 | 0.5965 | 23 | 0.6875 | 0.8462 | 0.7586 | 26 | 0.7474 | 0.8555 | 0.7978 | 0.9537 |
0.1201 | 11.0 | 1166 | 0.1356 | 0.7160 | 0.8056 | 0.7582 | 72 | 0.7079 | 0.84 | 0.7683 | 75 | 0.8562 | 0.9161 | 0.8851 | 143 | 0.5429 | 0.8261 | 0.6552 | 23 | 0.7419 | 0.8846 | 0.8070 | 26 | 0.7558 | 0.8673 | 0.8077 | 0.9550 |
0.1165 | 12.0 | 1272 | 0.1314 | 0.7403 | 0.7917 | 0.7651 | 72 | 0.7326 | 0.84 | 0.7826 | 75 | 0.8481 | 0.9371 | 0.8904 | 143 | 0.5312 | 0.7391 | 0.6182 | 23 | 0.9231 | 0.9231 | 0.9231 | 26 | 0.7784 | 0.8702 | 0.8217 | 0.9590 |
0.1099 | 13.0 | 1378 | 0.1359 | 0.7284 | 0.8194 | 0.7712 | 72 | 0.7045 | 0.8267 | 0.7607 | 75 | 0.8590 | 0.9371 | 0.8963 | 143 | 0.6333 | 0.8261 | 0.7170 | 23 | 0.8 | 0.9231 | 0.8571 | 26 | 0.7740 | 0.8791 | 0.8232 | 0.9590 |
0.1083 | 14.0 | 1484 | 0.1340 | 0.7536 | 0.7222 | 0.7376 | 72 | 0.7065 | 0.8667 | 0.7784 | 75 | 0.8481 | 0.9371 | 0.8904 | 143 | 0.5625 | 0.7826 | 0.6545 | 23 | 0.6774 | 0.8077 | 0.7368 | 26 | 0.7592 | 0.8555 | 0.8044 | 0.9567 |
0.1016 | 15.0 | 1590 | 0.1322 | 0.7436 | 0.8056 | 0.7733 | 72 | 0.6882 | 0.8533 | 0.7619 | 75 | 0.8590 | 0.9371 | 0.8963 | 143 | 0.7037 | 0.8261 | 0.76 | 23 | 0.8 | 0.9231 | 0.8571 | 26 | 0.7786 | 0.8820 | 0.8271 | 0.9595 |
0.0981 | 16.0 | 1696 | 0.1441 | 0.7468 | 0.8194 | 0.7815 | 72 | 0.6471 | 0.88 | 0.7458 | 75 | 0.8608 | 0.9510 | 0.9037 | 143 | 0.6429 | 0.7826 | 0.7059 | 23 | 0.7667 | 0.8846 | 0.8214 | 26 | 0.7607 | 0.8909 | 0.8207 | 0.9567 |
0.0971 | 17.0 | 1802 | 0.1418 | 0.7125 | 0.7917 | 0.75 | 72 | 0.7191 | 0.8533 | 0.7805 | 75 | 0.8590 | 0.9371 | 0.8963 | 143 | 0.5806 | 0.7826 | 0.6667 | 23 | 0.7188 | 0.8846 | 0.7931 | 26 | 0.7629 | 0.8732 | 0.8143 | 0.9572 |
0.0915 | 18.0 | 1908 | 0.1390 | 0.7273 | 0.7778 | 0.7517 | 72 | 0.7195 | 0.7867 | 0.7516 | 75 | 0.8471 | 0.9301 | 0.8867 | 143 | 0.6129 | 0.8261 | 0.7037 | 23 | 0.7586 | 0.8462 | 0.8 | 26 | 0.7686 | 0.8525 | 0.8084 | 0.9585 |
0.0887 | 19.0 | 2014 | 0.1417 | 0.7532 | 0.8056 | 0.7785 | 72 | 0.6979 | 0.8933 | 0.7836 | 75 | 0.8462 | 0.9231 | 0.8829 | 143 | 0.5455 | 0.7826 | 0.6429 | 23 | 0.7667 | 0.8846 | 0.8214 | 26 | 0.7602 | 0.8791 | 0.8153 | 0.9575 |
0.085 | 20.0 | 2120 | 0.1567 | 0.7531 | 0.8472 | 0.7974 | 72 | 0.6633 | 0.8667 | 0.7514 | 75 | 0.8553 | 0.9510 | 0.9007 | 143 | 0.6207 | 0.7826 | 0.6923 | 23 | 0.7419 | 0.8846 | 0.8070 | 26 | 0.7613 | 0.8938 | 0.8223 | 0.9557 |
0.0818 | 21.0 | 2226 | 0.1481 | 0.7808 | 0.7917 | 0.7862 | 72 | 0.6667 | 0.8267 | 0.7381 | 75 | 0.8599 | 0.9441 | 0.9 | 143 | 0.5806 | 0.7826 | 0.6667 | 23 | 0.8214 | 0.8846 | 0.8519 | 26 | 0.7723 | 0.8702 | 0.8183 | 0.9582 |
