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--- |
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license: apache-2.0 |
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base_model: google-t5/t5-base |
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tags: |
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- generated_from_trainer |
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metrics: |
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- rouge |
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model-index: |
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- name: t5-base-finetuned-stocknews_2000_150 |
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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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# t5-base-finetuned-stocknews_2000_150 |
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This model is a fine-tuned version of [google-t5/t5-base](https://huggingface.co/google-t5/t5-base) on an unknown dataset. |
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It achieves the following results on the evaluation set: |
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- Loss: 0.5246 |
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- Rouge1: 41.1174 |
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- Rouge2: 36.4917 |
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- Rougel: 40.2739 |
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- Rougelsum: 40.5043 |
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- Gen Len: 19.0 |
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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: 2e-05 |
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- train_batch_size: 8 |
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- eval_batch_size: 8 |
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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: 150 |
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- mixed_precision_training: Native AMP |
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### Training results |
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| Training Loss | Epoch | Step | Validation Loss | Rouge1 | Rouge2 | Rougel | Rougelsum | Gen Len | |
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|:-------------:|:-----:|:-----:|:---------------:|:-------:|:-------:|:-------:|:---------:|:-------:| |
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| No log | 1.0 | 211 | 0.4220 | 37.4081 | 29.7287 | 35.6792 | 36.0611 | 19.0 | |
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| No log | 2.0 | 422 | 0.4020 | 37.6979 | 30.5377 | 36.0747 | 36.4168 | 19.0 | |
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| 0.3832 | 3.0 | 633 | 0.3947 | 38.258 | 31.0862 | 36.5414 | 37.0213 | 19.0 | |
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| 0.3832 | 4.0 | 844 | 0.3850 | 38.4834 | 31.3747 | 36.8077 | 37.2317 | 19.0 | |
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| 0.2939 | 5.0 | 1055 | 0.3765 | 38.8131 | 32.3372 | 37.3919 | 37.7305 | 19.0 | |
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| 0.2939 | 6.0 | 1266 | 0.3762 | 39.1749 | 33.0152 | 37.6824 | 38.0201 | 19.0 | |
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| 0.2939 | 7.0 | 1477 | 0.3569 | 39.2336 | 32.9984 | 37.8439 | 38.1723 | 19.0 | |
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| 0.2511 | 8.0 | 1688 | 0.3551 | 39.452 | 33.6999 | 38.3731 | 38.5895 | 19.0 | |
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| 0.2511 | 9.0 | 1899 | 0.3523 | 39.8924 | 34.2746 | 38.6913 | 38.9944 | 19.0 | |
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| 0.2532 | 10.0 | 2110 | 0.3487 | 39.9155 | 34.2762 | 38.8052 | 39.077 | 19.0 | |
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| 0.2532 | 11.0 | 2321 | 0.3533 | 39.7805 | 34.2195 | 38.6591 | 38.9007 | 19.0 | |
