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README.md
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| 1 |
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---
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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-base-3
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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-base-3
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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: 0.0894
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- Location Precision: 0.9011
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- Location Recall: 0.9535
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- Location F1: 0.9266
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- Location Number: 86
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- Organization Precision: 0.9711
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- Organization Recall: 0.9438
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- Organization F1: 0.9573
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- Organization Number: 178
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- Person Precision: 0.9843
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- Person Recall: 0.9766
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- Person F1: 0.9804
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- Person Number: 128
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- Overall Precision: 0.9591
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- Overall Recall: 0.9566
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- Overall F1: 0.9579
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- Overall Accuracy: 0.9895
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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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| 65 |
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| 0.2474 | 1.0 | 96 | 0.0616 | 0.8218 | 0.9651 | 0.8877 | 86 | 0.8663 | 0.8371 | 0.8514 | 178 | 0.9688 | 0.9688 | 0.9688 | 128 | 0.8878 | 0.9082 | 0.8979 | 0.9811 |
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| 66 |
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| 0.0576 | 2.0 | 192 | 0.0689 | 0.8454 | 0.9535 | 0.8962 | 86 | 0.9273 | 0.8596 | 0.8921 | 178 | 0.9535 | 0.9609 | 0.9572 | 128 | 0.9156 | 0.9133 | 0.9144 | 0.9819 |
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| 67 |
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| 0.0325 | 3.0 | 288 | 0.0592 | 0.8542 | 0.9535 | 0.9011 | 86 | 0.9064 | 0.8708 | 0.8883 | 178 | 0.9609 | 0.9609 | 0.9609 | 128 | 0.9114 | 0.9184 | 0.9149 | 0.9838 |
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| 68 |
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| 0.0196 | 4.0 | 384 | 0.0586 | 0.8723 | 0.9535 | 0.9111 | 86 | 0.9357 | 0.8989 | 0.9169 | 178 | 0.9688 | 0.9688 | 0.9688 | 128 | 0.9313 | 0.9337 | 0.9325 | 0.9865 |
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| 69 |
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| 0.0138 | 5.0 | 480 | 0.0675 | 0.8913 | 0.9535 | 0.9213 | 86 | 0.9302 | 0.8989 | 0.9143 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9361 | 0.9337 | 0.9349 | 0.9860 |
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| 70 |
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| 0.0126 | 6.0 | 576 | 0.0498 | 0.8778 | 0.9186 | 0.8977 | 86 | 0.9130 | 0.9438 | 0.9282 | 178 | 0.9535 | 0.9609 | 0.9572 | 128 | 0.9181 | 0.9439 | 0.9308 | 0.9865 |
