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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: nerugm-seq_bn-0 |
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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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# nerugm-seq_bn-0 |
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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: 0.1597 |
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- Location Precision: 0.8205 |
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- Location Recall: 0.9275 |
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- Location F1: 0.8707 |
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- Location Number: 69 |
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- Organization Precision: 0.6714 |
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- Organization Recall: 0.8103 |
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- Organization F1: 0.7344 |
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- Organization Number: 58 |
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- Person Precision: 0.8242 |
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- Person Recall: 0.8947 |
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- Person F1: 0.8580 |
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- Person Number: 152 |
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- Quantity Precision: 0.6857 |
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- Quantity Recall: 0.8 |
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- Quantity F1: 0.7385 |
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- Quantity Number: 30 |
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- Time Precision: 0.8387 |
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- Time Recall: 0.8966 |
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- Time F1: 0.8667 |
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- Time Number: 29 |
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- Overall Precision: 0.7836 |
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- Overall Recall: 0.8787 |
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- Overall F1: 0.8285 |
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- Overall Accuracy: 0.9639 |
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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 | Quantity Precision | Quantity Recall | Quantity F1 | Quantity Number | Time Precision | Time Recall | Time F1 | Time Number | Overall Precision | Overall Recall | Overall F1 | Overall Accuracy | |
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|:-------------:|:-----:|:-----:|:---------------:|:------------------:|:---------------:|:-----------:|:---------------:|:----------------------:|:-------------------:|:---------------:|:-------------------:|:----------------:|:-------------:|:---------:|:-------------:|:------------------:|:---------------:|:-----------:|:---------------:|:--------------:|:-----------:|:-------:|:-----------:|:-----------------:|:--------------:|:----------:|:----------------:| |
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| 0.9255 | 1.0 | 106 | 0.6140 | 0.0 | 0.0 | 0.0 | 69 | 0.0 | 0.0 | 0.0 | 58 | 0.25 | 0.0066 | 0.0128 | 152 | 0.0 | 0.0 | 0.0 | 30 | 0.0 | 0.0 | 0.0 | 29 | 0.25 | 0.0030 | 0.0058 | 0.8402 | |
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| 0.5503 | 2.0 | 212 | 0.3995 | 0.2667 | 0.0580 | 0.0952 | 69 | 0.0 | 0.0 | 0.0 | 58 | 0.4888 | 0.5724 | 0.5273 | 152 | 0.0 | 0.0 | 0.0 | 30 | 0.5625 | 0.3103 | 0.4 | 29 | 0.4505 | 0.2959 | 0.3571 | 0.8855 | |
