--- language: - id license: mit base_model: indolem/indobert-base-uncased tags: - generated_from_trainer model-index: - name: nerui-pt-pl20-1 results: [] --- # nerui-pt-pl20-1 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: 0.0469 - Location Precision: 0.9328 - Location Recall: 0.9569 - Location F1: 0.9447 - Location Number: 116 - Organization Precision: 0.9669 - Organization Recall: 0.9241 - Organization F1: 0.9450 - Organization Number: 158 - Person Precision: 0.9762 - Person Recall: 0.9919 - Person F1: 0.9840 - Person Number: 124 - Overall Precision: 0.9596 - Overall Recall: 0.9548 - Overall F1: 0.9572 - Overall Accuracy: 0.9912 ## 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 | Overall Precision | Overall Recall | Overall F1 | Overall Accuracy | |:-------------:|:-----:|:----:|:---------------:|:------------------:|:---------------:|:-----------:|:---------------:|:----------------------:|:-------------------:|:---------------:|:-------------------:|:----------------:|:-------------:|:---------:|:-------------:|:-----------------:|:--------------:|:----------:|:----------------:| | 0.8553 | 1.0 | 96 | 0.4029 | 0.0 | 0.0 | 0.0 | 116 | 0.2697 | 0.2595 | 0.2645 | 158 | 0.2832 | 0.2581 | 0.2700 | 124 | 0.2724 | 0.1834 | 0.2192 | 0.8644 | | 0.3858 | 2.0 | 192 | 0.2569 | 0.3727 | 0.3534 | 0.3628 | 116 | 0.5401 | 0.4684 | 0.5017 | 158 | 0.4053 | 0.6210 | 0.4904 | 124 | 0.4394 | 0.4824 | 0.4599 | 0.9163 | | 0.2184 | 3.0 | 288 | 0.1100 | 0.7154 | 0.7586 | 0.7364 | 116 | 0.6961 | 0.7975 | 0.7434 | 158 | 0.9242 | 0.9839 | 0.9531 | 124 | 0.7706 | 0.8442 | 0.8058 | 0.9654 | | 0.1431 | 4.0 | 384 | 0.0817 | 0.7891 | 0.8707 | 0.8279 | 116 | 0.8140 | 0.8861 | 0.8485 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.8525 | 0.9146 | 0.8824 | 0.9750 | | 0.1164 | 5.0 | 480 | 0.0710 | 0.88 | 0.7586 | 0.8148 | 116 | 0.8103 | 0.8924 | 0.8494 | 158 | 0.976 | 0.9839 | 0.9799 | 124 | 0.8797 | 0.8819 | 0.8808 | 0.9778 | | 0.1025 | 6.0 | 576 | 0.0525 | 0.8359 | 0.9224 | 0.8770 | 116 | 0.8875 | 0.8987 | 0.8931 | 158 | 0.9535 | 0.9919 | 0.9723 | 124 | 0.8921 | 0.9347 | 0.9129 | 0.9841 | | 0.089 | 7.0 | 672 | 0.0429 | 0.9052 | 0.9052 | 0.9052 | 116 | 0.8757 | 0.9367 | 0.9052 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9126 | 0.9447 | 0.9284 | 0.9868 | | 0.0784 | 8.0 | 768 | 0.0461 | 0.8571 | 0.9310 | 0.8926 | 116 | 0.8961 | 0.8734 | 0.8846 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9111 | 0.9271 | 0.9191 | 0.9846 | | 0.0736 | 9.0 | 864 | 0.0367 | 0.9091 | 0.9483 | 0.9283 | 116 | 0.9074 | 0.9304 | 0.9187 | 158 | 0.976 | 0.9839 | 0.9799 | 124 | 0.9289 | 0.9523 | 0.9404 | 0.9887 | | 0.0645 | 10.0 | 960 | 0.0383 | 0.875 | 0.9655 | 0.9180 | 116 | 0.9416 | 0.9177 | 0.9295 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9291 | 0.9548 | 0.9418 | 0.9879 | | 0.0601 | 11.0 | 1056 | 0.0351 | 0.9262 | 0.9741 | 0.9496 | 116 | 0.9375 | 0.9494 | 0.9434 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9484 | 0.9698 | 0.9590 | 0.9901 | | 0.059 | 12.0 | 1152 | 0.0355 | 0.8983 | 0.9138 | 0.9060 | 116 | 0.9423 | 0.9304 | 0.9363 | 158 | 0.9609 | 0.9919 | 0.9762 | 124 | 0.9353 | 0.9447 | 0.94 | 0.9893 | | 0.0534 | 13.0 | 1248 | 0.0377 | 0.9145 | 0.9224 | 0.9185 | 116 | 0.9618 | 0.9557 | 0.9587 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9501 | 0.9573 | 0.9537 | 0.9904 | | 0.0502 | 14.0 | 1344 | 0.0308 | 0.9391 | 0.9310 | 0.9351 | 116 | 0.9554 | 0.9494 | 0.9524 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9549 | 0.9573 | 0.9561 | 0.9912 | | 0.0454 | 15.0 | 1440 | 0.0347 | 0.8992 | 0.9224 | 0.9106 | 116 | 0.9423 | 0.9304 | 0.9363 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9378 | 0.9472 | 0.9425 | 0.9896 | | 0.0451 | 16.0 | 1536 | 0.0302 | 0.9244 | 0.9483 | 0.9362 | 116 | 0.9608 | 0.9304 | 0.9453 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9548 | 0.9548 | 0.9548 | 0.9909 | | 0.0436 | 17.0 | 1632 | 0.0330 | 0.9091 | 0.9483 | 0.9283 | 116 | 0.9542 | 0.9241 | 0.9389 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9475 | 0.9523 | 0.9499 | 0.9904 | | 0.0407 | 18.0 | 1728 | 0.0355 | 0.9167 | 0.9483 | 0.9322 | 116 | 0.9542 | 0.9241 | 0.9389 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9523 | 0.9523 | 0.9523 | 0.9909 | | 0.0385 | 19.0 | 1824 | 0.0362 | 0.9145 | 0.9224 | 0.9185 | 116 | 0.9481 | 0.9241 | 0.9359 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9471 | 0.9447 | 0.9459 | 0.9887 | | 0.0351 | 20.0 | 1920 | 0.0373 | 0.9402 | 0.9483 | 0.9442 | 116 | 0.9367 | 0.9367 | 0.9367 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9501 | 0.9573 | 0.9537 | 0.9896 | | 0.0353 | 21.0 | 2016 | 0.0340 | 0.9244 | 0.9483 | 0.9362 | 116 | 0.9673 | 0.9367 | 0.9518 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9573 | 0.9573 | 0.9573 | 0.9912 | | 0.0332 | 22.0 | 2112 | 0.0351 | 0.9231 | 0.9310 | 0.9270 | 116 | 0.9419 | 0.9241 | 0.9329 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9472 | 0.9472 | 0.9472 | 0.9901 | | 0.0329 | 23.0 | 2208 | 0.0311 | 0.9316 | 0.9397 | 0.9356 | 116 | 0.9613 | 0.9430 | 0.9521 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9573 | 0.9573 | 0.9573 | 0.9912 | | 0.0332 | 24.0 | 2304 | 0.0341 | 0.9333 | 0.9655 | 0.9492 | 116 | 0.9481 | 0.9241 | 0.9359 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9549 | 0.9573 | 0.9561 | 0.9904 | | 0.0302 | 25.0 | 2400 | 0.0358 | 0.9231 | 0.9310 | 0.9270 | 116 | 0.9487 | 0.9367 | 0.9427 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9499 | 0.9523 | 0.9511 | 0.9907 | | 0.0314 | 26.0 | 2496 | 0.0319 | 0.9402 | 0.9483 | 0.9442 | 116 | 0.9554 | 0.9494 | 0.9524 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9551 | 0.9623 | 0.9587 | 0.9912 | | 0.0297 | 27.0 | 2592 | 0.0327 | 0.9322 | 0.9483 | 0.9402 | 116 | 0.9545 | 0.9304 | 0.9423 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9572 | 0.9548 | 0.9560 | 0.9912 | | 0.0265 | 28.0 | 2688 | 0.0388 | 0.9091 | 0.9483 | 0.9283 | 116 | 0.9359 | 0.9241 | 0.9299 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9428 | 0.9523 | 0.9475 | 0.9904 | | 0.027 | 29.0 | 2784 | 0.0404 | 0.9091 | 0.9483 | 0.9283 | 116 | 0.9539 | 0.9177 | 0.9355 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9474 | 0.9497 | 0.9486 | 0.9898 | | 0.0273 | 30.0 | 2880 | 0.0402 | 0.9469 | 0.9224 | 0.9345 | 116 | 0.9551 | 0.9430 | 0.9490 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9595 | 0.9523 | 0.9559 | 0.9909 | | 0.0245 | 31.0 | 2976 | 0.0348 | 0.9328 | 0.9569 | 0.9447 | 116 | 0.9605 | 0.9241 | 0.9419 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9572 | 0.9548 | 0.9560 | 0.9907 | | 0.0221 | 32.0 | 3072 | 0.0366 | 0.9316 | 0.9397 | 0.9356 | 116 | 0.9481 | 0.9241 | 0.9359 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9545 | 0.9497 | 0.9521 | 0.9909 | | 0.023 | 33.0 | 3168 | 0.0401 | 0.9402 | 0.9483 | 0.9442 | 116 | 0.9799 | 0.9241 | 0.9511 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9668 | 0.9523 | 0.9595 | 0.9893 | | 0.0219 | 34.0 | 3264 | 0.0348 | 0.9407 | 0.9569 | 0.9487 | 116 | 0.9551 | 0.9430 | 0.9490 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9551 | 0.9623 | 0.9587 | 0.9915 | | 0.0227 | 35.0 | 3360 | 0.0399 | 0.9310 | 0.9310 | 0.9310 | 116 | 0.9605 | 0.9241 | 0.9419 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9544 | 0.9472 | 0.9508 | 0.9882 | | 0.0194 | 36.0 | 3456 | 0.0370 | 0.92 | 0.9914 | 0.9544 | 116 | 0.9737 | 0.9367 | 0.9548 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9602 | 0.9698 | 0.965 | 0.9915 | | 0.0204 | 37.0 | 3552 | 0.0382 | 0.9333 | 0.9655 | 0.9492 | 116 | 0.98 | 0.9304 | 0.9545 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9646 | 0.9598 | 0.9622 | 0.9904 | | 0.0193 | 38.0 | 3648 | 0.0404 | 0.9237 | 0.9397 | 0.9316 | 116 | 0.9608 | 0.9304 | 0.9453 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9547 | 0.9523 | 0.9535 | 0.9896 | | 0.0193 | 39.0 | 3744 | 0.0359 | 0.9487 | 0.9569 | 0.9528 | 116 | 0.9675 | 0.9430 | 0.9551 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9672 | 0.9623 | 0.9647 | 0.9923 | | 0.0191 | 40.0 | 3840 | 0.0344 | 0.9391 | 0.9310 | 0.9351 | 116 | 0.9551 | 0.9430 | 0.9490 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9572 | 0.9548 | 0.9560 | 0.9920 | | 0.0183 | 41.0 | 3936 | 0.0376 | 0.9008 | 0.9397 | 0.9198 | 116 | 0.9419 | 0.9241 | 0.9329 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9403 | 0.9497 | 0.9450 | 0.9901 | | 0.0181 | 42.0 | 4032 | 0.0334 | 0.925 | 0.9569 | 0.9407 | 116 | 0.9434 | 0.9494 | 0.9464 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9481 | 0.9648 | 0.9564 | 0.9923 | | 0.016 | 43.0 | 4128 | 0.0330 | 0.9478 | 0.9397 | 0.9437 | 116 | 0.9430 | 0.9430 | 0.9430 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9549 | 0.9573 | 0.9561 | 0.9918 | | 0.0173 | 44.0 | 4224 | 0.0468 | 0.9316 | 0.9397 | 0.9356 | 116 | 0.9733 | 0.9241 | 0.9481 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9594 | 0.9497 | 0.9545 | 0.9879 | | 0.0154 | 45.0 | 4320 | 0.0409 | 0.9322 | 0.9483 | 0.9402 | 116 | 0.9539 | 0.9177 | 0.9355 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9545 | 0.9497 | 0.9521 | 0.9893 | | 0.0155 | 46.0 | 4416 | 0.0379 | 0.9487 | 0.9569 | 0.9528 | 116 | 0.9542 | 0.9241 | 0.9389 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9596 | 0.9548 | 0.9572 | 0.9904 | | 0.0145 | 47.0 | 4512 | 0.0426 | 0.9328 | 0.9569 | 0.9447 | 116 | 0.9542 | 0.9241 | 0.9389 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9548 | 0.9548 | 0.9548 | 0.9904 | | 0.0154 | 48.0 | 4608 | 0.0398 | 0.9322 | 0.9483 | 0.9402 | 116 | 0.9477 | 0.9177 | 