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| 0.2158 | 12.0 | 2532 | 0.3529 | 39.6286 | 34.2772 | 38.5553 | 38.8225 | 19.0 | |
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| 0.2158 | 13.0 | 2743 | 0.3506 | 40.1899 | 35.0527 | 39.2227 | 39.4969 | 19.0 | |
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| 0.2158 | 14.0 | 2954 | 0.3474 | 40.666 | 35.5759 | 39.6311 | 39.9267 | 19.0 | |
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| 0.1882 | 15.0 | 3165 | 0.3488 | 40.4267 | 35.2551 | 39.2486 | 39.5608 | 19.0 | |
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| 0.1882 | 16.0 | 3376 | 0.3547 | 40.6478 | 35.5519 | 39.6034 | 39.8449 | 19.0 | |
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| 0.1612 | 17.0 | 3587 | 0.3616 | 40.7061 | 35.8348 | 39.8034 | 40.0508 | 19.0 | |
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| 0.1612 | 18.0 | 3798 | 0.3621 | 40.7052 | 35.8514 | 39.7689 | 40.0123 | 19.0 | |
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| 0.1434 | 19.0 | 4009 | 0.3632 | 40.5196 | 35.649 | 39.5977 | 39.8099 | 19.0 | |
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| 0.1434 | 20.0 | 4220 | 0.3667 | 40.8356 | 35.9832 | 39.9295 | 40.1647 | 19.0 | |
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| 0.1434 | 21.0 | 4431 | 0.3711 | 40.75 | 35.7893 | 39.7533 | 40.0671 | 19.0 | |
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| 0.1248 | 22.0 | 4642 | 0.3714 | 40.6404 | 35.8139 | 39.6508 | 39.9206 | 19.0 | |
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| 0.1248 | 23.0 | 4853 | 0.3720 | 40.596 | 35.7999 | 39.7515 | 39.9484 | 19.0 | |
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| 0.1097 | 24.0 | 5064 | 0.3766 | 40.6635 | 35.8029 | 39.8031 | 40.023 | 19.0 | |
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| 0.1097 | 25.0 | 5275 | 0.3841 | 40.6312 | 35.7811 | 39.7593 | 40.0159 | 19.0 | |
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| 0.1097 | 26.0 | 5486 | 0.3874 | 40.6912 | 35.85 | 39.7479 | 40.0379 | 19.0 | |
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| 0.0994 | 27.0 | 5697 | 0.3840 | 40.7263 | 35.9777 | 39.8711 | 40.1549 | 19.0 | |
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| 0.0994 | 28.0 | 5908 | 0.3935 | 40.7512 | 35.8443 | 39.7654 | 40.052 | 19.0 | |
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| 0.0877 | 29.0 | 6119 | 0.3942 | 40.801 | 35.9741 | 39.8594 | 40.0986 | 19.0 | |
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| 0.0877 | 30.0 | 6330 | 0.3977 | 40.9239 | 36.1363 | 40.0563 | 40.319 | 19.0 | |
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| 0.0786 | 31.0 | 6541 | 0.4009 | 40.8977 | 36.1534 | 40.0016 | 40.2385 | 19.0 | |
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| 0.0786 | 32.0 | 6752 | 0.3996 | 40.7816 | 36.1552 | 39.9214 | 40.1717 | 19.0 | |
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| 0.0786 | 33.0 | 6963 | 0.4023 | 40.9965 | 36.3464 | 40.1217 | 40.3481 | 19.0 | |
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| 0.0723 | 34.0 | 7174 | 0.4086 | 40.8352 | 36.1049 | 39.8852 | 40.142 | 19.0 | |
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| 0.0723 | 35.0 | 7385 | 0.4048 | 40.9399 | 36.2465 | 40.0545 | 40.3178 | 19.0 | |
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| 0.0654 | 36.0 | 7596 | 0.4097 | 40.9975 | 36.2784 | 40.0802 | 40.3726 | 19.0 | |
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| 0.0654 | 37.0 | 7807 | 0.4117 | 40.851 | 36.1677 | 40.0313 | 40.3027 | 19.0 | |
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| 0.0592 | 38.0 | 8018 | 0.4164 | 40.9427 | 36.2783 | 40.1323 | 40.4087 | 19.0 | |
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| 0.0592 | 39.0 | 8229 | 0.4187 | 40.6632 | 36.0088 | 39.8049 | 40.0361 | 19.0 | |
