--- language: - id license: mit base_model: indolem/indobert-base-uncased tags: - generated_from_trainer model-index: - name: nerugm-unipelt-1 results: [] --- # nerugm-unipelt-1 This model is a fine-tuned version of [indolem/indobert-base-uncased](https://huggingface.co/indolem/indobert-base-uncased) on an unknown dataset. It achieves the following results on the evaluation set: - Loss: 0.2230 - Location Precision: 0.7792 - Location Recall: 0.8696 - Location F1: 0.8219 - Location Number: 69 - Organization Precision: 0.6301 - Organization Recall: 0.7541 - Organization F1: 0.6866 - Organization Number: 61 - Person Precision: 0.8957 - Person Recall: 0.9542 - Person F1: 0.9241 - Person Number: 153 - Quantity Precision: 0.7941 - Quantity Recall: 0.8438 - Quantity F1: 0.8182 - Quantity Number: 32 - Time Precision: 0.7941 - Time Recall: 0.8710 - Time F1: 0.8308 - Time Number: 31 - Overall Precision: 0.8031 - Overall Recall: 0.8844 - Overall F1: 0.8418 - Overall Accuracy: 0.9651 ## 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 | |:-------------:|:-----:|:-----:|:---------------:|:------------------:|:---------------:|:-----------:|:---------------:|:----------------------:|:-------------------:|:---------------:|:-------------------:|:----------------:|:-------------:|:---------:|:-------------:|:------------------:|:---------------:|:-----------:|:---------------:|:--------------:|:-----------:|:-------:|:-----------:|:-----------------:|:--------------:|:----------:|:----------------:| | 0.9528 | 1.0 | 106 | 0.6223 | 0.0 | 0.0 | 0.0 | 69 | 0.0 | 0.0 | 0.0 | 61 | 0.25 | 0.0065 | 0.0127 | 153 | 0.0 | 0.0 | 0.0 | 32 | 0.0 | 0.0 | 0.0 | 31 | 0.2 | 0.0029 | 0.0057 | 0.8358 | | 0.5159 | 2.0 | 212 | 0.3608 | 0.4915 | 0.4203 | 0.4531 | 69 | 0.0789 | 0.0492 | 0.0606 | 61 | 0.4873 | 0.7516 | 0.5913 | 153 | 0.0476 | 0.0312 | 0.0377 | 32 | 0.4651 | 0.6452 | 0.5405 | 31 | 0.4232 | 0.4855 | 0.4522 | 0.8982 | | 0.297 | 3.0 | 318 | 0.1927 | 0.5918 | 0.8406 | 0.6946 | 69 | 0.4458 | 0.6066 | 0.5139 | 61 | 0.7886 | 0.9020 | 0.8415 | 153 | 0.5116 | 0.6875 | 0.5867 | 32 | 0.8182 | 0.8710 | 0.8438 | 31 | 0.6528 | 0.8150 | 0.7249 | 0.9408 | | 0.1907 | 4.0 | 424 | 0.1742 | 0.6061 | 0.8696 | 0.7143 | 69 | 0.55 | 0.7213 | 0.6241 | 61 | 0.8161 | 0.9281 | 0.8685 | 153 | 0.4808 | 0.7812 | 0.5952 | 32 | 0.6190 | 0.8387 | 0.7123 | 31 | 0.6644 | 0.8584 | 0.7491 | 0.9438 | | 0.1593 | 5.0 | 530 | 0.1357 | 0.6707 | 0.7971 | 0.7285 | 69 | 0.5732 | 0.7705 | 0.6573 | 61 | 0.8246 | 0.9216 | 0.8704 | 153 | 0.7027 | 0.8125 | 0.7536 | 32 | 0.8710 | 0.8710 | 0.8710 | 31 | 0.7345 | 0.8555 | 0.7904 | 0.9549 | | 0.1401 | 6.0 | 636 | 0.1358 | 0.6304 | 0.8406 | 0.7205 | 69 | 0.5783 | 0.7869 | 0.6667 | 61 | 0.8512 | 0.9346 | 0.8910 | 153 | 0.6585 | 0.8438 | 0.7397 | 32 | 0.7297 | 0.8710 | 0.7941 | 31 | 0.7197 | 0.8757 | 0.7901 | 0.9554 | | 0.1309 | 7.0 | 742 | 0.1302 | 0.6364 | 0.8116 | 0.7134 | 69 | 0.5976 | 0.8033 | 0.6853 | 61 | 0.8503 | 0.9281 | 0.8875 | 153 | 0.6190 | 0.8125 | 0.7027 | 32 | 0.8182 | 0.8710 | 0.8438 | 31 | 0.7282 | 0.8671 | 0.7916 | 0.9571 | | 0.1197 | 8.0 | 848 | 0.1252 | 0.7284 | 0.8551 | 0.7867 | 69 | 0.6125 | 0.8033 | 0.6950 | 61 | 0.8537 | 0.9150 | 0.8833 | 153 | 0.75 | 0.8438 | 0.7941 | 32 | 0.6842 | 0.8387 | 0.7536 | 31 | 0.7544 | 0.8699 | 0.8081 | 0.9581 | | 0.1102 | 9.0 | 954 | 0.1331 | 0.6629 | 0.8551 | 0.7468 | 69 | 0.6479 | 0.7541 | 0.6970 | 61 | 0.8512 | 0.9346 | 0.8910 | 153 | 0.7778 | 0.875 | 0.8235 | 32 | 0.7105 | 0.8710 | 0.7826 | 31 | 0.7537 | 0.8757 | 0.8102 | 0.9589 | | 0.1078 | 10.0 | 1060 | 0.1159 | 0.7632 | 0.8406 | 0.8 | 69 | 0.5972 | 0.7049 | 0.6466 | 61 | 0.8773 | 0.9346 | 0.9051 | 153 | 0.75 | 0.8438 | 0.7941 | 32 | 0.7429 | 0.8387 | 0.7879 | 31 | 0.7775 | 0.8584 | 0.8159 | 0.9609 | | 0.1003 | 11.0 | 1166 | 0.1227 | 0.7073 | 0.8406 | 0.7682 | 69 | 0.6301 | 0.7541 | 0.6866 | 61 | 0.8563 | 0.9346 | 0.8938 | 153 | 0.7105 | 0.8438 | 0.7714 | 32 | 0.6923 | 0.8710 | 0.7714 | 31 | 0.7544 | 0.8699 | 0.8081 | 0.9591 | | 0.0953 | 12.0 | 1272 | 0.1236 | 0.7632 | 0.8406 | 0.8 | 69 | 0.6056 | 0.7049 | 0.6515 | 61 | 0.8812 | 0.9216 | 0.9010 | 153 | 0.6842 | 0.8125 | 0.7429 | 32 | 0.7647 | 0.8387 | 0.8000 | 31 | 0.7757 | 0.8497 | 0.8110 | 0.9581 | | 0.0906 | 13.0 | 1378 | 0.1297 | 0.6951 | 0.8261 | 0.7550 | 69 | 0.6341 | 0.8525 | 0.7273 | 61 | 0.8631 | 0.9477 | 0.9034 | 153 | 0.7714 | 0.8438 | 0.8060 | 32 | 0.75 | 0.8710 | 0.8060 | 31 | 0.7643 | 0.8902 | 0.8224 | 0.9609 | | 0.0875 | 14.0 | 1484 | 0.1440 | 0.7436 | 0.8406 | 0.7891 | 69 | 0.5761 | 0.8689 | 0.6928 | 61 | 0.8735 | 0.9477 | 0.9091 | 153 | 0.675 | 0.8438 | 0.75 | 32 | 0.6341 | 0.8387 | 0.7222 | 31 | 0.7410 | 0.8931 | 0.8100 | 0.9547 | | 0.0851 | 15.0 | 1590 | 0.1324 | 0.7468 | 0.8551 | 0.7973 | 69 | 0.6053 | 0.7541 | 0.6715 | 61 | 0.8606 | 0.9281 | 0.8931 | 153 | 0.7105 | 0.8438 | 0.7714 | 32 | 0.7647 | 0.8387 | 0.8000 | 31 | 0.7653 | 0.8671 | 0.8130 | 0.9574 | | 0.0757 | 16.0 | 1696 | 0.1373 | 0.7375 | 0.8551 | 0.7919 | 69 | 0.6329 | 0.8197 | 0.7143 | 61 | 0.8720 | 0.9346 | 0.9022 | 153 | 0.7105 | 0.8438 | 0.7714 | 32 | 0.7647 | 0.8387 | 0.8000 | 31 | 0.7722 | 0.8815 | 0.8232 | 0.9594 | | 0.0752 | 17.0 | 1802 | 0.1300 | 0.6744 | 0.8406 | 0.7484 | 69 | 0.6104 | 0.7705 | 0.6812 | 61 | 0.8765 | 0.9281 | 0.9016 | 153 | 0.7297 | 0.8438 | 0.7826 | 32 | 0.7778 | 0.9032 | 0.8358 | 31 | 0.7588 | 0.8728 | 0.8118 | 0.9604 | | 0.0707 | 18.0 | 1908 | 0.1344 | 0.7468 | 0.8551 | 0.7973 | 69 | 0.6462 | 0.6885 | 0.6667 | 61 | 0.8720 | 0.9346 | 0.9022 | 153 | 0.7297 | 0.8438 | 0.7826 | 32 | 0.7429 | 0.8387 | 0.7879 | 31 | 0.7816 | 0.8584 | 0.8182 | 0.9591 | | 0.0692 | 19.0 | 2014 | 0.1338 | 0.7532 | 0.8406 | 0.7945 | 69 | 0.64 | 0.7869 | 0.7059 | 61 | 0.8606 | 0.9281 | 0.8931 | 153 | 0.7568 | 0.875 | 0.8116 | 32 | 0.7647 | 0.8387 | 0.8000 | 31 | 0.7784 | 0.8728 | 0.8229 | 0.9601 | | 0.0647 | 20.0 | 2120 | 0.1284 | 0.7662 | 0.8551 | 0.8082 | 69 | 0.64 | 0.7869 | 0.7059 | 61 | 0.8727 | 0.9412 | 0.9057 | 153 | 0.7714 | 0.8438 | 0.8060 | 32 | 0.7941 | 0.8710 | 0.8308 | 31 | 0.7902 | 0.8815 | 0.8333 | 0.9619 | | 0.0611 | 21.0 | 2226 | 0.1556 | 0.6951 | 0.8261 | 0.7550 | 69 | 0.5952 | 0.8197 | 