--- language: - id license: mit base_model: indolem/indobert-base-uncased tags: - generated_from_trainer model-index: - name: nerugm-pt-pl20-3 results: [] --- # nerugm-pt-pl20-3 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: 0.1937 - Location Precision: 0.7468 - Location Recall: 0.8310 - Location F1: 0.7867 - Location Number: 71 - Organization Precision: 0.6824 - Organization Recall: 0.8923 - Organization F1: 0.7733 - Organization Number: 65 - Person Precision: 0.8571 - Person Recall: 0.92 - Person F1: 0.8875 - Person Number: 150 - Quantity Precision: 0.6585 - Quantity Recall: 0.8182 - Quantity F1: 0.7297 - Quantity Number: 33 - Time Precision: 0.8387 - Time Recall: 0.9286 - Time F1: 0.8814 - Time Number: 28 - Overall Precision: 0.7758 - Overall Recall: 0.8876 - Overall F1: 0.8280 - 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 | |:-------------:|:-----:|:-----:|:---------------:|:------------------:|:---------------:|:-----------:|:---------------:|:----------------------:|:-------------------:|:---------------:|:-------------------:|:----------------:|:-------------:|:---------:|:-------------:|:------------------:|:---------------:|:-----------:|:---------------:|:--------------:|:-----------:|:-------:|:-----------:|:-----------------:|:--------------:|:----------:|:----------------:| | 0.9941 | 1.0 | 106 | 0.5623 | 0.0 | 0.0 | 0.0 | 71 | 0.0 | 0.0 | 0.0 | 65 | 0.0526 | 0.0067 | 0.0118 | 150 | 0.0 | 0.0 | 0.0 | 33 | 1.0 | 0.0357 | 0.0690 | 28 | 0.0571 | 0.0058 | 0.0105 | 0.8441 | | 0.4917 | 2.0 | 212 | 0.3414 | 0.5 | 0.2817 | 0.3604 | 71 | 0.1333 | 0.0923 | 0.1091 | 65 | 0.6294 | 0.8267 | 0.7147 | 150 | 0.1290 | 0.1212 | 0.125 | 33 | 0.6154 | 0.8571 | 0.7164 | 28 | 0.5057 | 0.5130 | 0.5093 | 0.9042 | | 0.3079 | 3.0 | 318 | 0.2135 | 0.6027 | 0.6197 | 0.6111 | 71 | 0.4747 | 0.7231 | 0.5732 | 65 | 0.7630 | 0.88 | 0.8173 | 150 | 0.4889 | 0.6667 | 0.5641 | 33 | 0.8077 | 0.75 | 0.7778 | 28 | 0.6394 | 0.7666 | 0.6972 | 0.9277 | | 0.2193 | 4.0 | 424 | 0.1754 | 0.5882 | 0.7042 | 0.6410 | 71 | 0.4661 | 0.8462 | 0.6011 | 65 | 0.7816 | 0.9067 | 0.8395 | 150 | 0.5106 | 0.7273 | 0.6000 | 33 | 0.9259 | 0.8929 | 0.9091 | 28 | 0.6430 | 0.8357 | 0.7268 | 0.9391 | | 0.1845 | 5.0 | 530 | 0.1595 | 0.6092 | 0.7465 | 0.6709 | 71 | 0.5862 | 0.7846 | 0.6711 | 65 | 0.7895 | 0.9 | 0.8411 | 150 | 0.4902 | 0.7576 | 0.5952 | 33 | 0.6765 | 0.8214 | 0.7419 | 28 | 0.6674 | 0.8271 | 0.7387 | 0.9447 | | 0.169 | 6.0 | 636 | 0.1874 | 0.5876 | 0.8028 | 0.6786 | 71 | 0.5657 | 0.8615 | 0.6829 | 65 | 0.7965 | 0.9133 | 0.8509 | 150 | 0.4828 | 0.8485 | 0.6154 | 33 | 0.575 | 0.8214 | 0.6765 | 28 | 0.6459 | 0.8674 | 0.7405 | 0.9331 | | 0.1587 | 7.0 | 742 | 0.1556 | 0.6556 | 0.8310 | 0.7329 | 71 | 0.5870 | 0.8308 | 0.6879 | 65 | 0.8081 | 0.9267 | 0.8634 | 150 | 0.5490 | 0.8485 | 0.6667 | 33 | 0.6857 | 0.8571 | 0.7619 | 28 | 0.6909 | 0.8761 | 0.7726 | 0.9435 | | 0.1422 | 8.0 | 848 | 0.1428 | 0.6146 | 0.8310 | 0.7066 | 71 | 0.5745 | 0.8308 | 0.6792 | 65 | 0.8242 | 0.9067 | 0.8635 | 150 | 0.6222 | 0.8485 | 0.7179 | 33 | 