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| 0.0592 | 40.0 | 8440 | 0.4188 | 41.008 | 36.3243 | 40.1924 | 40.466 | 19.0 | |
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| 0.0557 | 41.0 | 8651 | 0.4244 | 40.887 | 36.2373 | 40.0544 | 40.3017 | 19.0 | |
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| 0.0557 | 42.0 | 8862 | 0.4219 | 40.8024 | 36.1323 | 39.9768 | 40.2685 | 19.0 | |
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| 0.0516 | 43.0 | 9073 | 0.4234 | 40.7758 | 36.1291 | 39.9284 | 40.1658 | 19.0 | |
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| 0.0516 | 44.0 | 9284 | 0.4268 | 40.8067 | 36.1192 | 39.9735 | 40.212 | 19.0 | |
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| 0.0516 | 45.0 | 9495 | 0.4229 | 40.8445 | 36.0577 | 39.9435 | 40.1851 | 19.0 | |
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| 0.0473 | 46.0 | 9706 | 0.4343 | 40.7118 | 36.1068 | 39.9453 | 40.1875 | 19.0 | |
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| 0.0473 | 47.0 | 9917 | 0.4311 | 40.7688 | 36.0953 | 39.9612 | 40.1921 | 19.0 | |
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| 0.0438 | 48.0 | 10128 | 0.4376 | 40.9327 | 36.2236 | 40.0164 | 40.2675 | 19.0 | |
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| 0.0438 | 49.0 | 10339 | 0.4360 | 41.0039 | 36.3548 | 40.0958 | 40.3716 | 19.0 | |
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| 0.0408 | 50.0 | 10550 | 0.4418 | 40.9386 | 36.3116 | 40.0052 | 40.2586 | 19.0 | |
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| 0.0408 | 51.0 | 10761 | 0.4436 | 41.0744 | 36.421 | 40.1518 | 40.4014 | 19.0 | |
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| 0.0408 | 52.0 | 10972 | 0.4427 | 41.1198 | 36.4495 | 40.2116 | 40.4505 | 19.0 | |
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| 0.0382 | 53.0 | 11183 | 0.4428 | 41.0544 | 36.4075 | 40.1852 | 40.4269 | 19.0 | |
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| 0.0382 | 54.0 | 11394 | 0.4468 | 41.0366 | 36.3513 | 40.1403 | 40.361 | 19.0 | |
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| 0.0354 | 55.0 | 11605 | 0.4463 | 40.9558 | 36.3748 | 40.1348 | 40.3447 | 19.0 | |
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| 0.0354 | 56.0 | 11816 | 0.4508 | 40.8857 | 36.3143 | 40.0455 | 40.2318 | 19.0 | |
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| 0.0338 | 57.0 | 12027 | 0.4544 | 40.8272 | 36.244 | 40.0023 | 40.2384 | 19.0 | |
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| 0.0338 | 58.0 | 12238 | 0.4555 | 40.9537 | 36.1908 | 40.0228 | 40.2483 | 19.0 | |
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| 0.0338 | 59.0 | 12449 | 0.4521 | 40.9258 | 36.1708 | 40.0611 | 40.3071 | 19.0 | |
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| 0.031 | 60.0 | 12660 | 0.4555 | 40.8837 | 36.147 | 40.0305 | 40.2382 | 19.0 | |
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| 0.031 | 61.0 | 12871 | 0.4566 | 40.9297 | 36.2576 | 40.09 | 40.2747 | 19.0 | |
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| 0.0307 | 62.0 | 13082 | 0.4562 | 40.8585 | 36.2582 | 40.0722 | 40.25 | 19.0 | |
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| 0.0307 | 63.0 | 13293 | 0.4592 | 40.9201 | 36.2751 | 40.0861 | 40.3269 | 19.0 | |
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| 0.0281 | 64.0 | 13504 | 0.4567 | 40.9232 | 36.2481 | 40.0753 | 40.3216 | 19.0 | |
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| 0.0281 | 65.0 | 13715 | 0.4606 | 41.0077 | 36.3489 | 40.1395 | 40.3744 | 19.0 | |
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| 0.0281 | 66.0 | 13926 | 0.4649 | 41.0042 | 36.5452 | 40.2019 | 40.4466 | 19.0 | |
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| 0.0263 | 67.0 | 14137 | 0.4674 | 40.9152 | 36.4575 | 40.2074 | 40.4128 | 19.0 | |
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| 0.0263 | 68.0 | 14348 | 0.4638 | 40.9942 | 36.4242 | 40.2192 | 40.4164 | 19.0 | |