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| 0.3808 | 3.0 | 318 | 0.2890 | 0.4941 | 0.6087 | 0.5455 | 69 | 0.3889 | 0.2414 | 0.2979 | 58 | 0.6531 | 0.8421 | 0.7356 | 152 | 0.2727 | 0.3 | 0.2857 | 30 | 0.7037 | 0.6552 | 0.6786 | 29 | 0.5623 | 0.6272 | 0.5930 | 0.9268 | |
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| 0.2833 | 4.0 | 424 | 0.2156 | 0.5730 | 0.7391 | 0.6456 | 69 | 0.4815 | 0.4483 | 0.4643 | 58 | 0.7253 | 0.8684 | 0.7904 | 152 | 0.4211 | 0.5333 | 0.4706 | 30 | 0.8276 | 0.8276 | 0.8276 | 29 | 0.6352 | 0.7367 | 0.6822 | 0.9406 | |
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| 0.2213 | 5.0 | 530 | 0.1828 | 0.6374 | 0.8406 | 0.725 | 69 | 0.5357 | 0.5172 | 0.5263 | 58 | 0.7389 | 0.875 | 0.8012 | 152 | 0.4444 | 0.6667 | 0.5333 | 30 | 0.8276 | 0.8276 | 0.8276 | 29 | 0.6608 | 0.7840 | 0.7172 | 0.9434 | |
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| 0.1845 | 6.0 | 636 | 0.1698 | 0.6854 | 0.8841 | 0.7722 | 69 | 0.5135 | 0.6552 | 0.5758 | 58 | 0.7556 | 0.8947 | 0.8193 | 152 | 0.5 | 0.6667 | 0.5714 | 30 | 0.8065 | 0.8621 | 0.8333 | 29 | 0.6763 | 0.8284 | 0.7447 | 0.9467 | |
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| 0.17 | 7.0 | 742 | 0.1523 | 0.7349 | 0.8841 | 0.8026 | 69 | 0.5692 | 0.6379 | 0.6016 | 58 | 0.7746 | 0.8816 | 0.8246 | 152 | 0.6486 | 0.8 | 0.7164 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.7242 | 0.8314 | 0.7741 | 0.9511 | |
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| 0.1552 | 8.0 | 848 | 0.1481 | 0.7654 | 0.8986 | 0.8267 | 69 | 0.5352 | 0.6552 | 0.5891 | 58 | 0.7803 | 0.8882 | 0.8308 | 152 | 0.6667 | 0.8 | 0.7273 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7208 | 0.8402 | 0.7760 | 0.9519 | |
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| 0.1486 | 9.0 | 954 | 0.1388 | 0.7821 | 0.8841 | 0.8299 | 69 | 0.5538 | 0.6207 | 0.5854 | 58 | 0.8072 | 0.8816 | 0.8428 | 152 | 0.6944 | 0.8333 | 0.7576 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.7454 | 0.8314 | 0.7860 | 0.9544 | |
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| 0.1369 | 10.0 | 1060 | 0.1391 | 0.7722 | 0.8841 | 0.8243 | 69 | 0.5652 | 0.6724 | 0.6142 | 58 | 0.7929 | 0.8816 | 0.8349 | 152 | 0.6154 | 0.8 | 0.6957 | 30 | 0.7647 | 0.8966 | 0.8254 | 29 | 0.7282 | 0.8402 | 0.7802 | 0.9549 | |
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| 0.132 | 11.0 | 1166 | 0.1417 | 0.7875 | 0.9130 | 0.8456 | 69 | 0.5797 | 0.6897 | 0.6299 | 58 | 0.8047 | 0.8947 | 0.8474 | 152 | 0.6579 | 0.8333 | 0.7353 | 30 | 0.7143 | 0.8621 | 0.7813 | 29 | 0.7391 | 0.8550 | 0.7929 | 0.9534 | |
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| 0.1268 | 12.0 | 1272 | 0.1316 | 0.7848 | 0.8986 | 0.8378 | 69 | 0.625 | 0.6034 | 0.6140 | 58 | 0.8182 | 0.8882 | 0.8517 | 152 | 0.7222 | 0.8667 | 0.7879 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.7690 | 0.8373 | 0.8017 | 0.9577 | |
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| 0.1206 | 13.0 | 1378 | 0.1325 | 0.8077 | 0.9130 | 0.8571 | 69 | 0.5873 | 0.6379 | 0.6116 | 58 | 0.8144 | 0.8947 | 0.8527 | 152 | 0.6757 | 0.8333 | 0.7463 | 30 | 0.8065 | 0.8621 | 0.8333 | 29 | 0.7606 | 0.8462 | 0.8011 | 0.9575 | |
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| 0.1186 | 14.0 | 1484 | 0.1396 | 0.8158 | 0.8986 | 0.8552 | 69 | 0.6329 | 0.8621 | 0.7299 | 58 | 0.8095 | 0.8947 | 0.8500 | 152 | 0.6579 | 0.8333 | 0.7353 | 30 | 0.7647 | 0.8966 | 0.8254 | 29 | 0.7570 | 0.8846 | 0.8158 | 0.9577 | |
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| 0.1141 | 15.0 | 1590 | 0.1282 | 0.8267 | 0.8986 | 0.8611 | 69 | 0.6129 | 0.6552 | 0.6333 | 58 | 0.8171 | 0.8816 | 0.8481 | 152 | 0.6944 | 0.8333 | 0.7576 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7676 | 0.8402 | 0.8023 | 0.9583 | |