0.6897 | 61 | 0.8554 | 0.9281 | 0.8903 | 153 | 0.6341 | 0.8125 | 0.7123 | 32 | 0.7027 | 0.8387 | 0.7647 | 31 | 0.7341 | 0.8699 | 0.7963 | 0.9522 | | 0.0626 | 22.0 | 2332 | 0.1527 | 0.7108 | 0.8551 | 0.7763 | 69 | 0.6145 | 0.8361 | 0.7083 | 61 | 0.8788 | 0.9477 | 0.9119 | 153 | 0.7027 | 0.8125 | 0.7536 | 32 | 0.7027 | 0.8387 | 0.7647 | 31 | 0.7580 | 0.8873 | 0.8176 | 0.9584 | | 0.0588 | 23.0 | 2438 | 0.1367 | 0.7662 | 0.8551 | 0.8082 | 69 | 0.6154 | 0.7869 | 0.6906 | 61 | 0.8938 | 0.9346 | 0.9137 | 153 | 0.7714 | 0.8438 | 0.8060 | 32 | 0.7879 | 0.8387 | 0.8125 | 31 | 0.7911 | 0.8757 | 0.8313 | 0.9611 | | 0.0549 | 24.0 | 2544 | 0.1411 | 0.7284 | 0.8551 | 0.7867 | 69 | 0.6575 | 0.7869 | 0.7164 | 61 | 0.8812 | 0.9216 | 0.9010 | 153 | 0.8 | 0.875 | 0.8358 | 32 | 0.8182 | 0.8710 | 0.8438 | 31 | 0.7932 | 0.8757 | 0.8324 | 0.9614 | | 0.0524 | 25.0 | 2650 | 0.1437 | 0.7073 | 0.8406 | 0.7682 | 69 | 0.6282 | 0.8033 | 0.7050 | 61 | 0.8727 | 0.9412 | 0.9057 | 153 | 0.7714 | 0.8438 | 0.8060 | 32 | 0.7714 | 0.8710 | 0.8182 | 31 | 0.7722 | 0.8815 | 0.8232 | 0.9616 | | 0.0526 | 26.0 | 2756 | 0.1351 | 0.7564 | 0.8551 | 0.8027 | 69 | 0.6081 | 0.7377 | 0.6667 | 61 | 0.8727 | 0.9412 | 0.9057 | 153 | 0.7429 | 0.8125 | 0.7761 | 32 | 0.7941 | 0.8710 | 0.8308 | 31 | 0.7798 | 0.8699 | 0.8224 | 0.9616 | | 0.0487 | 27.0 | 2862 | 0.1429 | 0.7284 | 0.8551 | 0.7867 | 69 | 0.6267 | 0.7705 | 0.6912 | 61 | 0.8773 | 0.9346 | 0.9051 | 153 | 0.7714 | 0.8438 | 0.8060 | 32 | 0.7941 | 0.8710 | 0.8308 | 31 | 0.7809 | 0.8757 | 0.8256 | 0.9611 | | 0.0476 | 28.0 | 2968 | 0.1472 | 0.7143 | 0.8696 | 0.7843 | 69 | 0.6571 | 0.7541 | 0.7023 | 61 | 0.8720 | 0.9346 | 0.9022 | 153 | 0.7714 | 0.8438 | 0.8060 | 32 | 0.7297 | 0.8710 | 0.7941 | 31 | 0.7769 | 0.8757 | 0.8234 | 0.9606 | | 0.0462 | 29.0 | 3074 | 0.1602 | 0.7160 | 0.8406 | 0.7733 | 69 | 0.6145 | 0.8361 | 0.7083 | 61 | 0.8855 | 0.9608 | 0.9216 | 153 | 0.7714 | 0.8438 | 0.8060 | 32 | 0.75 | 0.8710 | 0.8060 | 31 | 0.7731 | 0.8960 | 0.8300 | 0.9616 | | 0.0444 | 30.0 | 3180 | 0.1521 | 0.7763 | 0.8551 | 0.8138 | 69 | 0.6203 | 0.8033 | 0.7 | 61 | 0.8855 | 0.9608 | 0.9216 | 153 | 0.7714 | 0.8438 | 0.8060 | 32 | 0.8182 | 0.8710 | 0.8438 | 31 | 0.7943 | 0.8931 | 0.8408 | 0.9626 | | 0.0446 | 31.0 | 3286 | 0.1581 | 0.7215 | 0.8261 | 0.7703 | 69 | 0.6203 | 0.8033 | 0.7 | 61 | 0.8788 | 0.9477 | 0.9119 | 153 | 0.7714 | 0.8438 | 0.8060 | 32 | 0.8182 | 0.8710 | 0.8438 | 31 | 0.7801 | 0.8815 | 0.8277 | 0.9609 | | 0.0406 | 32.0 | 3392 | 0.1524 | 0.7722 | 0.8841 | 0.8243 | 69 | 0.625 | 0.7377 | 0.6767 | 61 | 0.9012 | 0.9542 | 0.9270 | 153 | 0.7714 | 0.8438 | 0.8060 | 32 | 0.8182 | 0.8710 | 0.8438 | 31 | 0.8031 | 0.8844 | 0.8418 | 0.9623 | | 0.0411 | 33.0 | 3498 | 0.1447 | 0.7792 | 0.8696 | 0.8219 | 69 | 0.6234 | 0.7869 | 0.6957 | 61 | 0.8889 | 0.9412 | 0.9143 | 153 | 0.7714 | 0.8438 | 0.8060 | 32 | 0.7941 | 0.8710 | 0.8308 | 31 | 0.7948 | 0.8844 | 0.8372 | 0.9638 | | 0.0376 | 34.0 | 3604 | 0.1713 | 0.7160 | 0.8406 | 0.7733 | 69 | 0.5882 | 0.8197 | 0.6849 | 61 | 0.8896 | 0.9477 | 0.9177 | 153 | 0.7714 | 0.8438 | 0.8060 | 32 | 