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| 71 |
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| 0.007 | 7.0 | 672 | 0.0727 | 0.8804 | 0.9419 | 0.9101 | 86 | 0.9535 | 0.9213 | 0.9371 | 178 | 0.9615 | 0.9766 | 0.9690 | 128 | 0.9391 | 0.9439 | 0.9415 | 0.9860 |
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| 72 |
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| 0.008 | 8.0 | 768 | 0.0654 | 0.8901 | 0.9419 | 0.9153 | 86 | 0.9489 | 0.9382 | 0.9435 | 178 | 0.9690 | 0.9766 | 0.9728 | 128 | 0.9419 | 0.9515 | 0.9467 | 0.9889 |
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| 73 |
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| 0.0052 | 9.0 | 864 | 0.0607 | 0.9022 | 0.9651 | 0.9326 | 86 | 0.96 | 0.9438 | 0.9518 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9543 | 0.9592 | 0.9567 | 0.9895 |
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| 74 |
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| 0.0077 | 10.0 | 960 | 0.0647 | 0.8617 | 0.9419 | 0.9000 | 86 | 0.9586 | 0.9101 | 0.9337 | 178 | 0.9609 | 0.9609 | 0.9609 | 128 | 0.9361 | 0.9337 | 0.9349 | 0.9873 |
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| 75 |
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| 0.0058 | 11.0 | 1056 | 0.0680 | 0.8557 | 0.9651 | 0.9071 | 86 | 0.9545 | 0.9438 | 0.9492 | 178 | 0.9685 | 0.9609 | 0.9647 | 128 | 0.935 | 0.9541 | 0.9444 | 0.9889 |
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| 76 |
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| 0.0039 | 12.0 | 1152 | 0.0705 | 0.8913 | 0.9535 | 0.9213 | 86 | 0.9266 | 0.9213 | 0.9239 | 178 | 0.9685 | 0.9609 | 0.9647 | 128 | 0.9318 | 0.9413 | 0.9365 | 0.9865 |
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| 77 |
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| 0.0034 | 13.0 | 1248 | 0.0650 | 0.8854 | 0.9884 | 0.9341 | 86 | 0.9598 | 0.9382 | 0.9489 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9471 | 0.9592 | 0.9531 | 0.9887 |
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| 78 |
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| 0.0033 | 14.0 | 1344 | 0.0574 | 0.8958 | 1.0 | 0.9451 | 86 | 0.9489 | 0.9382 | 0.9435 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.945 | 0.9643 | 0.9545 | 0.9895 |
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| 79 |
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| 0.0022 | 15.0 | 1440 | 0.0648 | 0.9333 | 0.9767 | 0.9545 | 86 | 0.9543 | 0.9382 | 0.9462 | 178 | 0.9688 | 0.9688 | 0.9688 | 128 | 0.9542 | 0.9566 | 0.9554 | 0.9897 |
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| 80 |
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| 0.003 | 16.0 | 1536 | 0.0758 | 0.9011 | 0.9535 | 0.9266 | 86 | 0.9527 | 0.9045 | 0.9280 | 178 | 0.9688 | 0.9688 | 0.9688 | 128 | 0.9459 | 0.9362 | 0.9410 | 0.9873 |
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| 81 |
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| 0.0036 | 17.0 | 1632 | 0.0573 | 0.8925 | 0.9651 | 0.9274 | 86 | 0.9653 | 0.9382 | 0.9516 | 178 | 0.9690 | 0.9766 | 0.9728 | 128 | 0.9494 | 0.9566 | 0.9530 | 0.9900 |
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| 82 |
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| 0.0027 | 18.0 | 1728 | 0.0655 | 0.8737 | 0.9651 | 0.9171 | 86 | 0.9651 | 0.9326 | 0.9486 | 178 | 0.9690 | 0.9766 | 0.9728 | 128 | 0.9444 | 0.9541 | 0.9492 | 0.9895 |
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| 83 |
+
| 0.0019 | 19.0 | 1824 | 0.0804 | 0.875 | 0.9767 | 0.9231 | 86 | 0.9345 | 0.8820 | 0.9075 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9361 | 0.9337 | 0.9349 | 0.9879 |