0.081 | 22.0 | 2332 | 0.1591 | 0.7973 | 0.8194 | 0.8082 | 72 | 0.6126 | 0.9067 | 0.7312 | 75 | 0.8590 | 0.9371 | 0.8963 | 143 | 0.5806 | 0.7826 | 0.6667 | 23 | 0.7586 | 0.8462 | 0.8 | 26 | 0.7506 | 0.8879 | 0.8135 | 0.9542 |
0.0781 | 23.0 | 2438 | 0.1433 | 0.7857 | 0.7639 | 0.7746 | 72 | 0.6854 | 0.8133 | 0.7439 | 75 | 0.8654 | 0.9441 | 0.9030 | 143 | 0.5806 | 0.7826 | 0.6667 | 23 | 0.7931 | 0.8846 | 0.8364 | 26 | 0.7787 | 0.8614 | 0.8179 | 0.9585 |
0.0762 | 24.0 | 2544 | 0.1437 | 0.7532 | 0.8056 | 0.7785 | 72 | 0.7531 | 0.8133 | 0.7821 | 75 | 0.8535 | 0.9371 | 0.8933 | 143 | 0.6 | 0.7826 | 0.6792 | 23 | 0.7857 | 0.8462 | 0.8148 | 26 | 0.7855 | 0.8643 | 0.8230 | 0.9610 |
0.0758 | 25.0 | 2650 | 0.1509 | 0.7467 | 0.7778 | 0.7619 | 72 | 0.6476 | 0.9067 | 0.7556 | 75 | 0.8590 | 0.9371 | 0.8963 | 143 | 0.5455 | 0.7826 | 0.6429 | 23 | 0.7667 | 0.8846 | 0.8214 | 26 | 0.7494 | 0.8820 | 0.8103 | 0.9575 |
0.0739 | 26.0 | 2756 | 0.1418 | 0.7662 | 0.8194 | 0.7919 | 72 | 0.7531 | 0.8133 | 0.7821 | 75 | 0.8571 | 0.9231 | 0.8889 | 143 | 0.5455 | 0.7826 | 0.6429 | 23 | 0.8148 | 0.8462 | 0.8302 | 26 | 0.7849 | 0.8614 | 0.8214 | 0.9605 |
0.0712 | 27.0 | 2862 | 0.1468 | 0.7403 | 0.7917 | 0.7651 | 72 | 0.7531 | 0.8133 | 0.7821 | 75 | 0.8418 | 0.9301 | 0.8837 | 143 | 0.5862 | 0.7391 | 0.6538 | 23 | 0.7188 | 0.8846 | 0.7931 | 26 | 0.7719 | 0.8584 | 0.8128 | 0.9582 |
0.0698 | 28.0 | 2968 | 0.1401 | 0.7746 | 0.7639 | 0.7692 | 72 | 0.75 | 0.8 | 0.7742 | 75 | 0.8581 | 0.9301 | 0.8926 | 143 | 0.6786 | 0.8261 | 0.7451 | 23 | 0.7667 | 0.8846 | 0.8214 | 26 | 0.7967 | 0.8555 | 0.8250 | 0.9610 |
0.0676 | 29.0 | 3074 | 0.1520 | 0.7838 | 0.8056 | 0.7945 | 72 | 0.6737 | 0.8533 | 0.7529 | 75 | 0.8693 | 0.9301 | 0.8986 | 143 | 0.6 | 0.7826 | 0.6792 | 23 | 0.7097 | 0.8462 | 0.7719 | 26 | 0.7702 | 0.8702 | 0.8172 | 0.9565 |
0.0654 | 30.0 | 3180 | 0.1481 | 0.7662 | 0.8194 | 0.7919 | 72 | 0.7381 | 0.8267 | 0.7799 | 75 | 0.8571 | 0.9231 | 0.8889 | 143 | 0.6429 | 0.7826 | 0.7059 | 23 | 0.8214 | 0.8846 | 0.8519 | 26 | 0.7925 | 0.8673 | 0.8282 | 0.9617 |
0.0652 | 31.0 | 3286 | 0.1486 | 0.7917 | 0.7917 | 0.7917 | 72 | 0.7529 | 0.8533 | 0.8000 | 75 | 0.8758 | 0.9371 | 0.9054 | 143 | 0.6786 | 0.8261 | 0.7451 | 23 | 0.7419 | 0.8846 | 0.8070 | 26 | 0.8049 | 0.8761 | 0.8390 | 0.9617 |
0.0622 | 32.0 | 3392 | 0.1520 | 0.75 | 0.7917 | 0.7703 | 72 | 0.7209 | 0.8267 | 0.7702 | 75 | 0.8645 | 0.9371 | 0.8993 | 143 | 0.6207 | 0.7826 | 0.6923 | 23 | 0.7576 | 0.9615 | 0.8475 | 26 | 0.7810 | 0.8732 | 0.8245 | 0.9600 |
