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--- |
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language: |
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- id |
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license: mit |
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base_model: indolem/indobert-base-uncased |
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tags: |
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- generated_from_trainer |
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model-index: |
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- name: nerui-pt-pl20-1 |
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results: [] |
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--- |
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<!-- This model card has been generated automatically according to the information the Trainer had access to. You |
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should probably proofread and complete it, then remove this comment. --> |
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# nerui-pt-pl20-1 |
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This model is a fine-tuned version of [indolem/indobert-base-uncased](https://huggingface.co./indolem/indobert-base-uncased) on an unknown dataset. |
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It achieves the following results on the evaluation set: |
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- Loss: 0.0494 |
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- Location Precision: 0.9091 |
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- Location Recall: 0.9483 |
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- Location F1: 0.9283 |
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- Location Number: 116 |
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- Organization Precision: 0.9801 |
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- Organization Recall: 0.9367 |
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- Organization F1: 0.9579 |
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- Organization Number: 158 |
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- Person Precision: 0.976 |
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- Person Recall: 0.9839 |
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- Person F1: 0.9799 |
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- Person Number: 124 |
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- Overall Precision: 0.9572 |
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- Overall Recall: 0.9548 |
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- Overall F1: 0.9560 |
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- Overall Accuracy: 0.9912 |
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## Model description |
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More information needed |
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## Intended uses & limitations |
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More information needed |
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## Training and evaluation data |
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More information needed |
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## Training procedure |
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### Training hyperparameters |
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The following hyperparameters were used during training: |
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- learning_rate: 5e-05 |
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- train_batch_size: 16 |
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- eval_batch_size: 64 |
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- seed: 42 |