0.7941 | 0.8710 | 0.8308 | 31 | 0.7714 | 0.8873 | 0.8253 | 0.9606 | | 0.0386 | 35.0 | 3710 | 0.1511 | 0.7284 | 0.8551 | 0.7867 | 69 | 0.6267 | 0.7705 | 0.6912 | 61 | 0.8780 | 0.9412 | 0.9085 | 153 | 0.7714 | 0.8438 | 0.8060 | 32 | 0.8182 | 0.8710 | 0.8438 | 31 | 0.7835 | 0.8786 | 0.8283 | 0.9631 | | 0.0357 | 36.0 | 3816 | 0.1648 | 0.7867 | 0.8551 | 0.8194 | 69 | 0.625 | 0.8197 | 0.7092 | 61 | 0.8848 | 0.9542 | 0.9182 | 153 | 0.8235 | 0.875 | 0.8485 | 32 | 0.8182 | 0.8710 | 0.8438 | 31 | 0.8010 | 0.8960 | 0.8458 | 0.9628 | | 0.0347 | 37.0 | 3922 | 0.1701 | 0.7436 | 0.8406 | 0.7891 | 69 | 0.6265 | 0.8525 | 0.7222 | 61 | 0.9018 | 0.9608 | 0.9304 | 153 | 0.7714 | 0.8438 | 0.8060 | 32 | 0.8438 | 0.8710 | 0.8571 | 31 | 0.7954 | 0.8988 | 0.8440 | 0.9636 | | 0.0354 | 38.0 | 4028 | 0.1487 | 0.7403 | 0.8261 | 0.7808 | 69 | 0.6197 | 0.7213 | 0.6667 | 61 | 0.8957 | 0.9542 | 0.9241 | 153 | 0.7429 | 0.8125 | 0.7761 | 32 | 0.8182 | 0.8710 | 0.8438 | 31 | 0.7916 | 0.8671 | 0.8276 | 0.9641 | | 0.0337 | 39.0 | 4134 | 0.1630 | 0.7895 | 0.8696 | 0.8276 | 69 | 0.6190 | 0.8525 | 0.7172 | 61 | 0.8735 | 0.9477 | 0.9091 | 153 | 0.75 | 0.8438 | 0.7941 | 32 | 0.8182 | 0.8710 | 0.8438 | 31 | 0.7873 | 0.8988 | 0.8394 | 0.9626 | | 0.031 | 40.0 | 4240 | 0.1605 | 0.7125 | 0.8261 | 0.7651 | 69 | 0.6438 | 0.7705 | 0.7015 | 61 | 0.8848 | 0.9542 | 0.9182 | 153 | 0.75 | 0.8438 | 0.7941 | 32 | 0.8182 | 0.8710 | 0.8438 | 31 | 0.7855 | 0.8786 | 0.8295 | 0.9631 | | 0.0305 | 41.0 | 4346 | 0.1641 | 0.7308 | 0.8261 | 0.7755 | 69 | 0.5926 | 0.7869 | 0.6761 | 61 | 0.8788 | 0.9477 | 0.9119 | 153 | 0.7714 | 0.8438 | 0.8060 | 32 | 0.8182 | 0.8710 | 0.8438 | 31 | 0.7755 | 0.8786 | 0.8238 | 0.9616 | | 0.0292 | 42.0 | 4452 | 0.1699 | 0.7632 | 0.8406 | 0.8 | 69 | 0.625 | 0.8197 | 0.7092 | 61 | 0.9012 | 0.9542 | 0.9270 | 153 | 0.7714 | 0.8438 | 0.8060 | 32 | 0.8182 | 0.8710 | 0.8438 | 31 | 0.7979 | 0.8902 | 0.8415 | 0.9636 | | 0.0296 | 43.0 | 4558 | 0.1610 | 0.7215 | 0.8261 | 0.7703 | 69 | 0.6769 | 0.7213 | 0.6984 | 61 | 0.9012 | 0.9542 | 0.9270 | 153 | 0.7647 | 0.8125 | 0.7879 | 32 | 0.8182 | 0.8710 | 0.8438 | 31 | 0.8043 | 0.8671 | 0.8345 | 0.9661 | | 0.0271 | 44.0 | 4664 | 0.1737 | 0.7564 | 0.8551 | 0.8027 | 69 | 0.6479 | 0.7541 | 0.6970 | 61 | 0.8848 | 0.9542 | 0.9182 | 153 | 0.7714 | 0.8438 | 0.8060 | 32 | 0.8182 | 0.8710 | 0.8438 | 31 | 0.7984 | 0.8815 | 0.8379 | 0.9626 | | 0.0257 | 45.0 | 4770 | 0.1687 | 0.7532 | 0.8406 | 0.7945 | 69 | 0.6164 | 0.7377 | 0.6716 | 61 | 0.8855 | 0.9608 | 0.9216 | 153 | 0.7714 | 0.8438 | 0.8060 | 32 | 0.8438 | 0.8710 | 0.8571 | 31 | 0.7937 | 0.8786 | 0.8340 | 0.9641 | | 0.0267 | 46.0 | 4876 | 0.1672 | 0.7532 | 0.8406 | 0.7945 | 69 | 0.6133 | 0.7541 | 0.6765 | 61 | 0.9068 | 0.9542 | 0.9299 | 153 | 0.7941 | 0.8438 | 0.8182 | 32 | 0.8438 | 0.8710 | 0.8571 | 31 | 0.8021 | 0.8786 | 0.8386 | 0.9638 | | 0.0243 | 47.0 | 4982 | 0.1724 | 0.7632 | 0.8406 | 0.8 | 69 | 0.6282 | 0.8033 | 0.7050 | 61 | 0.8963 | 0.9608 | 0.9274 | 153 | 0.7429 | 0.8125 | 0.7761 | 32 | 0.8438 | 0.8710 | 0.8571 | 31 | 0.7974 | 0.8873 | 0.8399 | 0.9643 | | 0.0245 | 48.0 | 5088 | 0.1749 | 0.7662 | 0.8551 | 0.8082 | 69 | 0.6216 | 0.7541 | 0.6815 | 61 | 0.8957 | 0.9542 | 0.9241 | 153 | 0.7714 | 0.8438 | 0.8060 | 32 | 0.8182 | 0.8710 | 0.8438 | 31 | 0.7984 | 0.8815 | 0.8379 | 0.9631 | | 0.0248 | 49.0 | 5194 | 0.1652 | 0.7763 | 0.8551 | 0.8138 | 69 | 0.6389 | 0.7541 | 0.6917 | 61 | 0.8957 | 0.9542 | 0.9241 | 153 | 0.7429 | 0.8125 | 0.7761 | 32 | 0.8182 | 0.8710 | 0.8438 | 31 | 0.8021 | 0.8786 | 0.8386 | 0.9643 | | 0.024 | 50.0 | 5300 | 0.1688 | 0.7703 | 0.8261 | 0.7972 | 69 | 0.6286 | 0.7213 | 0.6718 | 61 | 0.8889 | 0.9412 | 0.9143 | 153 | 0.7647 | 0.8125 | 0.7879 | 32 | 0.8182 | 0.8710 | 0.8438 | 31 | 0.7989 | 0.8613 | 0.8289 | 0.9621 | | 0.0218 | 51.0 | 5406 | 0.1847 | 0.7922 | 0.8841 | 0.8356 | 69 | 0.6173 | 0.8197 | 0.7042 | 61 | 0.9080 | 0.9673 | 0.9367 | 153 | 0.7714 | 0.8438 | 0.8060 | 32 | 0.7941 | 0.8710 | 0.8308 | 31 | 0.8026 | 0.9046 | 0.8505 | 0.9643 | | 0.0213 | 52.0 | 5512 | 0.1806 | 0.7922 | 0.8841 | 0.8356 | 69 | 0.6118 | 0.8525 | 0.7123 | 61 | 0.9136 | 0.9673 | 0.9397 | 153 | 0.7429 | 0.8125 | 0.7761 | 32 | 0.7714 | 0.8710 | 0.8182 | 31 | 0.7970 | 0.9075 | 0.8486 | 0.9636 | | 0.0201 | 53.0 | 5618 | 0.1869 | 0.7733 | 0.8406 | 0.8056 | 69 | 0.65 | 0.8525 | 0.7376 | 61 | 0.8909 | 0.9608 | 0.9245 | 153 | 0.7647 | 0.8125 | 0.7879 | 32 | 0.8182 | 0.8710 | 0.8438 | 31 | 0.8010 | 0.8960 | 0.8458 | 0.9643 | | 0.02 | 54.0 | 5724 | 0.1793 | 0.7564 | 0.8551 | 0.8027 | 69 | 0.6620 | 0.7705 | 0.7121 | 61 | 0.8916 | 0.9673 | 0.9279 | 153 | 0.8235 | 0.875 | 0.8485 | 32 | 0.8182 | 0.8710 | 0.8438 | 31 | 0.8089 | 0.8931 | 0.8489 | 0.9653 | | 0.0204 | 55.0 | 5830 | 0.1896 | 0.7733 | 0.8406 | 0.8056 | 69 | 0.6053 | 0.7541 | 0.6715 | 61 | 0.8720 | 0.9346 | 0.9022 | 153 | 0.75 | 0.8438 | 0.7941 | 32 | 0.7714 | 0.8710 | 0.8182 | 31 | 0.7798 | 0.8699 | 0.8224 | 0.9604 | | 0.0221 | 56.0 | 5936 | 0.1789 | 0.7973 | 0.8551 | 0.8252 | 69 | 0.6389 | 0.7541 | 0.6917 | 61 | 0.9187 | 0.9608 | 0.9393 | 153 | 0.75 | 0.8438 | 0.7941 | 32 | 0.8438 | 0.8710 | 0.8571 | 31 | 0.8182 | 0.8844 | 0.85 | 0.9656 | | 0.0191 | 57.0 | 6042 | 0.1873 | 0.7895 | 0.8696 | 0.8276 | 69 | 0.6164 | 0.7377 | 0.6716 | 61 | 0.9074 | 0.9608 | 0.9333 | 153 | 0.7429 | 0.8125 | 0.7761 | 32 | 0.8438 | 0.8710 | 0.8571 | 31 | 0.8069 | 0.8815 | 0.8425 | 0.9633 | | 0.0184 | 58.0 | 6148 | 0.1909 | 0.7632 | 0.8406 | 0.8 | 69 | 0.6053 | 0.7541 | 0.6715 | 61 | 0.8855 | 0.9608 | 0.9216 | 153 | 0.7714 | 0.8438 | 0.8060 | 32 | 0.8438 | 0.8710 | 0.8571 | 31 | 0.7922 | 0.8815 | 0.8345 | 0.9623 | | 0.0173 | 59.0 | 6254 | 0.1982 | 0.8 | 0.8696 | 0.8333 | 69 | 0.6 | 0.7377 | 0.6618 | 61 | 0.8902 | 0.9542 | 0.9211 | 153 | 0.7714 | 0.8438 | 0.8060 | 32 | 0.7714 | 0.8710 | 0.8182 | 31 | 0.7943 | 0.8815 | 0.8356 | 0.9619 | | 0.018 | 60.0 | 6360 | 0.2026 | 0.7632 | 0.8406 | 0.8 | 69 | 0.5976 | 0.8033 | 0.6853 | 61 | 0.8743 | 0.9542 | 0.9125 | 153 | 0.7941 | 0.8438 | 0.8182 | 32 | 0.8182 | 0.8710 | 0.8438 | 31 | 0.7832 | 0.8873 | 0.8320 | 0.9623 | | 0.0174 | 61.0 | 6466 | 0.1825 | 0.7808 | 0.8261 | 0.8028 | 69 | 0.6667 | 0.7213 | 0.6929 | 61 | 0.9 | 