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| 84 |
+
| 0.0018 | 20.0 | 1920 | 0.0743 | 0.9111 | 0.9535 | 0.9318 | 86 | 0.9543 | 0.9382 | 0.9462 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9541 | 0.9541 | 0.9541 | 0.9892 |
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| 85 |
+
| 0.0014 | 21.0 | 2016 | 0.0711 | 0.9213 | 0.9535 | 0.9371 | 86 | 0.9438 | 0.9438 | 0.9438 | 178 | 0.9688 | 0.9688 | 0.9688 | 128 | 0.9468 | 0.9541 | 0.9504 | 0.9897 |
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| 86 |
+
| 0.0018 | 22.0 | 2112 | 0.0705 | 0.8660 | 0.9767 | 0.9180 | 86 | 0.9649 | 0.9270 | 0.9456 | 178 | 0.9690 | 0.9766 | 0.9728 | 128 | 0.9421 | 0.9541 | 0.9480 | 0.9881 |
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| 87 |
+
| 0.0035 | 23.0 | 2208 | 0.0605 | 0.8936 | 0.9767 | 0.9333 | 86 | 0.9884 | 0.9551 | 0.9714 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9644 | 0.9668 | 0.9656 | 0.9924 |
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| 88 |
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| 0.0022 | 24.0 | 2304 | 0.0850 | 0.8351 | 0.9419 | 0.8852 | 86 | 0.9880 | 0.9270 | 0.9565 | 178 | 0.9841 | 0.9688 | 0.9764 | 128 | 0.9487 | 0.9439 | 0.9463 | 0.9884 |
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| 89 |
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| 0.0021 | 25.0 | 2400 | 0.0598 | 0.9111 | 0.9535 | 0.9318 | 86 | 0.9659 | 0.9551 | 0.9605 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9593 | 0.9617 | 0.9605 | 0.9914 |
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| 90 |
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| 0.0019 | 26.0 | 2496 | 0.0620 | 0.8830 | 0.9651 | 0.9222 | 86 | 0.9649 | 0.9270 | 0.9456 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9515 | 0.9515 | 0.9515 | 0.9911 |
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| 91 |
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| 0.002 | 27.0 | 2592 | 0.0740 | 0.8925 | 0.9651 | 0.9274 | 86 | 0.9709 | 0.9382 | 0.9543 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9541 | 0.9541 | 0.9541 | 0.9897 |
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| 92 |
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| 0.0035 | 28.0 | 2688 | 0.0687 | 0.9022 | 0.9651 | 0.9326 | 86 | 0.9653 | 0.9382 | 0.9516 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9542 | 0.9566 | 0.9554 | 0.9908 |
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| 93 |
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| 0.0028 | 29.0 | 2784 | 0.0690 | 0.8866 | 1.0 | 0.9399 | 86 | 0.9535 | 0.9213 | 0.9371 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9470 | 0.9566 | 0.9518 | 0.9895 |
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| 94 |
+
| 0.0039 | 30.0 | 2880 | 0.0555 | 0.8778 | 0.9186 | 0.8977 | 86 | 0.9497 | 0.9551 | 0.9524 | 178 | 0.9762 | 0.9609 | 0.9685 | 128 | 0.9418 | 0.9490 | 0.9454 | 0.9897 |
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| 95 |
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| 0.0022 | 31.0 | 2976 | 0.0733 | 0.8696 | 0.9302 | 0.8989 | 86 | 0.9432 | 0.9326 | 0.9379 | 178 | 0.976 | 0.9531 | 0.9644 | 128 | 0.9364 | 0.9388 | 0.9376 | 0.9884 |
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| 96 |
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| 0.0028 | 32.0 | 3072 | 0.0822 | 0.8925 | 0.9651 | 0.9274 | 86 | 0.9432 | 0.9326 | 0.9379 | 178 | 0.9690 | 0.9766 | 0.9728 | 128 | 0.9397 | 0.9541 | 0.9468 | 0.9879 |
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| 97 |