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 |
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- lr_scheduler_type: linear |
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- num_epochs: 100.0 |
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### Training results |
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| 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 | |
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|:-------------:|:-----:|:----:|:---------------:|:------------------:|:---------------:|:-----------:|:---------------:|:----------------------:|:-------------------:|:---------------:|:-------------------:|:----------------:|:-------------:|:---------:|:-------------:|:-----------------:|:--------------:|:----------:|:----------------:| |
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| 0.8462 | 1.0 | 96 | 0.3964 | 0.0 | 0.0 | 0.0 | 116 | 0.2258 | 0.3101 | 0.2613 | 158 | 0.2653 | 0.3145 | 0.2878 | 124 | 0.2398 | 0.2211 | 0.2301 | 0.8663 | |
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| 0.3755 | 2.0 | 192 | 0.2420 | 0.4016 | 0.4224 | 0.4118 | 116 | 0.5724 | 0.5253 | 0.5479 | 158 | 0.4852 | 0.6613 | 0.5597 | 124 | 0.4908 | 0.5377 | 0.5132 | 0.9251 | |
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| 0.2104 | 3.0 | 288 | 0.0953 | 0.8407 | 0.8190 | 0.8297 | 116 | 0.7308 | 0.8418 | 0.7824 | 158 | 0.9248 | 0.9919 | 0.9572 | 124 | 0.8201 | 0.8819 | 0.8499 | 0.9717 | |
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| 0.1323 | 4.0 | 384 | 0.0760 | 0.7704 | 0.8966 | 0.8287 | 116 | 0.7624 | 0.8734 | 0.8142 | 158 | 0.9462 | 0.9919 | 0.9685 | 124 | 0.8184 | 0.9171 | 0.8649 | 0.9745 | |
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| 0.1138 | 5.0 | 480 | 0.0559 | 0.8889 | 0.8276 | 0.8571 | 116 | 0.875 | 0.9304 | 0.9018 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9082 | 0.9196 | 0.9139 | 0.9830 | |
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| 0.0958 | 6.0 | 576 | 0.0495 | 0.8140 | 0.9052 | 0.8571 | 116 | 0.9133 | 0.8671 | 0.8896 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9035 | 0.9171 | 0.9102 | 0.9846 | |
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| 0.0842 | 7.0 | 672 | 0.0435 | 0.9259 | 0.8621 | 0.8929 | 116 | 0.8555 | 0.9367 | 0.8943 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9138 | 0.9322 | 0.9229 | 0.9860 | |
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| 0.0741 | 8.0 | 768 | 0.0411 | 0.872 | 0.9397 | 0.9046 | 116 | 0.9276 | 0.8924 | 0.9097 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9279 | 0.9372 | 0.9325 | 0.9871 | |
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| 0.0704 | 9.0 | 864 | 0.0379 | 0.9256 | 0.9655 | 0.9451 | 116 | 0.9202 | 0.9494 | 0.9346 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9390 | 0.9673 | 0.9530 | 0.9896 | |
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| 0.063 | 10.0 | 960 | 0.0403 | 0.8550 | 0.9655 | 0.9069 | 116 | 0.9536 | 0.9114 | 0.9320 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9312 | 0.9523 | 0.9416 | 0.9865 | |
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| 0.0579 | 11.0 | 1056 | 0.0379 | 0.9083 | 0.9397 | 0.9237 | 116 | 0.9130 | 0.9304 | 0.9216 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9289 | 0.9523 | 0.9404 | 0.9885 | |
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| 0.053 | 12.0 | 1152 | 0.0353 | 0.9091 | 0.9483 | 0.9283 | 116 | 0.9801 | 0.9367 | 0.9579 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9597 | 0.9573 | 0.9585 | 0.9904 | |
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| 0.0512 | 13.0 | 1248 | 0.0365 | 0.9008 | 0.9397 | 0.9198 | 116 | 0.96 | 0.9114 | 0.9351 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9495 | 0.9447 | 0.9471 | 0.9890 | |