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| 0.1083 | 16.0 | 1696 | 0.1356 | 0.8077 | 0.9130 | 0.8571 | 69 | 0.6479 | 0.7931 | 0.7132 | 58 | 0.8144 | 0.8947 | 0.8527 | 152 | 0.6667 | 0.8 | 0.7273 | 30 | 0.7647 | 0.8966 | 0.8254 | 29 | 0.7642 | 0.8728 | 0.8149 | 0.9577 | |
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| 0.1106 | 17.0 | 1802 | 0.1327 | 0.8312 | 0.9275 | 0.8767 | 69 | 0.6212 | 0.7069 | 0.6613 | 58 | 0.8182 | 0.8882 | 0.8517 | 152 | 0.6579 | 0.8333 | 0.7353 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7652 | 0.8580 | 0.8089 | 0.9585 | |
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| 0.1053 | 18.0 | 1908 | 0.1359 | 0.8101 | 0.9275 | 0.8649 | 69 | 0.6349 | 0.6897 | 0.6612 | 58 | 0.8095 | 0.8947 | 0.8500 | 152 | 0.6410 | 0.8333 | 0.7246 | 30 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7572 | 0.8580 | 0.8044 | 0.9580 | |
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| 0.1089 | 19.0 | 2014 | 0.1244 | 0.8219 | 0.8696 | 0.8451 | 69 | 0.6 | 0.5690 | 0.5841 | 58 | 0.8210 | 0.875 | 0.8471 | 152 | 0.7429 | 0.8667 | 0.8 | 30 | 0.8667 | 0.8966 | 0.8814 | 29 | 0.7831 | 0.8225 | 0.8023 | 0.9595 | |
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| 0.1046 | 20.0 | 2120 | 0.1291 | 0.8182 | 0.9130 | 0.8630 | 69 | 0.6667 | 0.6897 | 0.6780 | 58 | 0.8155 | 0.9013 | 0.8562 | 152 | 0.6944 | 0.8333 | 0.7576 | 30 | 0.7273 | 0.8276 | 0.7742 | 29 | 0.7727 | 0.8550 | 0.8118 | 0.9601 | |
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| 0.0965 | 21.0 | 2226 | 0.1389 | 0.7778 | 0.9130 | 0.84 | 69 | 0.6622 | 0.8448 | 0.7424 | 58 | 0.8333 | 0.9211 | 0.875 | 152 | 0.6944 | 0.8333 | 0.7576 | 30 | 0.7273 | 0.8276 | 0.7742 | 29 | 0.7679 | 0.8905 | 0.8247 | 0.9572 | |
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| 0.0958 | 22.0 | 2332 | 0.1279 | 0.8205 | 0.9275 | 0.8707 | 69 | 0.6849 | 0.8621 | 0.7634 | 58 | 0.8232 | 0.8882 | 0.8544 | 152 | 0.7353 | 0.8333 | 0.7812 | 30 | 0.8065 | 0.8621 | 0.8333 | 29 | 0.7868 | 0.8846 | 0.8329 | 0.9618 | |
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| 0.0929 | 23.0 | 2438 | 0.1228 | 0.8356 | 0.8841 | 0.8592 | 69 | 0.6290 | 0.6724 | 0.6500 | 58 | 0.8253 | 0.9013 | 0.8616 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.7885 | 0.8491 | 0.8177 | 0.9629 | |
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| 0.0934 | 24.0 | 2544 | 0.1357 | 0.8101 | 0.9275 | 0.8649 | 69 | 0.6579 | 0.8621 | 0.7463 | 58 | 0.8059 | 0.9013 | 0.8509 | 152 | 0.7647 | 0.8667 | 0.8125 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.7724 | 0.8935 | 0.8285 | 0.9595 | |
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| 0.0887 | 25.0 | 2650 | 0.1232 | 0.7949 | 0.8986 | 0.8435 | 69 | 0.6935 | 0.7414 | 0.7167 | 58 | 0.8272 | 0.8816 | 0.8535 | 152 | 0.7647 | 0.8667 | 0.8125 | 30 | 0.7742 | 0.8276 | 0.8000 | 29 | 0.7875 | 0.8550 | 0.8199 | 0.9616 | |
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| 0.1025 | 26.0 | 2756 | 0.1350 | 0.8205 | 0.9275 | 0.8707 | 69 | 0.7101 | 0.8448 | 0.7717 | 58 | 0.8253 | 0.9013 | 0.8616 | 152 | 0.6857 | 0.8 | 0.7385 | 30 | 0.7742 | 0.8276 | 0.8000 | 29 | 0.7863 | 0.8817 | 0.8312 | 0.9618 | |
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| 0.0868 | 27.0 | 2862 | 0.1334 | 0.8101 | 0.9275 | 0.8649 | 69 | 0.7206 | 0.8448 | 0.7778 | 58 | 0.8293 | 0.8947 | 0.8608 | 152 | 0.7027 | 0.8667 | 0.7761 | 30 | 0.75 | 0.8276 | 0.7869 | 29 | 0.7868 | 0.8846 | 0.8329 | 0.9613 | |
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| 0.0836 | 28.0 | 2968 | 0.1318 | 0.8312 | 0.9275 | 0.8767 | 69 | 0.6818 | 0.7759 | 0.7258 | 58 | 0.8253 | 0.9013 | 0.8616 | 152 | 0.6944 | 0.8333 | 0.7576 | 30 | 0.6970 | 0.7931 | 0.7419 | 29 | 0.7778 | 0.8698 | 0.8212 | 0.9621 | |