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| 0.0033 | 33.0 | 3168 | 0.0818 | 0.875 | 0.9767 | 0.9231 | 86 | 0.9706 | 0.9270 | 0.9483 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9517 | 0.9541 | 0.9529 | 0.9895 |
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| 98 |
+
| 0.0029 | 34.0 | 3264 | 0.0843 | 0.9231 | 0.9767 | 0.9492 | 86 | 0.9551 | 0.9551 | 0.9551 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9547 | 0.9668 | 0.9607 | 0.9884 |
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| 99 |
+
| 0.0019 | 35.0 | 3360 | 0.0694 | 0.8947 | 0.9884 | 0.9392 | 86 | 0.9595 | 0.9326 | 0.9459 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9495 | 0.9592 | 0.9543 | 0.9900 |
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| 100 |
+
| 0.0018 | 36.0 | 3456 | 0.0769 | 0.9140 | 0.9884 | 0.9497 | 86 | 0.9595 | 0.9326 | 0.9459 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9543 | 0.9592 | 0.9567 | 0.9892 |
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| 101 |
+
| 0.001 | 37.0 | 3552 | 0.0846 | 0.8947 | 0.9884 | 0.9392 | 86 | 0.9489 | 0.9382 | 0.9435 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9472 | 0.9617 | 0.9544 | 0.9876 |
|
| 102 |
+
| 0.0013 | 38.0 | 3648 | 0.0940 | 0.84 | 0.9767 | 0.9032 | 86 | 0.9586 | 0.9101 | 0.9337 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9343 | 0.9439 | 0.9391 | 0.9873 |
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| 103 |
+
| 0.0015 | 39.0 | 3744 | 0.0967 | 0.8737 | 0.9651 | 0.9171 | 86 | 0.9477 | 0.9157 | 0.9314 | 178 | 0.9688 | 0.9688 | 0.9688 | 128 | 0.9367 | 0.9439 | 0.9403 | 0.9854 |
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| 104 |
+
| 0.0011 | 40.0 | 3840 | 0.0905 | 0.8791 | 0.9302 | 0.9040 | 86 | 0.9532 | 0.9157 | 0.9341 | 178 | 0.9685 | 0.9609 | 0.9647 | 128 | 0.9409 | 0.9337 | 0.9373 | 0.9870 |
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| 105 |
+
| 0.0022 | 41.0 | 3936 | 0.1113 | 0.9318 | 0.9535 | 0.9425 | 86 | 0.8901 | 0.9551 | 0.9214 | 178 | 0.9688 | 0.9688 | 0.9688 | 128 | 0.9238 | 0.9592 | 0.9412 | 0.9849 |
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| 106 |
+
| 0.0014 | 42.0 | 4032 | 0.0935 | 0.9333 | 0.9767 | 0.9545 | 86 | 0.9444 | 0.9551 | 0.9497 | 178 | 0.9688 | 0.9688 | 0.9688 | 128 | 0.9497 | 0.9643 | 0.9570 | 0.9881 |
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| 107 |
+
| 0.0013 | 43.0 | 4128 | 0.0886 | 0.9111 | 0.9535 | 0.9318 | 86 | 0.9540 | 0.9326 | 0.9432 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9540 | 0.9515 | 0.9527 | 0.9884 |
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| 108 |
+
| 0.0006 | 44.0 | 4224 | 0.0964 | 0.9022 | 0.9651 | 0.9326 | 86 | 0.9543 | 0.9382 | 0.9462 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9518 | 0.9566 | 0.9542 | 0.9879 |
|
| 109 |
+
| 0.0013 | 45.0 | 4320 | 0.0951 | 0.9121 | 0.9651 | 0.9379 | 86 | 0.9489 | 0.9382 | 0.9435 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9492 | 0.9541 | 0.9517 | 0.9884 |
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| 110 |
+
| 0.0012 | 46.0 | 4416 | 0.0949 | 0.9043 | 0.9884 | 0.9444 | 86 | 0.9653 | 0.9382 | 0.9516 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9569 | 0.9617 | 0.9593 | 0.9881 |
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| 111 |
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| 0.0021 | 47.0 | 4512 | 0.0979 | 0.9032 | 0.9767 | 0.9385 | 86 | 0.9535 | 0.9213 | 0.9371 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9490 | 0.9490 | 0.9490 | 0.9865 |
