nerugm-pt-pl20-4
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: 0.1673
- Location Precision: 0.825
- Location Recall: 0.9041
- Location F1: 0.8627
- Location Number: 73
- Organization Precision: 0.7297
- Organization Recall: 0.8308
- Organization F1: 0.7770
- Organization Number: 65
- Person Precision: 0.8968
- Person Recall: 0.9267
- Person F1: 0.9115
- Person Number: 150
- Quantity Precision: 0.7879
- Quantity Recall: 0.8966
- Quantity F1: 0.8387
- Quantity Number: 29
- Time Precision: 0.8205
- Time Recall: 0.9412
- Time F1: 0.8767
- Time Number: 34
- Overall Precision: 0.8320
- Overall Recall: 0.9031
- Overall F1: 0.8661
- Overall Accuracy: 0.9673
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0.9804 | 1.0 | 106 | 0.5741 | 0.0 | 0.0 | 0.0 | 73 | 0.0 | 0.0 | 0.0 | 65 | 0.0952 | 0.0133 | 0.0234 | 150 | 0.0 | 0.0 | 0.0 | 29 | 0.5 | 0.0294 | 0.0556 | 34 | 0.0811 | 0.0085 | 0.0155 | 0.8398 |
0.4839 | 2.0 | 212 | 0.3498 | 0.5116 | 0.3014 | 0.3793 | 73 | 0.0656 | 0.0615 | 0.0635 | 65 | 0.6195 | 0.8467 | 0.7155 | 150 | 0.2143 | 0.2069 | 0.2105 | 29 | 0.6341 | 0.7647 | 0.6933 | 34 | 0.4894 | 0.5271 | 0.5075 | 0.8981 |
0.2906 | 3.0 | 318 | 0.2015 | 0.5978 | 0.7534 | 0.6667 | 73 | 0.4051 | 0.4923 | 0.4444 | 65 | 0.8225 | 0.9267 | 0.8715 | 150 | 0.5128 | 0.6897 | 0.5882 | 29 | 0.7179 | 0.8235 | 0.7671 | 34 | 0.6555 | 0.7806 | 0.7126 | 0.9340 |
0.2013 | 4.0 | 424 | 0.1654 | 0.6829 | 0.7671 | 0.7226 | 73 | 0.4717 | 0.7692 | 0.5848 | 65 | 0.8059 | 0.9133 | 0.8562 | 150 | 0.3810 | 0.5517 | 0.4507 | 29 | 0.8857 | 0.9118 | 0.8986 | 34 | 0.6667 | 0.8262 | 0.7379 | 0.9419 |
0.1719 | 5.0 | 530 | 0.1516 | 0.7 | 0.8630 | 0.7730 | 73 | 0.5814 | 0.7692 | 0.6623 | 65 | 0.8313 | 0.92 | 0.8734 | 150 | 0.6757 | 0.8621 | 0.7576 | 29 | 0.7209 | 0.9118 | 0.8052 | 34 | 0.7275 | 0.8746 | 0.7943 | 0.9515 |
0.1548 | 6.0 | 636 | 0.1674 | 0.7176 | 0.8356 | 0.7722 | 73 | 0.5238 | 0.8462 | 0.6471 | 65 | 0.8373 | 0.9267 | 0.8797 | 150 | 0.6047 | 0.8966 | 0.7222 | 29 | 0.5957 | 0.8235 | 0.6914 | 34 | 0.6928 | 0.8803 | 0.7754 | 0.9417 |
0.1442 | 7.0 | 742 | 0.1380 | 0.7011 | 0.8356 | 0.7625 | 73 | 0.6145 | 0.7846 | 0.6892 | 65 | 0.8571 | 0.92 | 0.8875 | 150 | 0.6579 | 0.8621 | 0.7463 | 29 | 0.7143 | 0.8824 | 0.7895 | 34 | 0.7421 | 0.8689 | 0.8005 | 0.9547 |
0.1299 | 8.0 | 848 | 0.1435 | 0.6526 | 0.8493 | 0.7381 | 73 | 0.6024 | 0.7692 | 0.6757 | 65 | 0.8625 | 0.92 | 0.8903 | 150 | 0.6667 | 0.8966 | 0.7647 | 29 | 0.6818 | 0.8824 | 0.7692 | 34 | 0.7268 | 0.8718 | 0.7927 | 0.9530 |
0.1213 | 9.0 | 954 | 0.1410 | 0.7229 | 0.8219 | 0.7692 | 73 | 0.5408 | 0.8154 | 0.6503 | 65 | 0.8625 | 0.92 | 0.8903 | 150 | 0.6579 | 0.8621 | 0.7463 | 29 | 0.8378 | 0.9118 | 0.8732 | 34 | 0.7380 | 0.8746 | 0.8005 | 0.9505 |
0.12 | 10.0 | 1060 | 0.1308 | 0.7625 | 0.8356 | 0.7974 | 73 | 0.6522 | 0.6923 | 0.6716 | 65 | 0.8662 | 0.9067 | 0.8860 | 150 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.8611 | 0.9118 | 0.8857 | 34 | 0.7926 | 0.8490 | 0.8198 | 0.9606 |
