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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-pl30-1 |
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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-pl30-1 |
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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: 0.0541 |
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- Location Precision: 0.9244 |
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- Location Recall: 0.9483 |
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- Location F1: 0.9362 |
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- Location Number: 116 |
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- Organization Precision: 0.9608 |
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- Organization Recall: 0.9304 |
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- Organization F1: 0.9453 |
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- Organization Number: 158 |
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- Person Precision: 0.9762 |
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- Person Recall: 0.9919 |
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- Person F1: 0.9840 |
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- Person Number: 124 |
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- Overall Precision: 0.9548 |
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- Overall Recall: 0.9548 |
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- Overall F1: 0.9548 |
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- Overall Accuracy: 0.9907 |
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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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| 0.8833 | 1.0 | 96 | 0.4193 | 0.0 | 0.0 | 0.0 | 116 | 0.2982 | 0.1076 | 0.1581 | 158 | 0.2830 | 0.1210 | 0.1695 | 124 | 0.2857 | 0.0804 | 0.1255 | 0.8501 | |
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| 0.3788 | 2.0 | 192 | 0.2375 | 0.344 | 0.3707 | 0.3568 | 116 | 0.5535 | 0.5570 | 0.5552 | 158 | 0.5562 | 0.7581 | 0.6416 | 124 | 0.4967 | 0.5653 | 0.5288 | 0.9286 | |
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| 0.2233 | 3.0 | 288 | 0.1220 | 0.7008 | 0.7672 | 0.7325 | 116 | 0.6649 | 0.7785 | 0.7172 | 158 | 0.8897 | 0.9758 | 0.9308 | 124 | 0.7433 | 0.8367 | 0.7872 | 0.9618 | |
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| 0.1473 | 4.0 | 384 | 0.0942 | 0.7609 | 0.9052 | 0.8268 | 116 | 0.7403 | 0.8481 | 0.7906 | 158 | 0.976 | 0.9839 | 0.9799 | 124 | 0.8131 | 0.9070 | 0.8575 | 0.9712 | |
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| 0.118 | 5.0 | 480 | 0.0602 | 0.9027 | 0.8793 | 0.8908 | 116 | 0.8452 | 0.8987 | 0.8712 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.8993 | 0.9196 | 0.9093 | 0.9822 | |
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| 0.1004 | 6.0 | 576 | 0.0580 | 0.8254 | 0.8966 | 0.8595 | 116 | 0.8903 | 0.8734 | 0.8818 | 158 | 0.9457 | 0.9839 | 0.9644 | 124 | 0.8878 | 0.9146 | 0.9010 | 0.9808 | |
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| 0.0894 | 7.0 | 672 | 0.0506 | 0.9091 | 0.8621 | 0.8850 | 116 | 0.8563 | 0.9051 | 0.88 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9082 | 0.9196 | 0.9139 | 0.9824 | |
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| 0.078 | 8.0 | 768 | 0.0490 | 0.8618 | 0.9138 | 0.8870 | 116 | 0.9091 | 0.8861 | 0.8974 | 158 | 0.976 | 0.9839 | 0.9799 | 124 | 0.9154 | 0.9246 | 0.92 | 0.9841 | |
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| 0.0717 | 9.0 | 864 | 0.0516 | 0.8770 | 0.9224 | 0.8992 | 116 | 0.8780 | 0.9114 | 0.8944 | 158 | 0.9839 | 0.9839 | 0.9839 | 124 | 0.9098 | 0.9372 | 0.9233 | 0.9849 | |
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| 0.067 | 10.0 | 960 | 0.0548 | 0.8421 | 0.9655 | 0.8996 | 116 | 0.9252 | 0.8608 | 0.8918 | 158 | 0.9389 | 0.9919 | 0.9647 | 124 | 0.9027 | 0.9322 | 0.9172 | 0.9805 | |