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| 112 |
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| 0.0012 | 48.0 | 4608 | 0.0924 | 0.8936 | 0.9767 | 0.9333 | 86 | 0.9540 | 0.9326 | 0.9432 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9468 | 0.9541 | 0.9504 | 0.9870 |
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| 113 |
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| 0.0017 | 49.0 | 4704 | 0.0879 | 0.8936 | 0.9767 | 0.9333 | 86 | 0.9543 | 0.9382 | 0.9462 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9495 | 0.9592 | 0.9543 | 0.9870 |
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| 114 |
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| 0.0008 | 50.0 | 4800 | 0.0917 | 0.8901 | 0.9419 | 0.9153 | 86 | 0.96 | 0.9438 | 0.9518 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9491 | 0.9515 | 0.9503 | 0.9879 |
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| 115 |
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| 0.0006 | 51.0 | 4896 | 0.0853 | 0.9011 | 0.9535 | 0.9266 | 86 | 0.9598 | 0.9382 | 0.9489 | 178 | 0.9609 | 0.9609 | 0.9609 | 128 | 0.9466 | 0.9490 | 0.9478 | 0.9887 |
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| 116 |
+
| 0.0019 | 52.0 | 4992 | 0.0985 | 0.8830 | 0.9651 | 0.9222 | 86 | 0.9760 | 0.9157 | 0.9449 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9536 | 0.9439 | 0.9487 | 0.9870 |
|
| 117 |
+
| 0.0008 | 53.0 | 5088 | 0.1070 | 0.8723 | 0.9535 | 0.9111 | 86 | 0.9759 | 0.9101 | 0.9419 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9509 | 0.9388 | 0.9448 | 0.9865 |
|
| 118 |
+
| 0.0014 | 54.0 | 5184 | 0.0901 | 0.9022 | 0.9651 | 0.9326 | 86 | 0.9649 | 0.9270 | 0.9456 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9538 | 0.9490 | 0.9514 | 0.9895 |
|
| 119 |
+
| 0.0006 | 55.0 | 5280 | 0.0906 | 0.8817 | 0.9535 | 0.9162 | 86 | 0.9489 | 0.9382 | 0.9435 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9444 | 0.9541 | 0.9492 | 0.9873 |
|
| 120 |
+
| 0.0005 | 56.0 | 5376 | 0.1000 | 0.8936 | 0.9767 | 0.9333 | 86 | 0.9227 | 0.9382 | 0.9304 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9328 | 0.9566 | 0.9446 | 0.9862 |
|
| 121 |
+
| 0.0005 | 57.0 | 5472 | 0.0942 | 0.9121 | 0.9651 | 0.9379 | 86 | 0.9598 | 0.9382 | 0.9489 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9541 | 0.9541 | 0.9541 | 0.9884 |
|
| 122 |
+
| 0.0004 | 58.0 | 5568 | 0.1047 | 0.8723 | 0.9535 | 0.9111 | 86 | 0.9588 | 0.9157 | 0.9368 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9437 | 0.9413 | 0.9425 | 0.9881 |
|
| 123 |
+
| 0.0002 | 59.0 | 5664 | 0.0926 | 0.8936 | 0.9767 | 0.9333 | 86 | 0.9598 | 0.9382 | 0.9489 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9494 | 0.9566 | 0.9530 | 0.9889 |
|
| 124 |
+
| 0.0002 | 60.0 | 5760 | 0.0990 | 0.8842 | 0.9767 | 0.9282 | 86 | 0.9435 | 0.9382 | 0.9408 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9424 | 0.9592 | 0.9507 | 0.9879 |
|
| 125 |
+
| 0.0002 | 61.0 | 5856 | 0.1064 | 0.9011 | 0.9535 | 0.9266 | 86 | 0.9820 | 0.9213 | 0.9507 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9610 | 0.9439 | 0.9524 | 0.9889 |
|
| 126 |
+
| 0.0009 | 62.0 | 5952 | 0.0971 | 0.8913 | 0.9535 | 0.9213 | 86 | 0.9492 | 0.9438 | 0.9465 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9444 | 0.9541 | 0.9492 | 0.9873 |
|
| 127 |
+
| 0.0006 | 63.0 | 6048 | 0.0910 | 0.9111 | 0.9535 | 0.9318 | 86 | 0.9540 | 0.9326 | 0.9432 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9540 | 0.9515 | 0.9527 | 0.9897 |
|
| 128 |
+