0.1139 | 11.0 | 1166 | 0.1335 | 0.7595 | 0.8219 | 0.7895 | 73 | 0.6625 | 0.8154 | 0.7310 | 65 | 0.8616 | 0.9133 | 0.8867 | 150 | 0.6098 | 0.8621 | 0.7143 | 29 | 0.6744 | 0.8529 | 0.7532 | 34 | 0.7562 | 0.8661 | 0.8074 | 0.9574 |
0.1053 | 12.0 | 1272 | 0.1422 | 0.6966 | 0.8493 | 0.7654 | 73 | 0.5657 | 0.8615 | 0.6829 | 65 | 0.8616 | 0.9133 | 0.8867 | 150 | 0.6410 | 0.8621 | 0.7353 | 29 | 0.6512 | 0.8235 | 0.7273 | 34 | 0.7179 | 0.8775 | 0.7897 | 0.9523 |
0.1011 | 13.0 | 1378 | 0.1327 | 0.7625 | 0.8356 | 0.7974 | 73 | 0.6154 | 0.8615 | 0.7179 | 65 | 0.8553 | 0.9067 | 0.8803 | 150 | 0.6410 | 0.8621 | 0.7353 | 29 | 0.8158 | 0.9118 | 0.8611 | 34 | 0.7592 | 0.8803 | 0.8153 | 0.9572 |
0.0994 | 14.0 | 1484 | 0.1374 | 0.7412 | 0.8630 | 0.7975 | 73 | 0.6709 | 0.8154 | 0.7361 | 65 | 0.8580 | 0.9267 | 0.8910 | 150 | 0.6410 | 0.8621 | 0.7353 | 29 | 0.6512 | 0.8235 | 0.7273 | 34 | 0.7549 | 0.8775 | 0.8116 | 0.9577 |
0.0942 | 15.0 | 1590 | 0.1341 | 0.7683 | 0.8630 | 0.8129 | 73 | 0.5889 | 0.8154 | 0.6839 | 65 | 0.8634 | 0.9267 | 0.8939 | 150 | 0.6410 | 0.8621 | 0.7353 | 29 | 0.7838 | 0.8529 | 0.8169 | 34 | 0.7555 | 0.8803 | 0.8132 | 0.9591 |
0.0923 | 16.0 | 1696 | 0.1444 | 0.7625 | 0.8356 | 0.7974 | 73 | 0.6235 | 0.8154 | 0.7067 | 65 | 0.8634 | 0.9267 | 0.8939 | 150 | 0.5952 | 0.8621 | 0.7042 | 29 | 0.7436 | 0.8529 | 0.7945 | 34 | 0.7543 | 0.8746 | 0.8100 | 0.9567 |
0.0888 | 17.0 | 1802 | 0.1297 | 0.7561 | 0.8493 | 0.8000 | 73 | 0.6190 | 0.8 | 0.6980 | 65 | 0.8712 | 0.9467 | 0.9073 | 150 | 0.7222 | 0.8966 | 0.8000 | 29 | 0.7436 | 0.8529 | 0.7945 | 34 | 0.7698 | 0.8860 | 0.8238 | 0.9606 |
0.0882 | 18.0 | 1908 | 0.1246 | 0.7949 | 0.8493 | 0.8212 | 73 | 0.6747 | 0.8615 | 0.7568 | 65 | 0.8688 | 0.9267 | 0.8968 | 150 | 0.6944 | 0.8621 | 0.7692 | 29 | 0.8611 | 0.9118 | 0.8857 | 34 | 0.7964 | 0.8917 | 0.8414 | 0.9611 |
0.0805 | 19.0 | 2014 | 0.1286 | 0.7821 | 0.8356 | 0.8079 | 73 | 0.6711 | 0.7846 | 0.7234 | 65 | 0.8981 | 0.94 | 0.9186 | 150 | 0.6410 | 0.8621 | 0.7353 | 29 | 0.725 | 0.8529 | 0.7838 | 34 | 0.7872 | 0.8746 | 0.8286 | 0.9616 |
0.0818 | 20.0 | 2120 | 0.1359 | 0.7922 | 0.8356 | 0.8133 | 73 | 0.6629 | 0.9077 | 0.7662 | 65 | 0.8910 | 0.9267 | 0.9085 | 150 | 0.5952 | 0.8621 | 0.7042 | 29 | 0.7838 | 0.8529 | 0.8169 | 34 | 0.7805 | 0.8917 | 0.8324 | 0.9594 |
0.0779 | 21.0 | 2226 | 0.1229 | 0.7875 | 0.8630 | 0.8235 | 73 | 0.7143 | 0.8462 | 0.7746 | 65 | 0.8861 | 0.9333 | 0.9091 | 150 | 0.6944 | 0.8621 | 0.7692 | 29 | 0.8857 | 0.9118 | 0.8986 | 34 | 0.8135 | 0.8946 | 0.8521 | 0.9655 |
0.0772 | 22.0 | 2332 | 0.1240 | 0.7875 | 0.8630 | 0.8235 | 73 | 0.7089 | 0.8615 | 0.7778 | 65 | 0.875 | 0.9333 | 0.9032 | 150 | 0.7647 | 0.8966 | 0.8254 | 29 | 0.8333 | 0.8824 | 0.8571 | 34 | 0.8098 | 0.8974 | 0.8514 | 0.9638 |
0.0746 | 23.0 | 2438 | 0.1321 | 0.7722 | 0.8356 | 0.8026 | 73 | 0.6628 | 0.8769 | 0.7550 | 65 | 0.8688 | 0.9267 | 0.8968 | 150 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.8333 | 0.8824 | 0.8571 | 34 | 0.7899 | 0.8889 | 0.8365 | 0.9606 |