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| 0.0258 | 69.0 | 14559 | 0.4652 | 41.0026 | 36.3871 | 40.1336 | 40.3569 | 19.0 | |
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| 0.0258 | 70.0 | 14770 | 0.4683 | 40.9275 | 36.4236 | 40.0798 | 40.3247 | 19.0 | |
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| 0.0258 | 71.0 | 14981 | 0.4729 | 40.9299 | 36.2989 | 40.1179 | 40.3533 | 19.0 | |
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| 0.0245 | 72.0 | 15192 | 0.4713 | 40.8745 | 36.2617 | 40.0829 | 40.3073 | 19.0 | |
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| 0.0245 | 73.0 | 15403 | 0.4720 | 40.9534 | 36.4602 | 40.1804 | 40.4279 | 19.0 | |
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| 0.0231 | 74.0 | 15614 | 0.4762 | 41.055 | 36.552 | 40.2672 | 40.5027 | 19.0 | |
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| 0.0231 | 75.0 | 15825 | 0.4776 | 40.939 | 36.492 | 40.1735 | 40.3718 | 19.0 | |
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| 0.0219 | 76.0 | 16036 | 0.4814 | 41.0543 | 36.6498 | 40.3146 | 40.5381 | 19.0 | |
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| 0.0219 | 77.0 | 16247 | 0.4826 | 41.0015 | 36.5925 | 40.2389 | 40.4813 | 19.0 | |
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| 0.0219 | 78.0 | 16458 | 0.4840 | 41.0486 | 36.6352 | 40.3106 | 40.5603 | 19.0 | |
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| 0.0213 | 79.0 | 16669 | 0.4848 | 40.9784 | 36.4886 | 40.1903 | 40.439 | 19.0 | |
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| 0.0213 | 80.0 | 16880 | 0.4910 | 41.175 | 36.6854 | 40.3474 | 40.5917 | 19.0 | |
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| 0.0204 | 81.0 | 17091 | 0.4843 | 41.0851 | 36.5354 | 40.3005 | 40.5392 | 19.0 | |
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| 0.0204 | 82.0 | 17302 | 0.4847 | 41.2714 | 36.6856 | 40.4516 | 40.672 | 19.0 | |
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| 0.0196 | 83.0 | 17513 | 0.4860 | 40.9692 | 36.3916 | 40.1273 | 40.3602 | 19.0 | |
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| 0.0196 | 84.0 | 17724 | 0.4870 | 40.9497 | 36.3933 | 40.1057 | 40.3926 | 19.0 | |
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| 0.0196 | 85.0 | 17935 | 0.4827 | 41.0823 | 36.5005 | 40.2376 | 40.4651 | 19.0 | |
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| 0.019 | 86.0 | 18146 | 0.4889 | 41.1902 | 36.6614 | 40.3848 | 40.6069 | 19.0 | |
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| 0.019 | 87.0 | 18357 | 0.4890 | 41.186 | 36.6136 | 40.4576 | 40.6462 | 19.0 | |
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| 0.0179 | 88.0 | 18568 | 0.4940 | 41.1593 | 36.5153 | 40.377 | 40.5727 | 19.0 | |
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| 0.0179 | 89.0 | 18779 | 0.4908 | 40.9712 | 36.43 | 40.1811 | 40.3797 | 19.0 | |
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| 0.0179 | 90.0 | 18990 | 0.4914 | 41.0358 | 36.4656 | 40.1936 | 40.4449 | 19.0 | |
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| 0.0176 | 91.0 | 19201 | 0.4924 | 40.8918 | 36.3329 | 40.0398 | 40.2895 | 19.0 | |
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| 0.0176 | 92.0 | 19412 | 0.4913 | 41.0889 | 36.3829 | 40.213 | 40.4163 | 19.0 | |
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| 0.0168 | 93.0 | 19623 | 0.4939 | 41.048 | 36.407 | 40.1863 | 40.4131 | 19.0 | |
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| 0.0168 | 94.0 | 19834 | 0.4996 | 41.0211 | 36.3687 | 40.1492 | 40.3375 | 19.0 | |
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| 0.016 | 95.0 | 20045 | 0.5000 | 40.8562 | 36.2496 | 39.9959 | 40.2259 | 19.0 | |
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| 0.016 | 96.0 | 20256 | 0.4989 | 41.0123 | 36.3468 | 40.1217 | 40.3407 | 19.0 | |
