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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-pl30-2 |
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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-pl30-2 |
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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: 0.0677 |
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- Location Precision: 0.9 |
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- Location Recall: 0.9677 |
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- Location F1: 0.9326 |
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- Location Number: 93 |
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- Organization Precision: 0.9162 |
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- Organization Recall: 0.9217 |
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- Organization F1: 0.9189 |
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- Organization Number: 166 |
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- Person Precision: 0.9787 |
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- Person Recall: 0.9718 |
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- Person F1: 0.9753 |
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- Person Number: 142 |
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- Overall Precision: 0.9338 |
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- Overall Recall: 0.9501 |
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- Overall F1: 0.9419 |
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- Overall Accuracy: 0.9890 |
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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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| 0.8532 | 1.0 | 96 | 0.3947 | 0.0 | 0.0 | 0.0 | 93 | 0.24 | 0.2169 | 0.2278 | 166 | 0.2622 | 0.3028 | 0.2810 | 142 | 0.25 | 0.1970 | 0.2204 | 0.8639 | |
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| 0.359 | 2.0 | 192 | 0.2230 | 0.3176 | 0.5054 | 0.3900 | 93 | 0.5739 | 0.6084 | 0.5906 | 166 | 0.6216 | 0.8099 | 0.7034 | 142 | 0.5167 | 0.6559 | 0.5780 | 0.9342 | |
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| 0.1925 | 3.0 | 288 | 0.1115 | 0.8133 | 0.6559 | 0.7262 | 93 | 0.6634 | 0.8193 | 0.7332 | 166 | 0.9020 | 0.9718 | 0.9356 | 142 | 0.7737 | 0.8354 | 0.8034 | 0.9613 | |
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| 0.1309 | 4.0 | 384 | 0.0838 | 0.7143 | 0.9140 | 0.8019 | 93 | 0.7953 | 0.8193 | 0.8071 | 166 | 0.9272 | 0.9859 | 0.9556 | 142 | 0.8186 | 0.9002 | 0.8575 | 0.9720 | |
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| 0.1058 | 5.0 | 480 | 0.0644 | 0.8804 | 0.8710 | 0.8757 | 93 | 0.8690 | 0.8795 | 0.8743 | 166 | 0.9653 | 0.9789 | 0.9720 | 142 | 0.9059 | 0.9127 | 0.9093 | 0.9811 | |