0.06 | 33.0 | 3498 | 0.1652 | 0.8056 | 0.8056 | 0.8056 | 72 | 0.6598 | 0.8533 | 0.7442 | 75 | 0.8516 | 0.9231 | 0.8859 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.6970 | 0.8846 | 0.7797 | 26 | 0.7597 | 0.8673 | 0.8099 | 0.9565 |
0.0588 | 34.0 | 3604 | 0.1578 | 0.8082 | 0.8194 | 0.8138 | 72 | 0.6915 | 0.8667 | 0.7692 | 75 | 0.8571 | 0.9231 | 0.8889 | 143 | 0.6207 | 0.7826 | 0.6923 | 23 | 0.6875 | 0.8462 | 0.7586 | 26 | 0.7749 | 0.8732 | 0.8211 | 0.9592 |
0.0592 | 35.0 | 3710 | 0.1643 | 0.8 | 0.8333 | 0.8163 | 72 | 0.6531 | 0.8533 | 0.7399 | 75 | 0.8506 | 0.9161 | 0.8822 | 143 | 0.6 | 0.7826 | 0.6792 | 23 | 0.6875 | 0.8462 | 0.7586 | 26 | 0.7584 | 0.8702 | 0.8104 | 0.9552 |
0.0587 | 36.0 | 3816 | 0.1596 | 0.7595 | 0.8333 | 0.7947 | 72 | 0.6774 | 0.84 | 0.75 | 75 | 0.8693 | 0.9301 | 0.8986 | 143 | 0.6 | 0.7826 | 0.6792 | 23 | 0.7667 | 0.8846 | 0.8214 | 26 | 0.7714 | 0.8761 | 0.8204 | 0.9595 |
0.0554 | 37.0 | 3922 | 0.1575 | 0.8286 | 0.8056 | 0.8169 | 72 | 0.6813 | 0.8267 | 0.7470 | 75 | 0.8571 | 0.9231 | 0.8889 | 143 | 0.6429 | 0.7826 | 0.7059 | 23 | 0.75 | 0.8077 | 0.7778 | 26 | 0.7844 | 0.8584 | 0.8197 | 0.9595 |
0.0552 | 38.0 | 4028 | 0.1589 | 0.8056 | 0.8056 | 0.8056 | 72 | 0.7195 | 0.7867 | 0.7516 | 75 | 0.8701 | 0.9371 | 0.9024 | 143 | 0.6207 | 0.7826 | 0.6923 | 23 | 0.7188 | 0.8846 | 0.7931 | 26 | 0.7913 | 0.8614 | 0.8249 | 0.9612 |
0.0541 | 39.0 | 4134 | 0.1692 | 0.7917 | 0.7917 | 0.7917 | 72 | 0.6703 | 0.8133 | 0.7349 | 75 | 0.8418 | 0.9301 | 0.8837 | 143 | 0.5806 | 0.7826 | 0.6667 | 23 | 0.6774 | 0.8077 | 0.7368 | 26 | 0.7572 | 0.8555 | 0.8033 | 0.9560 |
0.0509 | 40.0 | 4240 | 0.1664 | 0.7733 | 0.8056 | 0.7891 | 72 | 0.7195 | 0.7867 | 0.7516 | 75 | 0.8590 | 0.9371 | 0.8963 | 143 | 0.6923 | 0.7826 | 0.7347 | 23 | 0.75 | 0.9231 | 0.8276 | 26 | 0.7898 | 0.8643 | 0.8254 | 0.9597 |
0.0519 | 41.0 | 4346 | 0.1750 | 0.8219 | 0.8333 | 0.8276 | 72 | 0.6566 | 0.8667 | 0.7471 | 75 | 0.8535 | 0.9371 | 0.8933 | 143 | 0.6207 | 0.7826 | 0.6923 | 23 | 0.75 | 0.9231 | 0.8276 | 26 | 0.7718 | 0.8879 | 0.8258 | 0.9570 |
0.053 | 42.0 | 4452 | 0.1679 | 0.8 | 0.8333 | 0.8163 | 72 | 0.7531 | 0.8133 | 0.7821 | 75 | 0.8506 | 0.9161 | 0.8822 | 143 | 0.6 | 0.7826 | 0.6792 | 23 | 0.7419 | 0.8846 | 0.8070 | 26 | 0.7898 | 0.8643 | 0.8254 | 0.9582 |
0.0497 | 43.0 | 4558 | 0.1670 | 0.8026 | 0.8472 | 0.8243 | 72 | 0.7436 | 0.7733 | 0.7582 | 75 | 0.8590 | 0.9371 | 0.8963 | 143 | 0.6 | 0.7826 | 0.6792 | 23 | 0.7931 | 0.8846 | 0.8364 | 26 | 0.7967 | 0.8673 | 0.8305 | 0.9595 |
0.0496 | 44.0 | 4664 | 0.1671 | 0.7662 | 0.8194 | 0.7919 | 72 | 0.7126 | 0.8267 | 0.7654 | 75 | 0.8636 | 0.9301 | 0.8956 | 143 | 0.7308 | 0.8261 | 0.7755 | 23 | 0.7097 | 0.8462 | 0.7719 | 26 | 0.7867 | 0.8702 | 0.8263 | 0.9577 |
