Instructions to use taiypeo/bart-base-wikilarge with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use taiypeo/bart-base-wikilarge with Transformers:
# Load model directly from transformers import AutoTokenizer, AutoModelForSeq2SeqLM tokenizer = AutoTokenizer.from_pretrained("taiypeo/bart-base-wikilarge") model = AutoModelForSeq2SeqLM.from_pretrained("taiypeo/bart-base-wikilarge", device_map="auto") - Notebooks
- Google Colab
- Kaggle
bart-base-wikilarge
This model is a fine-tuned version of facebook/bart-base on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.9527
- Sari: 38.496
- Sari Add: 4.7224
- Sari Keep: 75.8478
- Sari Del: 34.9177
- Fkgl: 8.0794
- Bleu: 90.1607
Model description
More information needed
Intended uses & limitations
More information needed
Training and evaluation data
More information needed
Training procedure
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 1e-05
- train_batch_size: 16
- eval_batch_size: 16
- seed: 42
- gradient_accumulation_steps: 2
- total_train_batch_size: 32
- optimizer: Use OptimizerNames.ADAMW_TORCH_FUSED with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: linear
- lr_scheduler_warmup_ratio: 0.06
- num_epochs: 25
Training results
| Training Loss | Epoch | Step | Validation Loss | Sari | Sari Add | Sari Keep | Sari Del | Fkgl | Bleu |
|---|---|---|---|---|---|---|---|---|---|
| 2.2466 | 0.1080 | 1000 | 1.0175 | 32.8226 | 0.7423 | 77.2214 | 20.5041 | 8.8466 | 95.0593 |
| 1.7989 | 0.2159 | 2000 | 0.9453 | 32.7048 | 0.7742 | 77.4511 | 19.889 | 8.7816 | 95.3993 |
| 1.7156 | 0.3239 | 3000 | 0.9098 | 32.871 | 0.8598 | 77.7323 | 20.0208 | 8.811 | 95.9604 |
| 1.6663 | 0.4318 | 4000 | 0.8988 | 33.7282 | 1.0581 | 77.0275 | 23.099 | 8.6845 | 95.0423 |
| 1.6299 | 0.5398 | 5000 | 0.8865 | 33.2549 | 1.1652 | 77.9332 | 20.6664 | 8.8568 | 96.0225 |
| 1.6115 | 0.6477 | 6000 | 0.8833 | 33.1639 | 1.2519 | 77.9699 | 20.27 | 8.8807 | 96.1257 |
| 1.5775 | 0.7557 | 7000 | 0.8720 | 33.4954 | 1.4621 | 77.9266 | 21.0973 | 8.8528 | 96.1335 |
| 1.5635 | 0.8637 | 8000 | 0.8753 | 34.1964 | 1.7264 | 77.2516 | 23.6112 | 8.7518 | 95.3125 |
| 1.5627 | 0.9716 | 9000 | 0.8721 | 34.0695 | 1.6395 | 77.5723 | 22.9966 | 8.7697 | 95.4634 |
| 1.5324 | 1.0796 | 10000 | 0.8676 | 33.8842 | 1.8092 | 78.1874 | 21.656 | 8.8504 | 95.9219 |
| 1.5122 | 1.1875 | 11000 | 0.8631 | 34.4614 | 2.0329 | 77.6485 | 23.7029 | 8.6992 | 95.3259 |