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| 0.0954 | 6.0 | 576 | 0.0571 | 0.7719 | 0.9462 | 0.8502 | 93 | 0.8839 | 0.8253 | 0.8536 | 166 | 0.9718 | 0.9718 | 0.9718 | 142 | 0.8832 | 0.9052 | 0.8941 | 0.9819 | |
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| 0.0835 | 7.0 | 672 | 0.0501 | 0.8350 | 0.9247 | 0.8776 | 93 | 0.8715 | 0.9398 | 0.9043 | 166 | 0.9650 | 0.9718 | 0.9684 | 142 | 0.8941 | 0.9476 | 0.9201 | 0.9846 | |
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| 0.0757 | 8.0 | 768 | 0.0515 | 0.8241 | 0.9570 | 0.8856 | 93 | 0.9030 | 0.8976 | 0.9003 | 166 | 0.9857 | 0.9718 | 0.9787 | 142 | 0.9104 | 0.9377 | 0.9238 | 0.9833 | |
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| 0.0712 | 9.0 | 864 | 0.0452 | 0.8365 | 0.9355 | 0.8832 | 93 | 0.9102 | 0.9157 | 0.9129 | 166 | 0.9718 | 0.9718 | 0.9718 | 142 | 0.9128 | 0.9401 | 0.9263 | 0.9852 | |
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| 0.0653 | 10.0 | 960 | 0.0424 | 0.7982 | 0.9355 | 0.8614 | 93 | 0.9130 | 0.8855 | 0.8991 | 166 | 0.9653 | 0.9789 | 0.9720 | 142 | 0.9010 | 0.9302 | 0.9153 | 0.9838 | |
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| 0.0602 | 11.0 | 1056 | 0.0433 | 0.8365 | 0.9355 | 0.8832 | 93 | 0.9102 | 0.9157 | 0.9129 | 166 | 0.9586 | 0.9789 | 0.9686 | 142 | 0.9087 | 0.9426 | 0.9253 | 0.9855 | |
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| 0.0517 | 12.0 | 1152 | 0.0398 | 0.8614 | 0.9355 | 0.8969 | 93 | 0.9006 | 0.9277 | 0.9139 | 166 | 0.9857 | 0.9718 | 0.9787 | 142 | 0.9199 | 0.9451 | 0.9323 | 0.9874 | |
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| 0.0504 | 13.0 | 1248 | 0.0478 | 0.9348 | 0.9247 | 0.9297 | 93 | 0.8941 | 0.9157 | 0.9048 | 166 | 0.9448 | 0.9648 | 0.9547 | 142 | 0.9214 | 0.9352 | 0.9282 | 0.9855 | |
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| 0.0475 | 14.0 | 1344 | 0.0485 | 0.8558 | 0.9570 | 0.9036 | 93 | 0.9497 | 0.9096 | 0.9292 | 166 | 0.9586 | 0.9789 | 0.9686 | 142 | 0.9289 | 0.9451 | 0.9370 | 0.9868 | |
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| 0.0467 | 15.0 | 1440 | 0.0451 | 0.8411 | 0.9677 | 0.9000 | 93 | 0.9241 | 0.8795 | 0.9012 | 166 | 0.9720 | 0.9789 | 0.9754 | 142 | 0.9191 | 0.9352 | 0.9271 | 0.9857 | |
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| 0.044 | 16.0 | 1536 | 0.0426 | 0.88 | 0.9462 | 0.9119 | 93 | 0.9146 | 0.9036 | 0.9091 | 166 | 0.9718 | 0.9718 | 0.9718 | 142 | 0.9261 | 0.9377 | 0.9318 | 0.9874 | |
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| 0.0409 | 17.0 | 1632 | 0.0428 | 0.8824 | 0.9677 | 0.9231 | 93 | 0.9152 | 0.9096 | 0.9124 | 166 | 0.9650 | 0.9718 | 0.9684 | 142 | 0.9244 | 0.9451 | 0.9346 | 0.9885 | |
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| 0.037 | 18.0 | 1728 | 0.0448 | 0.8911 | 0.9677 | 0.9278 | 93 | 0.9367 | 0.8916 | 0.9136 | 166 | 0.9718 | 0.9718 | 0.9718 | 142 | 0.9377 | 0.9377 | 0.9377 | 0.9879 | |