0.0752 | 24.0 | 2544 | 0.1324 | 0.7470 | 0.8493 | 0.7949 | 73 | 0.6707 | 0.8462 | 0.7483 | 65 | 0.8688 | 0.9267 | 0.8968 | 150 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7632 | 0.8529 | 0.8056 | 34 | 0.7809 | 0.8832 | 0.8289 | 0.9621 |
0.0705 | 25.0 | 2650 | 0.1350 | 0.7412 | 0.8630 | 0.7975 | 73 | 0.675 | 0.8308 | 0.7448 | 65 | 0.8688 | 0.9267 | 0.8968 | 150 | 0.6579 | 0.8621 | 0.7463 | 29 | 0.7895 | 0.8824 | 0.8333 | 34 | 0.7756 | 0.8860 | 0.8271 | 0.9619 |
0.0686 | 26.0 | 2756 | 0.1353 | 0.7561 | 0.8493 | 0.8000 | 73 | 0.7051 | 0.8462 | 0.7692 | 65 | 0.8734 | 0.92 | 0.8961 | 150 | 0.6757 | 0.8621 | 0.7576 | 29 | 0.7143 | 0.8824 | 0.7895 | 34 | 0.7809 | 0.8832 | 0.8289 | 0.9616 |
0.0666 | 27.0 | 2862 | 0.1347 | 0.7561 | 0.8493 | 0.8000 | 73 | 0.7105 | 0.8308 | 0.7660 | 65 | 0.8688 | 0.9267 | 0.8968 | 150 | 0.5854 | 0.8276 | 0.6857 | 29 | 0.8611 | 0.9118 | 0.8857 | 34 | 0.7848 | 0.8832 | 0.8311 | 0.9611 |
0.0658 | 28.0 | 2968 | 0.1310 | 0.7949 | 0.8493 | 0.8212 | 73 | 0.6974 | 0.8154 | 0.7518 | 65 | 0.8688 | 0.9267 | 0.8968 | 150 | 0.7143 | 0.8621 | 0.7813 | 29 | 0.8378 | 0.9118 | 0.8732 | 34 | 0.8031 | 0.8832 | 0.8412 | 0.9651 |
0.0618 | 29.0 | 3074 | 0.1292 | 0.8101 | 0.8767 | 0.8421 | 73 | 0.6471 | 0.8462 | 0.7333 | 65 | 0.8854 | 0.9267 | 0.9055 | 150 | 0.7647 | 0.8966 | 0.8254 | 29 | 0.8056 | 0.8529 | 0.8286 | 34 | 0.8005 | 0.8917 | 0.8437 | 0.9641 |
0.0634 | 30.0 | 3180 | 0.1253 | 0.8421 | 0.8767 | 0.8591 | 73 | 0.7639 | 0.8462 | 0.8029 | 65 | 0.8797 | 0.9267 | 0.9026 | 150 | 0.7143 | 0.8621 | 0.7813 | 29 | 0.8788 | 0.8529 | 0.8657 | 34 | 0.8342 | 0.8889 | 0.8607 | 0.9675 |
0.0585 | 31.0 | 3286 | 0.1357 | 0.7831 | 0.8904 | 0.8333 | 73 | 0.7297 | 0.8308 | 0.7770 | 65 | 0.8742 | 0.9267 | 0.8997 | 150 | 0.6944 | 0.8621 | 0.7692 | 29 | 0.8333 | 0.8824 | 0.8571 | 34 | 0.8067 | 0.8917 | 0.8471 | 0.9668 |
0.0589 | 32.0 | 3392 | 0.1410 | 0.8101 | 0.8767 | 0.8421 | 73 | 0.6437 | 0.8615 | 0.7368 | 65 | 0.8861 | 0.9333 | 0.9091 | 150 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.8571 | 0.8824 | 0.8696 | 34 | 0.8036 | 0.8974 | 0.8479 | 0.9616 |
0.0588 | 33.0 | 3498 | 0.1263 | 0.8 | 0.8767 | 0.8366 | 73 | 0.7297 | 0.8308 | 0.7770 | 65 | 0.8868 | 0.94 | 0.9126 | 150 | 0.7879 | 0.8966 | 0.8387 | 29 | 0.8611 | 0.9118 | 0.8857 | 34 | 0.8272 | 0.9003 | 0.8622 | 0.9695 |
0.0555 | 34.0 | 3604 | 0.1293 | 0.8101 | 0.8767 | 0.8421 | 73 | 0.7067 | 0.8154 | 0.7571 | 65 | 0.8868 | 0.94 | 0.9126 | 150 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.8611 | 0.9118 | 0.8857 | 34 | 0.8198 | 0.8946 | 0.8556 | 0.9690 |
0.054 | 35.0 | 3710 | 0.1335 | 0.8077 | 0.8630 | 0.8344 | 73 | 0.7368 | 0.8615 | 0.7943 | 65 | 0.8846 | 0.92 | 0.9020 | 150 | 0.7429 | 0.8966 | 0.8125 | 29 | 0.8857 | 0.9118 | 0.8986 | 34 | 0.8263 | 0.8946 | 0.8591 | 0.9675 |
0.0531 | 36.0 | 3816 | 0.1340 | 0.8025 | 0.8904 | 0.8442 | 73 | 0.7089 | 0.8615 | 0.7778 | 65 | 0.8790 | 0.92 | 0.8990 | 150 | 0.7143 | 0.8621 | 0.7813 | 29 | 0.8333 | 0.8824 | 0.8571 | 34 | 0.8093 | 0.8946 | 0.8498 | 0.9663 |