0.0499 | 45.0 | 4770 | 0.1811 | 0.7662 | 0.8194 | 0.7919 | 72 | 0.7179 | 0.7467 | 0.7320 | 75 | 0.8302 | 0.9231 | 0.8742 | 143 | 0.6207 | 0.7826 | 0.6923 | 23 | 0.7333 | 0.8462 | 0.7857 | 26 | 0.7694 | 0.8466 | 0.8062 | 0.9560 |
0.0457 | 46.0 | 4876 | 0.1714 | 0.7895 | 0.8333 | 0.8108 | 72 | 0.7143 | 0.8 | 0.7547 | 75 | 0.8590 | 0.9371 | 0.8963 | 143 | 0.6333 | 0.8261 | 0.7170 | 23 | 0.7667 | 0.8846 | 0.8214 | 26 | 0.7872 | 0.8732 | 0.8280 | 0.9592 |
0.0479 | 47.0 | 4982 | 0.1743 | 0.7945 | 0.8056 | 0.8 | 72 | 0.6632 | 0.84 | 0.7412 | 75 | 0.8526 | 0.9301 | 0.8896 | 143 | 0.6129 | 0.8261 | 0.7037 | 23 | 0.7931 | 0.8846 | 0.8364 | 26 | 0.7708 | 0.8732 | 0.8188 | 0.9570 |
0.0451 | 48.0 | 5088 | 0.1729 | 0.7838 | 0.8056 | 0.7945 | 72 | 0.7349 | 0.8133 | 0.7722 | 75 | 0.8693 | 0.9301 | 0.8986 | 143 | 0.7037 | 0.8261 | 0.76 | 23 | 0.7931 | 0.8846 | 0.8364 | 26 | 0.8033 | 0.8673 | 0.8340 | 0.9602 |
0.0456 | 49.0 | 5194 | 0.1744 | 0.7792 | 0.8333 | 0.8054 | 72 | 0.7470 | 0.8267 | 0.7848 | 75 | 0.8581 | 0.9301 | 0.8926 | 143 | 0.6786 | 0.8261 | 0.7451 | 23 | 0.7419 | 0.8846 | 0.8070 | 26 | 0.7941 | 0.8761 | 0.8331 | 0.9592 |
0.0422 | 50.0 | 5300 | 0.1774 | 0.7792 | 0.8333 | 0.8054 | 72 | 0.6782 | 0.7867 | 0.7284 | 75 | 0.8701 | 0.9371 | 0.9024 | 143 | 0.6207 | 0.7826 | 0.6923 | 23 | 0.7857 | 0.8462 | 0.8148 | 26 | 0.7813 | 0.8643 | 0.8207 | 0.9585 |
0.0435 | 51.0 | 5406 | 0.1746 | 0.7821 | 0.8472 | 0.8133 | 72 | 0.7273 | 0.8533 | 0.7853 | 75 | 0.8636 | 0.9301 | 0.8956 | 143 | 0.6552 | 0.8261 | 0.7308 | 23 | 0.7333 | 0.8462 | 0.7857 | 26 | 0.7889 | 0.8820 | 0.8329 | 0.9597 |
0.0439 | 52.0 | 5512 | 0.1773 | 0.7763 | 0.8194 | 0.7973 | 72 | 0.6739 | 0.8267 | 0.7425 | 75 | 0.8693 | 0.9301 | 0.8986 | 143 | 0.7037 | 0.8261 | 0.76 | 23 | 0.7419 | 0.8846 | 0.8070 | 26 | 0.7810 | 0.8732 | 0.8245 | 0.9602 |
0.0416 | 53.0 | 5618 | 0.1792 | 0.7867 | 0.8194 | 0.8027 | 72 | 0.6703 | 0.8133 | 0.7349 | 75 | 0.8758 | 0.9371 | 0.9054 | 143 | 0.6333 | 0.8261 | 0.7170 | 23 | 0.8214 | 0.8846 | 0.8519 | 26 | 0.7851 | 0.8732 | 0.8268 | 0.9595 |
0.0399 | 54.0 | 5724 | 0.1828 | 0.7792 | 0.8333 | 0.8054 | 72 | 0.7159 | 0.84 | 0.7730 | 75 | 0.8701 | 0.9371 | 0.9024 | 143 | 0.6552 | 0.8261 | 0.7308 | 23 | 0.7 | 0.8077 | 0.75 | 26 | 0.7857 | 0.8761 | 0.8285 | 0.9590 |
0.0422 | 55.0 | 5830 | 0.1851 | 0.7792 | 0.8333 | 0.8054 | 72 | 0.6701 | 0.8667 | 0.7558 | 75 | 0.8758 | 0.9371 | 0.9054 | 143 | 0.7037 | 0.8261 | 0.76 | 23 | 0.7333 | 0.8462 | 0.7857 | 26 | 0.7812 | 0.8850 | 0.8299 | 0.9587 |