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| 0.0357 | 19.0 | 1824 | 0.0451 | 0.9474 | 0.9677 | 0.9574 | 93 | 0.9387 | 0.9217 | 0.9301 | 166 | 0.9787 | 0.9718 | 0.9753 | 142 | 0.9549 | 0.9501 | 0.9525 | 0.9896 | |
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| 0.032 | 20.0 | 1920 | 0.0417 | 0.88 | 0.9462 | 0.9119 | 93 | 0.9222 | 0.9277 | 0.9249 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9315 | 0.9501 | 0.9407 | 0.9888 | |
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| 0.0326 | 21.0 | 2016 | 0.0439 | 0.8980 | 0.9462 | 0.9215 | 93 | 0.9059 | 0.9277 | 0.9167 | 166 | 0.9857 | 0.9718 | 0.9787 | 142 | 0.9314 | 0.9476 | 0.9394 | 0.9885 | |
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| 0.0348 | 22.0 | 2112 | 0.0414 | 0.8922 | 0.9785 | 0.9333 | 93 | 0.9102 | 0.9157 | 0.9129 | 166 | 0.9787 | 0.9718 | 0.9753 | 142 | 0.9293 | 0.9501 | 0.9396 | 0.9885 | |
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| 0.0288 | 23.0 | 2208 | 0.0401 | 0.9192 | 0.9785 | 0.9479 | 93 | 0.9123 | 0.9398 | 0.9258 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9369 | 0.9626 | 0.9496 | 0.9901 | |
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| 0.0317 | 24.0 | 2304 | 0.0423 | 0.9271 | 0.9570 | 0.9418 | 93 | 0.9277 | 0.9277 | 0.9277 | 166 | 0.9720 | 0.9789 | 0.9754 | 142 | 0.9432 | 0.9526 | 0.9479 | 0.9896 | |
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| 0.0296 | 25.0 | 2400 | 0.0435 | 0.9286 | 0.9785 | 0.9529 | 93 | 0.9390 | 0.9277 | 0.9333 | 166 | 0.9718 | 0.9718 | 0.9718 | 142 | 0.9480 | 0.9551 | 0.9516 | 0.9901 | |
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| 0.0269 | 26.0 | 2496 | 0.0430 | 0.9184 | 0.9677 | 0.9424 | 93 | 0.9387 | 0.9217 | 0.9301 | 166 | 0.9718 | 0.9718 | 0.9718 | 142 | 0.9454 | 0.9501 | 0.9478 | 0.9896 | |
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| 0.0248 | 27.0 | 2592 | 0.0428 | 0.9278 | 0.9677 | 0.9474 | 93 | 0.9222 | 0.9277 | 0.9249 | 166 | 0.9787 | 0.9718 | 0.9753 | 142 | 0.9432 | 0.9526 | 0.9479 | 0.9898 | |
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| 0.0263 | 28.0 | 2688 | 0.0489 | 0.8980 | 0.9462 | 0.9215 | 93 | 0.9123 | 0.9398 | 0.9258 | 166 | 0.9718 | 0.9718 | 0.9718 | 142 | 0.9294 | 0.9526 | 0.9409 | 0.9888 | |
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| 0.0245 | 29.0 | 2784 | 0.0465 | 0.9010 | 0.9785 | 0.9381 | 93 | 0.9202 | 0.9036 | 0.9119 | 166 | 0.9718 | 0.9718 | 0.9718 | 142 | 0.9335 | 0.9451 | 0.9393 | 0.9888 | |
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| 0.0217 | 30.0 | 2880 | 0.0465 | 0.8911 | 0.9677 | 0.9278 | 93 | 0.9172 | 0.9337 | 0.9254 | 166 | 0.9718 | 0.9718 | 0.9718 | 142 | 0.9296 | 0.9551 | 0.9422 | 0.9882 | |
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| 0.0219 | 31.0 | 2976 | 0.0479 | 0.9184 | 0.9677 | 0.9424 | 93 | 0.9162 | 0.9217 | 0.9189 | 166 | 0.9720 | 0.9789 | 0.9754 | 142 | 0.9363 | 0.9526 | 0.9444 | 0.9893 | |