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| 0.016 | 97.0 | 20467 | 0.5004 | 41.0992 | 36.4577 | 40.1794 | 40.4175 | 19.0 | |
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| 0.0163 | 98.0 | 20678 | 0.5009 | 41.0319 | 36.3625 | 40.1331 | 40.3442 | 19.0 | |
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| 0.0163 | 99.0 | 20889 | 0.4978 | 40.8888 | 36.238 | 40.0311 | 40.2348 | 19.0 | |
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| 0.0154 | 100.0 | 21100 | 0.5059 | 40.9034 | 36.2802 | 40.033 | 40.2534 | 19.0 | |
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| 0.0154 | 101.0 | 21311 | 0.5026 | 41.0808 | 36.4192 | 40.211 | 40.4242 | 19.0 | |
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| 0.0148 | 102.0 | 21522 | 0.5043 | 41.1898 | 36.4732 | 40.3336 | 40.5495 | 19.0 | |
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| 0.0148 | 103.0 | 21733 | 0.5062 | 41.216 | 36.6109 | 40.408 | 40.6201 | 19.0 | |
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| 0.0148 | 104.0 | 21944 | 0.5076 | 40.9136 | 36.2326 | 40.043 | 40.274 | 19.0 | |
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| 0.0142 | 105.0 | 22155 | 0.5085 | 41.1476 | 36.5099 | 40.3444 | 40.5131 | 19.0 | |
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| 0.0142 | 106.0 | 22366 | 0.5087 | 41.1 | 36.4271 | 40.2888 | 40.4809 | 19.0 | |
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| 0.0137 | 107.0 | 22577 | 0.5083 | 40.8868 | 36.2128 | 40.0356 | 40.2519 | 19.0 | |
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| 0.0137 | 108.0 | 22788 | 0.5097 | 41.0436 | 36.4065 | 40.2004 | 40.4431 | 19.0 | |
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| 0.0137 | 109.0 | 22999 | 0.5113 | 41.1789 | 36.617 | 40.3938 | 40.5925 | 19.0 | |
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| 0.0137 | 110.0 | 23210 | 0.5127 | 40.989 | 36.3659 | 40.1097 | 40.3074 | 19.0 | |
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| 0.0137 | 111.0 | 23421 | 0.5144 | 41.0157 | 36.3607 | 40.1239 | 40.3237 | 19.0 | |
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| 0.0132 | 112.0 | 23632 | 0.5153 | 40.9412 | 36.3165 | 40.0601 | 40.283 | 19.0 | |
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| 0.0132 | 113.0 | 23843 | 0.5127 | 41.011 | 36.3343 | 40.1059 | 40.3317 | 19.0 | |
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| 0.0138 | 114.0 | 24054 | 0.5174 | 40.9507 | 36.3226 | 40.0426 | 40.2821 | 19.0 | |
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| 0.0138 | 115.0 | 24265 | 0.5172 | 40.9169 | 36.2471 | 40.0189 | 40.2581 | 19.0 | |
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| 0.0138 | 116.0 | 24476 | 0.5191 | 40.9621 | 36.2937 | 40.0859 | 40.2872 | 19.0 | |
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| 0.0129 | 117.0 | 24687 | 0.5164 | 40.9124 | 36.2428 | 40.0247 | 40.2636 | 19.0 | |
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| 0.0129 | 118.0 | 24898 | 0.5217 | 40.8482 | 36.2412 | 39.983 | 40.2084 | 19.0 | |
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| 0.0131 | 119.0 | 25109 | 0.5191 | 40.9377 | 36.3549 | 40.0702 | 40.303 | 19.0 | |
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| 0.0131 | 120.0 | 25320 | 0.5206 | 41.0878 | 36.5262 | 40.2577 | 40.4903 | 19.0 | |
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| 0.0123 | 121.0 | 25531 | 0.5223 | 40.9777 | 36.4348 | 40.1438 | 40.3255 | 19.0 | |
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| 0.0123 | 122.0 | 25742 | 0.5200 | 40.9512 | 36.2822 | 40.0795 | 40.2998 | 19.0 | |
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| 0.0123 | 123.0 | 25953 | 0.5244 | 40.9508 | 36.3301 | 40.0726 | 40.3256 | 19.0 | |
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| 0.0125 | 124.0 | 26164 | 0.5225 | 41.1733 | 36.4561 | 40.3336 | 40.5512 | 19.0 | |
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| 0.0125 | 125.0 | 26375 | 0.5240 | 41.0364 | 36.4154 | 40.189 | 40.4268 | 19.0 | |