0.0426 | 56.0 | 5936 | 0.1792 | 0.7733 | 0.8056 | 0.7891 | 72 | 0.7439 | 0.8133 | 0.7771 | 75 | 0.8701 | 0.9371 | 0.9024 | 143 | 0.6786 | 0.8261 | 0.7451 | 23 | 0.7586 | 0.8462 | 0.8 | 26 | 0.7989 | 0.8673 | 0.8317 | 0.9612 |
0.0414 | 57.0 | 6042 | 0.1741 | 0.7867 | 0.8194 | 0.8027 | 72 | 0.7531 | 0.8133 | 0.7821 | 75 | 0.8571 | 0.9231 | 0.8889 | 143 | 0.6786 | 0.8261 | 0.7451 | 23 | 0.8077 | 0.8077 | 0.8077 | 26 | 0.8022 | 0.8614 | 0.8307 | 0.9610 |
0.0386 | 58.0 | 6148 | 0.1852 | 0.7949 | 0.8611 | 0.8267 | 72 | 0.7273 | 0.8533 | 0.7853 | 75 | 0.8693 | 0.9301 | 0.8986 | 143 | 0.6129 | 0.8261 | 0.7037 | 23 | 0.75 | 0.8077 | 0.7778 | 26 | 0.7910 | 0.8820 | 0.8340 | 0.9607 |
0.0391 | 59.0 | 6254 | 0.1887 | 0.7625 | 0.8472 | 0.8026 | 72 | 0.7 | 0.84 | 0.7636 | 75 | 0.8758 | 0.9371 | 0.9054 | 143 | 0.6552 | 0.8261 | 0.7308 | 23 | 0.6562 | 0.8077 | 0.7241 | 26 | 0.7760 | 0.8791 | 0.8243 | 0.9585 |
0.0377 | 60.0 | 6360 | 0.1904 | 0.7722 | 0.8472 | 0.8079 | 72 | 0.7033 | 0.8533 | 0.7711 | 75 | 0.8645 | 0.9371 | 0.8993 | 143 | 0.6129 | 0.8261 | 0.7037 | 23 | 0.7 | 0.8077 | 0.75 | 26 | 0.7746 | 0.8820 | 0.8248 | 0.9575 |
0.0377 | 61.0 | 6466 | 0.1901 | 0.7973 | 0.8194 | 0.8082 | 72 | 0.6897 | 0.8 | 0.7407 | 75 | 0.8636 | 0.9301 | 0.8956 | 143 | 0.6552 | 0.8261 | 0.7308 | 23 | 0.7586 | 0.8462 | 0.8 | 26 | 0.7855 | 0.8643 | 0.8230 | 0.9580 |
0.0365 | 62.0 | 6572 | 0.1923 | 0.7895 | 0.8333 | 0.8108 | 72 | 0.6923 | 0.84 | 0.7590 | 75 | 0.8701 | 0.9371 | 0.9024 | 143 | 0.6333 | 0.8261 | 0.7170 | 23 | 0.7 | 0.8077 | 0.75 | 26 | 0.7795 | 0.8761 | 0.825 | 0.9585 |
0.0381 | 63.0 | 6678 | 0.1893 | 0.8267 | 0.8611 | 0.8435 | 72 | 0.7045 | 0.8267 | 0.7607 | 75 | 0.8581 | 0.9301 | 0.8926 | 143 | 0.6786 | 0.8261 | 0.7451 | 23 | 0.75 | 0.8077 | 0.7778 | 26 | 0.7941 | 0.8761 | 0.8331 | 0.9600 |
0.0356 | 64.0 | 6784 | 0.1921 | 0.8158 | 0.8611 | 0.8378 | 72 | 0.6966 | 0.8267 | 0.7561 | 75 | 0.8693 | 0.9301 | 0.8986 | 143 | 0.6786 | 0.8261 | 0.7451 | 23 | 0.7 | 0.8077 | 0.75 | 26 | 0.7899 | 0.8761 | 0.8308 | 0.9592 |
0.0359 | 65.0 | 6890 | 0.1849 | 0.7922 | 0.8472 | 0.8188 | 72 | 0.7262 | 0.8133 | 0.7673 | 75 | 0.8442 | 0.9091 | 0.8754 | 143 | 0.6786 | 0.8261 | 0.7451 | 23 | 0.7586 | 0.8462 | 0.8 | 26 | 0.7876 | 0.8643 | 0.8242 | 0.9597 |
0.0352 | 66.0 | 6996 | 0.1958 | 0.8026 | 0.8472 | 0.8243 | 72 | 0.7045 | 0.8267 | 0.7607 | 75 | 0.8581 | 0.9301 | 0.8926 | 143 | 0.6552 | 0.8261 | 0.7308 | 23 | 0.7586 | 0.8462 | 0.8 | 26 | 0.7878 | 0.8761 | 0.8296 | 0.9597 |