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| 0.065 | 11.0 | 1056 | 0.0423 | 0.8740 | 0.9569 | 0.9136 | 116 | 0.9295 | 0.9177 | 0.9236 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9289 | 0.9523 | 0.9404 | 0.9871 | |
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| 0.0574 | 12.0 | 1152 | 0.0379 | 0.8992 | 0.9224 | 0.9106 | 116 | 0.9467 | 0.8987 | 0.9221 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9442 | 0.9347 | 0.9394 | 0.9890 | |
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| 0.0559 | 13.0 | 1248 | 0.0406 | 0.9237 | 0.9397 | 0.9316 | 116 | 0.9245 | 0.9304 | 0.9274 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9428 | 0.9523 | 0.9475 | 0.9882 | |
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| 0.0508 | 14.0 | 1344 | 0.0465 | 0.9016 | 0.9483 | 0.9244 | 116 | 0.9408 | 0.9051 | 0.9226 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.94 | 0.9447 | 0.9424 | 0.9876 | |
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| 0.0474 | 15.0 | 1440 | 0.0408 | 0.9328 | 0.9569 | 0.9447 | 116 | 0.925 | 0.9367 | 0.9308 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9432 | 0.9598 | 0.9514 | 0.9876 | |
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| 0.0458 | 16.0 | 1536 | 0.0388 | 0.9322 | 0.9483 | 0.9402 | 116 | 0.9484 | 0.9304 | 0.9393 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9524 | 0.9548 | 0.9536 | 0.9901 | |
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| 0.0456 | 17.0 | 1632 | 0.0464 | 0.9083 | 0.9397 | 0.9237 | 116 | 0.9080 | 0.9367 | 0.9221 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9291 | 0.9548 | 0.9418 | 0.9876 | |
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| 0.0436 | 18.0 | 1728 | 0.0398 | 0.9322 | 0.9483 | 0.9402 | 116 | 0.9673 | 0.9367 | 0.9518 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9597 | 0.9573 | 0.9585 | 0.9901 | |
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| 0.0412 | 19.0 | 1824 | 0.0421 | 0.9478 | 0.9397 | 0.9437 | 116 | 0.925 | 0.9367 | 0.9308 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9453 | 0.9548 | 0.95 | 0.9890 | |
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| 0.0384 | 20.0 | 1920 | 0.0467 | 0.8908 | 0.9138 | 0.9021 | 116 | 0.8982 | 0.9494 | 0.9231 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9177 | 0.9523 | 0.9346 | 0.9874 | |
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| 0.0369 | 21.0 | 2016 | 0.0414 | 0.9083 | 0.9397 | 0.9237 | 116 | 0.9308 | 0.9367 | 0.9338 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9360 | 0.9548 | 0.9453 | 0.9893 | |
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| 0.0332 | 22.0 | 2112 | 0.0409 | 0.9 | 0.9310 | 0.9153 | 116 | 0.9423 | 0.9304 | 0.9363 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9403 | 0.9497 | 0.9450 | 0.9887 | |
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| 0.035 | 23.0 | 2208 | 0.0373 | 0.9244 | 0.9483 | 0.9362 | 116 | 0.9610 | 0.9367 | 0.9487 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9549 | 0.9573 | 0.9561 | 0.9909 | |
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| 0.0338 | 24.0 | 2304 | 0.0418 | 0.9091 | 0.9483 | 0.9283 | 116 | 0.9434 | 0.9494 | 0.9464 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9433 | 0.9623 | 0.9527 | 0.9885 | |
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| 0.0331 | 25.0 | 2400 | 0.0457 | 0.9160 | 0.9397 | 0.9277 | 116 | 0.9226 | 0.9051 | 0.9137 | 158 | 0.9609 | 0.9919 | 0.9762 | 124 | 0.9328 | 0.9422 | 0.9375 | 0.9876 | |
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| 0.0287 | 26.0 | 2496 | 0.0488 | 0.9091 | 0.9483 | 0.9283 | 116 | 0.9412 | 0.9114 | 0.9260 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9401 | 0.9472 | 0.9437 | 0.9882 | |