0.0526 | 37.0 | 3922 | 0.1493 | 0.8101 | 0.8767 | 0.8421 | 73 | 0.6292 | 0.8615 | 0.7273 | 65 | 0.8910 | 0.9267 | 0.9085 | 150 | 0.6944 | 0.8621 | 0.7692 | 29 | 0.8333 | 0.8824 | 0.8571 | 34 | 0.7929 | 0.8946 | 0.8407 | 0.9614 |
0.051 | 38.0 | 4028 | 0.1268 | 0.8289 | 0.8630 | 0.8456 | 73 | 0.7051 | 0.8462 | 0.7692 | 65 | 0.8868 | 0.94 | 0.9126 | 150 | 0.7429 | 0.8966 | 0.8125 | 29 | 0.8857 | 0.9118 | 0.8986 | 34 | 0.8251 | 0.9003 | 0.8610 | 0.9680 |
0.0501 | 39.0 | 4134 | 0.1400 | 0.7975 | 0.8630 | 0.8289 | 73 | 0.6477 | 0.8769 | 0.7451 | 65 | 0.8981 | 0.94 | 0.9186 | 150 | 0.7941 | 0.9310 | 0.8571 | 29 | 0.8824 | 0.8824 | 0.8824 | 34 | 0.8112 | 0.9060 | 0.8560 | 0.9643 |
0.0506 | 40.0 | 4240 | 0.1350 | 0.7778 | 0.8630 | 0.8182 | 73 | 0.7215 | 0.8769 | 0.7917 | 65 | 0.8917 | 0.9333 | 0.9121 | 150 | 0.7429 | 0.8966 | 0.8125 | 29 | 0.7632 | 0.8529 | 0.8056 | 34 | 0.8077 | 0.8974 | 0.8502 | 0.9660 |
0.0485 | 41.0 | 4346 | 0.1416 | 0.8 | 0.8767 | 0.8366 | 73 | 0.6905 | 0.8923 | 0.7785 | 65 | 0.8688 | 0.9267 | 0.8968 | 150 | 0.6667 | 0.8276 | 0.7385 | 29 | 0.8333 | 0.8824 | 0.8571 | 34 | 0.7955 | 0.8974 | 0.8434 | 0.9631 |
0.0484 | 42.0 | 4452 | 0.1411 | 0.7922 | 0.8356 | 0.8133 | 73 | 0.6790 | 0.8462 | 0.7534 | 65 | 0.8861 | 0.9333 | 0.9091 | 150 | 0.7143 | 0.8621 | 0.7813 | 29 | 0.8108 | 0.8824 | 0.8451 | 34 | 0.8015 | 0.8860 | 0.8417 | 0.9641 |
0.0471 | 43.0 | 4558 | 0.1436 | 0.7949 | 0.8493 | 0.8212 | 73 | 0.7368 | 0.8615 | 0.7943 | 65 | 0.9161 | 0.9467 | 0.9311 | 150 | 0.5854 | 0.8276 | 0.6857 | 29 | 0.8108 | 0.8824 | 0.8451 | 34 | 0.8114 | 0.8946 | 0.8509 | 0.9653 |
0.0483 | 44.0 | 4664 | 0.1362 | 0.8182 | 0.8630 | 0.8400 | 73 | 0.7143 | 0.8462 | 0.7746 | 65 | 0.8805 | 0.9333 | 0.9061 | 150 | 0.6857 | 0.8276 | 0.75 | 29 | 0.8333 | 0.8824 | 0.8571 | 34 | 0.8125 | 0.8889 | 0.8490 | 0.9655 |
0.0452 | 45.0 | 4770 | 0.1362 | 0.8 | 0.8767 | 0.8366 | 73 | 0.7333 | 0.8462 | 0.7857 | 65 | 0.8974 | 0.9333 | 0.9150 | 150 | 0.7273 | 0.8276 | 0.7742 | 29 | 0.8378 | 0.9118 | 0.8732 | 34 | 0.8241 | 0.8946 | 0.8579 | 0.9658 |
0.0443 | 46.0 | 4876 | 0.1397 | 0.8077 | 0.8630 | 0.8344 | 73 | 0.7237 | 0.8462 | 0.7801 | 65 | 0.8974 | 0.9333 | 0.9150 | 150 | 0.7647 | 0.8966 | 0.8254 | 29 | 0.8611 | 0.9118 | 0.8857 | 34 | 0.8289 | 0.8974 | 0.8618 | 0.9670 |
0.0421 | 47.0 | 4982 | 0.1442 | 0.8101 | 0.8767 | 0.8421 | 73 | 0.7361 | 0.8154 | 0.7737 | 65 | 0.8931 | 0.9467 | 0.9191 | 150 | 0.7059 | 0.8276 | 0.7619 | 29 | 0.8611 | 0.9118 | 0.8857 | 34 | 0.8263 | 0.8946 | 0.8591 | 0.9680 |
0.0447 | 48.0 | 5088 | 0.1552 | 0.8025 | 0.8904 | 0.8442 | 73 | 0.6914 | 0.8615 | 0.7671 | 65 | 0.8868 | 0.94 | 0.9126 | 150 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.8421 | 0.9412 | 0.8889 | 34 | 0.8117 | 0.9088 | 0.8575 | 0.9653 |
0.0412 | 49.0 | 5194 | 0.1468 | 0.8354 | 0.9041 | 0.8684 | 73 | 0.7037 | 0.8769 | 0.7808 | 65 | 0.8854 | 0.9267 | 0.9055 | 150 | 0.7059 | 0.8276 | 0.7619 | 29 | 0.8611 | 0.9118 | 0.8857 | 34 | 0.8191 | 0.9031 | 0.8591 | 0.9653 |