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| 0.0209 | 32.0 | 3072 | 0.0500 | 0.9010 | 0.9785 | 0.9381 | 93 | 0.9268 | 0.9157 | 0.9212 | 166 | 0.9787 | 0.9718 | 0.9753 | 142 | 0.9384 | 0.9501 | 0.9442 | 0.9882 | |
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| 0.0206 | 33.0 | 3168 | 0.0465 | 0.9286 | 0.9785 | 0.9529 | 93 | 0.9217 | 0.9217 | 0.9217 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9433 | 0.9551 | 0.9492 | 0.9893 | |
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| 0.0202 | 34.0 | 3264 | 0.0447 | 0.9278 | 0.9677 | 0.9474 | 93 | 0.9448 | 0.9277 | 0.9362 | 166 | 0.9718 | 0.9718 | 0.9718 | 142 | 0.9502 | 0.9526 | 0.9514 | 0.9901 | |
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| 0.0187 | 35.0 | 3360 | 0.0518 | 0.9451 | 0.9247 | 0.9348 | 93 | 0.9029 | 0.9518 | 0.9267 | 166 | 0.9650 | 0.9718 | 0.9684 | 142 | 0.9340 | 0.9526 | 0.9432 | 0.9885 | |
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| 0.019 | 36.0 | 3456 | 0.0499 | 0.9 | 0.9677 | 0.9326 | 93 | 0.9268 | 0.9157 | 0.9212 | 166 | 0.9718 | 0.9718 | 0.9718 | 142 | 0.9360 | 0.9476 | 0.9418 | 0.9888 | |
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| 0.0197 | 37.0 | 3552 | 0.0472 | 0.9560 | 0.9355 | 0.9457 | 93 | 0.9349 | 0.9518 | 0.9433 | 166 | 0.9650 | 0.9718 | 0.9684 | 142 | 0.9504 | 0.9551 | 0.9527 | 0.9896 | |
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| 0.0169 | 38.0 | 3648 | 0.0564 | 0.8725 | 0.9570 | 0.9128 | 93 | 0.9107 | 0.9217 | 0.9162 | 166 | 0.9787 | 0.9718 | 0.9753 | 142 | 0.9246 | 0.9476 | 0.9360 | 0.9860 | |
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| 0.0176 | 39.0 | 3744 | 0.0530 | 0.8824 | 0.9677 | 0.9231 | 93 | 0.9202 | 0.9036 | 0.9119 | 166 | 0.9720 | 0.9789 | 0.9754 | 142 | 0.9289 | 0.9451 | 0.9370 | 0.9877 | |
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| 0.0184 | 40.0 | 3840 | 0.0491 | 0.9570 | 0.9570 | 0.9570 | 93 | 0.9176 | 0.9398 | 0.9286 | 166 | 0.9650 | 0.9718 | 0.9684 | 142 | 0.9433 | 0.9551 | 0.9492 | 0.9882 | |
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| 0.0169 | 41.0 | 3936 | 0.0543 | 0.9462 | 0.9462 | 0.9462 | 93 | 0.9176 | 0.9398 | 0.9286 | 166 | 0.9650 | 0.9718 | 0.9684 | 142 | 0.9409 | 0.9526 | 0.9467 | 0.9879 | |
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| 0.0152 | 42.0 | 4032 | 0.0538 | 0.9184 | 0.9677 | 0.9424 | 93 | 0.9394 | 0.9337 | 0.9366 | 166 | 0.9720 | 0.9789 | 0.9754 | 142 | 0.9458 | 0.9576 | 0.9517 | 0.9888 | |
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| 0.015 | 43.0 | 4128 | 0.0531 | 0.9271 | 0.9570 | 0.9418 | 93 | 0.9341 | 0.9398 | 0.9369 | 166 | 0.9720 | 0.9789 | 0.9754 | 142 | 0.9458 | 0.9576 | 0.9517 | 0.9898 | |
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| 0.0154 | 44.0 | 4224 | 0.0561 | 0.9175 | 0.9570 | 0.9368 | 93 | 0.9226 | 0.9337 | 0.9281 | 166 | 0.9650 | 0.9718 | 0.9684 | 142 | 0.9363 | 0.9526 | 0.9444 | 0.9879 | |