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| 0.0478 | 14.0 | 1344 | 0.0315 | 0.8974 | 0.9052 | 0.9013 | 116 | 0.9423 | 0.9304 | 0.9363 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9422 | 0.9422 | 0.9422 | 0.9890 | |
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| 0.0459 | 15.0 | 1440 | 0.0356 | 0.9160 | 0.9397 | 0.9277 | 116 | 0.9363 | 0.9304 | 0.9333 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9428 | 0.9523 | 0.9475 | 0.9893 | |
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| 0.0442 | 16.0 | 1536 | 0.0345 | 0.8934 | 0.9397 | 0.9160 | 116 | 0.9477 | 0.9177 | 0.9325 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9425 | 0.9472 | 0.9449 | 0.9896 | |
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| 0.0388 | 17.0 | 1632 | 0.0335 | 0.9174 | 0.9569 | 0.9367 | 116 | 0.9419 | 0.9241 | 0.9329 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9429 | 0.9548 | 0.9488 | 0.9901 | |
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| 0.0394 | 18.0 | 1728 | 0.0329 | 0.9407 | 0.9569 | 0.9487 | 116 | 0.9608 | 0.9304 | 0.9453 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9597 | 0.9573 | 0.9585 | 0.9904 | |
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| 0.0367 | 19.0 | 1824 | 0.0338 | 0.925 | 0.9569 | 0.9407 | 116 | 0.9796 | 0.9114 | 0.9443 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9618 | 0.9497 | 0.9558 | 0.9904 | |
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| 0.0348 | 20.0 | 1920 | 0.0384 | 0.9407 | 0.9569 | 0.9487 | 116 | 0.9231 | 0.9114 | 0.9172 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.945 | 0.9497 | 0.9474 | 0.9887 | |
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| 0.0334 | 21.0 | 2016 | 0.0353 | 0.9091 | 0.9483 | 0.9283 | 116 | 0.9539 | 0.9177 | 0.9355 | 158 | 0.9609 | 0.9919 | 0.9762 | 124 | 0.9426 | 0.9497 | 0.9462 | 0.9890 | |
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| 0.0308 | 22.0 | 2112 | 0.0351 | 0.9262 | 0.9741 | 0.9496 | 116 | 0.9795 | 0.9051 | 0.9408 | 158 | 0.9609 | 0.9919 | 0.9762 | 124 | 0.9571 | 0.9523 | 0.9547 | 0.9893 | |
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| 0.0303 | 23.0 | 2208 | 0.0354 | 0.9256 | 0.9655 | 0.9451 | 116 | 0.9733 | 0.9241 | 0.9481 | 158 | 0.9839 | 0.9839 | 0.9839 | 124 | 0.9620 | 0.9548 | 0.9584 | 0.9912 | |
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| 0.0282 | 24.0 | 2304 | 0.0345 | 0.9316 | 0.9397 | 0.9356 | 116 | 0.9434 | 0.9494 | 0.9464 | 158 | 0.9609 | 0.9919 | 0.9762 | 124 | 0.9455 | 0.9598 | 0.9526 | 0.9898 | |
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| 0.0295 | 25.0 | 2400 | 0.0395 | 0.9244 | 0.9483 | 0.9362 | 116 | 0.9671 | 0.9304 | 0.9484 | 158 | 0.9609 | 0.9919 | 0.9762 | 124 | 0.9524 | 0.9548 | 0.9536 | 0.9901 | |
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| 0.0275 | 26.0 | 2496 | 0.0399 | 0.9106 | 0.9655 | 0.9372 | 116 | 0.9864 | 0.9177 | 0.9508 | 158 | 0.9609 | 0.9919 | 0.9762 | 124 | 0.9548 | 0.9548 | 0.9548 | 0.9896 | |
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| 0.0255 | 27.0 | 2592 | 0.0363 | 0.9402 | 0.9483 | 0.9442 | 116 | 0.9290 | 0.9114 | 0.9201 | 158 | 0.9609 | 0.9919 | 0.9762 | 124 | 0.9425 | 0.9472 | 0.9449 | 0.9896 | |
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| 0.0245 | 28.0 | 2688 | 0.0439 | 0.9167 | 0.9483 | 0.9322 | 116 | 0.9367 | 0.9367 | 0.9367 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9431 | 0.9573 | 0.9501 | 0.9890 | |
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| 0.0233 | 29.0 | 2784 | 0.0421 | 0.896 | 0.9655 | 0.9295 | 116 | 0.9866 | 0.9304 | 0.9577 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.955 | 0.9598 | 0.9574 | 0.9896 | |
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| 0.023 | 30.0 | 2880 | 0.0435 | 0.9138 | 0.9138 | 0.9138 | 116 | 0.9481 | 0.9241 | 0.9359 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9494 | 0.9422 | 0.9458 | 0.9885 | |