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| 0.0282 | 27.0 | 2592 | 0.0468 | 0.9160 | 0.9397 | 0.9277 | 116 | 0.9474 | 0.9114 | 0.9290 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.9446 | 0.9422 | 0.9434 | 0.9879 | |
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| 0.0282 | 28.0 | 2688 | 0.0433 | 0.9076 | 0.9310 | 0.9191 | 116 | 0.9494 | 0.9494 | 0.9494 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9431 | 0.9573 | 0.9501 | 0.9896 | |
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| 0.0267 | 29.0 | 2784 | 0.0432 | 0.9076 | 0.9310 | 0.9191 | 116 | 0.9371 | 0.9430 | 0.9401 | 158 | 0.9609 | 0.9919 | 0.9762 | 124 | 0.9360 | 0.9548 | 0.9453 | 0.9885 | |
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| 0.0252 | 30.0 | 2880 | 0.0444 | 0.9231 | 0.9310 | 0.9270 | 116 | 0.9255 | 0.9430 | 0.9342 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9406 | 0.9548 | 0.9476 | 0.9890 | |
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| 0.0238 | 31.0 | 2976 | 0.0432 | 0.9316 | 0.9397 | 0.9356 | 116 | 0.9487 | 0.9367 | 0.9427 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9524 | 0.9548 | 0.9536 | 0.9896 | |
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| 0.0228 | 32.0 | 3072 | 0.0406 | 0.9237 | 0.9397 | 0.9316 | 116 | 0.9487 | 0.9367 | 0.9427 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.95 | 0.9548 | 0.9524 | 0.9896 | |
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| 0.0231 | 33.0 | 3168 | 0.0506 | 0.9091 | 0.9483 | 0.9283 | 116 | 0.9477 | 0.9177 | 0.9325 | 158 | 0.976 | 0.9839 | 0.9799 | 124 | 0.9449 | 0.9472 | 0.9460 | 0.9893 | |
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| 0.0219 | 34.0 | 3264 | 0.0470 | 0.9310 | 0.9310 | 0.9310 | 116 | 0.9494 | 0.9494 | 0.9494 | 158 | 0.9603 | 0.9758 | 0.9680 | 124 | 0.9475 | 0.9523 | 0.9499 | 0.9901 | |
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| 0.021 | 35.0 | 3360 | 0.0477 | 0.9316 | 0.9397 | 0.9356 | 116 | 0.9487 | 0.9367 | 0.9427 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.9499 | 0.9523 | 0.9511 | 0.9901 | |
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| 0.0192 | 36.0 | 3456 | 0.0530 | 0.9098 | 0.9569 | 0.9328 | 116 | 0.9603 | 0.9177 | 0.9385 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.9474 | 0.9497 | 0.9486 | 0.9890 | |
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| 0.0208 | 37.0 | 3552 | 0.0456 | 0.9083 | 0.9397 | 0.9237 | 116 | 0.9416 | 0.9177 | 0.9295 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9425 | 0.9472 | 0.9449 | 0.9893 | |
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| 0.0193 | 38.0 | 3648 | 0.0423 | 0.9091 | 0.9483 | 0.9283 | 116 | 0.9610 | 0.9367 | 0.9487 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9501 | 0.9573 | 0.9537 | 0.9909 | |
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| 0.0181 | 39.0 | 3744 | 0.0417 | 0.9244 | 0.9483 | 0.9362 | 116 | 0.9613 | 0.9430 | 0.9521 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.955 | 0.9598 | 0.9574 | 0.9907 | |
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| 0.0196 | 40.0 | 3840 | 0.0464 | 0.9160 | 0.9397 | 0.9277 | 116 | 0.9494 | 0.9494 | 0.9494 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9479 | 0.9598 | 0.9538 | 0.9898 | |
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| 0.0179 | 41.0 | 3936 | 0.0444 | 0.9083 | 0.9397 | 0.9237 | 116 | 0.9484 | 0.9304 | 0.9393 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9451 | 0.9523 | 0.9487 | 0.9896 | |
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| 0.018 | 42.0 | 4032 | 0.0539 | 0.9076 | 0.9310 | 0.9191 | 116 | 0.9542 | 0.9241 | 0.9389 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9449 | 0.9472 | 0.9460 | 0.9890 | |
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| 0.017 | 43.0 | 4128 | 0.0420 | 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 | 0.9915 | |
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| 0.0153 | 44.0 | 4224 | 0.0505 | 0.9231 | 0.9310 | 0.9270 | 116 | 0.9545 | 0.9304 | 0.9423 | 158 | 0.9609 | 0.9919 | 0.9762 | 124 | 0.9474 | 0.9497 | 0.9486 | 0.9907 | |