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| 0.0791 | 29.0 | 3074 | 0.1344 | 0.7975 | 0.9130 | 0.8514 | 69 | 0.6912 | 0.8103 | 0.7460 | 58 | 0.8155 | 0.9013 | 0.8562 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.7742 | 0.8276 | 0.8000 | 29 | 0.7810 | 0.8757 | 0.8257 | 0.9618 | |
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| 0.0792 | 30.0 | 3180 | 0.1233 | 0.8205 | 0.9275 | 0.8707 | 69 | 0.6885 | 0.7241 | 0.7059 | 58 | 0.8303 | 0.9013 | 0.8644 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.7984 | 0.8669 | 0.8312 | 0.9652 | |
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| 0.0772 | 31.0 | 3286 | 0.1278 | 0.8205 | 0.9275 | 0.8707 | 69 | 0.6923 | 0.7759 | 0.7317 | 58 | 0.8263 | 0.9079 | 0.8652 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8 | 0.8276 | 0.8136 | 29 | 0.7936 | 0.8757 | 0.8326 | 0.9647 | |
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| 0.0766 | 32.0 | 3392 | 0.1275 | 0.8205 | 0.9275 | 0.8707 | 69 | 0.6667 | 0.7931 | 0.7244 | 58 | 0.8232 | 0.8882 | 0.8544 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8 | 0.8276 | 0.8136 | 29 | 0.7861 | 0.8698 | 0.8258 | 0.9639 | |
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| 0.0746 | 33.0 | 3498 | 0.1314 | 0.8101 | 0.9275 | 0.8649 | 69 | 0.6812 | 0.8103 | 0.7402 | 58 | 0.8221 | 0.8816 | 0.8508 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8 | 0.8276 | 0.8136 | 29 | 0.7888 | 0.8728 | 0.8287 | 0.9636 | |
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| 0.072 | 34.0 | 3604 | 0.1335 | 0.8101 | 0.9275 | 0.8649 | 69 | 0.6957 | 0.8276 | 0.7559 | 58 | 0.8385 | 0.8882 | 0.8626 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8 | 0.8276 | 0.8136 | 29 | 0.7984 | 0.8787 | 0.8366 | 0.9639 | |
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| 0.0712 | 35.0 | 3710 | 0.1314 | 0.8101 | 0.9275 | 0.8649 | 69 | 0.7031 | 0.7759 | 0.7377 | 58 | 0.8214 | 0.9079 | 0.8625 | 152 | 0.7429 | 0.8667 | 0.8 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.7926 | 0.8817 | 0.8347 | 0.9639 | |
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| 0.0702 | 36.0 | 3816 | 0.1303 | 0.8267 | 0.8986 | 0.8611 | 69 | 0.6528 | 0.8103 | 0.7231 | 58 | 0.8385 | 0.8882 | 0.8626 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8 | 0.8276 | 0.8136 | 29 | 0.7925 | 0.8698 | 0.8293 | 0.9641 | |
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| 0.0695 | 37.0 | 3922 | 0.1297 | 0.8421 | 0.9275 | 0.8828 | 69 | 0.7121 | 0.8103 | 0.7581 | 58 | 0.8253 | 0.9013 | 0.8616 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.8032 | 0.8817 | 0.8406 | 0.9649 | |
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| 0.0674 | 38.0 | 4028 | 0.1362 | 0.8312 | 0.9275 | 0.8767 | 69 | 0.6970 | 0.7931 | 0.7419 | 58 | 0.8364 | 0.9079 | 0.8707 | 152 | 0.6667 | 0.8667 | 0.7536 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.7931 | 0.8846 | 0.8364 | 0.9639 | |
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| 0.0653 | 39.0 | 4134 | 0.1295 | 0.8312 | 0.9275 | 0.8767 | 69 | 0.6667 | 0.7241 | 0.6942 | 58 | 0.8242 | 0.8947 | 0.8580 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.7935 | 0.8639 | 0.8272 | 0.9644 | |
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| 0.0637 | 40.0 | 4240 | 0.1349 | 0.7901 | 0.9275 | 0.8533 | 69 | 0.6818 | 0.7759 | 0.7258 | 58 | 0.8466 | 0.9079 | 0.8762 | 152 | 0.7647 | 0.8667 | 0.8125 | 30 | 0.7742 | 0.8276 | 0.8000 | 29 | 0.792 | 0.8787 | 0.8331 | 0.9639 | |
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| 0.0634 | 41.0 | 4346 | 0.1353 | 0.84 | 0.9130 | 0.8750 | 69 | 0.7059 | 0.8276 | 0.7619 | 58 | 0.8373 | 0.9145 | 0.8742 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.7742 | 0.8276 | 0.8000 | 29 | 0.8016 | 0.8846 | 0.8411 | 0.9652 | |