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| 0.0149 | 45.0 | 4320 | 0.0562 | 0.9082 | 0.9570 | 0.9319 | 93 | 0.9212 | 0.9157 | 0.9184 | 166 | 0.9787 | 0.9718 | 0.9753 | 142 | 0.9381 | 0.9451 | 0.9416 | 0.9879 | |
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| 0.0158 | 46.0 | 4416 | 0.0483 | 0.9091 | 0.9677 | 0.9375 | 93 | 0.9277 | 0.9277 | 0.9277 | 166 | 0.9858 | 0.9789 | 0.9823 | 142 | 0.9433 | 0.9551 | 0.9492 | 0.9898 | |
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| 0.0131 | 47.0 | 4512 | 0.0485 | 0.9271 | 0.9570 | 0.9418 | 93 | 0.9112 | 0.9277 | 0.9194 | 166 | 0.9718 | 0.9718 | 0.9718 | 142 | 0.9361 | 0.9501 | 0.9431 | 0.9893 | |
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| 0.0149 | 48.0 | 4608 | 0.0595 | 0.89 | 0.9570 | 0.9223 | 93 | 0.9255 | 0.8976 | 0.9113 | 166 | 0.9857 | 0.9718 | 0.9787 | 142 | 0.9377 | 0.9377 | 0.9377 | 0.9877 | |
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| 0.0147 | 49.0 | 4704 | 0.0587 | 0.8738 | 0.9677 | 0.9184 | 93 | 0.9193 | 0.8916 | 0.9052 | 166 | 0.9718 | 0.9718 | 0.9718 | 142 | 0.9261 | 0.9377 | 0.9318 | 0.9863 | |
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| 0.0128 | 50.0 | 4800 | 0.0571 | 0.9278 | 0.9677 | 0.9474 | 93 | 0.9112 | 0.9277 | 0.9194 | 166 | 0.9787 | 0.9718 | 0.9753 | 142 | 0.9386 | 0.9526 | 0.9455 | 0.9888 | |
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| 0.0107 | 51.0 | 4896 | 0.0608 | 0.89 | 0.9570 | 0.9223 | 93 | 0.9212 | 0.9157 | 0.9184 | 166 | 0.9718 | 0.9718 | 0.9718 | 142 | 0.9312 | 0.9451 | 0.9381 | 0.9877 | |
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| 0.0127 | 52.0 | 4992 | 0.0599 | 0.9082 | 0.9570 | 0.9319 | 93 | 0.9268 | 0.9157 | 0.9212 | 166 | 0.9718 | 0.9718 | 0.9718 | 142 | 0.9381 | 0.9451 | 0.9416 | 0.9885 | |
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| 0.012 | 53.0 | 5088 | 0.0573 | 0.9 | 0.9677 | 0.9326 | 93 | 0.9268 | 0.9157 | 0.9212 | 166 | 0.9718 | 0.9718 | 0.9718 | 142 | 0.9360 | 0.9476 | 0.9418 | 0.9885 | |
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| 0.0114 | 54.0 | 5184 | 0.0572 | 0.9271 | 0.9570 | 0.9418 | 93 | 0.9277 | 0.9277 | 0.9277 | 166 | 0.9718 | 0.9718 | 0.9718 | 142 | 0.9431 | 0.9501 | 0.9466 | 0.9893 | |
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| 0.0115 | 55.0 | 5280 | 0.0574 | 0.91 | 0.9785 | 0.9430 | 93 | 0.9264 | 0.9096 | 0.9179 | 166 | 0.9787 | 0.9718 | 0.9753 | 142 | 0.9406 | 0.9476 | 0.9441 | 0.9890 | |
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| 0.0106 | 56.0 | 5376 | 0.0600 | 0.8911 | 0.9677 | 0.9278 | 93 | 0.9277 | 0.9277 | 0.9277 | 166 | 0.9718 | 0.9718 | 0.9718 | 142 | 0.9340 | 0.9526 | 0.9432 | 0.9885 | |
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| 0.0111 | 57.0 | 5472 | 0.0596 | 0.89 | 0.9570 | 0.9223 | 93 | 0.9217 | 0.9217 | 0.9217 | 166 | 0.9650 | 0.9718 | 0.9684 | 142 | 0.9291 | 0.9476 | 0.9383 | 0.9879 | |