0.6486 | 0.8571 | 0.7385 | 28 | 0.6888 | 0.8674 | 0.7679 | 0.9484 | | 0.1362 | 9.0 | 954 | 0.1385 | 0.7125 | 0.8028 | 0.7550 | 71 | 0.6022 | 0.8615 | 0.7089 | 65 | 0.8354 | 0.9133 | 0.8726 | 150 | 0.5490 | 0.8485 | 0.6667 | 33 | 0.7576 | 0.8929 | 0.8197 | 28 | 0.7197 | 0.8732 | 0.7891 | 0.9515 | | 0.1321 | 10.0 | 1060 | 0.1300 | 0.7179 | 0.7887 | 0.7517 | 71 | 0.6163 | 0.8154 | 0.7020 | 65 | 0.8344 | 0.9067 | 0.8690 | 150 | 0.6222 | 0.8485 | 0.7179 | 33 | 0.7273 | 0.8571 | 0.7869 | 28 | 0.7333 | 0.8559 | 0.7899 | 0.9554 | | 0.1217 | 11.0 | 1166 | 0.1354 | 0.7284 | 0.8310 | 0.7763 | 71 | 0.6111 | 0.8462 | 0.7097 | 65 | 0.8616 | 0.9133 | 0.8867 | 150 | 0.6087 | 0.8485 | 0.7089 | 33 | 0.7059 | 0.8571 | 0.7742 | 28 | 0.7390 | 0.8732 | 0.8005 | 0.9513 | | 0.1192 | 12.0 | 1272 | 0.1336 | 0.6977 | 0.8451 | 0.7643 | 71 | 0.6196 | 0.8769 | 0.7261 | 65 | 0.8571 | 0.92 | 0.8875 | 150 | 0.6512 | 0.8485 | 0.7368 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.7415 | 0.8847 | 0.8068 | 0.9556 | | 0.1138 | 13.0 | 1378 | 0.1354 | 0.75 | 0.8451 | 0.7947 | 71 | 0.6042 | 0.8923 | 0.7205 | 65 | 0.8553 | 0.9067 | 0.8803 | 150 | 0.5510 | 0.8182 | 0.6585 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.7349 | 0.8790 | 0.8005 | 0.9527 | | 0.1103 | 14.0 | 1484 | 0.1337 | 0.7468 | 0.8310 | 0.7867 | 71 | 0.6322 | 0.8462 | 0.7237 | 65 | 0.8509 | 0.9133 | 0.8810 | 150 | 0.5745 | 0.8182 | 0.675 | 33 | 0.8571 | 0.8571 | 0.8571 | 28 | 0.7512 | 0.8703 | 0.8064 | 0.9568 | | 0.1038 | 15.0 | 1590 | 0.1362 | 0.7317 | 0.8451 | 0.7843 | 71 | 0.6292 | 0.8615 | 0.7273 | 65 | 0.8562 | 0.9133 | 0.8839 | 150 | 0.5745 | 0.8182 | 0.675 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.7415 | 0.8761 | 0.8032 | 0.9547 | | 0.1016 | 16.0 | 1696 | 0.1373 | 0.7342 | 0.8169 | 0.7733 | 71 | 0.6471 | 0.8462 | 0.7333 | 65 | 0.8625 | 0.92 | 0.8903 | 150 | 0.5510 | 0.8182 | 0.6585 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.7475 | 0.8703 | 0.8043 | 0.9568 | | 0.1008 | 17.0 | 1802 | 0.1264 | 0.7532 | 0.8169 | 0.7838 | 71 | 0.6395 | 0.8462 | 0.7285 | 65 | 0.8509 | 0.9133 | 0.8810 | 150 | 0.6667 | 0.8485 | 0.7467 | 33 | 0.7576 | 0.8929 | 0.8197 | 28 | 0.7594 | 0.8732 | 0.8123 | 0.9593 | | 0.0961 | 18.0 | 1908 | 0.1423 | 0.7125 | 0.8028 | 0.7550 | 71 | 0.5957 | 0.8615 | 0.7044 | 65 | 0.8625 | 0.92 | 0.8903 | 150 | 0.5625 | 0.8182 | 0.6667 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.7295 | 0.8703 | 0.7937 | 0.9542 | | 0.0927 | 19.0 | 2014 | 0.1281 | 0.75 | 0.7606 | 0.7552 | 71 | 0.6444 | 0.8923 | 0.7484 | 65 | 0.8509 | 0.9133 | 0.8810 | 150 | 0.6585 | 0.8182 | 0.7297 | 33 | 0.8065 | 0.8929 | 0.8475 | 28 | 0.7620 | 0.8674 | 0.8113 | 0.9583 | | 0.0896 | 20.0 | 2120 | 0.1377 | 0.7143 | 0.8451 | 0.7742 | 71 | 0.6517 | 0.8923 | 0.7532 | 65 | 0.85 | 0.9067 | 0.8774 | 150 | 0.6429 | 0.8182 | 0.7200 | 33 | 0.9259 | 0.8929 | 0.9091 | 28 | 0.7612 | 0.8818 | 0.8171 | 0.9595 | | 0.0881 | 21.0 | 2226 | 0.1464 | 0.75 | 0.8451 | 0.7947 | 71 | 0.6122 | 0.9231 | 0.7362 | 65 | 0.85 | 0.9067 | 0.8774 | 150 | 0.5625 | 0.8182 | 0.6667 | 33 | 0.8621 | 0.8929 | 0.8772 | 28 | 0.7422 | 0.8876 | 0.8084 | 0.9544 | | 0.0886 | 22.0 | 2332 | 0.1482 | 0.7531 | 0.8592 | 0.8026 | 71 | 0.6061 | 0.9231 | 0.7317 | 65 | 0.8625 | 0.92 | 0.8903 | 150 | 0.5870 | 0.8182 | 0.6835 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.7452 | 0.8934 | 0.8126 | 0.9556 | | 0.0854 | 23.0 | 2438 | 0.1337 | 0.7564 | 0.8310 | 0.7919 | 71 | 0.6705 | 0.9077 | 0.7712 | 65 | 0.8553 | 0.9067 | 0.8803 | 150 | 0.6279 | 0.8182 | 0.7105 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.7663 | 0.8790 | 0.8188 | 0.9612 | | 0.0826 | 24.0 | 2544 | 0.1547 | 0.7160 | 0.8169 | 0.7632 | 71 | 0.6105 | 0.8923 | 0.725 | 65 | 0.8553 | 0.9067 | 0.8803 | 150 | 0.6 | 0.8182 | 0.6923 | 33 | 0.8333 | 0.8929 | 0.8621 | 28 | 0.7415 | 0.8761 | 0.8032 | 0.9532 | | 0.0807 | 25.0 | 2650 | 0.1427 | 0.7308 | 0.8028 | 0.7651 | 71 | 0.6413 | 0.9077 | 0.7516 | 65 | 0.8608 | 0.9067 | 0.8831 | 150 | 0.6 | 0.8182 | 0.6923 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7537 | 0.8732 | 0.8091 | 0.9561 | | 0.0784 | 26.0 | 2756 | 0.1573 | 0.7195 | 0.8310 | 0.7712 | 71 | 0.6786 | 0.8769 | 0.7651 | 65 | 0.8491 | 0.9 | 0.8738 | 150 | 0.5745 | 0.8182 | 0.675 | 33 | 0.7879 | 0.9286 | 0.8525 | 28 | 0.7506 | 0.8761 | 0.8085 | 0.9549 | | 0.0752 | 27.0 | 2862 | 0.1570 | 0.7089 | 0.7887 | 0.7467 | 71 | 0.6667 | 0.8615 | 0.7517 | 65 | 0.8553 | 0.9067 | 0.8803 | 150 | 0.5417 | 0.7879 | 0.6420 | 33 | 0.7576 | 0.8929 | 0.8197 | 28 | 0.7419 | 0.8617 | 0.7973 | 0.9542 | | 0.0747 | 28.0 | 2968 | 0.1504 | 0.7105 | 0.7606 | 0.7347 | 71 | 0.6444 | 0.8923 | 0.7484 | 65 | 0.8616 | 0.9133 | 0.8867 | 150 | 0.6585 | 0.8182 | 0.7297 | 33 | 0.8621 | 0.8929 | 0.8772 | 28 | 0.7620 | 0.8674 | 0.8113 | 0.9571 | | 0.073 | 29.0 | 3074 | 0.1491 | 0.7262 | 0.8592 | 0.7871 | 71 | 0.6122 | 0.9231 | 0.7362 | 65 | 0.8634 | 0.9267 | 0.8939 | 150 | 0.6585 | 0.8182 | 0.7297 | 33 | 0.8387 | 0.9286 | 0.8814 | 28 | 0.7542 | 0.9020 | 0.8215 | 0.9581 | | 0.0722 | 30.0 | 3180 | 0.1546 | 0.7407 | 0.8451 | 0.7895 | 71 | 0.61 | 0.9385 | 0.7394 | 65 | 0.8580 | 0.9267 | 0.8910 | 150 | 0.6429 | 0.8182 | 0.7200 | 33 | 0.8065 | 0.8929 | 0.8475 | 28 | 0.75 | 0.8991 | 0.8178 | 0.9539 | | 0.0691 | 31.0 | 3286 | 0.1460 | 0.7317 | 0.8451 | 0.7843 | 71 | 0.6437 | 0.8615 | 0.7368 | 65 | 0.8580 | 0.9267 | 0.8910 | 150 | 0.6585 | 0.8182 | 0.7297 | 33 | 0.9286 | 0.9286 | 0.9286 | 28 | 0.77 | 0.8876 | 0.8246 | 0.9602 | | 0.0677 | 32.0 | 3392 | 0.1577 | 0.7284 | 0.8310 | 0.7763 | 71 | 0.6105 | 0.8923 | 0.725 | 65 | 0.8634 | 0.9267 | 0.8939 | 150 | 0.5870 | 0.8182 | 0.6835 | 33 | 0.8125 | 0.9286 | 0.8667 | 28 | 0.7446 | 0.8905 | 0.8110 | 0.9547 | | 0.0656 | 33.0 | 3498 | 0.1580 | 0.6951 | 0.8028 | 0.7451 | 71 | 0.6170 | 0.8923 | 0.7296 | 65 | 0.8688 | 0.9267 | 0.8968 | 150 | 0.6136 | 0.8182 | 0.7013 | 33 | 0.7879 | 0.9286 | 0.8525 | 28 | 0.7433 | 0.8847 | 0.8079 | 0.9544 | | 0.0665 | 34.0 | 3604 | 0.1480 | 0.7215 | 0.8028 | 0.76 | 71 | 0.7160 | 0.8923 | 0.7945 | 65 | 0.85 | 0.9067 | 0.8774 | 150 | 0.6136 | 0.8182 | 0.7013 | 33 | 0.8333 | 0.8929 | 0.8621 | 28 | 0.7690 | 