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| 0.0622 | 42.0 | 4452 | 0.1350 | 0.8312 | 0.9275 | 0.8767 | 69 | 0.6769 | 0.7586 | 0.7154 | 58 | 0.8424 | 0.9145 | 0.8770 | 152 | 0.7353 | 0.8333 | 0.7812 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.8005 | 0.8787 | 0.8378 | 0.9649 | |
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| 0.0616 | 43.0 | 4558 | 0.1341 | 0.8421 | 0.9275 | 0.8828 | 69 | 0.7015 | 0.8103 | 0.752 | 58 | 0.8373 | 0.9145 | 0.8742 | 152 | 0.7647 | 0.8667 | 0.8125 | 30 | 0.8065 | 0.8621 | 0.8333 | 29 | 0.8048 | 0.8905 | 0.8455 | 0.9654 | |
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| 0.0603 | 44.0 | 4664 | 0.1411 | 0.7805 | 0.9275 | 0.8477 | 69 | 0.6620 | 0.8103 | 0.7287 | 58 | 0.8323 | 0.9145 | 0.8715 | 152 | 0.7353 | 0.8333 | 0.7812 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.7812 | 0.8876 | 0.8310 | 0.9629 | |
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| 0.0597 | 45.0 | 4770 | 0.1402 | 0.8205 | 0.9275 | 0.8707 | 69 | 0.6620 | 0.8103 | 0.7287 | 58 | 0.8263 | 0.9079 | 0.8652 | 152 | 0.6579 | 0.8333 | 0.7353 | 30 | 0.7742 | 0.8276 | 0.8000 | 29 | 0.7740 | 0.8817 | 0.8243 | 0.9621 | |
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| 0.059 | 46.0 | 4876 | 0.1342 | 0.8312 | 0.9275 | 0.8767 | 69 | 0.6866 | 0.7931 | 0.736 | 58 | 0.8354 | 0.9013 | 0.8671 | 152 | 0.7353 | 0.8333 | 0.7812 | 30 | 0.7742 | 0.8276 | 0.8000 | 29 | 0.7936 | 0.8757 | 0.8326 | 0.9649 | |
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| 0.0574 | 47.0 | 4982 | 0.1355 | 0.8312 | 0.9275 | 0.8767 | 69 | 0.6866 | 0.7931 | 0.736 | 58 | 0.8293 | 0.8947 | 0.8608 | 152 | 0.6944 | 0.8333 | 0.7576 | 30 | 0.7667 | 0.7931 | 0.7797 | 29 | 0.7861 | 0.8698 | 0.8258 | 0.9639 | |
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| 0.0581 | 48.0 | 5088 | 0.1352 | 0.8312 | 0.9275 | 0.8767 | 69 | 0.7031 | 0.7759 | 0.7377 | 58 | 0.8354 | 0.9013 | 0.8671 | 152 | 0.7353 | 0.8333 | 0.7812 | 30 | 0.8387 | 0.8966 | 0.8667 | 29 | 0.8027 | 0.8787 | 0.8390 | 0.9659 | |
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| 0.0561 | 49.0 | 5194 | 0.1386 | 0.8421 | 0.9275 | 0.8828 | 69 | 0.6765 | 0.7931 | 0.7302 | 58 | 0.8313 | 0.9079 | 0.8679 | 152 | 0.7353 | 0.8333 | 0.7812 | 30 | 0.8667 | 0.8966 | 0.8814 | 29 | 0.7995 | 0.8846 | 0.8399 | 0.9649 | |
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| 0.0544 | 50.0 | 5300 | 0.1345 | 0.84 | 0.9130 | 0.8750 | 69 | 0.6866 | 0.7931 | 0.736 | 58 | 0.8210 | 0.875 | 0.8471 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8667 | 0.8966 | 0.8814 | 29 | 0.7984 | 0.8669 | 0.8312 | 0.9652 | |
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| 0.0534 | 51.0 | 5406 | 0.1369 | 0.8312 | 0.9275 | 0.8767 | 69 | 0.6944 | 0.8621 | 0.7692 | 58 | 0.8344 | 0.8947 | 0.8635 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.8 | 0.8876 | 0.8415 | 0.9652 | |
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| 0.0521 | 52.0 | 5512 | 0.1461 | 0.8101 | 0.9275 | 0.8649 | 69 | 0.68 | 0.8793 | 0.7669 | 58 | 0.8303 | 0.9013 | 0.8644 | 152 | 0.7353 | 0.8333 | 0.7812 | 30 | 0.7742 | 0.8276 | 0.8000 | 29 | 0.7839 | 0.8905 | 0.8338 | 0.9629 | |
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| 0.0524 | 53.0 | 5618 | 0.1376 | 0.8205 | 0.9275 | 0.8707 | 69 | 0.7164 | 0.8276 | 0.768 | 58 | 0.8354 | 0.9013 | 0.8671 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8065 | 0.8621 | 0.8333 | 29 | 0.8016 | 0.8846 | 0.8411 | 0.9657 | |
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| 0.0494 | 54.0 | 5724 | 0.1410 | 0.8421 | 0.9275 | 0.8828 | 69 | 0.6812 | 0.8103 | 0.7402 | 58 | 0.8354 | 0.9013 | 0.8671 | 152 | 0.7647 | 0.8667 | 0.8125 | 30 | 0.8065 | 0.8621 | 0.8333 | 29 | 0.7995 | 0.8846 | 0.8399 | 0.9659 | |