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| 0.0117 | 58.0 | 5568 | 0.0610 | 0.9010 | 0.9785 | 0.9381 | 93 | 0.9329 | 0.9217 | 0.9273 | 166 | 0.9718 | 0.9718 | 0.9718 | 142 | 0.9386 | 0.9526 | 0.9455 | 0.9882 | |
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| 0.0091 | 59.0 | 5664 | 0.0595 | 0.9091 | 0.9677 | 0.9375 | 93 | 0.9217 | 0.9217 | 0.9217 | 166 | 0.9718 | 0.9718 | 0.9718 | 142 | 0.9361 | 0.9501 | 0.9431 | 0.9888 | |
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| 0.0095 | 60.0 | 5760 | 0.0567 | 0.9091 | 0.9677 | 0.9375 | 93 | 0.9226 | 0.9337 | 0.9281 | 166 | 0.9718 | 0.9718 | 0.9718 | 142 | 0.9364 | 0.9551 | 0.9457 | 0.9890 | |
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| 0.011 | 61.0 | 5856 | 0.0590 | 0.9462 | 0.9462 | 0.9462 | 93 | 0.9070 | 0.9398 | 0.9231 | 166 | 0.9718 | 0.9718 | 0.9718 | 142 | 0.9386 | 0.9526 | 0.9455 | 0.9888 | |
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| 0.0109 | 62.0 | 5952 | 0.0650 | 0.89 | 0.9570 | 0.9223 | 93 | 0.9202 | 0.9036 | 0.9119 | 166 | 0.9718 | 0.9718 | 0.9718 | 142 | 0.9309 | 0.9401 | 0.9355 | 0.9866 | |
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| 0.0101 | 63.0 | 6048 | 0.0630 | 0.91 | 0.9785 | 0.9430 | 93 | 0.9222 | 0.9277 | 0.9249 | 166 | 0.9718 | 0.9718 | 0.9718 | 142 | 0.9364 | 0.9551 | 0.9457 | 0.9885 | |
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| 0.0098 | 64.0 | 6144 | 0.0605 | 0.9167 | 0.9462 | 0.9312 | 93 | 0.9172 | 0.9337 | 0.9254 | 166 | 0.9787 | 0.9718 | 0.9753 | 142 | 0.9384 | 0.9501 | 0.9442 | 0.9882 | |
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| 0.0093 | 65.0 | 6240 | 0.0651 | 0.8889 | 0.9462 | 0.9167 | 93 | 0.9102 | 0.9157 | 0.9129 | 166 | 0.9583 | 0.9718 | 0.9650 | 142 | 0.9220 | 0.9426 | 0.9322 | 0.9866 | |
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| 0.0089 | 66.0 | 6336 | 0.0651 | 0.8911 | 0.9677 | 0.9278 | 93 | 0.9212 | 0.9157 | 0.9184 | 166 | 0.9650 | 0.9718 | 0.9684 | 142 | 0.9291 | 0.9476 | 0.9383 | 0.9879 | |
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| 0.0081 | 67.0 | 6432 | 0.0660 | 0.8738 | 0.9677 | 0.9184 | 93 | 0.9259 | 0.9036 | 0.9146 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9312 | 0.9451 | 0.9381 | 0.9877 | |
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| 0.0093 | 68.0 | 6528 | 0.0646 | 0.9091 | 0.9677 | 0.9375 | 93 | 0.9268 | 0.9157 | 0.9212 | 166 | 0.9718 | 0.9718 | 0.9718 | 142 | 0.9383 | 0.9476 | 0.9429 | 0.9888 | |
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| 0.0079 | 69.0 | 6624 | 0.0610 | 0.9368 | 0.9570 | 0.9468 | 93 | 0.9222 | 0.9277 | 0.9249 | 166 | 0.9718 | 0.9718 | 0.9718 | 142 | 0.9431 | 0.9501 | 0.9466 | 0.9896 | |
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| 0.0079 | 70.0 | 6720 | 0.0638 | 0.9184 | 0.9677 | 0.9424 | 93 | 0.9157 | 0.9157 | 0.9157 | 166 | 0.9787 | 0.9718 | 0.9753 | 142 | 0.9383 | 0.9476 | 0.9429 | 0.9890 | |