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| 0.0118 | 126.0 | 26586 | 0.5246 | 41.1267 | 36.4904 | 40.3025 | 40.5672 | 19.0 | |
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| 0.0118 | 127.0 | 26797 | 0.5214 | 40.9609 | 36.417 | 40.1255 | 40.3472 | 19.0 | |
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| 0.0125 | 128.0 | 27008 | 0.5196 | 41.1335 | 36.4937 | 40.3248 | 40.5371 | 19.0 | |
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| 0.0125 | 129.0 | 27219 | 0.5214 | 41.1757 | 36.606 | 40.3908 | 40.6112 | 19.0 | |
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| 0.0125 | 130.0 | 27430 | 0.5190 | 41.1436 | 36.5116 | 40.344 | 40.5505 | 19.0 | |
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| 0.012 | 131.0 | 27641 | 0.5227 | 41.0854 | 36.5638 | 40.2975 | 40.5342 | 19.0 | |
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| 0.012 | 132.0 | 27852 | 0.5233 | 41.0652 | 36.5087 | 40.2447 | 40.4784 | 19.0 | |
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| 0.0117 | 133.0 | 28063 | 0.5251 | 41.1272 | 36.4621 | 40.2664 | 40.4917 | 19.0 | |
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| 0.0117 | 134.0 | 28274 | 0.5215 | 41.1819 | 36.5561 | 40.3583 | 40.5515 | 19.0 | |
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| 0.0117 | 135.0 | 28485 | 0.5219 | 41.1615 | 36.5308 | 40.323 | 40.5283 | 19.0 | |
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| 0.0116 | 136.0 | 28696 | 0.5228 | 41.0947 | 36.4701 | 40.2537 | 40.4725 | 19.0 | |
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| 0.0116 | 137.0 | 28907 | 0.5211 | 41.1187 | 36.4948 | 40.2711 | 40.4957 | 19.0 | |
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| 0.0114 | 138.0 | 29118 | 0.5219 | 41.0826 | 36.4684 | 40.2557 | 40.4678 | 19.0 | |
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| 0.0114 | 139.0 | 29329 | 0.5223 | 41.1453 | 36.5356 | 40.3132 | 40.5333 | 19.0 | |
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| 0.0111 | 140.0 | 29540 | 0.5237 | 41.1055 | 36.4938 | 40.2656 | 40.4907 | 19.0 | |
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| 0.0111 | 141.0 | 29751 | 0.5241 | 41.1391 | 36.4983 | 40.2896 | 40.5215 | 19.0 | |
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| 0.0111 | 142.0 | 29962 | 0.5243 | 41.1702 | 36.5621 | 40.3401 | 40.5579 | 19.0 | |
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| 0.0112 | 143.0 | 30173 | 0.5242 | 41.1499 | 36.5609 | 40.3355 | 40.5387 | 19.0 | |
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| 0.0112 | 144.0 | 30384 | 0.5236 | 41.1261 | 36.5274 | 40.3011 | 40.522 | 19.0 | |
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| 0.011 | 145.0 | 30595 | 0.5240 | 41.1174 | 36.4917 | 40.2739 | 40.5043 | 19.0 | |
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| 0.011 | 146.0 | 30806 | 0.5248 | 41.1174 | 36.4917 | 40.2739 | 40.5043 | 19.0 | |
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| 0.0106 | 147.0 | 31017 | 0.5241 | 41.1174 | 36.4917 | 40.2739 | 40.5043 | 19.0 | |
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| 0.0106 | 148.0 | 31228 | 0.5243 | 41.1174 | 36.4917 | 40.2739 | 40.5043 | 19.0 | |
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| 0.0106 | 149.0 | 31439 | 0.5245 | 41.1174 | 36.4917 | 40.2739 | 40.5043 | 19.0 | |
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| 0.0105 | 150.0 | 31650 | 0.5246 | 41.1174 | 36.4917 | 40.2739 | 40.5043 | 19.0 | |
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### Framework versions |
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- Transformers 4.38.1 |
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- Pytorch 2.1.2 |
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- Datasets 2.1.0 |
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- Tokenizers 0.15.2 |
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