| 1.5107 | 1.2955 | 12000 | 0.8654 | 34.6506 | 1.9719 | 77.1674 | 24.8125 | 8.656 | 94.7209 |
| 1.4903 | 1.4034 | 13000 | 0.8631 | 34.1137 | 1.9597 | 78.2806 | 22.1007 | 8.8791 | 95.7225 |
| 1.4882 | 1.5114 | 14000 | 0.8654 | 35.0221 | 2.2329 | 76.9893 | 25.8443 | 8.5987 | 94.4562 |
| 1.476 | 1.6193 | 15000 | 0.8632 | 35.0116 | 2.3011 | 77.7518 | 24.9819 | 8.6809 | 95.2087 |
| 1.4623 | 1.7273 | 16000 | 0.8637 | 34.8856 | 2.0675 | 77.6568 | 24.9326 | 8.76 | 95.0869 |
| 1.4617 | 1.8353 | 17000 | 0.8616 | 34.848 | 2.0351 | 77.2991 | 25.2098 | 8.6402 | 94.5967 |
| 1.4526 | 1.9432 | 18000 | 0.8611 | 35.379 | 2.4824 | 77.6135 | 26.041 | 8.6075 | 94.9158 |
| 1.4126 | 2.0512 | 19000 | 0.8601 | 35.1999 | 2.5833 | 77.9939 | 25.0226 | 8.7116 | 95.2702 |
| 1.4089 | 2.1591 | 20000 | 0.8634 | 35.6577 | 2.6718 | 77.2101 | 27.0912 | 8.5487 | 94.1117 |
| 1.4089 | 2.2671 | 21000 | 0.8621 | 35.0904 | 2.3493 | 77.7058 | 25.2161 | 8.6799 | 94.8016 |
| 1.3991 | 2.3750 | 22000 | 0.8671 | 35.048 | 2.4566 | 77.7806 | 24.9067 | 8.7029 | 95.2661 |
| 1.4119 | 2.4830 | 23000 | 0.8634 | 35.5864 | 2.5627 | 77.301 | 26.8954 | 8.5904 | 94.011 |
| 1.3932 | 2.5910 | 24000 | 0.8640 | 35.2742 | 2.5254 | 77.6696 | 25.6277 | 8.6608 | 94.6435 |
| 1.3858 | 2.6989 | 25000 | 0.8640 | 36.0303 | 2.731 | 77.0215 | 28.3385 | 8.5031 | 93.9359 |
| 1.3934 | 2.8069 | 26000 | 0.8628 | 35.826 | 2.6994 | 77.2409 | 27.5378 | 8.5432 | 94.2686 |
| 1.3748 | 2.9148 | 27000 | 0.8592 | 34.9041 | 2.4212 | 77.8504 | 24.4406 | 8.7734 | 95.1724 |
| 1.3886 | 3.0228 | 28000 | 0.8709 | 35.8772 | 2.6871 | 77.2368 | 27.7076 | 8.5199 | 94.2616 |
| 1.3405 | 3.1307 | 29000 | 0.8597 | 35.4115 | 2.6801 | 77.9785 | 25.576 | 8.7135 | 95.2602 |
| 1.3381 | 3.2387 | 30000 | 0.8688 | 36.1301 | 3.0327 | 77.143 | 28.2147 | 8.5093 | 94.0643 |
| 1.3373 | 3.3466 | 31000 | 0.8632 | 36.1554 | 2.9528 | 77.4677 | 28.0457 | 8.5269 | 94.3845 |
| 1.3488 | 3.4546 | 32000 | 0.8660 | 35.9952 | 2.9767 | 77.0723 | 27.9367 | 8.4873 | 93.7931 |
| 1.3227 | 3.5626 | 33000 | 0.8629 | 36.0947 | 2.9972 | 77.2708 | 28.0161 | 8.5839 | 94.3259 |
| 1.3197 | 3.6705 | 34000 | 0.8637 | 35.74 | 2.5943 | 77.4594 | 27.1664 | 8.6202 | 94.6541 |
| 1.3432 | 3.7785 | 35000 | 0.8637 | 36.1641 | 3.0129 | 77.1012 | 28.3782 | 8.505 | 93.7509 |