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| 0.0238 | 31.0 | 2976 | 0.0374 | 0.9076 | 0.9310 | 0.9191 | 116 | 0.9667 | 0.9177 | 0.9416 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9519 | 0.9447 | 0.9483 | 0.9893 | |
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| 0.0214 | 32.0 | 3072 | 0.0383 | 0.9237 | 0.9397 | 0.9316 | 116 | 0.9737 | 0.9367 | 0.9548 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9620 | 0.9548 | 0.9584 | 0.9915 | |
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| 0.021 | 33.0 | 3168 | 0.0385 | 0.9231 | 0.9310 | 0.9270 | 116 | 0.9539 | 0.9177 | 0.9355 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9543 | 0.9447 | 0.9495 | 0.9907 | |
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| 0.0219 | 34.0 | 3264 | 0.0514 | 0.8952 | 0.9569 | 0.925 | 116 | 0.9533 | 0.9051 | 0.9286 | 158 | 0.9609 | 0.9919 | 0.9762 | 124 | 0.9378 | 0.9472 | 0.9425 | 0.9871 | |
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| 0.0204 | 35.0 | 3360 | 0.0407 | 0.9244 | 0.9483 | 0.9362 | 116 | 0.9733 | 0.9241 | 0.9481 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9619 | 0.9523 | 0.9571 | 0.9907 | |
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| 0.0186 | 36.0 | 3456 | 0.0408 | 0.9174 | 0.9569 | 0.9367 | 116 | 0.9669 | 0.9241 | 0.9450 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9572 | 0.9548 | 0.9560 | 0.9907 | |
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| 0.0198 | 37.0 | 3552 | 0.0467 | 0.9310 | 0.9310 | 0.9310 | 116 | 0.96 | 0.9114 | 0.9351 | 158 | 0.9535 | 0.9919 | 0.9723 | 124 | 0.9494 | 0.9422 | 0.9458 | 0.9890 | |
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| 0.0193 | 38.0 | 3648 | 0.0431 | 0.9328 | 0.9569 | 0.9447 | 116 | 0.9730 | 0.9114 | 0.9412 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9594 | 0.9497 | 0.9545 | 0.9901 | |
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| 0.0187 | 39.0 | 3744 | 0.0480 | 0.9174 | 0.9569 | 0.9367 | 116 | 0.9724 | 0.8924 | 0.9307 | 158 | 0.9609 | 0.9919 | 0.9762 | 124 | 0.9518 | 0.9422 | 0.9470 | 0.9885 | |
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| 0.0189 | 40.0 | 3840 | 0.0398 | 0.9091 | 0.9483 | 0.9283 | 116 | 0.9726 | 0.8987 | 0.9342 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9542 | 0.9422 | 0.9482 | 0.9904 | |
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| 0.0163 | 41.0 | 3936 | 0.0398 | 0.9237 | 0.9397 | 0.9316 | 116 | 0.9539 | 0.9177 | 0.9355 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.9495 | 0.9447 | 0.9471 | 0.9898 | |
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| 0.0181 | 42.0 | 4032 | 0.0466 | 0.9194 | 0.9828 | 0.95 | 116 | 0.9722 | 0.8861 | 0.9272 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9593 | 0.9472 | 0.9532 | 0.9896 | |
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| 0.0153 | 43.0 | 4128 | 0.0451 | 0.9244 | 0.9483 | 0.9362 | 116 | 0.9660 | 0.8987 | 0.9311 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9591 | 0.9422 | 0.9506 | 0.9896 | |
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| 0.017 | 44.0 | 4224 | 0.0465 | 0.925 | 0.9569 | 0.9407 | 116 | 0.9416 | 0.9177 | 0.9295 | 158 | 0.976 | 0.9839 | 0.9799 | 124 | 0.9474 | 0.9497 | 0.9486 | 0.9885 | |
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| 0.0159 | 45.0 | 4320 | 0.0450 | 0.9167 | 0.9483 | 0.9322 | 116 | 0.9662 | 0.9051 | 0.9346 | 158 | 0.976 | 0.9839 | 0.9799 | 124 | 0.9542 | 0.9422 | 0.9482 | 0.9898 | |
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| 0.0156 | 46.0 | 4416 | 0.0498 | 0.9256 | 0.9655 | 0.9451 | 116 | 0.9595 | 0.8987 | 0.9281 | 158 | 0.976 | 0.9839 | 0.9799 | 124 | 0.9543 | 0.9447 | 0.9495 | 0.9890 | |
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| 0.0168 | 47.0 | 4512 | 0.0470 | 0.9244 | 0.9483 | 0.9362 | 116 | 0.9603 | 0.9177 | 0.9385 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.9520 | 0.9472 | 0.9496 | 0.9896 | |