0.0339 | 67.0 | 7102 | 0.1901 | 0.8133 | 0.8472 | 0.8299 | 72 | 0.7209 | 0.8267 | 0.7702 | 75 | 0.8693 | 0.9301 | 0.8986 | 143 | 0.6552 | 0.8261 | 0.7308 | 23 | 0.75 | 0.8077 | 0.7778 | 26 | 0.7978 | 0.8732 | 0.8338 | 0.9610 |
0.0349 | 68.0 | 7208 | 0.2037 | 0.7778 | 0.875 | 0.8235 | 72 | 0.6774 | 0.84 | 0.75 | 75 | 0.8701 | 0.9371 | 0.9024 | 143 | 0.6786 | 0.8261 | 0.7451 | 23 | 0.6452 | 0.7692 | 0.7018 | 26 | 0.7726 | 0.8820 | 0.8237 | 0.9562 |
0.0338 | 69.0 | 7314 | 0.1915 | 0.8108 | 0.8333 | 0.8219 | 72 | 0.6977 | 0.8 | 0.7453 | 75 | 0.8590 | 0.9371 | 0.8963 | 143 | 0.7037 | 0.8261 | 0.76 | 23 | 0.7778 | 0.8077 | 0.7925 | 26 | 0.7946 | 0.8673 | 0.8293 | 0.9595 |
0.0343 | 70.0 | 7420 | 0.1888 | 0.8219 | 0.8333 | 0.8276 | 72 | 0.7407 | 0.8 | 0.7692 | 75 | 0.8645 | 0.9371 | 0.8993 | 143 | 0.7037 | 0.8261 | 0.76 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.8055 | 0.8673 | 0.8352 | 0.9597 |
0.0328 | 71.0 | 7526 | 0.1877 | 0.8108 | 0.8333 | 0.8219 | 72 | 0.7045 | 0.8267 | 0.7607 | 75 | 0.8684 | 0.9231 | 0.8949 | 143 | 0.7308 | 0.8261 | 0.7755 | 23 | 0.7586 | 0.8462 | 0.8 | 26 | 0.7995 | 0.8702 | 0.8333 | 0.9600 |
0.0323 | 72.0 | 7632 | 0.1966 | 0.8108 | 0.8333 | 0.8219 | 72 | 0.7024 | 0.7867 | 0.7421 | 75 | 0.8636 | 0.9301 | 0.8956 | 143 | 0.7308 | 0.8261 | 0.7755 | 23 | 0.7097 | 0.8462 | 0.7719 | 26 | 0.7940 | 0.8643 | 0.8277 | 0.9597 |
0.0322 | 73.0 | 7738 | 0.1963 | 0.8108 | 0.8333 | 0.8219 | 72 | 0.7209 | 0.8267 | 0.7702 | 75 | 0.8766 | 0.9441 | 0.9091 | 143 | 0.7037 | 0.8261 | 0.76 | 23 | 0.7857 | 0.8462 | 0.8148 | 26 | 0.8076 | 0.8791 | 0.8418 | 0.9602 |
0.0315 | 74.0 | 7844 | 0.1972 | 0.8026 | 0.8472 | 0.8243 | 72 | 0.7059 | 0.8 | 0.7500 | 75 | 0.8766 | 0.9441 | 0.9091 | 143 | 0.6786 | 0.8261 | 0.7451 | 23 | 0.7097 | 0.8462 | 0.7719 | 26 | 0.7941 | 0.8761 | 0.8331 | 0.9595 |
0.032 | 75.0 | 7950 | 0.2017 | 0.7895 | 0.8333 | 0.8108 | 72 | 0.7143 | 0.8 | 0.7547 | 75 | 0.8645 | 0.9371 | 0.8993 | 143 | 0.6786 | 0.8261 | 0.7451 | 23 | 0.7586 | 0.8462 | 0.8 | 26 | 0.7930 | 0.8702 | 0.8298 | 0.9597 |
0.03 | 76.0 | 8056 | 0.2012 | 0.7895 | 0.8333 | 0.8108 | 72 | 0.7065 | 0.8667 | 0.7784 | 75 | 0.8581 | 0.9301 | 0.8926 | 143 | 0.7037 | 0.8261 | 0.76 | 23 | 0.7586 | 0.8462 | 0.8 | 26 | 0.7889 | 0.8820 | 0.8329 | 0.9597 |
0.0319 | 77.0 | 8162 | 0.1985 | 0.8133 | 0.8472 | 0.8299 | 72 | 0.6977 | 0.8 | 0.7453 | 75 | 0.8590 | 0.9371 | 0.8963 | 143 | 0.7037 | 0.8261 | 0.76 | 23 | 0.7586 | 0.8462 | 0.8 | 26 | 0.7936 | 0.8732 | 0.8315 | 0.9592 |
0.0291 | 78.0 | 8268 | 0.2031 | 0.7922 | 0.8472 | 0.8188 | 72 | 0.6932 | 0.8133 | 0.7485 | 75 | 0.8758 | 0.9371 | 0.9054 | 143 | 0.6786 | 0.8261 | 0.7451 | 23 | 0.7586 | 0.8462 | 0.8 | 26 | 0.792 | 0.8761 | 0.8319 | 0.9600 |