| 1.341 | 3.8864 | 36000 | 0.8678 | 36.3911 | 3.0399 | 76.6958 | 29.4377 | 8.466 | 93.4865 |
| 1.3325 | 3.9944 | 37000 | 0.8637 | 35.9281 | 2.8974 | 77.3894 | 27.4974 | 8.6135 | 94.2349 |
| 1.2905 | 4.1023 | 38000 | 0.8706 | 36.4559 | 3.1817 | 77.0247 | 29.1611 | 8.4565 | 93.6172 |
| 1.2866 | 4.2103 | 39000 | 0.8679 | 36.1974 | 3.0001 | 77.2805 | 28.3115 | 8.5063 | 94.135 |
| 1.2951 | 4.3183 | 40000 | 0.8712 | 35.8202 | 2.7661 | 77.6206 | 27.0741 | 8.5795 | 94.3597 |
| 1.295 | 4.4262 | 41000 | 0.8686 | 36.3631 | 3.0339 | 77.0026 | 29.0528 | 8.4213 | 93.4685 |
| 1.2864 | 4.5342 | 42000 | 0.8667 | 36.2594 | 3.0408 | 76.9929 | 28.7446 | 8.4776 | 93.7785 |
| 1.2971 | 4.6421 | 43000 | 0.8665 | 36.2104 | 2.9722 | 77.051 | 28.608 | 8.4663 | 93.8102 |
| 1.2968 | 4.7501 | 44000 | 0.8676 | 36.162 | 2.96 | 77.327 | 28.199 | 8.5552 | 93.8421 |
| 1.2843 | 4.8580 | 45000 | 0.8693 | 36.302 | 3.0886 | 77.2191 | 28.5982 | 8.5712 | 93.6749 |
| 1.292 | 4.9660 | 46000 | 0.8663 | 36.4295 | 3.2048 | 77.177 | 28.9067 | 8.5124 | 93.8506 |
| 1.2672 | 5.0740 | 47000 | 0.8728 | 36.5579 | 3.1535 | 77.369 | 29.1511 | 8.5001 | 93.9295 |
| 1.2458 | 5.1819 | 48000 | 0.8748 | 36.3265 | 3.0434 | 77.2152 | 28.7209 | 8.4726 | 93.5735 |
| 1.2482 | 5.2899 | 49000 | 0.8769 | 36.6934 | 3.3759 | 77.0789 | 29.6252 | 8.4479 | 93.4445 |
| 1.2486 | 5.3978 | 50000 | 0.8714 | 36.4681 | 3.1982 | 77.0373 | 29.1689 | 8.4166 | 93.4022 |
| 1.2449 | 5.5058 | 51000 | 0.8733 | 36.81 | 3.3936 | 76.6668 | 30.3697 | 8.3659 | 92.83 |
| 1.2575 | 5.6137 | 52000 | 0.8708 | 36.5814 | 3.5235 | 77.4072 | 28.8136 | 8.517 | 93.7895 |
| 1.2532 | 5.7217 | 53000 | 0.8730 | 36.653 | 3.2619 | 77.0362 | 29.6609 | 8.4568 | 93.3864 |
| 1.2525 | 5.8296 | 54000 | 0.8744 | 36.1293 | 3.0516 | 77.579 | 27.7574 | 8.5529 | 94.1419 |
| 1.2613 | 5.9376 | 55000 | 0.8733 | 36.9306 | 3.4322 | 76.6205 | 30.7391 | 8.3101 | 93.0272 |
| 1.2412 | 6.0456 | 56000 | 0.8788 | 36.9132 | 3.4244 | 76.7017 | 30.6134 | 8.3434 | 93.0159 |
| 1.21 | 6.1535 | 57000 | 0.8738 | 37.0071 | 3.4808 | 77.0703 | 30.4701 | 8.3927 | 93.2459 |
| 1.2199 | 6.2615 | 58000 | 0.8752 | 36.8936 | 3.5284 | 76.8531 | 30.2993 | 8.3633 | 93.2646 |
| 1.2307 | 6.3694 | 59000 | 0.8760 | 36.603 | 3.423 | 76.801 | 29.5849 | 8.4411 | 93.0561 |
| 1.2215 | 6.4774 | 60000 | 0.8764 | 36.7556 | 3.4284 | 77.096 | 29.7425 | 8.4403 | 93.6107 |