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| 0.0146 | 48.0 | 4608 | 0.0455 | 0.925 | 0.9569 | 0.9407 | 116 | 0.9664 | 0.9114 | 0.9381 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9594 | 0.9497 | 0.9545 | 0.9907 | |
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| 0.013 | 49.0 | 4704 | 0.0444 | 0.9091 | 0.9483 | 0.9283 | 116 | 0.9865 | 0.9241 | 0.9542 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9619 | 0.9523 | 0.9571 | 0.9909 | |
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| 0.0142 | 50.0 | 4800 | 0.0456 | 0.9083 | 0.9397 | 0.9237 | 116 | 0.9735 | 0.9304 | 0.9515 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9571 | 0.9523 | 0.9547 | 0.9901 | |
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| 0.012 | 51.0 | 4896 | 0.0444 | 0.925 | 0.9569 | 0.9407 | 116 | 0.9796 | 0.9114 | 0.9443 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9643 | 0.9497 | 0.9570 | 0.9912 | |
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| 0.0141 | 52.0 | 4992 | 0.0458 | 0.9256 | 0.9655 | 0.9451 | 116 | 0.9667 | 0.9177 | 0.9416 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9596 | 0.9548 | 0.9572 | 0.9893 | |
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| 0.0121 | 53.0 | 5088 | 0.0470 | 0.9091 | 0.9483 | 0.9283 | 116 | 0.9664 | 0.9114 | 0.9381 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9544 | 0.9472 | 0.9508 | 0.9893 | |
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| 0.0121 | 54.0 | 5184 | 0.0464 | 0.9167 | 0.9483 | 0.9322 | 116 | 0.9419 | 0.9241 | 0.9329 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9475 | 0.9523 | 0.9499 | 0.9896 | |
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| 0.0114 | 55.0 | 5280 | 0.0443 | 0.9091 | 0.9483 | 0.9283 | 116 | 0.9796 | 0.9114 | 0.9443 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9544 | 0.9472 | 0.9508 | 0.9901 | |
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| 0.0124 | 56.0 | 5376 | 0.0467 | 0.9083 | 0.9397 | 0.9237 | 116 | 0.9671 | 0.9304 | 0.9484 | 158 | 0.9609 | 0.9919 | 0.9762 | 124 | 0.9475 | 0.9523 | 0.9499 | 0.9893 | |
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| 0.0125 | 57.0 | 5472 | 0.0461 | 0.9091 | 0.9483 | 0.9283 | 116 | 0.9732 | 0.9177 | 0.9446 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9545 | 0.9497 | 0.9521 | 0.9896 | |
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| 0.0106 | 58.0 | 5568 | 0.0608 | 0.9008 | 0.9397 | 0.9198 | 116 | 0.9726 | 0.8987 | 0.9342 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.9491 | 0.9372 | 0.9431 | 0.9876 | |
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| 0.0113 | 59.0 | 5664 | 0.0470 | 0.925 | 0.9569 | 0.9407 | 116 | 0.9730 | 0.9114 | 0.9412 | 158 | 0.976 | 0.9839 | 0.9799 | 124 | 0.9593 | 0.9472 | 0.9532 | 0.9912 | |
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| 0.0104 | 60.0 | 5760 | 0.0456 | 0.925 | 0.9569 | 0.9407 | 116 | 0.9866 | 0.9304 | 0.9577 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9670 | 0.9573 | 0.9621 | 0.9918 | |
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| 0.0117 | 61.0 | 5856 | 0.0517 | 0.9167 | 0.9483 | 0.9322 | 116 | 0.9795 | 0.9051 | 0.9408 | 158 | 0.976 | 0.9839 | 0.9799 | 124 | 0.9591 | 0.9422 | 0.9506 | 0.9901 | |
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| 0.0117 | 62.0 | 5952 | 0.0467 | 0.9083 | 0.9397 | 0.9237 | 116 | 0.9735 | 0.9304 | 0.9515 | 158 | 0.976 | 0.9839 | 0.9799 | 124 | 0.9545 | 0.9497 | 0.9521 | 0.9907 | |
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| 0.0117 | 63.0 | 6048 | 0.0538 | 0.9174 | 0.9569 | 0.9367 | 116 | 0.9728 | 0.9051 | 0.9377 | 158 | 0.976 | 0.9839 | 0.9799 | 124 | 0.9567 | 0.9447 | 0.9507 | 0.9901 | |