0.04 | 50.0 | 5300 | 0.1505 | 0.825 | 0.9041 | 0.8627 | 73 | 0.6974 | 0.8154 | 0.7518 | 65 | 0.8797 | 0.9267 | 0.9026 | 150 | 0.7059 | 0.8276 | 0.7619 | 29 | 0.8649 | 0.9412 | 0.9014 | 34 | 0.8156 | 0.8946 | 0.8533 | 0.9643 |
0.0417 | 51.0 | 5406 | 0.1402 | 0.8158 | 0.8493 | 0.8322 | 73 | 0.6667 | 0.8 | 0.7273 | 65 | 0.8924 | 0.94 | 0.9156 | 150 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.8611 | 0.9118 | 0.8857 | 34 | 0.8163 | 0.8860 | 0.8497 | 0.9660 |
0.0402 | 52.0 | 5512 | 0.1585 | 0.8205 | 0.8767 | 0.8477 | 73 | 0.6709 | 0.8154 | 0.7361 | 65 | 0.8910 | 0.9267 | 0.9085 | 150 | 0.6579 | 0.8621 | 0.7463 | 29 | 0.8611 | 0.9118 | 0.8857 | 34 | 0.8062 | 0.8889 | 0.8455 | 0.9623 |
0.0408 | 53.0 | 5618 | 0.1614 | 0.7683 | 0.8630 | 0.8129 | 73 | 0.6883 | 0.8154 | 0.7465 | 65 | 0.875 | 0.9333 | 0.9032 | 150 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.8378 | 0.9118 | 0.8732 | 34 | 0.8021 | 0.8889 | 0.8432 | 0.9619 |
0.0393 | 54.0 | 5724 | 0.1573 | 0.7683 | 0.8630 | 0.8129 | 73 | 0.6512 | 0.8615 | 0.7417 | 65 | 0.9038 | 0.94 | 0.9216 | 150 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.8889 | 0.9412 | 0.9143 | 34 | 0.8066 | 0.9031 | 0.8522 | 0.9633 |
0.0374 | 55.0 | 5830 | 0.1496 | 0.8108 | 0.8219 | 0.8163 | 73 | 0.6625 | 0.8154 | 0.7310 | 65 | 0.9032 | 0.9333 | 0.9180 | 150 | 0.7273 | 0.8276 | 0.7742 | 29 | 0.9143 | 0.9412 | 0.9275 | 34 | 0.8196 | 0.8803 | 0.8489 | 0.9651 |
0.0394 | 56.0 | 5936 | 0.1486 | 0.8205 | 0.8767 | 0.8477 | 73 | 0.6835 | 0.8308 | 0.75 | 65 | 0.9032 | 0.9333 | 0.9180 | 150 | 0.6579 | 0.8621 | 0.7463 | 29 | 0.8649 | 0.9412 | 0.9014 | 34 | 0.8140 | 0.8974 | 0.8537 | 0.9641 |
0.0374 | 57.0 | 6042 | 0.1484 | 0.8312 | 0.8767 | 0.8533 | 73 | 0.72 | 0.8308 | 0.7714 | 65 | 0.8854 | 0.9267 | 0.9055 | 150 | 0.7273 | 0.8276 | 0.7742 | 29 | 0.8857 | 0.9118 | 0.8986 | 34 | 0.8276 | 0.8889 | 0.8571 | 0.9663 |
0.0345 | 58.0 | 6148 | 0.1414 | 0.8553 | 0.8904 | 0.8725 | 73 | 0.7361 | 0.8154 | 0.7737 | 65 | 0.8974 | 0.9333 | 0.9150 | 150 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.8611 | 0.9118 | 0.8857 | 34 | 0.8418 | 0.8946 | 0.8674 | 0.9690 |
0.0349 | 59.0 | 6254 | 0.1591 | 0.7857 | 0.9041 | 0.8408 | 73 | 0.7260 | 0.8154 | 0.7681 | 65 | 0.9085 | 0.9267 | 0.9175 | 150 | 0.7647 | 0.8966 | 0.8254 | 29 | 0.8611 | 0.9118 | 0.8857 | 34 | 0.8289 | 0.8974 | 0.8618 | 0.9663 |
0.036 | 60.0 | 6360 | 0.1458 | 0.8442 | 0.8904 | 0.8667 | 73 | 0.7465 | 0.8154 | 0.7794 | 65 | 0.9091 | 0.9333 | 0.9211 | 150 | 0.7647 | 0.8966 | 0.8254 | 29 | 0.8378 | 0.9118 | 0.8732 | 34 | 0.8445 | 0.8974 | 0.8702 | 0.9683 |
0.0346 | 61.0 | 6466 | 0.1510 | 0.8333 | 0.8904 | 0.8609 | 73 | 0.7 | 0.8615 | 0.7724 | 65 | 0.9032 | 0.9333 | 0.9180 | 150 | 0.7879 | 0.8966 | 0.8387 | 29 | 0.8889 | 0.9412 | 0.9143 | 34 | 0.8351 | 0.9088 | 0.8704 | 0.9683 |
0.0355 | 62.0 | 6572 | 0.1584 | 0.8333 | 0.8904 | 0.8609 | 73 | 0.7286 | 0.7846 | 0.7556 | 65 | 0.8903 | 0.92 | 0.9049 | 150 | 0.7059 | 0.8276 | 0.7619 | 29 | 0.8378 | 0.9118 | 0.8732 | 34 | 0.8262 | 0.8803 | 0.8524 | 0.9653 |