| 1.2147 | 6.5853 | 61000 | 0.8745 | 36.5547 | 3.3513 | 77.3766 | 28.9362 | 8.4744 | 93.6565 |
| 1.2057 | 6.6933 | 62000 | 0.8804 | 36.5335 | 3.3347 | 77.2445 | 29.0214 | 8.449 | 93.6233 |
| 1.2217 | 6.8013 | 63000 | 0.8767 | 36.7963 | 3.4278 | 77.2846 | 29.6763 | 8.4596 | 93.4148 |
| 1.2256 | 6.9092 | 64000 | 0.8818 | 36.8591 | 3.481 | 76.6254 | 30.471 | 8.3598 | 92.6382 |
| 1.2149 | 7.0172 | 65000 | 0.8826 | 36.8851 | 3.7394 | 77.4674 | 29.4486 | 8.4916 | 93.4 |
| 1.1932 | 7.1251 | 66000 | 0.8850 | 37.0864 | 3.6674 | 76.7099 | 30.8818 | 8.3289 | 92.7333 |
| 1.1866 | 7.2331 | 67000 | 0.8825 | 36.6938 | 3.5965 | 77.4335 | 29.0512 | 8.43 | 93.6453 |
| 1.1786 | 7.3410 | 68000 | 0.8854 | 36.8131 | 3.5125 | 76.8141 | 30.1129 | 8.3558 | 92.7184 |
| 1.1877 | 7.4490 | 69000 | 0.8840 | 37.0254 | 3.6127 | 76.7798 | 30.6838 | 8.3226 | 92.695 |
| 1.1856 | 7.5569 | 70000 | 0.8847 | 36.699 | 3.7258 | 77.3348 | 29.0365 | 8.4865 | 93.3639 |
| 1.1919 | 7.6649 | 71000 | 0.8834 | 37.3757 | 3.907 | 77.0404 | 31.1797 | 8.3006 | 92.6923 |
| 1.1946 | 7.7729 | 72000 | 0.8841 | 37.0037 | 3.511 | 76.3802 | 31.1198 | 8.3087 | 92.0828 |
| 1.188 | 7.8808 | 73000 | 0.8844 | 37.0185 | 3.6986 | 76.9956 | 30.3614 | 8.3683 | 92.968 |
| 1.192 | 7.9888 | 74000 | 0.8838 | 36.9067 | 3.6986 | 77.0925 | 29.929 | 8.4016 | 92.9227 |
| 1.1713 | 8.0967 | 75000 | 0.8849 | 37.0955 | 3.6595 | 76.9391 | 30.6879 | 8.3851 | 93.0924 |
| 1.1533 | 8.2047 | 76000 | 0.8913 | 36.714 | 3.5699 | 77.3136 | 29.2586 | 8.5109 | 93.2713 |
| 1.1634 | 8.3126 | 77000 | 0.8892 | 37.0101 | 3.7746 | 76.7805 | 30.4753 | 8.3705 | 92.5928 |
| 1.1658 | 8.4206 | 78000 | 0.8884 | 37.014 | 3.7292 | 77.2712 | 30.0415 | 8.4579 | 93.3228 |
| 1.1628 | 8.5286 | 79000 | 0.8855 | 37.1645 | 3.7308 | 76.9972 | 30.7654 | 8.3781 | 93.0109 |
| 1.1579 | 8.6365 | 80000 | 0.8848 | 37.1601 | 3.6955 | 76.857 | 30.9279 | 8.3922 | 92.87 |
| 1.1651 | 8.7445 | 81000 | 0.8912 | 37.3205 | 3.9734 | 76.9239 | 31.064 | 8.31 | 92.6834 |
| 1.1655 | 8.8524 | 82000 | 0.8904 | 37.4584 | 3.8647 | 76.6643 | 31.8464 | 8.2781 | 92.3029 |
| 1.1626 | 8.9604 | 83000 | 0.8901 | 37.0363 | 3.8639 | 77.2401 | 30.0048 | 8.3761 | 93.1304 |
| 1.1435 | 9.0683 | 84000 | 0.8923 | 37.4183 | 3.9038 | 77.0262 | 31.3249 | 8.3567 | 92.7695 |
| 1.1284 | 9.1763 | 85000 | 0.8957 | 37.5083 | 3.9546 | 76.6109 | 31.9593 | 8.2298 | 92.2829 |