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| 0.0516 | 55.0 | 5830 | 0.1382 | 0.8421 | 0.9275 | 0.8828 | 69 | 0.6957 | 0.8276 | 0.7559 | 58 | 0.8354 | 0.9013 | 0.8671 | 152 | 0.7647 | 0.8667 | 0.8125 | 30 | 0.8387 | 0.8966 | 0.8667 | 29 | 0.8048 | 0.8905 | 0.8455 | 0.9659 | |
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| 0.0497 | 56.0 | 5936 | 0.1393 | 0.8312 | 0.9275 | 0.8767 | 69 | 0.6716 | 0.7759 | 0.7200 | 58 | 0.8282 | 0.8882 | 0.8571 | 152 | 0.7647 | 0.8667 | 0.8125 | 30 | 0.8387 | 0.8966 | 0.8667 | 29 | 0.7957 | 0.8757 | 0.8338 | 0.9654 | |
|
| 0.048 | 57.0 | 6042 | 0.1442 | 0.8101 | 0.9275 | 0.8649 | 69 | 0.7015 | 0.8103 | 0.752 | 58 | 0.8242 | 0.8947 | 0.8580 | 152 | 0.7647 | 0.8667 | 0.8125 | 30 | 0.8065 | 0.8621 | 0.8333 | 29 | 0.7926 | 0.8817 | 0.8347 | 0.9649 | |
|
| 0.0474 | 58.0 | 6148 | 0.1420 | 0.8312 | 0.9275 | 0.8767 | 69 | 0.6712 | 0.8448 | 0.7481 | 58 | 0.8204 | 0.9013 | 0.8589 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8387 | 0.8966 | 0.8667 | 29 | 0.7900 | 0.8905 | 0.8373 | 0.9647 | |
|
| 0.0447 | 59.0 | 6254 | 0.1470 | 0.8312 | 0.9275 | 0.8767 | 69 | 0.6857 | 0.8276 | 0.75 | 58 | 0.8303 | 0.9013 | 0.8644 | 152 | 0.7353 | 0.8333 | 0.7812 | 30 | 0.8065 | 0.8621 | 0.8333 | 29 | 0.7931 | 0.8846 | 0.8364 | 0.9647 | |
|
| 0.045 | 60.0 | 6360 | 0.1453 | 0.8205 | 0.9275 | 0.8707 | 69 | 0.6765 | 0.7931 | 0.7302 | 58 | 0.8293 | 0.8947 | 0.8608 | 152 | 0.7647 | 0.8667 | 0.8125 | 30 | 0.8065 | 0.8621 | 0.8333 | 29 | 0.792 | 0.8787 | 0.8331 | 0.9649 | |
|
| 0.0441 | 61.0 | 6466 | 0.1431 | 0.84 | 0.9130 | 0.8750 | 69 | 0.6667 | 0.7931 | 0.7244 | 58 | 0.8344 | 0.8947 | 0.8635 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8387 | 0.8966 | 0.8667 | 29 | 0.7978 | 0.8757 | 0.8350 | 0.9649 | |
|
| 0.0474 | 62.0 | 6572 | 0.1454 | 0.8312 | 0.9275 | 0.8767 | 69 | 0.6571 | 0.7931 | 0.7188 | 58 | 0.8253 | 0.9013 | 0.8616 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8065 | 0.8621 | 0.8333 | 29 | 0.7878 | 0.8787 | 0.8308 | 0.9647 | |
|
| 0.0441 | 63.0 | 6678 | 0.1432 | 0.8312 | 0.9275 | 0.8767 | 69 | 0.6818 | 0.7759 | 0.7258 | 58 | 0.8364 | 0.9079 | 0.8707 | 152 | 0.7353 | 0.8333 | 0.7812 | 30 | 0.8387 | 0.8966 | 0.8667 | 29 | 0.7989 | 0.8817 | 0.8383 | 0.9652 | |
|
| 0.0449 | 64.0 | 6784 | 0.1622 | 0.8 | 0.9275 | 0.8591 | 69 | 0.5862 | 0.8793 | 0.7034 | 58 | 0.8166 | 0.9079 | 0.8598 | 152 | 0.6944 | 0.8333 | 0.7576 | 30 | 0.8065 | 0.8621 | 0.8333 | 29 | 0.7519 | 0.8964 | 0.8178 | 0.9590 | |
|
| 0.0452 | 65.0 | 6890 | 0.1489 | 0.8421 | 0.9275 | 0.8828 | 69 | 0.6622 | 0.8448 | 0.7424 | 58 | 0.8155 | 0.9013 | 0.8562 | 152 | 0.7353 | 0.8333 | 0.7812 | 30 | 0.8387 | 0.8966 | 0.8667 | 29 | 0.7859 | 0.8905 | 0.8350 | 0.9639 | |
|
| 0.0418 | 66.0 | 6996 | 0.1543 | 0.8312 | 0.9275 | 0.8767 | 69 | 0.6712 | 0.8448 | 0.7481 | 58 | 0.8214 | 0.9079 | 0.8625 | 152 | 0.7353 | 0.8333 | 0.7812 | 30 | 0.8065 | 0.8621 | 0.8333 | 29 | 0.7859 | 0.8905 | 0.8350 | 0.9639 | |
|
| 0.0421 | 67.0 | 7102 | 0.1538 | 0.8205 | 0.9275 | 0.8707 | 69 | 0.6806 | 0.8448 | 0.7538 | 58 | 0.8204 | 0.9013 | 0.8589 | 152 | 0.7143 | 0.8333 | 0.7692 | 30 | 0.8065 | 0.8621 | 0.8333 | 29 | 0.7833 | 0.8876 | 0.8322 | 0.9631 | |
|
| 0.041 | 68.0 | 7208 | 0.1549 | 0.8312 | 0.9275 | 0.8767 | 69 | 0.6667 | 0.8621 | 0.7519 | 58 | 0.8242 | 0.8947 | 0.8580 | 152 | 0.6857 | 0.8 | 0.7385 | 30 | 0.8065 | 0.8621 | 0.8333 | 29 | 0.7807 | 0.8846 | 0.8294 | 0.9626 | |
|
| 0.0411 | 69.0 | 7314 | 0.1511 | 0.8421 | 0.9275 | 0.8828 | 69 | 0.6812 | 0.8103 | 0.7402 | 58 | 0.8193 | 0.8947 | 0.8553 | 152 | 0.7353 | 0.8333 | 0.7812 | 30 | 0.8387 | 0.8966 | 0.8667 | 29 | 0.7926 | 0.8817 | 0.8347 | 0.9652 | |
|