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| 0.0162 | 45.0 | 4320 | 0.0496 | 0.8992 | 0.9224 | 0.9106 | 116 | 0.9551 | 0.9430 | 0.9490 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9451 | 0.9523 | 0.9487 | 0.9898 | |
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| 0.0162 | 46.0 | 4416 | 0.0479 | 0.9244 | 0.9483 | 0.9362 | 116 | 0.9605 | 0.9241 | 0.9419 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9523 | 0.9523 | 0.9523 | 0.9898 | |
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| 0.018 | 47.0 | 4512 | 0.0466 | 0.9231 | 0.9310 | 0.9270 | 116 | 0.9177 | 0.9177 | 0.9177 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9377 | 0.9447 | 0.9412 | 0.9890 | |
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| 0.0164 | 48.0 | 4608 | 0.0476 | 0.9237 | 0.9397 | 0.9316 | 116 | 0.9542 | 0.9241 | 0.9389 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9521 | 0.9497 | 0.9509 | 0.9896 | |
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| 0.015 | 49.0 | 4704 | 0.0472 | 0.9237 | 0.9397 | 0.9316 | 116 | 0.9613 | 0.9430 | 0.9521 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9549 | 0.9573 | 0.9561 | 0.9909 | |
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| 0.0138 | 50.0 | 4800 | 0.0471 | 0.9316 | 0.9397 | 0.9356 | 116 | 0.9545 | 0.9304 | 0.9423 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9547 | 0.9523 | 0.9535 | 0.9904 | |
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| 0.0149 | 51.0 | 4896 | 0.0501 | 0.9160 | 0.9397 | 0.9277 | 116 | 0.9671 | 0.9304 | 0.9484 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9547 | 0.9523 | 0.9535 | 0.9901 | |
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| 0.0148 | 52.0 | 4992 | 0.0433 | 0.9244 | 0.9483 | 0.9362 | 116 | 0.9545 | 0.9304 | 0.9423 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9524 | 0.9548 | 0.9536 | 0.9909 | |
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| 0.0149 | 53.0 | 5088 | 0.0447 | 0.9153 | 0.9310 | 0.9231 | 116 | 0.9542 | 0.9241 | 0.9389 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9472 | 0.9472 | 0.9472 | 0.9898 | |
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| 0.0144 | 54.0 | 5184 | 0.0460 | 0.9322 | 0.9483 | 0.9402 | 116 | 0.9610 | 0.9367 | 0.9487 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9549 | 0.9573 | 0.9561 | 0.9901 | |
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| 0.0135 | 55.0 | 5280 | 0.0508 | 0.9310 | 0.9310 | 0.9310 | 116 | 0.9434 | 0.9494 | 0.9464 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9501 | 0.9573 | 0.9537 | 0.9904 | |
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| 0.0132 | 56.0 | 5376 | 0.0471 | 0.9244 | 0.9483 | 0.9362 | 116 | 0.9542 | 0.9241 | 0.9389 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9523 | 0.9523 | 0.9523 | 0.9907 | |
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| 0.0125 | 57.0 | 5472 | 0.0480 | 0.9231 | 0.9310 | 0.9270 | 116 | 0.9613 | 0.9430 | 0.9521 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9548 | 0.9548 | 0.9548 | 0.9909 | |
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| 0.0137 | 58.0 | 5568 | 0.0482 | 0.9167 | 0.9483 | 0.9322 | 116 | 0.9671 | 0.9304 | 0.9484 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9524 | 0.9548 | 0.9536 | 0.9909 | |
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| 0.0113 | 59.0 | 5664 | 0.0461 | 0.9237 | 0.9397 | 0.9316 | 116 | 0.9673 | 0.9367 | 0.9518 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9572 | 0.9548 | 0.9560 | 0.9901 | |
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| 0.0122 | 60.0 | 5760 | 0.0477 | 0.9160 | 0.9397 | 0.9277 | 116 | 0.9671 | 0.9304 | 0.9484 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9547 | 0.9523 | 0.9535 | 0.9904 | |