0.8732 | 0.8178 | 0.9585 | | 0.063 | 35.0 | 3710 | 0.1607 | 0.725 | 0.8169 | 0.7682 | 71 | 0.5938 | 0.8769 | 0.7081 | 65 | 0.8519 | 0.92 | 0.8846 | 150 | 0.6 | 0.8182 | 0.6923 | 33 | 0.7812 | 0.8929 | 0.8333 | 28 | 0.7349 | 0.8790 | 0.8005 | 0.9551 | | 0.0591 | 36.0 | 3816 | 0.1688 | 0.7375 | 0.8310 | 0.7815 | 71 | 0.6374 | 0.8923 | 0.7436 | 65 | 0.8519 | 0.92 | 0.8846 | 150 | 0.6 | 0.8182 | 0.6923 | 33 | 0.8065 | 0.8929 | 0.8475 | 28 | 0.7506 | 0.8847 | 0.8122 | 0.9568 | | 0.0601 | 37.0 | 3922 | 0.1751 | 0.6977 | 0.8451 | 0.7643 | 71 | 0.5960 | 0.9077 | 0.7195 | 65 | 0.8642 | 0.9333 | 0.8974 | 150 | 0.5870 | 0.8182 | 0.6835 | 33 | 0.8065 | 0.8929 | 0.8475 | 28 | 0.7335 | 0.8963 | 0.8067 | 0.9515 | | 0.0624 | 38.0 | 4028 | 0.1647 | 0.7160 | 0.8169 | 0.7632 | 71 | 0.6951 | 0.8769 | 0.7755 | 65 | 0.8509 | 0.9133 | 0.8810 | 150 | 0.5745 | 0.8182 | 0.675 | 33 | 0.8889 | 0.8571 | 0.8727 | 28 | 0.7613 | 0.8732 | 0.8134 | 0.9549 | | 0.0609 | 39.0 | 4134 | 0.1562 | 0.7595 | 0.8451 | 0.8 | 71 | 0.6444 | 0.8923 | 0.7484 | 65 | 0.8571 | 0.92 | 0.8875 | 150 | 0.6429 | 0.8182 | 0.7200 | 33 | 0.8571 | 0.8571 | 0.8571 | 28 | 0.7675 | 0.8847 | 0.8220 | 0.9571 | | 0.057 | 40.0 | 4240 | 0.1563 | 0.7215 | 0.8028 | 0.76 | 71 | 0.6304 | 0.8923 | 0.7389 | 65 | 0.8571 | 0.92 | 0.8875 | 150 | 0.675 | 0.8182 | 0.7397 | 33 | 0.7812 | 0.8929 | 0.8333 | 28 | 0.7550 | 0.8790 | 0.8123 | 0.9566 | | 0.0588 | 41.0 | 4346 | 0.1602 | 0.7125 | 0.8028 | 0.7550 | 71 | 0.6237 | 0.8923 | 0.7342 | 65 | 0.8571 | 0.92 | 0.8875 | 150 | 0.6585 | 0.8182 | 0.7297 | 33 | 0.8333 | 0.8929 | 0.8621 | 28 | 0.7531 | 0.8790 | 0.8112 | 0.9549 | | 0.0537 | 42.0 | 4452 | 0.1653 | 0.7215 | 0.8028 | 0.76 | 71 | 0.6180 | 0.8462 | 0.7143 | 65 | 0.8519 | 0.92 | 0.8846 | 150 | 0.6136 | 0.8182 | 0.7013 | 33 | 0.7429 | 0.9286 | 0.8254 | 28 | 0.7408 | 0.8732 | 0.8016 | 0.9534 | | 0.0565 | 43.0 | 4558 | 0.1783 | 0.7215 | 0.8028 | 0.76 | 71 | 0.6444 | 0.8923 | 0.7484 | 65 | 0.8509 | 0.9133 | 0.8810 | 150 | 0.52 | 0.7879 | 0.6265 | 33 | 0.6842 | 0.9286 | 0.7879 | 28 | 0.7273 | 0.8761 | 0.7948 | 0.9527 | | 0.0564 | 44.0 | 4664 | 0.1617 | 0.7308 | 0.8028 | 0.7651 | 71 | 0.6629 | 0.9077 | 0.7662 | 65 | 0.8447 | 0.9067 | 0.8746 | 150 | 0.6136 | 0.8182 | 0.7013 | 33 | 0.8966 | 0.9286 | 0.9123 | 28 | 0.7606 | 0.8790 | 0.8155 | 0.9571 | | 0.053 | 45.0 | 4770 | 0.1659 | 0.7215 | 0.8028 | 0.76 | 71 | 0.7073 | 0.8923 | 0.7891 | 65 | 0.8395 | 0.9067 | 0.8718 | 150 | 0.6 | 0.8182 | 0.6923 | 33 | 0.8387 | 0.9286 | 0.8814 | 28 | 0.7619 | 0.8761 | 0.8150 | 0.9573 | | 0.0503 | 46.0 | 4876 | 0.1665 | 0.7375 | 0.8310 | 0.7815 | 71 | 0.6824 | 0.8923 | 0.7733 | 65 | 0.8466 | 0.92 | 0.8818 | 150 | 0.6279 | 0.8182 | 0.7105 | 33 | 0.8966 | 0.9286 | 0.9123 | 28 | 0.77 | 0.8876 | 0.8246 | 0.9588 | | 0.0513 | 47.0 | 4982 | 0.1658 | 0.7468 | 0.8310 | 0.7867 | 71 | 0.6867 | 0.8769 | 0.7703 | 65 | 0.8509 | 0.9133 | 0.8810 | 150 | 0.6279 | 0.8182 | 0.7105 | 33 | 0.8387 | 0.9286 | 0.8814 | 28 | 0.7708 | 0.8818 | 0.8226 | 0.9588 | | 0.0501 | 48.0 | 5088 | 0.1664 | 0.725 | 0.8169 | 0.7682 | 71 | 0.6591 | 0.8923 | 0.7582 | 65 | 0.8395 | 0.9067 | 0.8718 | 150 | 0.6136 | 0.8182 | 0.7013 | 33 | 0.8667 | 0.9286 | 0.8966 | 28 | 0.7550 | 0.8790 | 0.8123 | 0.9573 | | 0.0497 | 49.0 | 5194 | 0.1616 | 0.7229 | 0.8451 | 0.7792 | 71 | 0.6905 | 0.8923 | 0.7785 | 65 | 0.8447 | 0.9067 | 0.8746 | 150 | 0.6279 | 0.8182 | 0.7105 | 33 | 0.8387 | 0.9286 | 0.8814 | 28 | 0.7637 | 0.8847 | 0.8198 | 0.9590 | | 0.0478 | 50.0 | 5300 | 0.1664 | 0.7284 | 0.8310 | 0.7763 | 71 | 0.6364 | 0.8615 | 0.7320 | 65 | 0.8385 | 0.9 | 0.8682 | 150 | 0.6429 | 0.8182 | 0.7200 | 33 | 0.8667 | 0.9286 | 0.8966 | 28 | 0.7537 | 0.8732 | 0.8091 | 0.9581 | | 0.0481 | 51.0 | 5406 | 0.1615 | 0.7229 | 0.8451 | 0.7792 | 71 | 0.6824 | 0.8923 | 0.7733 | 65 | 0.8395 | 0.9067 | 0.8718 | 150 | 0.6136 | 0.8182 | 0.7013 | 33 | 0.8387 | 0.9286 | 0.8814 | 28 | 0.7580 | 0.8847 | 0.8165 | 0.9585 | | 0.0467 | 52.0 | 5512 | 0.1771 | 0.725 | 0.8169 | 0.7682 | 71 | 0.6705 | 0.9077 | 0.7712 | 65 | 0.8405 | 0.9133 | 0.8754 | 150 | 0.5625 | 0.8182 | 0.6667 | 33 | 0.7647 | 0.9286 | 0.8387 | 28 | 0.7433 | 0.8847 | 0.8079 | 0.9549 | | 0.0454 | 53.0 | 5618 | 0.1706 | 0.7342 | 0.8169 | 0.7733 | 71 | 0.6667 | 0.8923 | 0.7632 | 65 | 0.8509 | 0.9133 | 0.8810 | 150 | 0.6429 | 0.8182 | 0.7200 | 33 | 0.8387 | 0.9286 | 0.8814 | 28 | 0.765 | 0.8818 | 0.8193 | 0.9578 | | 0.0423 | 54.0 | 5724 | 0.1743 | 0.7308 | 0.8028 | 0.7651 | 71 | 0.7108 | 0.9077 | 0.7973 | 65 | 0.8333 | 0.9 | 0.8654 | 150 | 0.6279 | 0.8182 | 0.7105 | 33 | 0.8125 | 0.9286 | 0.8667 | 28 | 0.7638 | 0.8761 | 0.8161 | 0.9576 | | 0.0454 | 55.0 | 5830 | 0.1729 | 0.7195 | 0.8310 | 0.7712 | 71 | 0.6988 | 0.8923 | 0.7838 | 65 | 0.85 | 0.9067 | 0.8774 | 150 | 0.6429 | 0.8182 | 0.7200 | 33 | 0.8667 | 0.9286 | 0.8966 | 28 | 0.7708 | 0.8818 | 0.8226 | 0.9600 | | 0.0445 | 56.0 | 5936 | 0.1695 | 0.7468 | 0.8310 | 0.7867 | 71 | 0.7195 | 0.9077 | 0.8027 | 65 | 0.8447 | 0.9067 | 0.8746 | 150 | 0.6279 | 0.8182 | 0.7105 | 33 | 0.8125 | 0.9286 | 0.8667 | 28 | 0.7733 | 0.8847 | 0.8253 | 0.9595 | | 0.0426 | 57.0 | 6042 | 0.1855 | 0.725 | 0.8169 | 0.7682 | 71 | 0.7273 | 0.8615 | 0.7887 | 65 | 0.8519 | 0.92 | 0.8846 | 150 | 0.6279 | 0.8182 | 0.7105 | 33 | 0.8966 | 0.9286 | 0.9123 | 28 | 0.7801 | 0.8790 | 0.8266 | 0.9583 | | 0.0423 | 58.0 | 6148 | 0.1736 | 0.7308 | 0.8028 | 0.7651 | 71 | 0.7215 | 0.8769 | 0.7917 | 65 | 0.8395 | 0.9067 | 0.8718 | 150 | 0.6585 | 0.8182 | 0.7297 | 33 | 0.8966 | 0.9286 | 0.9123 | 28 | 0.7789 | 0.8732 | 0.8234 | 0.9605 | | 0.0431 | 59.0 | 6254 | 0.1791 | 0.7436 | 0.8169 | 0.7785 | 71 | 0.7108 | 0.9077 | 0.7973 | 65 | 0.8447 | 0.9067 | 0.8746 | 150 | 0.6279 | 0.8182 | 0.7105 | 33 | 0.8667 | 0.9286 | 0.8966 | 28 | 0.7747 | 0.8818 | 0.8248 | 0.9585 | | 0.0428 | 60.0 | 6360 | 0.1775 | 0.7436 | 0.8169 | 0.7785 | 71 | 0.6742 | 0.9231 | 0.7792 | 65 | 0.8457 | 0.9133 | 0.8782 | 150 | 0.6279 | 0.8182 | 0.7105 | 33 | 0.8966 | 0.9286 | 0.9123 | 28 | 0.7681 | 0.8876 | 0.8235 | 0.9576 | | 0.0413 | 61.0 | 6466 | 0.1677 | 0.7564 | 0.8310 | 0.7919 | 71 | 0.7073 | 0.8923 | 0.7891 | 65 | 0.8438 | 0.9 | 0.8710 | 150 | 0.6429 | 0.8182 | 0.7200 | 33 | 0.8387 | 0.9286 | 0.8814 | 28 | 0.7761 | 0.8790 | 0.8243 | 0.9602 | | 0.0398 | 62.0 | 6572 | 0.1843 | 0.7284 | 0.8310 | 0.7763 | 71 | 0.6333 | 0.8769 | 0.7355 | 65 | 0.8447 | 0.9067 | 0.8746 | 150 | 0.6429 | 0.8182 | 0.7200 | 33 | 0.8125 | 0.9286 | 0.8667 | 28 | 0.7512 | 0.8790 | 0.8101 | 0.9581 | | 0.0375 | 63.0 | 6678 | 0.1843 | 0.7215 | 0.8028 | 0.76 | 71 | 0.6146 | 0.9077 | 0.7329 | 65 | 0.8509 | 0.9133 | 0.8810 | 150 | 0.6136 | 0.8182 | 0.7013 | 33 | 0.8621 | 0.8929 | 0.8772 | 28 | 0.7457 | 0.8790 | 0.8069 | 0.9542 | | 0.0393 | 64.0 | 6784 | 0.1756 | 0.7468 | 0.8310 | 0.7867 | 71 | 0.7160 | 0.8923 | 0.7945 | 65 | 0.8509 | 0.9133 | 0.8810 | 150 | 0.6429 | 0.8182 | 0.7200 | 33 | 0.8333 | 0.8929 | 0.8621 | 28 | 0.7786 | 0.8818 | 0.8270 | 0.9593 | | 0.0381 | 65.0 | 6890 | 0.1817 | 0.7160 | 0.8169 | 0.7632 | 71 | 0.6744 | 0.8923 | 0.7682 | 65 | 0.8571 | 0.92 | 0.8875 | 150 | 0.675 | 0.8182 | 0.7397 | 33 | 0.8065 | 0.8929 | 0.8475 | 28 | 0.7669 | 0.8818 | 0.8204 | 0.9593 | | 0.0391 | 66.0 | 6996 | 0.1838 | 0.7403 | 0.8028 | 0.7703 | 71 | 0.6444 | 0.8923 | 0.7484 | 65 | 0.8571 | 0.92 | 0.8875 | 150 | 0.6136 | 0.8182 | 0.7013 | 33 | 0.8125 | 0.9286 | 0.8667 | 28 | 0.7574 | 0.8818 | 0.8149 | 0.9576 | | 0.0378 | 67.0 | 7102 | 0.1910 | 0.6867 | 0.8028 | 0.7403 | 71 | 0.6264 | 0.8769 | 0.7308 | 65 | 0.8634 | 0.9267 | 0.8939 | 150 | 0.6136 | 0.8182 | 0.7013 | 33 | 0.8333 | 0.8929 | 0.8621 | 28 | 0.7457 | 0.8790 | 0.8069 | 0.9551 | | 0.0385 | 68.0 | 7208 | 0.1831 | 0.7342 | 0.8169 | 0.7733 | 71 | 0.7024 | 0.9077 | 0.7919 | 65 | 0.8438 | 0.9 | 0.8710 | 150 | 0.6 | 0.8182 | 0.6923 | 33 | 0.8387 | 0.9286 | 0.8814 | 28 | 0.7644 | 0.8790 | 0.8177 | 0.9581 | | 0.0382 | 69.0 | 7314 | 0.1757 | 0.7532 | 0.8169 | 0.7838 | 71 | 0.6413 | 0.9077 | 0.7516 | 65 | 0.8509 | 0.9133 | 0.8810 | 150 | 0.6585 | 0.8182 | 0.7297 | 33 | 0.8125 | 0.9286 | 0.8667 | 28 | 0.7618 | 0.8847 | 0.8187 | 0.9590 | | 0.0363 | 70.0 | 7420 | 0.1788 | 0.7532 | 0.8169 | 0.7838 | 71 | 0.7108 | 0.9077 | 0.7973 | 65 | 0.8562 | 0.9133 | 0.8839 | 150 | 0.6279 | 0.8182 | 0.7105 | 33 | 0.8125 | 0.9286 | 0.8667 | 28 | 0.7772 | 0.8847 | 0.8275 | 0.9595 | | 0.0351 | 71.0 | 7526 | 0.1863 | 0.7342 | 0.8169 | 0.7733 | 71 | 0.6629 | 0.9077 | 0.7662 | 65 | 0.8519 | 0.92 | 0.8846 | 150 | 0.6279 | 0.8182 | 0.7105 | 33 | 0.8387 | 0.9286 | 0.8814 | 28 | 0.7624 | 0.8876 | 0.8202 | 0.9566 | | 0.0353 | 72.0 | 7632 | 0.1878 | 0.7160 | 0.8169 | 0.7632 | 71 | 0.6237 | 0.8923 | 0.7342 | 65 | 0.8562 | 0.9133 | 0.8839 | 150 | 0.6429 | 0.8182 | 0.7200 | 33 | 0.8387 | 0.9286 | 0.8814 | 28 | 0.7518 | 0.8818 | 0.8117 | 0.9556 | | 0.0343 | 73.0 | 7738 | 0.1781 | 0.7532 | 0.8169 | 0.7838 | 71 | 0.6591 | 0.8923 | 0.7582 | 65 | 0.85 | 0.9067 | 0.8774 | 150 | 0.6585 | 0.8182 | 0.7297 | 33 | 0.8387 | 0.9286 | 0.8814 | 28 | 0.7683 | 0.8790 | 0.8199 | 0.9576 | | 0.0338 | 74.0 | 7844 | 0.1821 | 0.7564 | 0.8310 | 0.7919 | 71 | 0.7073 | 0.8923 | 0.7891 | 65 | 0.85 | 0.9067 | 0.8774 | 150 | 0.6585 | 0.8182 | 0.7297 | 33 | 0.8966 | 0.9286 | 0.9123 | 28 | 