| 1.1352 | 9.2842 | 86000 | 0.8943 | 37.3646 | 3.9076 | 76.7942 | 31.392 | 8.2664 | 92.4761 |
| 1.1329 | 9.3922 | 87000 | 0.8951 | 37.2953 | 3.8797 | 77.0145 | 30.9916 | 8.36 | 92.5334 |
| 1.1586 | 9.5002 | 88000 | 0.8944 | 37.0298 | 3.7769 | 77.1835 | 30.1289 | 8.3732 | 92.9567 |
| 1.1397 | 9.6081 | 89000 | 0.8945 | 37.1114 | 3.8961 | 76.8658 | 30.5724 | 8.3104 | 92.4917 |
| 1.1321 | 9.7161 | 90000 | 0.8963 | 37.4209 | 3.9256 | 76.61 | 31.7272 | 8.2902 | 92.1452 |
| 1.1465 | 9.8240 | 91000 | 0.8965 | 37.4509 | 3.9647 | 76.4501 | 31.938 | 8.2612 | 91.9617 |
| 1.1366 | 9.9320 | 92000 | 0.8990 | 37.5831 | 3.9822 | 76.7949 | 31.9724 | 8.2788 | 92.4462 |
| 1.1318 | 10.0399 | 93000 | 0.8975 | 37.2896 | 3.9745 | 77.0149 | 30.8794 | 8.3574 | 92.6338 |
| 1.1103 | 10.1479 | 94000 | 0.9013 | 37.3343 | 3.9982 | 76.7362 | 31.2686 | 8.3336 | 92.1647 |
| 1.1146 | 10.2559 | 95000 | 0.8985 | 37.4108 | 3.8727 | 76.658 | 31.7017 | 8.2838 | 92.3761 |
| 1.1171 | 10.3638 | 96000 | 0.8996 | 37.2623 | 3.8726 | 76.859 | 31.0554 | 8.3506 | 92.4667 |
| 1.1199 | 10.4718 | 97000 | 0.9009 | 37.5919 | 3.9981 | 76.4498 | 32.3277 | 8.2433 | 91.6061 |
| 1.1223 | 10.5797 | 98000 | 0.9024 | 37.5784 | 4.0115 | 76.7115 | 32.0121 | 8.2963 | 92.1967 |
| 1.1135 | 10.6877 | 99000 | 0.8968 | 37.3956 | 4.0405 | 76.7716 | 31.3748 | 8.3214 | 92.3323 |
| 1.1185 | 10.7956 | 100000 | 0.9011 | 37.2465 | 3.8726 | 77.0646 | 30.8021 | 8.3529 | 92.4509 |
| 1.1261 | 10.9036 | 101000 | 0.8990 | 37.3266 | 3.8633 | 76.4876 | 31.6289 | 8.2454 | 92.0698 |
| 1.0993 | 11.0116 | 102000 | 0.9037 | 37.3494 | 3.9078 | 76.7681 | 31.3724 | 8.3085 | 92.1366 |
| 1.0957 | 11.1195 | 103000 | 0.9072 | 37.7948 | 4.2231 | 76.7452 | 32.416 | 8.2276 | 92.0321 |
| 1.083 | 11.2275 | 104000 | 0.9015 | 37.5085 | 4.0666 | 76.6815 | 31.7775 | 8.2862 | 92.1702 |
| 1.0936 | 11.3354 | 105000 | 0.9060 | 37.8405 | 4.2988 | 76.4685 | 32.7543 | 8.2249 | 91.8359 |
| 1.0889 | 11.4434 | 106000 | 0.9044 | 37.4741 | 3.9346 | 76.8808 | 31.607 | 8.3003 | 92.2242 |
| 1.107 | 11.5513 | 107000 | 0.9076 | 37.5153 | 4.0087 | 76.4881 | 32.0491 | 8.2584 | 91.6526 |
| 1.0969 | 11.6593 | 108000 | 0.9059 | 37.4172 | 3.9429 | 76.8242 | 31.4845 | 8.3015 | 92.2782 |
| 1.1067 | 11.7672 | 109000 | 0.9056 | 37.8901 | 4.2087 | 76.6103 | 32.8512 | 8.2533 | 91.9045 |
| 1.0976 | 11.8752 | 110000 | 0.9076 | 37.3704 | 4.032 | 76.8345 | 31.2447 | 8.305 | 92.2194 |