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| 0.0096 | 64.0 | 6144 | 0.0606 | 0.9153 | 0.9310 | 0.9231 | 116 | 0.9597 | 0.9051 | 0.9316 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.9491 | 0.9372 | 0.9431 | 0.9887 | |
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| 0.0087 | 65.0 | 6240 | 0.0552 | 0.9083 | 0.9397 | 0.9237 | 116 | 0.9863 | 0.9114 | 0.9474 | 158 | 0.976 | 0.9839 | 0.9799 | 124 | 0.9591 | 0.9422 | 0.9506 | 0.9901 | |
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| 0.0105 | 66.0 | 6336 | 0.0522 | 0.9160 | 0.9397 | 0.9277 | 116 | 0.9664 | 0.9114 | 0.9381 | 158 | 0.976 | 0.9839 | 0.9799 | 124 | 0.9542 | 0.9422 | 0.9482 | 0.9896 | |
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| 0.0097 | 67.0 | 6432 | 0.0492 | 0.925 | 0.9569 | 0.9407 | 116 | 0.9932 | 0.9304 | 0.9608 | 158 | 0.976 | 0.9839 | 0.9799 | 124 | 0.9669 | 0.9548 | 0.9608 | 0.9915 | |
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| 0.0096 | 68.0 | 6528 | 0.0522 | 0.9167 | 0.9483 | 0.9322 | 116 | 0.9796 | 0.9114 | 0.9443 | 158 | 0.976 | 0.9839 | 0.9799 | 124 | 0.9592 | 0.9447 | 0.9519 | 0.9904 | |
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| 0.0092 | 69.0 | 6624 | 0.0520 | 0.9167 | 0.9483 | 0.9322 | 116 | 0.9865 | 0.9241 | 0.9542 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.9594 | 0.9497 | 0.9545 | 0.9901 | |
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| 0.008 | 70.0 | 6720 | 0.0481 | 0.925 | 0.9569 | 0.9407 | 116 | 0.9735 | 0.9304 | 0.9515 | 158 | 0.976 | 0.9839 | 0.9799 | 124 | 0.9596 | 0.9548 | 0.9572 | 0.9907 | |
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| 0.0085 | 71.0 | 6816 | 0.0497 | 0.9180 | 0.9655 | 0.9412 | 116 | 0.9865 | 0.9241 | 0.9542 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9646 | 0.9573 | 0.9609 | 0.9909 | |
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| 0.0105 | 72.0 | 6912 | 0.0475 | 0.9310 | 0.9310 | 0.9310 | 116 | 0.9735 | 0.9304 | 0.9515 | 158 | 0.9606 | 0.9839 | 0.9721 | 124 | 0.9569 | 0.9472 | 0.9520 | 0.9898 | |
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| 0.0089 | 73.0 | 7008 | 0.0460 | 0.9167 | 0.9483 | 0.9322 | 116 | 0.9737 | 0.9367 | 0.9548 | 158 | 0.976 | 0.9839 | 0.9799 | 124 | 0.9572 | 0.9548 | 0.9560 | 0.9909 | |
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| 0.009 | 74.0 | 7104 | 0.0479 | 0.9160 | 0.9397 | 0.9277 | 116 | 0.9737 | 0.9367 | 0.9548 | 158 | 0.976 | 0.9839 | 0.9799 | 124 | 0.9571 | 0.9523 | 0.9547 | 0.9907 | |
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| 0.0077 | 75.0 | 7200 | 0.0490 | 0.9098 | 0.9569 | 0.9328 | 116 | 0.98 | 0.9304 | 0.9545 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.9548 | 0.9548 | 0.9548 | 0.9907 | |
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| 0.0078 | 76.0 | 7296 | 0.0445 | 0.9098 | 0.9569 | 0.9328 | 116 | 0.9801 | 0.9367 | 0.9579 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9598 | 0.9598 | 0.9598 | 0.9909 | |
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| 0.007 | 77.0 | 7392 | 0.0459 | 0.9167 | 0.9483 | 0.9322 | 116 | 0.9669 | 0.9241 | 0.9450 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9571 | 0.9523 | 0.9547 | 0.9898 | |
|
| 0.0071 | 78.0 | 7488 | 0.0476 | 0.9167 | 0.9483 | 0.9322 | 116 | 0.9603 | 0.9177 | 0.9385 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.9496 | 0.9472 | 0.9484 | 0.9898 | |
|
| 0.0073 | 79.0 | 7584 | 0.0486 | 0.9167 | 0.9483 | 0.9322 | 116 | 0.9737 | 0.9367 | 0.9548 | 158 | 0.976 | 0.9839 | 0.9799 | 124 | 0.9572 | 0.9548 | 0.9560 | 0.9912 | |
|
| 0.0075 | 80.0 | 7680 | 0.0487 | 0.9174 | 0.9569 | 0.9367 | 116 | 0.9735 | 0.9304 | 0.9515 | 158 | 0.976 | 0.9839 | 0.9799 | 124 | 0.9572 | 0.9548 | 0.9560 | 0.9907 | |
|
| 0.0085 | 81.0 | 7776 | 0.0458 | 0.9083 | 0.9397 | 0.9237 | 116 | 0.9613 | 0.9430 | 0.9521 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9525 | 0.9573 | 0.9549 | 0.9896 | |
|