0.7846 | 0.8818 | 0.8304 | 0.9617 | | 0.0338 | 75.0 | 7950 | 0.1850 | 0.7531 | 0.8592 | 0.8026 | 71 | 0.6988 | 0.8923 | 0.7838 | 65 | 0.85 | 0.9067 | 0.8774 | 150 | 0.6585 | 0.8182 | 0.7297 | 33 | 0.8387 | 0.9286 | 0.8814 | 28 | 0.7778 | 0.8876 | 0.8291 | 0.9610 | | 0.0348 | 76.0 | 8056 | 0.1825 | 0.7436 | 0.8169 | 0.7785 | 71 | 0.6667 | 0.8923 | 0.7632 | 65 | 0.85 | 0.9067 | 0.8774 | 150 | 0.6585 | 0.8182 | 0.7297 | 33 | 0.8065 | 0.8929 | 0.8475 | 28 | 0.7657 | 0.8761 | 0.8172 | 0.9597 | | 0.0349 | 77.0 | 8162 | 0.1837 | 0.7342 | 0.8169 | 0.7733 | 71 | 0.7215 | 0.8769 | 0.7917 | 65 | 0.8509 | 0.9133 | 0.8810 | 150 | 0.6585 | 0.8182 | 0.7297 | 33 | 0.8966 | 0.9286 | 0.9123 | 28 | 0.7841 | 0.8790 | 0.8288 | 0.9605 | | 0.0332 | 78.0 | 8268 | 0.1872 | 0.7532 | 0.8169 | 0.7838 | 71 | 0.6824 | 0.8923 | 0.7733 | 65 | 0.8634 | 0.9267 | 0.8939 | 150 | 0.6429 | 0.8182 | 0.7200 | 33 | 0.8966 | 0.9286 | 0.9123 | 28 | 0.7817 | 0.8876 | 0.8313 | 0.9597 | | 0.0348 | 79.0 | 8374 | 0.1814 | 0.7564 | 0.8310 | 0.7919 | 71 | 0.6824 | 0.8923 | 0.7733 | 65 | 0.8571 | 0.92 | 0.8875 | 150 | 0.6429 | 0.8182 | 0.7200 | 33 | 0.8966 | 0.9286 | 0.9123 | 28 | 0.7797 | 0.8876 | 0.8302 | 0.9593 | | 0.0327 | 80.0 | 8480 | 0.1867 | 0.7595 | 0.8451 | 0.8 | 71 | 0.6860 | 0.9077 | 0.7815 | 65 | 0.8580 | 0.9267 | 0.8910 | 150 | 0.6429 | 0.8182 | 0.7200 | 33 | 0.8621 | 0.8929 | 0.8772 | 28 | 0.7789 | 0.8934 | 0.8322 | 0.9588 | | 0.0304 | 81.0 | 8586 | 0.1898 | 0.7468 | 0.8310 | 0.7867 | 71 | 0.7073 | 0.8923 | 0.7891 | 65 | 0.8571 | 0.92 | 0.8875 | 150 | 0.6585 | 0.8182 | 0.7297 | 33 | 0.8387 | 0.9286 | 0.8814 | 28 | 0.7817 | 0.8876 | 0.8313 | 0.9605 | | 0.0311 | 82.0 | 8692 | 0.1901 | 0.7436 | 0.8169 | 0.7785 | 71 | 0.6782 | 0.9077 | 0.7763 | 65 | 0.8634 | 0.9267 | 0.8939 | 150 | 0.6429 | 0.8182 | 0.7200 | 33 | 0.8387 | 0.9286 | 0.8814 | 28 | 0.7744 | 0.8905 | 0.8284 | 0.9588 | | 0.0311 | 83.0 | 8798 | 0.1867 | 0.7308 | 0.8028 | 0.7651 | 71 | 0.6477 | 0.8769 | 0.7451 | 65 | 0.8634 | 0.9267 | 0.8939 | 150 | 0.6429 | 0.8182 | 0.7200 | 33 | 0.8333 | 0.8929 | 0.8621 | 28 | 0.7644 | 0.8790 | 0.8177 | 0.9583 | | 0.0311 | 84.0 | 8904 | 0.1912 | 0.725 | 0.8169 | 0.7682 | 71 | 0.6867 | 0.8769 | 0.7703 | 65 | 0.8625 | 0.92 | 0.8903 | 150 | 0.6279 | 0.8182 | 0.7105 | 33 | 0.8966 | 0.9286 | 0.9123 | 28 | 0.7747 | 0.8818 | 0.8248 | 0.9583 | | 0.0316 | 85.0 | 9010 | 0.1960 | 0.7375 | 0.8310 | 0.7815 | 71 | 0.6786 | 0.8769 | 0.7651 | 65 | 0.8634 | 0.9267 | 0.8939 | 150 | 0.6585 | 0.8182 | 0.7297 | 33 | 0.8667 | 0.9286 | 0.8966 | 28 | 0.7778 | 0.8876 | 0.8291 | 0.9585 | | 0.0302 | 86.0 | 9116 | 0.1916 | 0.75 | 0.8451 | 0.7947 | 71 | 0.6552 | 0.8769 | 0.75 | 65 | 0.8625 | 0.92 | 0.8903 | 150 | 0.6279 | 0.8182 | 0.7105 | 33 | 0.8966 | 0.9286 | 0.9123 | 28 | 0.7719 | 0.8876 | 0.8257 | 0.9588 | | 0.0302 | 87.0 | 9222 | 0.1926 | 0.7792 | 0.8451 | 0.8108 | 71 | 0.6517 | 0.8923 | 0.7532 | 65 | 0.8634 | 0.9267 | 0.8939 | 150 | 0.6429 | 0.8182 | 0.7200 | 33 | 0.8667 | 0.9286 | 0.8966 | 28 | 0.7769 | 0.8934 | 0.8311 | 0.9588 | | 0.0301 | 88.0 | 9328 | 0.1916 | 0.7468 | 0.8310 | 0.7867 | 71 | 0.6628 | 0.8769 | 0.7550 | 65 | 0.8634 | 0.9267 | 0.8939 | 150 | 0.6429 | 0.8182 | 0.7200 | 33 | 0.8667 | 0.9286 | 0.8966 | 28 | 0.7739 | 0.8876 | 0.8268 | 0.9588 | | 0.0291 | 89.0 | 9434 | 0.1988 | 0.75 | 0.8451 | 0.7947 | 71 | 0.6628 | 0.8769 | 0.7550 | 65 | 0.8679 | 0.92 | 0.8932 | 150 | 0.6 | 0.8182 | 0.6923 | 33 | 0.8125 | 0.9286 | 0.8667 | 28 | 0.7662 | 0.8876 | 0.8224 | 0.9571 | | 0.029 | 90.0 | 9540 | 0.1922 | 0.7662 | 0.8310 | 0.7973 | 71 | 0.6744 | 0.8923 | 0.7682 | 65 | 0.8634 | 0.9267 | 0.8939 | 150 | 0.6429 | 0.8182 | 0.7200 | 33 | 0.8387 | 0.9286 | 0.8814 | 28 | 0.7783 | 0.8905 | 0.8306 | 0.9595 | | 0.0281 | 91.0 | 9646 | 0.1938 | 0.7468 | 0.8310 | 0.7867 | 71 | 0.6628 | 0.8769 | 0.7550 | 65 | 0.8634 | 0.9267 | 0.8939 | 150 | 0.6429 | 0.8182 | 0.7200 | 33 | 0.8667 | 0.9286 | 0.8966 | 28 | 0.7739 | 0.8876 | 0.8268 | 0.9588 | | 0.0293 | 92.0 | 9752 | 0.1947 | 0.7125 | 0.8028 | 0.7550 | 71 | 0.6552 | 0.8769 | 0.75 | 65 | 0.8634 | 0.9267 | 0.8939 | 150 | 0.6429 | 0.8182 | 0.7200 | 33 | 0.8387 | 0.9286 | 0.8814 | 28 | 0.7631 | 0.8818 | 0.8182 | 0.9568 | | 0.0279 | 93.0 | 9858 | 0.1939 | 0.7195 | 0.8310 | 0.7712 | 71 | 0.6552 | 0.8769 | 0.75 | 65 | 0.8634 | 0.9267 | 0.8939 | 150 | 0.6429 | 0.8182 | 0.7200 | 33 | 0.8387 | 0.9286 | 0.8814 | 28 | 0.7643 | 0.8876 | 0.8213 | 0.9578 | | 0.0284 | 94.0 | 9964 | 0.1945 | 0.7073 | 0.8169 | 0.7582 | 71 | 0.6628 | 0.8769 | 0.7550 | 65 | 0.8571 | 0.92 | 0.8875 | 150 | 0.6585 | 0.8182 | 0.7297 | 33 | 0.8387 | 0.9286 | 0.8814 | 28 | 0.7631 | 0.8818 | 0.8182 | 0.9573 | | 0.0277 | 95.0 | 10070 | 0.1927 | 0.7436 | 0.8169 | 0.7785 | 71 | 0.6824 | 0.8923 | 0.7733 | 65 | 0.8571 | 0.92 | 0.8875 | 150 | 0.6585 | 0.8182 | 0.7297 | 33 | 0.8387 | 0.9286 | 0.8814 | 28 | 0.7753 | 0.8847 | 0.8264 | 0.9581 | | 0.0287 | 96.0 | 10176 | 0.1936 | 0.7564 | 0.8310 | 0.7919 | 71 | 0.6824 | 0.8923 | 0.7733 | 65 | 0.8571 | 0.92 | 0.8875 | 150 | 0.6585 | 0.8182 | 0.7297 | 33 | 0.8387 | 0.9286 | 0.8814 | 28 | 0.7778 | 0.8876 | 0.8291 | 0.9588 | | 0.0295 | 97.0 | 10282 | 0.1938 | 0.7595 | 0.8451 | 0.8 | 71 | 0.6824 | 0.8923 | 0.7733 | 65 | 0.8571 | 0.92 | 0.8875 | 150 | 0.6585 | 0.8182 | 0.7297 | 33 | 0.8387 | 0.9286 | 0.8814 | 28 | 0.7783 | 0.8905 | 0.8306 | 0.9588 | | 0.028 | 98.0 | 10388 | 0.1937 | 0.7595 | 0.8451 | 0.8 | 71 | 0.6824 | 0.8923 | 0.7733 | 65 | 0.8571 | 0.92 | 0.8875 | 150 | 0.6585 | 0.8182 | 0.7297 | 33 | 0.8387 | 0.9286 | 0.8814 | 28 | 0.7783 | 0.8905 | 0.8306 | 0.9585 | | 0.0288 | 99.0 | 10494 | 0.1938 | 0.7468 | 0.8310 | 0.7867 | 71 | 0.6744 | 0.8923 | 0.7682 | 65 | 0.8571 | 0.92 | 0.8875 | 150 | 0.6585 | 0.8182 | 0.7297 | 33 | 0.8387 | 0.9286 | 0.8814 | 28 | 0.7739 | 0.8876 | 0.8268 | 0.9581 | | 0.0272 | 100.0 | 10600 | 0.1937 | 0.7468 | 0.8310 | 0.7867 | 71 | 0.6824 | 0.8923 | 0.7733 | 65 | 0.8571 | 0.92 | 0.8875 | 150 | 0.6585 | 0.8182 | 0.7297 | 33 | 0.8387 | 0.9286 | 0.8814 | 28 | 0.7758 | 0.8876 | 0.8280 | 0.9585 | ### Framework versions - Transformers 4.39.3 - Pytorch 2.3.0+cu121 - Datasets 2.19.1 - Tokenizers 0.15.2