0.9325 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9545 | 0.9497 | 0.9521 | 0.9907 | | 0.0151 | 49.0 | 4704 | 0.0425 | 0.9322 | 0.9483 | 0.9402 | 116 | 0.9669 | 0.9241 | 0.9450 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9619 | 0.9523 | 0.9571 | 0.9904 | | 0.0138 | 50.0 | 4800 | 0.0427 | 0.9106 | 0.9655 | 0.9372 | 116 | 0.9474 | 0.9114 | 0.9290 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9451 | 0.9523 | 0.9487 | 0.9901 | | 0.015 | 51.0 | 4896 | 0.0398 | 0.9268 | 0.9828 | 0.9540 | 116 | 0.9735 | 0.9304 | 0.9515 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.96 | 0.9648 | 0.9624 | 0.9918 | | 0.0146 | 52.0 | 4992 | 0.0378 | 0.9402 | 0.9483 | 0.9442 | 116 | 0.9484 | 0.9304 | 0.9393 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9548 | 0.9548 | 0.9548 | 0.9912 | | 0.0121 | 53.0 | 5088 | 0.0450 | 0.9328 | 0.9569 | 0.9447 | 116 | 0.9542 | 0.9241 | 0.9389 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9548 | 0.9548 | 0.9548 | 0.9898 | | 0.0136 | 54.0 | 5184 | 0.0422 | 0.9328 | 0.9569 | 0.9447 | 116 | 0.9542 | 0.9241 | 0.9389 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9548 | 0.9548 | 0.9548 | 0.9901 | | 0.0135 | 55.0 | 5280 | 0.0438 | 0.9328 | 0.9569 | 0.9447 | 116 | 0.9474 | 0.9114 | 0.9290 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9545 | 0.9497 | 0.9521 | 0.9904 | | 0.012 | 56.0 | 5376 | 0.0425 | 0.9407 | 0.9569 | 0.9487 | 116 | 0.9481 | 0.9241 | 0.9359 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9548 | 0.9548 | 0.9548 | 0.9909 | | 0.0136 | 57.0 | 5472 | 0.0422 | 0.9402 | 0.9483 | 0.9442 | 116 | 0.9474 | 0.9114 | 0.9290 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9544 | 0.9472 | 0.9508 | 0.9907 | | 0.0133 | 58.0 | 5568 | 0.0454 | 0.9328 | 0.9569 | 0.9447 | 116 | 0.9539 | 0.9177 | 0.9355 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9547 | 0.9523 | 0.9535 | 0.9907 | | 0.0119 | 59.0 | 5664 | 0.0445 | 0.9339 | 0.9741 | 0.9536 | 116 | 0.9669 | 0.9241 | 0.9450 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9598 | 0.9598 | 0.9598 | 0.9915 | | 0.0112 | 60.0 | 5760 | 0.0496 | 0.9417 | 0.9741 | 0.9576 | 116 | 0.9539 | 0.9177 | 0.9355 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9573 | 0.9573 | 0.9573 | 0.9898 | | 0.0116 | 61.0 | 5856 | 0.0454 | 0.9417 | 0.9741 | 0.9576 | 116 | 0.9608 | 0.9304 | 0.9453 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9599 | 0.9623 | 0.9611 | 0.9907 | | 0.0128 | 62.0 | 5952 | 0.0498 | 0.9106 | 0.9655 | 0.9372 | 116 | 0.9603 | 0.9177 | 0.9385 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.95 | 0.9548 | 0.9524 | 0.9890 | | 0.0103 | 63.0 | 6048 | 0.0450 | 0.9417 | 0.9741 | 0.9576 | 116 | 0.9675 | 0.9430 | 0.9551 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9625 | 0.9673 | 0.9649 | 0.9915 | | 0.0121 | 64.0 | 6144 | 0.0455 | 0.9487 | 0.9569 | 0.9528 | 116 | 0.9539 | 0.9177 | 0.9355 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9595 | 0.9523 | 0.9559 | 0.9901 | | 0.0122 | 65.0 | 6240 | 0.0478 | 0.9262 | 0.9741 | 0.9496 | 116 | 0.9669 | 0.9241 | 0.9450 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9574 | 0.9598 | 0.9586 | 0.9898 | | 0.0104 | 66.0 | 6336 | 0.0490 | 0.9412 | 0.9655 | 0.9532 | 116 | 0.9363 | 0.9304 | 0.9333 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9502 | 0.9598 | 0.9550 | 0.9904 | | 0.0092 | 67.0 | 6432 | 0.0465 | 0.9496 | 0.9741 | 0.9617 | 116 | 0.9542 | 0.9241 | 0.9389 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9574 | 0.9598 | 0.9586 | 0.9898 | | 0.0112 | 68.0 | 6528 | 0.0434 | 0.9492 | 0.9655 | 0.9573 | 116 | 0.9490 | 0.9430 | 0.9460 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9576 | 0.9648 | 0.9612 | 0.9909 | | 0.0104 | 69.0 | 6624 | 0.0477 | 0.9402 | 0.9483 | 0.9442 | 116 | 0.9416 | 0.9177 | 0.9295 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9521 | 0.9497 | 0.9509 | 0.9893 | | 0.0095 | 70.0 | 6720 | 0.0432 | 0.9417 | 0.9741 | 0.9576 | 116 | 0.98 | 0.9304 | 0.9545 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9672 | 0.9623 | 0.9647 | 0.9918 | | 0.0095 | 71.0 | 6816 | 0.0426 | 0.9478 | 0.9397 | 0.9437 | 116 | 0.9545 | 0.9304 | 0.9423 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9571 | 0.9523 | 0.9547 | 0.9904 | | 0.0086 | 72.0 | 6912 | 0.0440 | 0.925 | 0.9569 | 0.9407 | 116 | 0.9539 | 0.9177 | 0.9355 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9523 | 0.9523 | 0.9523 | 0.9904 | | 0.0091 | 73.0 | 7008 | 0.0508 | 0.9333 | 0.9655 | 0.9492 | 116 | 0.9658 | 0.8924 | 0.9276 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9616 | 0.9447 | 0.9531 | 0.9890 | | 0.0088 | 74.0 | 7104 | 0.0479 | 0.9402 | 0.9483 | 0.9442 | 116 | 0.9605 | 0.9241 | 0.9419 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9595 | 0.9523 | 0.9559 | 0.9901 | | 0.0082 | 75.0 | 7200 | 0.0475 | 0.9407 | 0.9569 | 0.9487 | 116 | 0.9419 | 0.9241 | 0.9329 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9524 | 0.9548 | 0.9536 | 0.9907 | | 0.0085 | 76.0 | 7296 | 0.0492 | 0.9328 | 0.9569 | 0.9447 | 116 | 0.9419 | 0.9241 | 0.9329 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.95 | 0.9548 | 0.9524 | 0.9901 | | 0.0078 | 77.0 | 7392 | 0.0510 | 0.9407 | 0.9569 | 0.9487 | 116 | 0.9481 | 0.9241 | 0.9359 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9548 | 0.9548 | 0.9548 | 0.9904 | | 0.0092 | 78.0 | 7488 | 0.0500 | 0.9322 | 0.9483 | 0.9402 | 116 | 0.9477 | 0.9177 | 0.9325 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9521 | 0.9497 | 0.9509 | 0.9898 | | 0.0082 | 79.0 | 7584 | 0.0487 | 0.9397 | 0.9397 | 0.9397 | 116 | 0.9545 | 0.9304 | 0.9423 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9547 | 0.9523 | 0.9535 | 0.9907 | | 0.0087 | 80.0 | 7680 | 0.0482 | 0.9402 | 0.9483 | 0.9442 | 116 | 0.9542 | 0.9241 | 0.9389 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9571 | 0.9523 | 0.9547 | 0.9909 | | 0.0076 | 81.0 | 7776 | 0.0457 | 0.9402 | 0.9483 | 0.9442 | 116 | 0.9542 | 0.9241 | 0.9389 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9571 | 0.9523 | 0.9547 | 0.9909 | | 0.007 | 82.0 | 7872 | 0.0472 | 0.9402 | 0.9483 | 0.9442 | 116 | 0.9605 | 0.9241 | 0.9419 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9595 | 0.9523 | 0.9559 | 0.9907 | | 0.0063 | 83.0 | 7968 | 0.0459 | 0.9402 | 0.9483 | 0.9442 | 116 | 0.9671 | 0.9304 | 0.9484 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9620 | 0.9548 | 