0.9412 | 0.9201 | 153 | 0.7714 | 0.8438 | 0.8060 | 32 | 0.8182 | 0.8710 | 0.8438 | 31 | 0.8147 | 0.8642 | 0.8387 | 0.9653 | | 0.0159 | 62.0 | 6572 | 0.2077 | 0.7821 | 0.8841 | 0.8299 | 69 | 0.5854 | 0.7869 | 0.6713 | 61 | 0.8795 | 0.9542 | 0.9154 | 153 | 0.7647 | 0.8125 | 0.7879 | 32 | 0.8485 | 0.9032 | 0.875 | 31 | 0.7863 | 0.8931 | 0.8363 | 0.9631 | | 0.0159 | 63.0 | 6678 | 0.2055 | 0.7973 | 0.8551 | 0.8252 | 69 | 0.6133 | 0.7541 | 0.6765 | 61 | 0.8963 | 0.9608 | 0.9274 | 153 | 0.7429 | 0.8125 | 0.7761 | 32 | 0.8 | 0.9032 | 0.8485 | 31 | 0.7990 | 0.8844 | 0.8395 | 0.9623 | | 0.0151 | 64.0 | 6784 | 0.2079 | 0.7922 | 0.8841 | 0.8356 | 69 | 0.6076 | 0.7869 | 0.6857 | 61 | 0.9136 | 0.9673 | 0.9397 | 153 | 0.75 | 0.8438 | 0.7941 | 32 | 0.8182 | 0.8710 | 0.8438 | 31 | 0.8036 | 0.8988 | 0.8486 | 0.9626 | | 0.0162 | 65.0 | 6890 | 0.1951 | 0.7792 | 0.8696 | 0.8219 | 69 | 0.6053 | 0.7541 | 0.6715 | 61 | 0.8902 | 0.9542 | 0.9211 | 153 | 0.7941 | 0.8438 | 0.8182 | 32 | 0.8182 | 0.8710 | 0.8438 | 31 | 0.7969 | 0.8844 | 0.8384 | 0.9643 | | 0.0149 | 66.0 | 6996 | 0.2003 | 0.7821 | 0.8841 | 0.8299 | 69 | 0.6301 | 0.7541 | 0.6866 | 61 | 0.8963 | 0.9608 | 0.9274 | 153 | 0.7647 | 0.8125 | 0.7879 | 32 | 0.7778 | 0.9032 | 0.8358 | 31 | 0.8 | 0.8902 | 0.8427 | 0.9651 | | 0.0155 | 67.0 | 7102 | 0.2013 | 0.7532 | 0.8406 | 0.7945 | 69 | 0.6286 | 0.7213 | 0.6718 | 61 | 0.9024 | 0.9673 | 0.9338 | 153 | 0.7429 | 0.8125 | 0.7761 | 32 | 0.7941 | 0.8710 | 0.8308 | 31 | 0.7974 | 0.8757 | 0.8347 | 0.9626 | | 0.0147 | 68.0 | 7208 | 0.2069 | 0.7662 | 0.8551 | 0.8082 | 69 | 0.6377 | 0.7213 | 0.6769 | 61 | 0.8855 | 0.9608 | 0.9216 | 153 | 0.7941 | 0.8438 | 0.8182 | 32 | 0.8182 | 0.8710 | 0.8438 | 31 | 0.8021 | 0.8786 | 0.8386 | 0.9628 | | 0.0139 | 69.0 | 7314 | 0.1964 | 0.7895 | 0.8696 | 0.8276 | 69 | 0.6389 | 0.7541 | 0.6917 | 61 | 0.9012 | 0.9542 | 0.9270 | 153 | 0.7647 | 0.8125 | 0.7879 | 32 | 0.8182 | 0.8710 | 0.8438 | 31 | 0.8090 | 0.8815 | 0.8437 | 0.9653 | | 0.0141 | 70.0 | 7420 | 0.2023 | 0.7662 | 0.8551 | 0.8082 | 69 | 0.6618 | 0.7377 | 0.6977 | 61 | 0.8902 | 0.9542 | 0.9211 | 153 | 0.8235 | 0.875 | 0.8485 | 32 | 0.8438 | 0.8710 | 0.8571 | 31 | 0.8133 | 0.8815 | 0.8460 | 0.9643 | | 0.0136 | 71.0 | 7526 | 0.2076 | 0.7564 | 0.8551 | 0.8027 | 69 | 0.6389 | 0.7541 | 0.6917 | 61 | 0.8848 | 0.9542 | 0.9182 | 153 | 0.7941 | 0.8438 | 0.8182 | 32 | 0.8182 | 0.8710 | 0.8438 | 31 | 0.7984 | 0.8815 | 0.8379 | 0.9643 | | 0.0135 | 72.0 | 7632 | 0.2011 | 0.7564 | 0.8551 | 0.8027 | 69 | 0.6338 | 0.7377 | 0.6818 | 61 | 0.8957 | 0.9542 | 0.9241 | 153 | 0.8235 | 0.875 | 0.8485 | 32 | 0.8182 | 0.8710 | 0.8438 | 31 | 0.8047 | 0.8815 | 0.8414 | 0.9646 | | 0.0114 | 73.0 | 7738 | 0.2044 | 0.7792 | 0.8696 | 0.8219 | 69 | 0.6522 | 0.7377 | 0.6923 | 61 | 0.9018 | 0.9608 | 0.9304 | 153 | 0.8235 | 0.875 | 0.8485 | 32 | 0.8182 | 0.8710 | 0.8438 | 31 | 0.8165 | 0.8873 | 0.8504 | 0.9668 | | 0.0124 | 74.0 | 7844 | 0.2059 | 0.7792 | 0.8696 | 0.8219 | 69 | 0.625 | 0.7377 | 0.6767 | 61 | 0.9018 | 0.9608 | 0.9304 | 153 | 0.7941 | 0.8438 | 0.8182 | 32 | 0.8235 | 0.9032 | 0.8615 | 31 | 0.8079 | 0.8873 | 0.8457 | 0.9658 | | 0.0113 | 75.0 | 7950 | 0.2138 | 0.7692 | 0.8696 | 0.8163 | 69 | 0.6164 | 0.7377 | 0.6716 | 61 | 0.8902 | 0.9542 | 0.9211 | 153 | 0.7941 | 0.8438 | 0.8182 | 32 | 0.7941 | 0.8710 | 0.8308 | 31 | 0.7963 | 0.8815 | 0.8368 | 0.9648 | | 0.0126 | 76.0 | 8056 | 0.2141 | 0.7722 | 0.8841 | 0.8243 | 69 | 0.625 | 0.7377 | 0.6767 | 61 | 0.8902 | 0.9542 | 0.9211 | 153 | 0.8235 | 0.875 | 0.8485 | 32 | 0.8 | 0.9032 | 0.8485 | 31 | 0.8021 | 0.8902 | 0.8438 | 0.9638 | | 0.0116 | 77.0 | 8162 | 0.2113 | 0.7867 | 0.8551 | 0.8194 | 69 | 0.6429 | 0.7377 | 0.6870 | 61 | 0.9074 | 0.9608 | 0.9333 | 153 | 0.8235 | 0.875 | 0.8485 | 32 | 0.7941 | 0.8710 | 0.8308 | 31 | 0.816 | 0.8844 | 0.8488 | 0.9653 | | 0.0126 | 78.0 | 8268 | 0.2126 | 0.7922 | 0.8841 | 0.8356 | 69 | 0.6351 | 0.7705 | 0.6963 | 61 | 0.8909 | 0.9608 | 0.9245 | 153 | 0.8235 | 0.875 | 0.8485 | 32 | 0.7297 | 0.8710 | 0.7941 | 31 | 0.8010 | 0.8960 | 0.8458 | 0.9653 | | 0.0123 | 79.0 | 8374 | 0.2036 | 0.7973 | 0.8551 | 0.8252 | 69 | 0.6471 | 0.7213 | 0.6822 | 61 | 0.9018 | 0.9608 | 0.9304 | 153 | 0.8235 | 0.875 | 0.8485 | 32 | 0.8182 | 0.8710 | 0.8438 | 31 | 0.8199 | 0.8815 | 0.8496 | 0.9668 | | 0.0121 | 80.0 | 8480 | 0.2102 | 0.7821 | 0.8841 | 0.8299 | 69 | 0.6053 | 0.7541 | 0.6715 | 61 | 0.9012 | 0.9542 | 0.9270 | 153 | 0.7941 | 0.8438 | 0.8182 | 32 | 0.8182 | 0.8710 | 0.8438 | 31 | 0.8016 | 0.8873 | 0.8422 | 0.9636 | | 0.0104 | 81.0 | 8586 | 0.2147 | 0.7922 | 0.8841 | 0.8356 | 69 | 0.625 | 0.7377 | 0.6767 | 61 | 0.9012 | 0.9542 | 0.9270 | 153 | 0.75 | 0.8438 | 0.7941 | 32 | 0.7941 | 0.8710 | 0.8308 | 31 | 0.8031 | 0.8844 | 0.8418 | 0.9633 | | 0.0108 | 82.0 | 8692 | 0.2235 | 0.7922 | 0.8841 | 0.8356 | 69 | 0.6053 | 0.7541 | 0.6715 | 61 | 0.9018 | 0.9608 | 0.9304 | 153 | 0.75 | 0.8438 | 0.7941 | 32 | 0.7714 | 0.8710 | 0.8182 | 31 | 0.7959 | 0.8902 | 0.8404 | 0.9619 | | 0.0105 | 83.0 | 8798 | 0.2103 | 0.7662 | 0.8551 | 0.8082 | 69 | 0.6338 | 0.7377 | 0.6818 | 61 | 0.9074 | 0.9608 | 0.9333 | 153 | 0.7941 | 0.8438 | 0.8182 | 32 | 0.8182 | 0.8710 | 0.8438 | 31 | 0.8090 | 0.8815 | 0.8437 | 0.9646 | | 0.0107 | 84.0 | 8904 | 0.2155 | 0.7662 | 0.8551 | 0.8082 | 69 | 0.6429 | 0.7377 | 0.6870 | 61 | 0.9130 | 0.9608 | 0.9363 | 153 | 0.75 | 0.8438 | 0.7941 | 32 | 0.7941 | 0.8710 | 0.8308 | 31 | 0.8069 | 0.8815 | 0.8425 | 0.9648 | | 0.0103 | 85.0 | 9010 | 0.2167 | 0.7595 | 0.8696 | 0.8108 | 69 | 0.6338 | 0.7377 | 0.6818 | 61 | 0.8957 | 0.9542 | 0.9241 | 153 | 0.7941 | 0.8438 | 0.8182 | 32 | 0.7714 | 0.8710 | 0.8182 | 31 | 0.7984 | 0.8815 | 0.8379 | 0.9643 | | 0.01 | 86.0 | 9116 | 0.2214 | 0.7722 | 0.8841 | 0.8243 | 69 | 0.6133 | 0.7541 | 0.6765 | 61 | 0.8902 | 0.9542 | 0.9211 | 153 | 0.7941 | 0.8438 | 0.8182 | 32 | 0.75 | 0.8710 | 0.8060 | 31 | 0.7912 | 0.8873 | 0.8365 | 0.9641 | | 0.0101 | 87.0 | 9222 | 0.2154 | 0.7722 | 0.8841 | 0.8243 | 69 | 0.6301 | 0.7541 | 0.6866 | 61 | 0.8957 | 0.9542 | 0.9241 | 153 | 0.7941 | 0.8438 | 0.8182 | 32 | 0.75 | 0.8710 | 0.8060 | 31 | 0.7974 | 0.8873 | 0.8399 | 0.9641 | | 0.0112 | 88.0 | 9328 | 0.2147 | 0.7722 | 