| 0.0414 | 70.0 | 7420 | 0.1538 | 0.8205 | 0.9275 | 0.8707 | 69 | 0.6765 | 0.7931 | 0.7302 | 58 | 0.8214 | 0.9079 | 0.8625 | 152 | 0.6757 | 0.8333 | 0.7463 | 30 | 0.7742 | 0.8276 | 0.8000 | 29 | 0.7775 | 0.8787 | 0.8250 | 0.9631 | |
|
| 0.0407 | 71.0 | 7526 | 0.1484 | 0.8312 | 0.9275 | 0.8767 | 69 | 0.6667 | 0.8276 | 0.7385 | 58 | 0.8344 | 0.8947 | 0.8635 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8387 | 0.8966 | 0.8667 | 29 | 0.7952 | 0.8846 | 0.8375 | 0.9649 | |
|
| 0.0395 | 72.0 | 7632 | 0.1467 | 0.84 | 0.9130 | 0.8750 | 69 | 0.6970 | 0.7931 | 0.7419 | 58 | 0.8344 | 0.8947 | 0.8635 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8387 | 0.8966 | 0.8667 | 29 | 0.8043 | 0.8757 | 0.8385 | 0.9649 | |
|
| 0.0388 | 73.0 | 7738 | 0.1468 | 0.8312 | 0.9275 | 0.8767 | 69 | 0.6761 | 0.8276 | 0.7442 | 58 | 0.8344 | 0.8947 | 0.8635 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8387 | 0.8966 | 0.8667 | 29 | 0.7973 | 0.8846 | 0.8387 | 0.9652 | |
|
| 0.0401 | 74.0 | 7844 | 0.1532 | 0.8312 | 0.9275 | 0.8767 | 69 | 0.6761 | 0.8276 | 0.7442 | 58 | 0.8344 | 0.8947 | 0.8635 | 152 | 0.7143 | 0.8333 | 0.7692 | 30 | 0.8387 | 0.8966 | 0.8667 | 29 | 0.7931 | 0.8846 | 0.8364 | 0.9647 | |
|
| 0.0376 | 75.0 | 7950 | 0.1554 | 0.8205 | 0.9275 | 0.8707 | 69 | 0.6571 | 0.7931 | 0.7188 | 58 | 0.8293 | 0.8947 | 0.8608 | 152 | 0.7143 | 0.8333 | 0.7692 | 30 | 0.8387 | 0.8966 | 0.8667 | 29 | 0.7857 | 0.8787 | 0.8296 | 0.9636 | |
|
| 0.0389 | 76.0 | 8056 | 0.1553 | 0.8101 | 0.9275 | 0.8649 | 69 | 0.6712 | 0.8448 | 0.7481 | 58 | 0.8344 | 0.8947 | 0.8635 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.8387 | 0.8966 | 0.8667 | 29 | 0.7868 | 0.8846 | 0.8329 | 0.9631 | |
|
| 0.0385 | 77.0 | 8162 | 0.1526 | 0.8312 | 0.9275 | 0.8767 | 69 | 0.6806 | 0.8448 | 0.7538 | 58 | 0.8344 | 0.8947 | 0.8635 | 152 | 0.6857 | 0.8 | 0.7385 | 30 | 0.8387 | 0.8966 | 0.8667 | 29 | 0.7910 | 0.8846 | 0.8352 | 0.9644 | |
|
| 0.0375 | 78.0 | 8268 | 0.1528 | 0.8421 | 0.9275 | 0.8828 | 69 | 0.6620 | 0.8103 | 0.7287 | 58 | 0.8242 | 0.8947 | 0.8580 | 152 | 0.6857 | 0.8 | 0.7385 | 30 | 0.8387 | 0.8966 | 0.8667 | 29 | 0.7857 | 0.8787 | 0.8296 | 0.9639 | |
|
| 0.0373 | 79.0 | 8374 | 0.1517 | 0.8312 | 0.9275 | 0.8767 | 69 | 0.6667 | 0.7931 | 0.7244 | 58 | 0.8293 | 0.8947 | 0.8608 | 152 | 0.7353 | 0.8333 | 0.7812 | 30 | 0.8387 | 0.8966 | 0.8667 | 29 | 0.792 | 0.8787 | 0.8331 | 0.9644 | |
|
| 0.0375 | 80.0 | 8480 | 0.1577 | 0.8205 | 0.9275 | 0.8707 | 69 | 0.6812 | 0.8103 | 0.7402 | 58 | 0.8193 | 0.8947 | 0.8553 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.8387 | 0.8966 | 0.8667 | 29 | 0.7857 | 0.8787 | 0.8296 | 0.9639 | |
|
| 0.0371 | 81.0 | 8586 | 0.1603 | 0.8205 | 0.9275 | 0.8707 | 69 | 0.6667 | 0.8276 | 0.7385 | 58 | 0.8242 | 0.8947 | 0.8580 | 152 | 0.7143 | 0.8333 | 0.7692 | 30 | 0.8387 | 0.8966 | 0.8667 | 29 | 0.7848 | 0.8846 | 0.8317 | 0.9631 | |
|
| 0.0364 | 82.0 | 8692 | 0.1597 | 0.8205 | 0.9275 | 0.8707 | 69 | 0.6761 | 0.8276 | 0.7442 | 58 | 0.8242 | 0.8947 | 0.8580 | 152 | 0.7143 | 0.8333 | 0.7692 | 30 | 0.8387 | 0.8966 | 0.8667 | 29 | 0.7868 | 0.8846 | 0.8329 | 0.9634 | |
|
| 0.0355 | 83.0 | 8798 | 0.1582 | 0.8205 | 0.9275 | 0.8707 | 69 | 0.6571 | 0.7931 | 0.7188 | 58 | 0.8242 | 0.8947 | 0.8580 | 152 | 0.7143 | 0.8333 | 0.7692 | 30 | 0.8387 | 0.8966 | 0.8667 | 29 | 0.7836 | 0.8787 | 0.8285 | 0.9631 | |
|
| 0.0352 | 84.0 | 8904 | 0.1597 | 0.8101 | 0.9275 | 0.8649 | 69 | 0.6438 | 0.8103 | 0.7176 | 58 | 0.8242 | 0.8947 | 0.8580 | 152 | 0.6857 | 0.8 | 0.7385 | 30 | 0.8065 | 0.8621 | 0.8333 | 29 | 0.7728 | 0.8757 | 0.8211 | 0.9621 | |
|
| 0.0351 | 85.0 | 9010 | 0.1546 | 0.8312 | 0.9275 | 0.8767 | 69 | 0.6571 | 0.7931 | 0.7188 | 58 | 0.8344 | 0.8947 | 0.8635 | 152 | 0.7143 | 0.8333 | 0.7692 | 30 | 0.8387 | 0.8966 | 0.8667 | 29 | 0.7899 | 0.8787 | 0.8319 | 0.9639 | |