| 0.0002 | 64.0 | 6144 | 0.0927 | 0.8925 | 0.9651 | 0.9274 | 86 | 0.9441 | 0.9494 | 0.9468 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9425 | 0.9617 | 0.9520 | 0.9873 |
|
| 129 |
+
| 0.0003 | 65.0 | 6240 | 0.0897 | 0.9121 | 0.9651 | 0.9379 | 86 | 0.9435 | 0.9382 | 0.9408 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9494 | 0.9566 | 0.9530 | 0.9887 |
|
| 130 |
+
| 0.0004 | 66.0 | 6336 | 0.0877 | 0.9111 | 0.9535 | 0.9318 | 86 | 0.9492 | 0.9438 | 0.9465 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9492 | 0.9541 | 0.9517 | 0.9903 |
|
| 131 |
+
| 0.0005 | 67.0 | 6432 | 0.0897 | 0.9121 | 0.9651 | 0.9379 | 86 | 0.9545 | 0.9438 | 0.9492 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9518 | 0.9566 | 0.9542 | 0.9897 |
|
| 132 |
+
| 0.0006 | 68.0 | 6528 | 0.0879 | 0.9111 | 0.9535 | 0.9318 | 86 | 0.9441 | 0.9494 | 0.9468 | 178 | 0.9688 | 0.9688 | 0.9688 | 128 | 0.9446 | 0.9566 | 0.9506 | 0.9900 |
|
| 133 |
+
| 0.0009 | 69.0 | 6624 | 0.0967 | 0.9022 | 0.9651 | 0.9326 | 86 | 0.9337 | 0.9494 | 0.9415 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9425 | 0.9617 | 0.9520 | 0.9887 |
|
| 134 |
+
| 0.0002 | 70.0 | 6720 | 0.0895 | 0.8817 | 0.9535 | 0.9162 | 86 | 0.9389 | 0.9494 | 0.9441 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.94 | 0.9592 | 0.9495 | 0.9892 |
|
| 135 |
+
| 0.0002 | 71.0 | 6816 | 0.0859 | 0.9022 | 0.9651 | 0.9326 | 86 | 0.9494 | 0.9494 | 0.9494 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9496 | 0.9617 | 0.9556 | 0.9900 |
|
| 136 |
+
| 0.0002 | 72.0 | 6912 | 0.1060 | 0.9011 | 0.9535 | 0.9266 | 86 | 0.9763 | 0.9270 | 0.9510 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9587 | 0.9464 | 0.9525 | 0.9887 |
|
| 137 |
+
| 0.0014 | 73.0 | 7008 | 0.0922 | 0.9011 | 0.9535 | 0.9266 | 86 | 0.9593 | 0.9270 | 0.9429 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9513 | 0.9464 | 0.9488 | 0.9889 |
|
| 138 |
+
| 0.0002 | 74.0 | 7104 | 0.0894 | 0.8804 | 0.9419 | 0.9101 | 86 | 0.9180 | 0.9438 | 0.9307 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9303 | 0.9541 | 0.9421 | 0.9876 |
|
| 139 |
+
| 0.0006 | 75.0 | 7200 | 0.0913 | 0.9011 | 0.9535 | 0.9266 | 86 | 0.9708 | 0.9326 | 0.9513 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9589 | 0.9515 | 0.9552 | 0.9884 |
|
| 140 |
+
| 0.0001 | 76.0 | 7296 | 0.0917 | 0.9011 | 0.9535 | 0.9266 | 86 | 0.9708 | 0.9326 | 0.9513 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9589 | 0.9515 | 0.9552 | 0.9884 |
|
| 141 |
+
| 0.0002 | 77.0 | 7392 | 0.0912 | 0.9011 | 0.9535 | 0.9266 | 86 | 0.9706 | 0.9270 | 0.9483 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9588 | 0.9490 | 0.9538 | 0.9881 |
|
| 142 |
+
| 0.0005 | 78.0 | 7488 | 0.0865 | 0.9121 | 0.9651 | 0.9379 | 86 | 0.9655 | 0.9438 | 0.9545 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9592 | 0.9592 | 0.9592 | 0.9900 |
|
| 143 |
+
| 0.0006 | 79.0 | 7584 | 0.0933 | 0.9011 | 0.9535 | 0.9266 | 86 | 0.9766 | 0.9382 | 0.9570 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9590 | 0.9541 | 0.9565 | 0.9889 |
|
| 144 |
+
| 0.0002 | 80.0 | 7680 | 0.0888 | 0.9011 | 0.9535 | 0.9266 | 86 | 0.9711 | 0.9438 | 0.9573 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9591 | 0.9566 | 0.9579 | 0.9892 |
|
| 145 |
+
| 0.0002 | 81.0 | 7776 | 0.0985 | 0.9022 | 0.9651 | 0.9326 | 86 | 0.9824 | 0.9382 | 0.9598 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9640 | 0.9566 | 0.9603 | 0.9889 |
|
| 146 |
+
| 0.0002 | 82.0 | 7872 | 0.0940 | 0.9121 | 0.9651 | 0.9379 | 86 | 0.9824 | 0.9382 | 0.9598 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9665 | 0.9566 | 0.9615 | 0.9889 |
|
| 147 |
+