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| 0.0077 | 71.0 | 6816 | 0.0633 | 0.9167 | 0.9462 | 0.9312 | 93 | 0.9226 | 0.9337 | 0.9281 | 166 | 0.9720 | 0.9789 | 0.9754 | 142 | 0.9386 | 0.9526 | 0.9455 | 0.9890 | |
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| 0.0082 | 72.0 | 6912 | 0.0667 | 0.9 | 0.9677 | 0.9326 | 93 | 0.9162 | 0.9217 | 0.9189 | 166 | 0.9787 | 0.9718 | 0.9753 | 142 | 0.9338 | 0.9501 | 0.9419 | 0.9888 | |
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| 0.0086 | 73.0 | 7008 | 0.0638 | 0.8990 | 0.9570 | 0.9271 | 93 | 0.9217 | 0.9217 | 0.9217 | 166 | 0.9787 | 0.9718 | 0.9753 | 142 | 0.9360 | 0.9476 | 0.9418 | 0.9896 | |
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| 0.0084 | 74.0 | 7104 | 0.0692 | 0.8889 | 0.9462 | 0.9167 | 93 | 0.9212 | 0.9157 | 0.9184 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9335 | 0.9451 | 0.9393 | 0.9874 | |
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| 0.0078 | 75.0 | 7200 | 0.0677 | 0.89 | 0.9570 | 0.9223 | 93 | 0.9277 | 0.9277 | 0.9277 | 166 | 0.9718 | 0.9718 | 0.9718 | 142 | 0.9338 | 0.9501 | 0.9419 | 0.9882 | |
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| 0.0082 | 76.0 | 7296 | 0.0631 | 0.9175 | 0.9570 | 0.9368 | 93 | 0.9333 | 0.9277 | 0.9305 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9455 | 0.9526 | 0.9491 | 0.9898 | |
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| 0.007 | 77.0 | 7392 | 0.0711 | 0.8980 | 0.9462 | 0.9215 | 93 | 0.9255 | 0.8976 | 0.9113 | 166 | 0.9787 | 0.9718 | 0.9753 | 142 | 0.9375 | 0.9352 | 0.9363 | 0.9868 | |
|
| 0.008 | 78.0 | 7488 | 0.0645 | 0.9184 | 0.9677 | 0.9424 | 93 | 0.9451 | 0.9337 | 0.9394 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9505 | 0.9576 | 0.9540 | 0.9907 | |
|
| 0.0066 | 79.0 | 7584 | 0.0623 | 0.9082 | 0.9570 | 0.9319 | 93 | 0.9333 | 0.9277 | 0.9305 | 166 | 0.9858 | 0.9789 | 0.9823 | 142 | 0.9455 | 0.9526 | 0.9491 | 0.9890 | |
|
| 0.0069 | 80.0 | 7680 | 0.0697 | 0.8812 | 0.9570 | 0.9175 | 93 | 0.9375 | 0.9036 | 0.9202 | 166 | 0.9858 | 0.9789 | 0.9823 | 142 | 0.9403 | 0.9426 | 0.9415 | 0.9877 | |
|
| 0.0058 | 81.0 | 7776 | 0.0668 | 0.8889 | 0.9462 | 0.9167 | 93 | 0.9273 | 0.9217 | 0.9245 | 166 | 0.9650 | 0.9718 | 0.9684 | 142 | 0.9312 | 0.9451 | 0.9381 | 0.9879 | |
|
| 0.0069 | 82.0 | 7872 | 0.0683 | 0.89 | 0.9570 | 0.9223 | 93 | 0.9325 | 0.9157 | 0.9240 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9383 | 0.9476 | 0.9429 | 0.9882 | |
|
| 0.0068 | 83.0 | 7968 | 0.0706 | 0.8990 | 0.9570 | 0.9271 | 93 | 0.9212 | 0.9157 | 0.9184 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9360 | 0.9476 | 0.9418 | 0.9877 | |
|
| 0.0065 | 84.0 | 8064 | 0.0690 | 0.9 | 0.9677 | 0.9326 | 93 | 0.9333 | 0.9277 | 0.9305 | 166 | 0.9858 | 0.9789 | 0.9823 | 142 | 0.9433 | 0.9551 | 0.9492 | 0.9885 | |
|