|
| 0.0358 | 86.0 | 9116 | 0.1546 | 0.8421 | 0.9275 | 0.8828 | 69 | 0.6479 | 0.7931 | 0.7132 | 58 | 0.8344 | 0.8947 | 0.8635 | 152 | 0.7143 | 0.8333 | 0.7692 | 30 | 0.8387 | 0.8966 | 0.8667 | 29 | 0.7899 | 0.8787 | 0.8319 | 0.9639 | |
|
| 0.0359 | 87.0 | 9222 | 0.1566 | 0.8312 | 0.9275 | 0.8767 | 69 | 0.6438 | 0.8103 | 0.7176 | 58 | 0.8293 | 0.8947 | 0.8608 | 152 | 0.7353 | 0.8333 | 0.7812 | 30 | 0.8387 | 0.8966 | 0.8667 | 29 | 0.7863 | 0.8817 | 0.8312 | 0.9639 | |
|
| 0.0338 | 88.0 | 9328 | 0.1550 | 0.8312 | 0.9275 | 0.8767 | 69 | 0.6522 | 0.7759 | 0.7087 | 58 | 0.8293 | 0.8947 | 0.8608 | 152 | 0.7353 | 0.8333 | 0.7812 | 30 | 0.8387 | 0.8966 | 0.8667 | 29 | 0.7893 | 0.8757 | 0.8303 | 0.9641 | |
|
| 0.0324 | 89.0 | 9434 | 0.1579 | 0.8205 | 0.9275 | 0.8707 | 69 | 0.6429 | 0.7759 | 0.7031 | 58 | 0.8242 | 0.8947 | 0.8580 | 152 | 0.7143 | 0.8333 | 0.7692 | 30 | 0.8387 | 0.8966 | 0.8667 | 29 | 0.7810 | 0.8757 | 0.8257 | 0.9634 | |
|
| 0.034 | 90.0 | 9540 | 0.1578 | 0.8077 | 0.9130 | 0.8571 | 69 | 0.6571 | 0.7931 | 0.7188 | 58 | 0.8242 | 0.8947 | 0.8580 | 152 | 0.7353 | 0.8333 | 0.7812 | 30 | 0.8387 | 0.8966 | 0.8667 | 29 | 0.7831 | 0.8757 | 0.8268 | 0.9639 | |
|
| 0.0353 | 91.0 | 9646 | 0.1580 | 0.8077 | 0.9130 | 0.8571 | 69 | 0.6714 | 0.8103 | 0.7344 | 58 | 0.8293 | 0.8947 | 0.8608 | 152 | 0.7143 | 0.8333 | 0.7692 | 30 | 0.8387 | 0.8966 | 0.8667 | 29 | 0.7857 | 0.8787 | 0.8296 | 0.9639 | |
|
| 0.0325 | 92.0 | 9752 | 0.1565 | 0.8205 | 0.9275 | 0.8707 | 69 | 0.6571 | 0.7931 | 0.7188 | 58 | 0.8293 | 0.8947 | 0.8608 | 152 | 0.7353 | 0.8333 | 0.7812 | 30 | 0.8387 | 0.8966 | 0.8667 | 29 | 0.7878 | 0.8787 | 0.8308 | 0.9639 | |
|
| 0.0344 | 93.0 | 9858 | 0.1590 | 0.8205 | 0.9275 | 0.8707 | 69 | 0.6714 | 0.8103 | 0.7344 | 58 | 0.8242 | 0.8947 | 0.8580 | 152 | 0.6857 | 0.8 | 0.7385 | 30 | 0.8387 | 0.8966 | 0.8667 | 29 | 0.7836 | 0.8787 | 0.8285 | 0.9639 | |
|
| 0.0336 | 94.0 | 9964 | 0.1605 | 0.8077 | 0.9130 | 0.8571 | 69 | 0.6620 | 0.8103 | 0.7287 | 58 | 0.8242 | 0.8947 | 0.8580 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.8387 | 0.8966 | 0.8667 | 29 | 0.7810 | 0.8757 | 0.8257 | 0.9634 | |
|
| 0.0337 | 95.0 | 10070 | 0.1603 | 0.8205 | 0.9275 | 0.8707 | 69 | 0.6667 | 0.7931 | 0.7244 | 58 | 0.8242 | 0.8947 | 0.8580 | 152 | 0.7143 | 0.8333 | 0.7692 | 30 | 0.8387 | 0.8966 | 0.8667 | 29 | 0.7857 | 0.8787 | 0.8296 | 0.9639 | |
|
| 0.0326 | 96.0 | 10176 | 0.1594 | 0.8205 | 0.9275 | 0.8707 | 69 | 0.6429 | 0.7759 | 0.7031 | 58 | 0.8242 | 0.8947 | 0.8580 | 152 | 0.7143 | 0.8333 | 0.7692 | 30 | 0.8387 | 0.8966 | 0.8667 | 29 | 0.7810 | 0.8757 | 0.8257 | 0.9634 | |
|
| 0.0352 | 97.0 | 10282 | 0.1594 | 0.8312 | 0.9275 | 0.8767 | 69 | 0.6667 | 0.7931 | 0.7244 | 58 | 0.8242 | 0.8947 | 0.8580 | 152 | 0.7143 | 0.8333 | 0.7692 | 30 | 0.8387 | 0.8966 | 0.8667 | 29 | 0.7878 | 0.8787 | 0.8308 | 0.9641 | |
|
| 0.0329 | 98.0 | 10388 | 0.1579 | 0.8312 | 0.9275 | 0.8767 | 69 | 0.6714 | 0.8103 | 0.7344 | 58 | 0.8293 | 0.8947 | 0.8608 | 152 | 0.6857 | 0.8 | 0.7385 | 30 | 0.8387 | 0.8966 | 0.8667 | 29 | 0.7878 | 0.8787 | 0.8308 | 0.9639 | |
|
| 0.0321 | 99.0 | 10494 | 0.1590 | 0.8205 | 0.9275 | 0.8707 | 69 | 0.6857 | 0.8276 | 0.75 | 58 | 0.8293 | 0.8947 | 0.8608 | 152 | 0.6857 | 0.8 | 0.7385 | 30 | 0.8387 | 0.8966 | 0.8667 | 29 | 0.7884 | 0.8817 | 0.8324 | 0.9641 | |
|
| 0.0322 | 100.0 | 10600 | 0.1597 | 0.8205 | 0.9275 | 0.8707 | 69 | 0.6714 | 0.8103 | 0.7344 | 58 | 0.8242 | 0.8947 | 0.8580 | 152 | 0.6857 | 0.8 | 0.7385 | 30 | 0.8387 | 0.8966 | 0.8667 | 29 | 0.7836 | 0.8787 | 0.8285 | 0.9639 | |
|
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### Framework versions |
|
|
|
- Transformers 4.40.2 |
|
- Pytorch 2.3.0+cu121 |
|
- Datasets 2.19.1 |
|
- Tokenizers 0.19.1 |
|
|