| 0.0075 | 82.0 | 7872 | 0.0458 | 0.9098 | 0.9569 | 0.9328 | 116 | 0.9803 | 0.9430 | 0.9613 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9599 | 0.9623 | 0.9611 | 0.9912 | |
|
| 0.0069 | 83.0 | 7968 | 0.0459 | 0.9091 | 0.9483 | 0.9283 | 116 | 0.9866 | 0.9304 | 0.9577 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9620 | 0.9548 | 0.9584 | 0.9909 | |
|
| 0.006 | 84.0 | 8064 | 0.0484 | 0.9180 | 0.9655 | 0.9412 | 116 | 0.9803 | 0.9430 | 0.9613 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9624 | 0.9648 | 0.9636 | 0.9912 | |
|
| 0.0074 | 85.0 | 8160 | 0.0501 | 0.9256 | 0.9655 | 0.9451 | 116 | 0.9667 | 0.9177 | 0.9416 | 158 | 0.976 | 0.9839 | 0.9799 | 124 | 0.9571 | 0.9523 | 0.9547 | 0.9904 | |
|
| 0.0066 | 86.0 | 8256 | 0.0489 | 0.9098 | 0.9569 | 0.9328 | 116 | 0.9733 | 0.9241 | 0.9481 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9572 | 0.9548 | 0.9560 | 0.9898 | |
|
| 0.0073 | 87.0 | 8352 | 0.0469 | 0.9174 | 0.9569 | 0.9367 | 116 | 0.9801 | 0.9367 | 0.9579 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9622 | 0.9598 | 0.9610 | 0.9912 | |
|
| 0.0064 | 88.0 | 8448 | 0.0463 | 0.9091 | 0.9483 | 0.9283 | 116 | 0.9801 | 0.9367 | 0.9579 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9597 | 0.9573 | 0.9585 | 0.9907 | |
|
| 0.0055 | 89.0 | 8544 | 0.0489 | 0.9091 | 0.9483 | 0.9283 | 116 | 0.9801 | 0.9367 | 0.9579 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9573 | 0.9573 | 0.9573 | 0.9907 | |
|
| 0.0068 | 90.0 | 8640 | 0.0476 | 0.9167 | 0.9483 | 0.9322 | 116 | 0.9735 | 0.9304 | 0.9515 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.9547 | 0.9523 | 0.9535 | 0.9907 | |
|
| 0.0066 | 91.0 | 8736 | 0.0467 | 0.9174 | 0.9569 | 0.9367 | 116 | 0.9803 | 0.9430 | 0.9613 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9623 | 0.9623 | 0.9623 | 0.9915 | |
|
| 0.0069 | 92.0 | 8832 | 0.0483 | 0.9091 | 0.9483 | 0.9283 | 116 | 0.9799 | 0.9241 | 0.9511 | 158 | 0.976 | 0.9839 | 0.9799 | 124 | 0.9570 | 0.9497 | 0.9533 | 0.9909 | |
|
| 0.0064 | 93.0 | 8928 | 0.0483 | 0.9091 | 0.9483 | 0.9283 | 116 | 0.9737 | 0.9367 | 0.9548 | 158 | 0.976 | 0.9839 | 0.9799 | 124 | 0.9548 | 0.9548 | 0.9548 | 0.9909 | |
|
| 0.0065 | 94.0 | 9024 | 0.0488 | 0.9174 | 0.9569 | 0.9367 | 116 | 0.9737 | 0.9367 | 0.9548 | 158 | 0.976 | 0.9839 | 0.9799 | 124 | 0.9573 | 0.9573 | 0.9573 | 0.9912 | |
|
| 0.0059 | 95.0 | 9120 | 0.0492 | 0.9091 | 0.9483 | 0.9283 | 116 | 0.9866 | 0.9304 | 0.9577 | 158 | 0.976 | 0.9839 | 0.9799 | 124 | 0.9595 | 0.9523 | 0.9559 | 0.9912 | |
|
| 0.0054 | 96.0 | 9216 | 0.0488 | 0.9091 | 0.9483 | 0.9283 | 116 | 0.9737 | 0.9367 | 0.9548 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.9524 | 0.9548 | 0.9536 | 0.9907 | |
|
| 0.0062 | 97.0 | 9312 | 0.0492 | 0.9091 | 0.9483 | 0.9283 | 116 | 0.9867 | 0.9367 | 0.9610 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.9572 | 0.9548 | 0.9560 | 0.9912 | |
|
| 0.0064 | 98.0 | 9408 | 0.0498 | 0.9091 | 0.9483 | 0.9283 | 116 | 0.9801 | 0.9367 | 0.9579 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.9548 | 0.9548 | 0.9548 | 0.9909 | |
|
| 0.0058 | 99.0 | 9504 | 0.0493 | 0.9091 | 0.9483 | 0.9283 | 116 | 0.9801 | 0.9367 | 0.9579 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.9548 | 0.9548 | 0.9548 | 0.9909 | |
|
| 0.0059 | 100.0 | 9600 | 0.0494 | 0.9091 | 0.9483 | 0.9283 | 116 | 0.9801 | 0.9367 | 0.9579 | 158 | 0.976 | 0.9839 | 0.9799 | 124 | 0.9572 | 0.9548 | 0.9560 | 0.9912 | |
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### Framework versions |
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- Transformers 4.39.3 |
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- Pytorch 2.3.0+cu121 |
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- Datasets 2.19.1 |
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- Tokenizers 0.15.2 |
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