| 0.0002 | 83.0 | 7968 | 0.0920 | 0.9111 | 0.9535 | 0.9318 | 86 | 0.9713 | 0.9494 | 0.9602 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9616 | 0.9592 | 0.9604 | 0.9900 |
|
| 148 |
+
| 0.0001 | 84.0 | 8064 | 0.0920 | 0.9111 | 0.9535 | 0.9318 | 86 | 0.9713 | 0.9494 | 0.9602 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9616 | 0.9592 | 0.9604 | 0.9903 |
|
| 149 |
+
| 0.0002 | 85.0 | 8160 | 0.0923 | 0.9022 | 0.9651 | 0.9326 | 86 | 0.9711 | 0.9438 | 0.9573 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9592 | 0.9592 | 0.9592 | 0.9900 |
|
| 150 |
+
| 0.0002 | 86.0 | 8256 | 0.0919 | 0.9022 | 0.9651 | 0.9326 | 86 | 0.9711 | 0.9438 | 0.9573 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9592 | 0.9592 | 0.9592 | 0.9903 |
|
| 151 |
+
| 0.0002 | 87.0 | 8352 | 0.1002 | 0.9121 | 0.9651 | 0.9379 | 86 | 0.9822 | 0.9326 | 0.9568 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9664 | 0.9541 | 0.9602 | 0.9889 |
|
| 152 |
+
| 0.0002 | 88.0 | 8448 | 0.0863 | 0.9022 | 0.9651 | 0.9326 | 86 | 0.9657 | 0.9494 | 0.9575 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9569 | 0.9617 | 0.9593 | 0.9906 |
|
| 153 |
+
| 0.0002 | 89.0 | 8544 | 0.0869 | 0.9022 | 0.9651 | 0.9326 | 86 | 0.9657 | 0.9494 | 0.9575 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9569 | 0.9617 | 0.9593 | 0.9906 |
|
| 154 |
+
| 0.0002 | 90.0 | 8640 | 0.0862 | 0.9111 | 0.9535 | 0.9318 | 86 | 0.9657 | 0.9494 | 0.9575 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9566 | 0.9566 | 0.9566 | 0.9906 |
|
| 155 |
+
| 0.0004 | 91.0 | 8736 | 0.0913 | 0.9011 | 0.9535 | 0.9266 | 86 | 0.9598 | 0.9382 | 0.9489 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9541 | 0.9541 | 0.9541 | 0.9892 |
|
| 156 |
+
| 0.0002 | 92.0 | 8832 | 0.0908 | 0.9011 | 0.9535 | 0.9266 | 86 | 0.9770 | 0.9551 | 0.9659 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9617 | 0.9617 | 0.9617 | 0.9900 |
|
| 157 |
+
| 0.0007 | 93.0 | 8928 | 0.0920 | 0.9011 | 0.9535 | 0.9266 | 86 | 0.9770 | 0.9551 | 0.9659 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9617 | 0.9617 | 0.9617 | 0.9900 |
|
| 158 |
+
| 0.0005 | 94.0 | 9024 | 0.0886 | 0.9011 | 0.9535 | 0.9266 | 86 | 0.9711 | 0.9438 | 0.9573 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9591 | 0.9566 | 0.9579 | 0.9897 |
|
| 159 |
+
| 0.0002 | 95.0 | 9120 | 0.0898 | 0.9011 | 0.9535 | 0.9266 | 86 | 0.9711 | 0.9438 | 0.9573 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9591 | 0.9566 | 0.9579 | 0.9895 |
|
| 160 |
+
| 0.0002 | 96.0 | 9216 | 0.0896 | 0.9011 | 0.9535 | 0.9266 | 86 | 0.9711 | 0.9438 | 0.9573 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9591 | 0.9566 | 0.9579 | 0.9895 |
|
| 161 |
+
| 0.0002 | 97.0 | 9312 | 0.0897 | 0.9011 | 0.9535 | 0.9266 | 86 | 0.9711 | 0.9438 | 0.9573 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9591 | 0.9566 | 0.9579 | 0.9895 |
|
| 162 |
+
| 0.0001 | 98.0 | 9408 | 0.0897 | 0.9011 | 0.9535 | 0.9266 | 86 | 0.9711 | 0.9438 | 0.9573 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9591 | 0.9566 | 0.9579 | 0.9895 |
|
| 163 |
+
| 0.0001 | 99.0 | 9504 | 0.0895 | 0.9011 | 0.9535 | 0.9266 | 86 | 0.9711 | 0.9438 | 0.9573 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9591 | 0.9566 | 0.9579 | 0.9895 |
|
| 164 |
+
| 0.0001 | 100.0 | 9600 | 0.0894 | 0.9011 | 0.9535 | 0.9266 | 86 | 0.9711 | 0.9438 | 0.9573 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9591 | 0.9566 | 0.9579 | 0.9895 |
|
| 165 |
+
|
| 166 |
+
|
| 167 |
+
### Framework versions
|
| 168 |
+
|
| 169 |
+
- Transformers 4.39.3
|
| 170 |
+
- Pytorch 2.3.0+cu121
|
| 171 |
+
- Datasets 2.19.1
|
| 172 |
+
- Tokenizers 0.15.2
|