0.0333 | 63.0 | 6678 | 0.1535 | 0.8462 | 0.9041 | 0.8742 | 73 | 0.7089 | 0.8615 | 0.7778 | 65 | 0.8974 | 0.9333 | 0.9150 | 150 | 0.7879 | 0.8966 | 0.8387 | 29 | 0.8889 | 0.9412 | 0.9143 | 34 | 0.8377 | 0.9117 | 0.8731 | 0.9668 |
0.0337 | 64.0 | 6784 | 0.1537 | 0.8354 | 0.9041 | 0.8684 | 73 | 0.7162 | 0.8154 | 0.7626 | 65 | 0.8968 | 0.9267 | 0.9115 | 150 | 0.7879 | 0.8966 | 0.8387 | 29 | 0.8611 | 0.9118 | 0.8857 | 34 | 0.8355 | 0.8974 | 0.8654 | 0.9685 |
0.032 | 65.0 | 6890 | 0.1595 | 0.8354 | 0.9041 | 0.8684 | 73 | 0.7089 | 0.8615 | 0.7778 | 65 | 0.8903 | 0.92 | 0.9049 | 150 | 0.7647 | 0.8966 | 0.8254 | 29 | 0.8857 | 0.9118 | 0.8986 | 34 | 0.8298 | 0.9031 | 0.8649 | 0.9660 |
0.0324 | 66.0 | 6996 | 0.1576 | 0.8354 | 0.9041 | 0.8684 | 73 | 0.7105 | 0.8308 | 0.7660 | 65 | 0.8910 | 0.9267 | 0.9085 | 150 | 0.7879 | 0.8966 | 0.8387 | 29 | 0.7949 | 0.9118 | 0.8493 | 34 | 0.8251 | 0.9003 | 0.8610 | 0.9658 |
0.029 | 67.0 | 7102 | 0.1626 | 0.8125 | 0.8904 | 0.8497 | 73 | 0.7714 | 0.8308 | 0.8 | 65 | 0.8974 | 0.9333 | 0.9150 | 150 | 0.7027 | 0.8966 | 0.7879 | 29 | 0.8421 | 0.9412 | 0.8889 | 34 | 0.8320 | 0.9031 | 0.8661 | 0.9668 |
0.0325 | 68.0 | 7208 | 0.1574 | 0.8333 | 0.8904 | 0.8609 | 73 | 0.7051 | 0.8462 | 0.7692 | 65 | 0.8968 | 0.9267 | 0.9115 | 150 | 0.6667 | 0.8276 | 0.7385 | 29 | 0.8158 | 0.9118 | 0.8611 | 34 | 0.8156 | 0.8946 | 0.8533 | 0.9655 |
0.0295 | 69.0 | 7314 | 0.1592 | 0.8228 | 0.8904 | 0.8553 | 73 | 0.7273 | 0.8615 | 0.7887 | 65 | 0.8917 | 0.9333 | 0.9121 | 150 | 0.8 | 0.9655 | 0.8750 | 29 | 0.8649 | 0.9412 | 0.9014 | 34 | 0.8338 | 0.9145 | 0.8723 | 0.9670 |
0.0295 | 70.0 | 7420 | 0.1617 | 0.8025 | 0.8904 | 0.8442 | 73 | 0.6923 | 0.8308 | 0.7552 | 65 | 0.8968 | 0.9267 | 0.9115 | 150 | 0.7429 | 0.8966 | 0.8125 | 29 | 0.7949 | 0.9118 | 0.8493 | 34 | 0.8119 | 0.8974 | 0.8525 | 0.9646 |
0.0306 | 71.0 | 7526 | 0.1630 | 0.8272 | 0.9178 | 0.8701 | 73 | 0.7105 | 0.8308 | 0.7660 | 65 | 0.9026 | 0.9267 | 0.9145 | 150 | 0.7143 | 0.8621 | 0.7813 | 29 | 0.8158 | 0.9118 | 0.8611 | 34 | 0.8229 | 0.9003 | 0.8599 | 0.9648 |
0.0306 | 72.0 | 7632 | 0.1638 | 0.8205 | 0.8767 | 0.8477 | 73 | 0.7432 | 0.8462 | 0.7914 | 65 | 0.9026 | 0.9267 | 0.9145 | 150 | 0.7429 | 0.8966 | 0.8125 | 29 | 0.8158 | 0.9118 | 0.8611 | 34 | 0.8311 | 0.8974 | 0.8630 | 0.9653 |
0.0298 | 73.0 | 7738 | 0.1546 | 0.8354 | 0.9041 | 0.8684 | 73 | 0.7183 | 0.7846 | 0.75 | 65 | 0.9026 | 0.9267 | 0.9145 | 150 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.8158 | 0.9118 | 0.8611 | 34 | 0.8298 | 0.8889 | 0.8583 | 0.9673 |
0.0287 | 74.0 | 7844 | 0.1638 | 0.8025 | 0.8904 | 0.8442 | 73 | 0.7123 | 0.8 | 0.7536 | 65 | 0.8854 | 0.9267 | 0.9055 | 150 | 0.7647 | 0.8966 | 0.8254 | 29 | 0.8158 | 0.9118 | 0.8611 | 34 | 0.8172 | 0.8917 | 0.8529 | 0.9665 |
0.028 | 75.0 | 7950 | 0.1596 | 0.8049 | 0.9041 | 0.8516 | 73 | 0.7162 | 0.8154 | 0.7626 | 65 | 0.9032 | 0.9333 | 0.9180 | 150 | 0.7879 | 0.8966 | 0.8387 | 29 | 0.8158 | 0.9118 | 0.8611 | 34 | 0.8272 | 0.9003 | 0.8622 | 0.9678 |