0.8841 | 0.8243 | 69 | 0.6216 | 0.7541 | 0.6815 | 61 | 0.9074 | 0.9608 | 0.9333 | 153 | 0.7941 | 0.8438 | 0.8182 | 32 | 0.7714 | 0.8710 | 0.8182 | 31 | 0.8021 | 0.8902 | 0.8438 | 0.9651 | | 0.0111 | 89.0 | 9434 | 0.2140 | 0.7722 | 0.8841 | 0.8243 | 69 | 0.6338 | 0.7377 | 0.6818 | 61 | 0.8957 | 0.9542 | 0.9241 | 153 | 0.7941 | 0.8438 | 0.8182 | 32 | 0.7714 | 0.8710 | 0.8182 | 31 | 0.8010 | 0.8844 | 0.8407 | 0.9648 | | 0.0098 | 90.0 | 9540 | 0.2226 | 0.7595 | 0.8696 | 0.8108 | 69 | 0.6438 | 0.7705 | 0.7015 | 61 | 0.8951 | 0.9477 | 0.9206 | 153 | 0.7941 | 0.8438 | 0.8182 | 32 | 0.7714 | 0.8710 | 0.8182 | 31 | 0.7990 | 0.8844 | 0.8395 | 0.9638 | | 0.0099 | 91.0 | 9646 | 0.2159 | 0.7632 | 0.8406 | 0.8 | 69 | 0.6620 | 0.7705 | 0.7121 | 61 | 0.9074 | 0.9608 | 0.9333 | 153 | 0.7941 | 0.8438 | 0.8182 | 32 | 0.8182 | 0.8710 | 0.8438 | 31 | 0.8138 | 0.8844 | 0.8476 | 0.9658 | | 0.0102 | 92.0 | 9752 | 0.2202 | 0.7692 | 0.8696 | 0.8163 | 69 | 0.6620 | 0.7705 | 0.7121 | 61 | 0.9018 | 0.9608 | 0.9304 | 153 | 0.7941 | 0.8438 | 0.8182 | 32 | 0.7941 | 0.8710 | 0.8308 | 31 | 0.8105 | 0.8902 | 0.8485 | 0.9666 | | 0.0096 | 93.0 | 9858 | 0.2222 | 0.7692 | 0.8696 | 0.8163 | 69 | 0.6479 | 0.7541 | 0.6970 | 61 | 0.8957 | 0.9542 | 0.9241 | 153 | 0.7941 | 0.8438 | 0.8182 | 32 | 0.7714 | 0.8710 | 0.8182 | 31 | 0.8031 | 0.8844 | 0.8418 | 0.9651 | | 0.0092 | 94.0 | 9964 | 0.2224 | 0.7595 | 0.8696 | 0.8108 | 69 | 0.6301 | 0.7541 | 0.6866 | 61 | 0.8957 | 0.9542 | 0.9241 | 153 | 0.7941 | 0.8438 | 0.8182 | 32 | 0.7714 | 0.8710 | 0.8182 | 31 | 0.7969 | 0.8844 | 0.8384 | 0.9646 | | 0.0087 | 95.0 | 10070 | 0.2220 | 0.7662 | 0.8551 | 0.8082 | 69 | 0.6389 | 0.7541 | 0.6917 | 61 | 0.8957 | 0.9542 | 0.9241 | 153 | 0.7941 | 0.8438 | 0.8182 | 32 | 0.7941 | 0.8710 | 0.8308 | 31 | 0.8026 | 0.8815 | 0.8402 | 0.9651 | | 0.0084 | 96.0 | 10176 | 0.2240 | 0.7692 | 0.8696 | 0.8163 | 69 | 0.6301 | 0.7541 | 0.6866 | 61 | 0.8957 | 0.9542 | 0.9241 | 153 | 0.7941 | 0.8438 | 0.8182 | 32 | 0.7941 | 0.8710 | 0.8308 | 31 | 0.8010 | 0.8844 | 0.8407 | 0.9651 | | 0.0087 | 97.0 | 10282 | 0.2240 | 0.7692 | 0.8696 | 0.8163 | 69 | 0.6389 | 0.7541 | 0.6917 | 61 | 0.8957 | 0.9542 | 0.9241 | 153 | 0.7941 | 0.8438 | 0.8182 | 32 | 0.7941 | 0.8710 | 0.8308 | 31 | 0.8031 | 0.8844 | 0.8418 | 0.9646 | | 0.0088 | 98.0 | 10388 | 0.2227 | 0.7692 | 0.8696 | 0.8163 | 69 | 0.6389 | 0.7541 | 0.6917 | 61 | 0.8957 | 0.9542 | 0.9241 | 153 | 0.7941 | 0.8438 | 0.8182 | 32 | 0.7714 | 0.8710 | 0.8182 | 31 | 0.8010 | 0.8844 | 0.8407 | 0.9648 | | 0.0086 | 99.0 | 10494 | 0.2222 | 0.7792 | 0.8696 | 0.8219 | 69 | 0.6301 | 0.7541 | 0.6866 | 61 | 0.8957 | 0.9542 | 0.9241 | 153 | 0.7941 | 0.8438 | 0.8182 | 32 | 0.7941 | 0.8710 | 0.8308 | 31 | 0.8031 | 0.8844 | 0.8418 | 0.9648 | | 0.0084 | 100.0 | 10600 | 0.2230 | 0.7792 | 0.8696 | 0.8219 | 69 | 0.6301 | 0.7541 | 0.6866 | 61 | 0.8957 | 0.9542 | 0.9241 | 153 | 0.7941 | 0.8438 | 0.8182 | 32 | 0.7941 | 0.8710 | 0.8308 | 31 | 0.8031 | 0.8844 | 0.8418 | 0.9651 | ### Framework versions - Transformers 4.39.3 - Pytorch 2.3.0+cu121 - Datasets 2.19.1 - Tokenizers 0.15.2