0.0281 | 79.0 | 8374 | 0.2041 | 0.8158 | 0.8611 | 0.8378 | 72 | 0.6889 | 0.8267 | 0.7515 | 75 | 0.8693 | 0.9301 | 0.8986 | 143 | 0.6786 | 0.8261 | 0.7451 | 23 | 0.7586 | 0.8462 | 0.8 | 26 | 0.7926 | 0.8791 | 0.8336 | 0.9597 |
0.0275 | 80.0 | 8480 | 0.2045 | 0.7895 | 0.8333 | 0.8108 | 72 | 0.7126 | 0.8267 | 0.7654 | 75 | 0.8766 | 0.9441 | 0.9091 | 143 | 0.7037 | 0.8261 | 0.76 | 23 | 0.7333 | 0.8462 | 0.7857 | 26 | 0.7968 | 0.8791 | 0.8359 | 0.9605 |
0.0268 | 81.0 | 8586 | 0.2033 | 0.8 | 0.8333 | 0.8163 | 72 | 0.7160 | 0.7733 | 0.7436 | 75 | 0.8590 | 0.9371 | 0.8963 | 143 | 0.6786 | 0.8261 | 0.7451 | 23 | 0.7333 | 0.8462 | 0.7857 | 26 | 0.7919 | 0.8643 | 0.8265 | 0.9587 |
0.027 | 82.0 | 8692 | 0.2151 | 0.7922 | 0.8472 | 0.8188 | 72 | 0.6932 | 0.8133 | 0.7485 | 75 | 0.8581 | 0.9301 | 0.8926 | 143 | 0.6333 | 0.8261 | 0.7170 | 23 | 0.7097 | 0.8462 | 0.7719 | 26 | 0.7769 | 0.8732 | 0.8222 | 0.9580 |
0.0288 | 83.0 | 8798 | 0.2049 | 0.7895 | 0.8333 | 0.8108 | 72 | 0.7024 | 0.7867 | 0.7421 | 75 | 0.8636 | 0.9301 | 0.8956 | 143 | 0.7037 | 0.8261 | 0.76 | 23 | 0.7333 | 0.8462 | 0.7857 | 26 | 0.7898 | 0.8643 | 0.8254 | 0.9587 |
0.0283 | 84.0 | 8904 | 0.2062 | 0.8108 | 0.8333 | 0.8219 | 72 | 0.7093 | 0.8133 | 0.7578 | 75 | 0.8645 | 0.9371 | 0.8993 | 143 | 0.6786 | 0.8261 | 0.7451 | 23 | 0.7586 | 0.8462 | 0.8 | 26 | 0.7957 | 0.8732 | 0.8326 | 0.9595 |
0.0272 | 85.0 | 9010 | 0.2097 | 0.8219 | 0.8333 | 0.8276 | 72 | 0.7195 | 0.7867 | 0.7516 | 75 | 0.8636 | 0.9301 | 0.8956 | 143 | 0.6786 | 0.8261 | 0.7451 | 23 | 0.7667 | 0.8846 | 0.8214 | 26 | 0.8011 | 0.8673 | 0.8329 | 0.9587 |
0.0272 | 86.0 | 9116 | 0.2123 | 0.8 | 0.8333 | 0.8163 | 72 | 0.6818 | 0.8 | 0.7362 | 75 | 0.8636 | 0.9301 | 0.8956 | 143 | 0.6552 | 0.8261 | 0.7308 | 23 | 0.7333 | 0.8462 | 0.7857 | 26 | 0.7819 | 0.8673 | 0.8224 | 0.9577 |
0.025 | 87.0 | 9222 | 0.2156 | 0.8 | 0.8333 | 0.8163 | 72 | 0.6977 | 0.8 | 0.7453 | 75 | 0.8636 | 0.9301 | 0.8956 | 143 | 0.6786 | 0.8261 | 0.7451 | 23 | 0.7931 | 0.8846 | 0.8364 | 26 | 0.7930 | 0.8702 | 0.8298 | 0.9580 |
0.0266 | 88.0 | 9328 | 0.2110 | 0.8 | 0.8333 | 0.8163 | 72 | 0.6988 | 0.7733 | 0.7342 | 75 | 0.8636 | 0.9301 | 0.8956 | 143 | 0.6552 | 0.8261 | 0.7308 | 23 | 0.7667 | 0.8846 | 0.8214 | 26 | 0.7898 | 0.8643 | 0.8254 | 0.9592 |
0.027 | 89.0 | 9434 | 0.2078 | 0.8 | 0.8333 | 0.8163 | 72 | 0.7308 | 0.76 | 0.7451 | 75 | 0.8636 | 0.9301 | 0.8956 | 143 | 0.6552 | 0.8261 | 0.7308 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7945 | 0.8555 | 0.8239 | 0.9590 |