0.0277 | 76.0 | 8056 | 0.1659 | 0.8205 | 0.8767 | 0.8477 | 73 | 0.6790 | 0.8462 | 0.7534 | 65 | 0.9091 | 0.9333 | 0.9211 | 150 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.8649 | 0.9412 | 0.9014 | 34 | 0.8251 | 0.9003 | 0.8610 | 0.9646 |
0.0263 | 77.0 | 8162 | 0.1618 | 0.8101 | 0.8767 | 0.8421 | 73 | 0.7571 | 0.8154 | 0.7852 | 65 | 0.9091 | 0.9333 | 0.9211 | 150 | 0.7647 | 0.8966 | 0.8254 | 29 | 0.8158 | 0.9118 | 0.8611 | 34 | 0.8373 | 0.8946 | 0.8650 | 0.9675 |
0.0279 | 78.0 | 8268 | 0.1618 | 0.8101 | 0.8767 | 0.8421 | 73 | 0.7361 | 0.8154 | 0.7737 | 65 | 0.9091 | 0.9333 | 0.9211 | 150 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7949 | 0.9118 | 0.8493 | 34 | 0.8302 | 0.8917 | 0.8599 | 0.9675 |
0.027 | 79.0 | 8374 | 0.1628 | 0.8442 | 0.8904 | 0.8667 | 73 | 0.7067 | 0.8154 | 0.7571 | 65 | 0.9032 | 0.9333 | 0.9180 | 150 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.8158 | 0.9118 | 0.8611 | 34 | 0.8307 | 0.8946 | 0.8615 | 0.9665 |
0.0258 | 80.0 | 8480 | 0.1723 | 0.825 | 0.9041 | 0.8627 | 73 | 0.6707 | 0.8462 | 0.7483 | 65 | 0.8903 | 0.92 | 0.9049 | 150 | 0.7429 | 0.8966 | 0.8125 | 29 | 0.8889 | 0.9412 | 0.9143 | 34 | 0.8170 | 0.9031 | 0.8579 | 0.9641 |
0.0264 | 81.0 | 8586 | 0.1629 | 0.8148 | 0.9041 | 0.8571 | 73 | 0.7429 | 0.8 | 0.7704 | 65 | 0.9026 | 0.9267 | 0.9145 | 150 | 0.7429 | 0.8966 | 0.8125 | 29 | 0.8649 | 0.9412 | 0.9014 | 34 | 0.8355 | 0.8974 | 0.8654 | 0.9680 |
0.0271 | 82.0 | 8692 | 0.1720 | 0.8228 | 0.8904 | 0.8553 | 73 | 0.7143 | 0.8462 | 0.7746 | 65 | 0.8968 | 0.9267 | 0.9115 | 150 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7949 | 0.9118 | 0.8493 | 34 | 0.8203 | 0.8974 | 0.8571 | 0.9646 |
0.0255 | 83.0 | 8798 | 0.1579 | 0.8 | 0.8767 | 0.8366 | 73 | 0.7222 | 0.8 | 0.7591 | 65 | 0.9032 | 0.9333 | 0.9180 | 150 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.8421 | 0.9412 | 0.8889 | 34 | 0.8280 | 0.8917 | 0.8587 | 0.9673 |
0.0231 | 84.0 | 8904 | 0.1605 | 0.825 | 0.9041 | 0.8627 | 73 | 0.7432 | 0.8462 | 0.7914 | 65 | 0.8974 | 0.9333 | 0.9150 | 150 | 0.7879 | 0.8966 | 0.8387 | 29 | 0.9143 | 0.9412 | 0.9275 | 34 | 0.8439 | 0.9088 | 0.8752 | 0.9683 |
0.0267 | 85.0 | 9010 | 0.1670 | 0.8049 | 0.9041 | 0.8516 | 73 | 0.72 | 0.8308 | 0.7714 | 65 | 0.8968 | 0.9267 | 0.9115 | 150 | 0.7429 | 0.8966 | 0.8125 | 29 | 0.7949 | 0.9118 | 0.8493 | 34 | 0.8187 | 0.9003 | 0.8575 | 0.9653 |
0.0255 | 86.0 | 9116 | 0.1609 | 0.8354 | 0.9041 | 0.8684 | 73 | 0.72 | 0.8308 | 0.7714 | 65 | 0.9026 | 0.9267 | 0.9145 | 150 | 0.7647 | 0.8966 | 0.8254 | 29 | 0.8421 | 0.9412 | 0.8889 | 34 | 0.8342 | 0.9031 | 0.8673 | 0.9675 |
0.0248 | 87.0 | 9222 | 0.1631 | 0.8354 | 0.9041 | 0.8684 | 73 | 0.7162 | 0.8154 | 0.7626 | 65 | 0.8974 | 0.9333 | 0.9150 | 150 | 0.7647 | 0.8966 | 0.8254 | 29 | 0.8649 | 0.9412 | 0.9014 | 34 | 0.8342 | 0.9031 | 0.8673 | 0.9680 |
0.0231 | 88.0 | 9328 | 0.1613 | 0.825 | 0.9041 | 0.8627 | 73 | 0.7222 | 0.8 | 0.7591 | 65 | 0.9026 | 0.9267 | 0.9145 | 150 | 0.7647 | 0.8966 | 0.8254 | 29 | 0.8649 | 0.9412 | 0.9014 | 34 | 0.8355 | 0.8974 | 0.8654 | 0.9678 |