| 1.0969 | 11.9832 | 111000 | 0.9049 | 37.3158 | 3.9647 | 76.852 | 31.1308 | 8.3321 | 92.4297 |
| 1.0765 | 12.0911 | 112000 | 0.9059 | 37.3609 | 4.0646 | 77.1428 | 30.8752 | 8.329 | 92.5135 |
| 1.0829 | 12.1991 | 113000 | 0.9097 | 37.826 | 4.0858 | 75.9209 | 33.4711 | 8.1093 | 91.0438 |
| 1.0754 | 12.3070 | 114000 | 0.9088 | 37.5752 | 4.0559 | 76.4886 | 32.1811 | 8.2501 | 91.7628 |
| 1.0774 | 12.4150 | 115000 | 0.9144 | 37.9829 | 4.3121 | 76.1849 | 33.4517 | 8.0971 | 91.4216 |
| 1.0834 | 12.5229 | 116000 | 0.9108 | 37.4941 | 4.069 | 76.5163 | 31.8969 | 8.2314 | 91.8983 |
| 1.0733 | 12.6309 | 117000 | 0.9112 | 37.795 | 4.1806 | 76.3742 | 32.8302 | 8.2014 | 91.5672 |
| 1.0809 | 12.7389 | 118000 | 0.9137 | 38.06 | 4.4019 | 76.1419 | 33.6363 | 8.1436 | 91.0329 |
| 1.0814 | 12.8468 | 119000 | 0.9084 | 37.467 | 4.1882 | 76.5859 | 31.6271 | 8.3168 | 91.9136 |
| 1.081 | 12.9548 | 120000 | 0.9115 | 37.7137 | 4.2206 | 76.8465 | 32.074 | 8.2875 | 92.0188 |
| 1.0575 | 13.0627 | 121000 | 0.9175 | 37.7428 | 4.1747 | 76.5314 | 32.5222 | 8.2586 | 91.7064 |
| 1.0594 | 13.1707 | 122000 | 0.9150 | 37.8749 | 4.4035 | 76.6572 | 32.5642 | 8.2158 | 91.8134 |
| 1.0652 | 13.2786 | 123000 | 0.9188 | 38.0176 | 4.3992 | 76.6798 | 32.9737 | 8.2458 | 91.7223 |
| 1.0567 | 13.3866 | 124000 | 0.9208 | 38.1466 | 4.4018 | 75.794 | 34.2439 | 8.088 | 90.4264 |
| 1.065 | 13.4945 | 125000 | 0.9153 | 37.6543 | 4.056 | 76.3092 | 32.5977 | 8.2488 | 91.6499 |
| 1.0638 | 13.6025 | 126000 | 0.9144 | 37.9011 | 4.2352 | 76.4783 | 32.9899 | 8.1972 | 91.5767 |
| 1.0585 | 13.7105 | 127000 | 0.9145 | 37.8314 | 4.3019 | 76.6413 | 32.5509 | 8.2341 | 91.7639 |
| 1.0706 | 13.8184 | 128000 | 0.9163 | 38.0096 | 4.3259 | 76.424 | 33.2789 | 8.1849 | 91.6751 |
| 1.0718 | 13.9264 | 129000 | 0.9154 | 37.803 | 4.3366 | 76.6212 | 32.4512 | 8.264 | 92.022 |
| 1.0484 | 14.0343 | 130000 | 0.9241 | 37.9134 | 4.1824 | 76.1194 | 33.4384 | 8.1306 | 91.0655 |
| 1.0383 | 14.1423 | 131000 | 0.9228 | 37.9769 | 4.3492 | 76.4499 | 33.1315 | 8.2058 | 91.4237 |
| 1.0482 | 14.2502 | 132000 | 0.9243 | 38.1536 | 4.5253 | 76.3724 | 33.563 | 8.1727 | 91.1333 |
| 1.0428 | 14.3582 | 133000 | 0.9215 | 38.0439 | 4.421 | 76.1174 | 33.5933 | 8.2024 | 91.0195 |
| 1.0395 | 14.4662 | 134000 | 0.9273 | 38.0205 | 4.3546 | 76.145 | 33.562 | 8.1879 | 91.1256 |