0.026 | 90.0 | 9540 | 0.2093 | 0.7895 | 0.8333 | 0.8108 | 72 | 0.7160 | 0.7733 | 0.7436 | 75 | 0.8571 | 0.9231 | 0.8889 | 143 | 0.6333 | 0.8261 | 0.7170 | 23 | 0.7097 | 0.8462 | 0.7719 | 26 | 0.7823 | 0.8584 | 0.8186 | 0.9572 |
0.0253 | 91.0 | 9646 | 0.2077 | 0.8 | 0.8333 | 0.8163 | 72 | 0.7108 | 0.7867 | 0.7468 | 75 | 0.8636 | 0.9301 | 0.8956 | 143 | 0.7037 | 0.8261 | 0.76 | 23 | 0.7097 | 0.8462 | 0.7719 | 26 | 0.7919 | 0.8643 | 0.8265 | 0.9587 |
0.026 | 92.0 | 9752 | 0.2064 | 0.8 | 0.8333 | 0.8163 | 72 | 0.7342 | 0.7733 | 0.7532 | 75 | 0.8693 | 0.9301 | 0.8986 | 143 | 0.7037 | 0.8261 | 0.76 | 23 | 0.7097 | 0.8462 | 0.7719 | 26 | 0.8 | 0.8614 | 0.8295 | 0.9597 |
0.026 | 93.0 | 9858 | 0.2091 | 0.7895 | 0.8333 | 0.8108 | 72 | 0.6905 | 0.7733 | 0.7296 | 75 | 0.8636 | 0.9301 | 0.8956 | 143 | 0.7037 | 0.8261 | 0.76 | 23 | 0.7097 | 0.8462 | 0.7719 | 26 | 0.7849 | 0.8614 | 0.8214 | 0.9585 |
0.0253 | 94.0 | 9964 | 0.2093 | 0.8108 | 0.8333 | 0.8219 | 72 | 0.725 | 0.7733 | 0.7484 | 75 | 0.8636 | 0.9301 | 0.8956 | 143 | 0.7037 | 0.8261 | 0.76 | 23 | 0.7097 | 0.8462 | 0.7719 | 26 | 0.7978 | 0.8614 | 0.8284 | 0.9587 |
0.0255 | 95.0 | 10070 | 0.2069 | 0.8 | 0.8333 | 0.8163 | 72 | 0.7229 | 0.8 | 0.7595 | 75 | 0.8693 | 0.9301 | 0.8986 | 143 | 0.7037 | 0.8261 | 0.76 | 23 | 0.7097 | 0.8462 | 0.7719 | 26 | 0.7967 | 0.8673 | 0.8305 | 0.9595 |
0.0252 | 96.0 | 10176 | 0.2084 | 0.7895 | 0.8333 | 0.8108 | 72 | 0.7108 | 0.7867 | 0.7468 | 75 | 0.8636 | 0.9301 | 0.8956 | 143 | 0.7037 | 0.8261 | 0.76 | 23 | 0.7097 | 0.8462 | 0.7719 | 26 | 0.7898 | 0.8643 | 0.8254 | 0.9592 |
0.0251 | 97.0 | 10282 | 0.2088 | 0.8 | 0.8333 | 0.8163 | 72 | 0.725 | 0.7733 | 0.7484 | 75 | 0.8636 | 0.9301 | 0.8956 | 143 | 0.7037 | 0.8261 | 0.76 | 23 | 0.7097 | 0.8462 | 0.7719 | 26 | 0.7956 | 0.8614 | 0.8272 | 0.9590 |
0.027 | 98.0 | 10388 | 0.2080 | 0.8 | 0.8333 | 0.8163 | 72 | 0.725 | 0.7733 | 0.7484 | 75 | 0.8636 | 0.9301 | 0.8956 | 143 | 0.7037 | 0.8261 | 0.76 | 23 | 0.7097 | 0.8462 | 0.7719 | 26 | 0.7956 | 0.8614 | 0.8272 | 0.9590 |
0.0239 | 99.0 | 10494 | 0.2092 | 0.8 | 0.8333 | 0.8163 | 72 | 0.7143 | 0.8 | 0.7547 | 75 | 0.8636 | 0.9301 | 0.8956 | 143 | 0.7037 | 0.8261 | 0.76 | 23 | 0.7097 | 0.8462 | 0.7719 | 26 | 0.7925 | 0.8673 | 0.8282 | 0.9590 |
0.0246 | 100.0 | 10600 | 0.2094 | 0.8 | 0.8333 | 0.8163 | 72 | 0.7143 | 0.8 | 0.7547 | 75 | 0.8636 | 0.9301 | 0.8956 | 143 | 0.7037 | 0.8261 | 0.76 | 23 | 0.7097 | 0.8462 | 0.7719 | 26 | 0.7925 | 0.8673 | 0.8282 | 0.9590 |
Framework versions
- Transformers 4.39.3
- Pytorch 2.3.0+cu121
- Datasets 2.19.1
- Tokenizers 0.15.2
Model tree for apwic/nerugm-pt-pl30-2
Base model
indolem/indobert-base-uncased