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| 0.0112 | 61.0 | 5856 | 0.0491 | 0.9316 | 0.9397 | 0.9356 | 116 | 0.9610 | 0.9367 | 0.9487 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9572 | 0.9548 | 0.9560 | 0.9907 | |
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| 0.0103 | 62.0 | 5952 | 0.0535 | 0.9231 | 0.9310 | 0.9270 | 116 | 0.9548 | 0.9367 | 0.9457 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9523 | 0.9523 | 0.9523 | 0.9893 | |
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| 0.012 | 63.0 | 6048 | 0.0495 | 0.9244 | 0.9483 | 0.9362 | 116 | 0.9548 | 0.9367 | 0.9457 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9525 | 0.9573 | 0.9549 | 0.9896 | |
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| 0.0117 | 64.0 | 6144 | 0.0491 | 0.9231 | 0.9310 | 0.9270 | 116 | 0.9304 | 0.9304 | 0.9304 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9403 | 0.9497 | 0.9450 | 0.9904 | |
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| 0.0103 | 65.0 | 6240 | 0.0559 | 0.9076 | 0.9310 | 0.9191 | 116 | 0.9484 | 0.9304 | 0.9393 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.945 | 0.9497 | 0.9474 | 0.9887 | |
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| 0.0116 | 66.0 | 6336 | 0.0506 | 0.9076 | 0.9310 | 0.9191 | 116 | 0.9490 | 0.9430 | 0.9460 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9453 | 0.9548 | 0.95 | 0.9904 | |
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| 0.0105 | 67.0 | 6432 | 0.0469 | 0.9244 | 0.9483 | 0.9362 | 116 | 0.9545 | 0.9304 | 0.9423 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9524 | 0.9548 | 0.9536 | 0.9909 | |
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| 0.0097 | 68.0 | 6528 | 0.0497 | 0.925 | 0.9569 | 0.9407 | 116 | 0.9608 | 0.9304 | 0.9453 | 158 | 0.976 | 0.9839 | 0.9799 | 124 | 0.9548 | 0.9548 | 0.9548 | 0.9909 | |
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| 0.0093 | 69.0 | 6624 | 0.0479 | 0.9316 | 0.9397 | 0.9356 | 116 | 0.9610 | 0.9367 | 0.9487 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9572 | 0.9548 | 0.9560 | 0.9901 | |
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| 0.0093 | 70.0 | 6720 | 0.0478 | 0.9316 | 0.9397 | 0.9356 | 116 | 0.9610 | 0.9367 | 0.9487 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9572 | 0.9548 | 0.9560 | 0.9901 | |
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| 0.01 | 71.0 | 6816 | 0.0444 | 0.9244 | 0.9483 | 0.9362 | 116 | 0.9613 | 0.9430 | 0.9521 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.955 | 0.9598 | 0.9574 | 0.9912 | |
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| 0.0096 | 72.0 | 6912 | 0.0423 | 0.9478 | 0.9397 | 0.9437 | 116 | 0.9490 | 0.9430 | 0.9460 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9573 | 0.9573 | 0.9573 | 0.9918 | |
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| 0.0088 | 73.0 | 7008 | 0.0462 | 0.9322 | 0.9483 | 0.9402 | 116 | 0.9673 | 0.9367 | 0.9518 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9597 | 0.9573 | 0.9585 | 0.9907 | |
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| 0.01 | 74.0 | 7104 | 0.0477 | 0.9316 | 0.9397 | 0.9356 | 116 | 0.9490 | 0.9430 | 0.9460 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9525 | 0.9573 | 0.9549 | 0.9915 | |
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| 0.0083 | 75.0 | 7200 | 0.0490 | 0.9244 | 0.9483 | 0.9362 | 116 | 0.9542 | 0.9241 | 0.9389 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9523 | 0.9523 | 0.9523 | 0.9907 | |
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| 0.0085 | 76.0 | 7296 | 0.0482 | 0.9167 | 0.9483 | 0.9322 | 116 | 0.9487 | 0.9367 | 0.9427 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9478 | 0.9573 | 0.9525 | 0.9909 | |
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| 0.0091 | 77.0 | 7392 | 0.0496 | 0.9244 | 0.9483 | 0.9362 | 116 | 0.9610 | 0.9367 | 0.9487 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9549 | 0.9573 | 0.9561 | 0.9912 | |