0.9584 | 0.9909 | | 0.0075 | 84.0 | 8064 | 0.0462 | 0.9407 | 0.9569 | 0.9487 | 116 | 0.9542 | 0.9241 | 0.9389 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9572 | 0.9548 | 0.9560 | 0.9909 | | 0.0077 | 85.0 | 8160 | 0.0500 | 0.9316 | 0.9397 | 0.9356 | 116 | 0.9605 | 0.9241 | 0.9419 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9570 | 0.9497 | 0.9533 | 0.9901 | | 0.0084 | 86.0 | 8256 | 0.0504 | 0.9328 | 0.9569 | 0.9447 | 116 | 0.9669 | 0.9241 | 0.9450 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9596 | 0.9548 | 0.9572 | 0.9904 | | 0.0089 | 87.0 | 8352 | 0.0507 | 0.9407 | 0.9569 | 0.9487 | 116 | 0.9671 | 0.9304 | 0.9484 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9621 | 0.9573 | 0.9597 | 0.9901 | | 0.007 | 88.0 | 8448 | 0.0485 | 0.9402 | 0.9483 | 0.9442 | 116 | 0.9603 | 0.9177 | 0.9385 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9594 | 0.9497 | 0.9545 | 0.9907 | | 0.0075 | 89.0 | 8544 | 0.0471 | 0.9316 | 0.9397 | 0.9356 | 116 | 0.9605 | 0.9241 | 0.9419 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9570 | 0.9497 | 0.9533 | 0.9904 | | 0.0074 | 90.0 | 8640 | 0.0485 | 0.9407 | 0.9569 | 0.9487 | 116 | 0.9669 | 0.9241 | 0.9450 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9620 | 0.9548 | 0.9584 | 0.9909 | | 0.0067 | 91.0 | 8736 | 0.0497 | 0.9322 | 0.9483 | 0.9402 | 116 | 0.9669 | 0.9241 | 0.9450 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9595 | 0.9523 | 0.9559 | 0.9907 | | 0.0074 | 92.0 | 8832 | 0.0492 | 0.9328 | 0.9569 | 0.9447 | 116 | 0.9669 | 0.9241 | 0.9450 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9596 | 0.9548 | 0.9572 | 0.9912 | | 0.0067 | 93.0 | 8928 | 0.0466 | 0.9328 | 0.9569 | 0.9447 | 116 | 0.9671 | 0.9304 | 0.9484 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9597 | 0.9573 | 0.9585 | 0.9912 | | 0.0076 | 94.0 | 9024 | 0.0460 | 0.9407 | 0.9569 | 0.9487 | 116 | 0.9671 | 0.9304 | 0.9484 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9621 | 0.9573 | 0.9597 | 0.9918 | | 0.0063 | 95.0 | 9120 | 0.0467 | 0.9328 | 0.9569 | 0.9447 | 116 | 0.9669 | 0.9241 | 0.9450 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9596 | 0.9548 | 0.9572 | 0.9912 | | 0.0064 | 96.0 | 9216 | 0.0467 | 0.9412 | 0.9655 | 0.9532 | 116 | 0.9669 | 0.9241 | 0.9450 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9621 | 0.9573 | 0.9597 | 0.9912 | | 0.0068 | 97.0 | 9312 | 0.0470 | 0.9412 | 0.9655 | 0.9532 | 116 | 0.9669 | 0.9241 | 0.9450 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9621 | 0.9573 | 0.9597 | 0.9912 | | 0.0061 | 98.0 | 9408 | 0.0471 | 0.9328 | 0.9569 | 0.9447 | 116 | 0.9669 | 0.9241 | 0.9450 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9596 | 0.9548 | 0.9572 | 0.9912 | | 0.0068 | 99.0 | 9504 | 0.0470 | 0.9328 | 0.9569 | 0.9447 | 116 | 0.9669 | 0.9241 | 0.9450 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9596 | 0.9548 | 0.9572 | 0.9912 | | 0.0068 | 100.0 | 9600 | 0.0469 | 0.9328 | 0.9569 | 0.9447 | 116 | 0.9669 | 0.9241 | 0.9450 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9596 | 0.9548 | 0.9572 | 0.9912 | ### Framework versions - Transformers 4.39.3 - Pytorch 2.3.0+cu121 - Datasets 2.19.1 - Tokenizers 0.15.2