| 0.0066 | 85.0 | 8160 | 0.0673 | 0.9 | 0.9677 | 0.9326 | 93 | 0.9277 | 0.9277 | 0.9277 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9387 | 0.9551 | 0.9468 | 0.9879 | |
|
| 0.0063 | 86.0 | 8256 | 0.0659 | 0.9184 | 0.9677 | 0.9424 | 93 | 0.9107 | 0.9217 | 0.9162 | 166 | 0.9787 | 0.9718 | 0.9753 | 142 | 0.9361 | 0.9501 | 0.9431 | 0.9890 | |
|
| 0.0064 | 87.0 | 8352 | 0.0661 | 0.9184 | 0.9677 | 0.9424 | 93 | 0.9273 | 0.9217 | 0.9245 | 166 | 0.9787 | 0.9718 | 0.9753 | 142 | 0.9431 | 0.9501 | 0.9466 | 0.9896 | |
|
| 0.0056 | 88.0 | 8448 | 0.0643 | 0.9184 | 0.9677 | 0.9424 | 93 | 0.9222 | 0.9277 | 0.9249 | 166 | 0.9787 | 0.9718 | 0.9753 | 142 | 0.9409 | 0.9526 | 0.9467 | 0.9898 | |
|
| 0.0065 | 89.0 | 8544 | 0.0647 | 0.9091 | 0.9677 | 0.9375 | 93 | 0.9162 | 0.9217 | 0.9189 | 166 | 0.9718 | 0.9718 | 0.9718 | 142 | 0.9338 | 0.9501 | 0.9419 | 0.9893 | |
|
| 0.0062 | 90.0 | 8640 | 0.0644 | 0.9184 | 0.9677 | 0.9424 | 93 | 0.9273 | 0.9217 | 0.9245 | 166 | 0.9787 | 0.9718 | 0.9753 | 142 | 0.9431 | 0.9501 | 0.9466 | 0.9896 | |
|
| 0.0058 | 91.0 | 8736 | 0.0660 | 0.9 | 0.9677 | 0.9326 | 93 | 0.9217 | 0.9217 | 0.9217 | 166 | 0.9718 | 0.9718 | 0.9718 | 142 | 0.9338 | 0.9501 | 0.9419 | 0.9885 | |
|
| 0.0051 | 92.0 | 8832 | 0.0647 | 0.9192 | 0.9785 | 0.9479 | 93 | 0.9277 | 0.9277 | 0.9277 | 166 | 0.9718 | 0.9718 | 0.9718 | 142 | 0.9410 | 0.9551 | 0.9480 | 0.9888 | |
|
| 0.0048 | 93.0 | 8928 | 0.0672 | 0.89 | 0.9570 | 0.9223 | 93 | 0.9107 | 0.9217 | 0.9162 | 166 | 0.9718 | 0.9718 | 0.9718 | 142 | 0.9268 | 0.9476 | 0.9371 | 0.9882 | |
|
| 0.0058 | 94.0 | 9024 | 0.0668 | 0.9091 | 0.9677 | 0.9375 | 93 | 0.9162 | 0.9217 | 0.9189 | 166 | 0.9787 | 0.9718 | 0.9753 | 142 | 0.9361 | 0.9501 | 0.9431 | 0.9890 | |
|
| 0.0067 | 95.0 | 9120 | 0.0673 | 0.9091 | 0.9677 | 0.9375 | 93 | 0.9162 | 0.9217 | 0.9189 | 166 | 0.9718 | 0.9718 | 0.9718 | 142 | 0.9338 | 0.9501 | 0.9419 | 0.9885 | |
|
| 0.0051 | 96.0 | 9216 | 0.0672 | 0.9278 | 0.9677 | 0.9474 | 93 | 0.9217 | 0.9217 | 0.9217 | 166 | 0.9787 | 0.9718 | 0.9753 | 142 | 0.9431 | 0.9501 | 0.9466 | 0.9890 | |
|
| 0.005 | 97.0 | 9312 | 0.0677 | 0.9 | 0.9677 | 0.9326 | 93 | 0.9162 | 0.9217 | 0.9189 | 166 | 0.9787 | 0.9718 | 0.9753 | 142 | 0.9338 | 0.9501 | 0.9419 | 0.9890 | |
|
| 0.0062 | 98.0 | 9408 | 0.0679 | 0.9 | 0.9677 | 0.9326 | 93 | 0.9162 | 0.9217 | 0.9189 | 166 | 0.9787 | 0.9718 | 0.9753 | 142 | 0.9338 | 0.9501 | 0.9419 | 0.9890 | |
|
| 0.0053 | 99.0 | 9504 | 0.0678 | 0.9 | 0.9677 | 0.9326 | 93 | 0.9162 | 0.9217 | 0.9189 | 166 | 0.9787 | 0.9718 | 0.9753 | 142 | 0.9338 | 0.9501 | 0.9419 | 0.9890 | |
|
| 0.0046 | 100.0 | 9600 | 0.0677 | 0.9 | 0.9677 | 0.9326 | 93 | 0.9162 | 0.9217 | 0.9189 | 166 | 0.9787 | 0.9718 | 0.9753 | 142 | 0.9338 | 0.9501 | 0.9419 | 0.9890 | |
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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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