|
| 0.0083 | 78.0 | 7488 | 0.0476 | 0.9237 | 0.9397 | 0.9316 | 116 | 0.9673 | 0.9367 | 0.9518 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.9547 | 0.9523 | 0.9535 | 0.9904 | |
|
| 0.0087 | 79.0 | 7584 | 0.0494 | 0.9316 | 0.9397 | 0.9356 | 116 | 0.9423 | 0.9304 | 0.9363 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9499 | 0.9523 | 0.9511 | 0.9898 | |
|
| 0.0077 | 80.0 | 7680 | 0.0506 | 0.9316 | 0.9397 | 0.9356 | 116 | 0.9548 | 0.9367 | 0.9457 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9548 | 0.9548 | 0.9548 | 0.9901 | |
|
| 0.0086 | 81.0 | 7776 | 0.0518 | 0.9160 | 0.9397 | 0.9277 | 116 | 0.9299 | 0.9241 | 0.9270 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9380 | 0.9497 | 0.9438 | 0.9901 | |
|
| 0.0072 | 82.0 | 7872 | 0.0560 | 0.9167 | 0.9483 | 0.9322 | 116 | 0.9477 | 0.9177 | 0.9325 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.945 | 0.9497 | 0.9474 | 0.9896 | |
|
| 0.008 | 83.0 | 7968 | 0.0515 | 0.9076 | 0.9310 | 0.9191 | 116 | 0.9548 | 0.9367 | 0.9457 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9475 | 0.9523 | 0.9499 | 0.9904 | |
|
| 0.0062 | 84.0 | 8064 | 0.0530 | 0.9076 | 0.9310 | 0.9191 | 116 | 0.9613 | 0.9430 | 0.9521 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.95 | 0.9548 | 0.9524 | 0.9904 | |
|
| 0.0071 | 85.0 | 8160 | 0.0524 | 0.9237 | 0.9397 | 0.9316 | 116 | 0.9673 | 0.9367 | 0.9518 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.9547 | 0.9523 | 0.9535 | 0.9904 | |
|
| 0.007 | 86.0 | 8256 | 0.0543 | 0.9231 | 0.9310 | 0.9270 | 116 | 0.9548 | 0.9367 | 0.9457 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.9497 | 0.9497 | 0.9497 | 0.9907 | |
|
| 0.0075 | 87.0 | 8352 | 0.0545 | 0.9237 | 0.9397 | 0.9316 | 116 | 0.9545 | 0.9304 | 0.9423 | 158 | 0.976 | 0.9839 | 0.9799 | 124 | 0.9521 | 0.9497 | 0.9509 | 0.9901 | |
|
| 0.0085 | 88.0 | 8448 | 0.0537 | 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 | 0.9904 | |
|
| 0.009 | 89.0 | 8544 | 0.0536 | 0.9244 | 0.9483 | 0.9362 | 116 | 0.9542 | 0.9241 | 0.9389 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9523 | 0.9523 | 0.9523 | 0.9904 | |
|
| 0.0081 | 90.0 | 8640 | 0.0544 | 0.9244 | 0.9483 | 0.9362 | 116 | 0.9542 | 0.9241 | 0.9389 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9523 | 0.9523 | 0.9523 | 0.9901 | |
|
| 0.0083 | 91.0 | 8736 | 0.0534 | 0.9322 | 0.9483 | 0.9402 | 116 | 0.9608 | 0.9304 | 0.9453 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9572 | 0.9548 | 0.9560 | 0.9907 | |
|
| 0.0077 | 92.0 | 8832 | 0.0539 | 0.9322 | 0.9483 | 0.9402 | 116 | 0.9673 | 0.9367 | 0.9518 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9597 | 0.9573 | 0.9585 | 0.9907 | |
|
| 0.0071 | 93.0 | 8928 | 0.0541 | 0.9244 | 0.9483 | 0.9362 | 116 | 0.9605 | 0.9241 | 0.9419 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9547 | 0.9523 | 0.9535 | 0.9901 | |
|
| 0.0066 | 94.0 | 9024 | 0.0537 | 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 | 0.9904 | |
|
| 0.0073 | 95.0 | 9120 | 0.0551 | 0.925 | 0.9569 | 0.9407 | 116 | 0.9671 | 0.9304 | 0.9484 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9573 | 0.9573 | 0.9573 | 0.9904 | |
|
| 0.006 | 96.0 | 9216 | 0.0550 | 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 | 0.9904 | |
|
| 0.0068 | 97.0 | 9312 | 0.0545 | 0.9244 | 0.9483 | 0.9362 | 116 | 0.9542 | 0.9241 | 0.9389 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9523 | 0.9523 | 0.9523 | 0.9901 | |
|
| 0.0072 | 98.0 | 9408 | 0.0549 | 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 | 0.9904 | |
|
| 0.0062 | 99.0 | 9504 | 0.0542 | 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 | 0.9907 | |
|
| 0.0061 | 100.0 | 9600 | 0.0541 | 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 | 0.9907 | |
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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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