0.0243 | 89.0 | 9434 | 0.1668 | 0.8354 | 0.9041 | 0.8684 | 73 | 0.7162 | 0.8154 | 0.7626 | 65 | 0.8910 | 0.9267 | 0.9085 | 150 | 0.7647 | 0.8966 | 0.8254 | 29 | 0.8158 | 0.9118 | 0.8611 | 34 | 0.8268 | 0.8974 | 0.8607 | 0.9673 |
0.0234 | 90.0 | 9540 | 0.1623 | 0.8442 | 0.8904 | 0.8667 | 73 | 0.7361 | 0.8154 | 0.7737 | 65 | 0.8968 | 0.9267 | 0.9115 | 150 | 0.7647 | 0.8966 | 0.8254 | 29 | 0.8649 | 0.9412 | 0.9014 | 34 | 0.84 | 0.8974 | 0.8678 | 0.9680 |
0.0256 | 91.0 | 9646 | 0.1684 | 0.8148 | 0.9041 | 0.8571 | 73 | 0.7333 | 0.8462 | 0.7857 | 65 | 0.8968 | 0.9267 | 0.9115 | 150 | 0.7429 | 0.8966 | 0.8125 | 29 | 0.8649 | 0.9412 | 0.9014 | 34 | 0.8303 | 0.9060 | 0.8665 | 0.9668 |
0.0224 | 92.0 | 9752 | 0.1657 | 0.8025 | 0.8904 | 0.8442 | 73 | 0.7083 | 0.7846 | 0.7445 | 65 | 0.9026 | 0.9267 | 0.9145 | 150 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.8649 | 0.9412 | 0.9014 | 34 | 0.8254 | 0.8889 | 0.8560 | 0.9665 |
0.0214 | 93.0 | 9858 | 0.1671 | 0.8049 | 0.9041 | 0.8516 | 73 | 0.7361 | 0.8154 | 0.7737 | 65 | 0.9026 | 0.9267 | 0.9145 | 150 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.8649 | 0.9412 | 0.9014 | 34 | 0.8333 | 0.8974 | 0.8642 | 0.9670 |
0.0228 | 94.0 | 9964 | 0.1699 | 0.8148 | 0.9041 | 0.8571 | 73 | 0.72 | 0.8308 | 0.7714 | 65 | 0.8910 | 0.9267 | 0.9085 | 150 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.8649 | 0.9412 | 0.9014 | 34 | 0.8272 | 0.9003 | 0.8622 | 0.9665 |
0.0228 | 95.0 | 10070 | 0.1656 | 0.825 | 0.9041 | 0.8627 | 73 | 0.75 | 0.8308 | 0.7883 | 65 | 0.8968 | 0.9267 | 0.9115 | 150 | 0.7879 | 0.8966 | 0.8387 | 29 | 0.8649 | 0.9412 | 0.9014 | 34 | 0.8408 | 0.9031 | 0.8709 | 0.9678 |
0.0225 | 96.0 | 10176 | 0.1686 | 0.825 | 0.9041 | 0.8627 | 73 | 0.7297 | 0.8308 | 0.7770 | 65 | 0.8968 | 0.9267 | 0.9115 | 150 | 0.7429 | 0.8966 | 0.8125 | 29 | 0.7949 | 0.9118 | 0.8493 | 34 | 0.8251 | 0.9003 | 0.8610 | 0.9665 |
0.0239 | 97.0 | 10282 | 0.1684 | 0.825 | 0.9041 | 0.8627 | 73 | 0.7162 | 0.8154 | 0.7626 | 65 | 0.8910 | 0.9267 | 0.9085 | 150 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.8205 | 0.9412 | 0.8767 | 34 | 0.8246 | 0.8974 | 0.8595 | 0.9668 |
0.0219 | 98.0 | 10388 | 0.1675 | 0.825 | 0.9041 | 0.8627 | 73 | 0.7297 | 0.8308 | 0.7770 | 65 | 0.8968 | 0.9267 | 0.9115 | 150 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.8205 | 0.9412 | 0.8767 | 34 | 0.8294 | 0.9003 | 0.8634 | 0.9670 |
0.0223 | 99.0 | 10494 | 0.1677 | 0.825 | 0.9041 | 0.8627 | 73 | 0.7297 | 0.8308 | 0.7770 | 65 | 0.8968 | 0.9267 | 0.9115 | 150 | 0.7879 | 0.8966 | 0.8387 | 29 | 0.8205 | 0.9412 | 0.8767 | 34 | 0.8320 | 0.9031 | 0.8661 | 0.9673 |
0.0207 | 100.0 | 10600 | 0.1673 | 0.825 | 0.9041 | 0.8627 | 73 | 0.7297 | 0.8308 | 0.7770 | 65 | 0.8968 | 0.9267 | 0.9115 | 150 | 0.7879 | 0.8966 | 0.8387 | 29 | 0.8205 | 0.9412 | 0.8767 | 34 | 0.8320 | 0.9031 | 0.8661 | 0.9673 |
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-pl20-4
Base model
indolem/indobert-base-uncased