| 1.0474 | 14.5741 | 135000 | 0.9230 | 37.8363 | 4.3779 | 76.0111 | 33.12 | 8.1624 | 90.9656 |
| 1.0433 | 14.6821 | 136000 | 0.9244 | 37.7864 | 4.2823 | 76.5187 | 32.5581 | 8.238 | 91.7281 |
| 1.0477 | 14.7900 | 137000 | 0.9227 | 37.565 | 4.0735 | 76.5506 | 32.071 | 8.2758 | 91.8628 |
| 1.0557 | 14.8980 | 138000 | 0.9211 | 37.678 | 4.202 | 76.5205 | 32.3115 | 8.2234 | 91.4929 |
| 1.0486 | 15.0059 | 139000 | 0.9224 | 37.7489 | 4.2144 | 76.4077 | 32.6245 | 8.2147 | 91.6649 |
| 1.0276 | 15.1139 | 140000 | 0.9289 | 37.7863 | 4.2921 | 76.3719 | 32.6949 | 8.2229 | 91.5663 |
| 1.0492 | 15.2219 | 141000 | 0.9258 | 37.9439 | 4.3771 | 76.1807 | 33.2739 | 8.1678 | 91.3747 |
| 1.0218 | 15.3298 | 142000 | 0.9259 | 37.8194 | 4.2945 | 76.4257 | 32.7381 | 8.1703 | 91.5185 |
| 1.0316 | 15.4378 | 143000 | 0.9288 | 38.2731 | 4.6122 | 75.9762 | 34.2309 | 8.0768 | 91.1056 |
| 1.0346 | 15.5457 | 144000 | 0.9314 | 38.0264 | 4.431 | 75.9519 | 33.6965 | 8.1067 | 90.6861 |
| 1.0322 | 15.6537 | 145000 | 0.9277 | 37.9058 | 4.4173 | 76.278 | 33.0221 | 8.1747 | 91.3108 |
| 1.0344 | 15.7616 | 146000 | 0.9257 | 37.804 | 4.3574 | 76.5289 | 32.5257 | 8.2566 | 91.7646 |
| 1.0329 | 15.8696 | 147000 | 0.9215 | 37.9955 | 4.3585 | 76.4297 | 33.1981 | 8.1966 | 91.4382 |
| 1.022 | 15.9775 | 148000 | 0.9239 | 37.7292 | 4.2978 | 76.3784 | 32.5115 | 8.2404 | 91.5378 |
| 1.0228 | 16.0855 | 149000 | 0.9332 | 37.8458 | 4.2717 | 76.4858 | 32.7801 | 8.1907 | 91.4411 |
| 1.0124 | 16.1935 | 150000 | 0.9304 | 38.0399 | 4.3863 | 76.0964 | 33.637 | 8.1379 | 90.874 |
| 1.0266 | 16.3014 | 151000 | 0.9310 | 38.0499 | 4.5129 | 76.3878 | 33.249 | 8.2317 | 91.44 |
| 1.0242 | 16.4094 | 152000 | 0.9316 | 38.1509 | 4.5797 | 76.3186 | 33.5544 | 8.1994 | 91.3044 |
| 1.029 | 16.5173 | 153000 | 0.9332 | 37.9618 | 4.4842 | 76.2658 | 33.1354 | 8.2265 | 91.1309 |
| 1.0211 | 16.6253 | 154000 | 0.9315 | 38.1589 | 4.4622 | 75.8179 | 34.1966 | 8.1388 | 90.5529 |
| 1.0211 | 16.7332 | 155000 | 0.9319 | 38.1891 | 4.4705 | 76.0637 | 34.0332 | 8.1433 | 90.6369 |
| 1.0121 | 16.8412 | 156000 | 0.9296 | 37.7569 | 4.283 | 76.6537 | 32.3341 | 8.3065 | 91.7892 |
| 1.0134 | 16.9492 | 157000 | 0.9290 | 38.1279 | 4.4193 | 76.3983 | 33.5661 | 8.1998 | 91.1724 |
| 1.0225 | 17.0571 | 158000 | 0.9361 | 38.1158 | 4.5393 | 76.2643 | 33.5437 | 8.1842 | 90.784 |
| 1.0085 | 17.1651 | 159000 | 0.9365 | 38.2976 | 4.5264 | 75.9046 | 34.4618 | 8.0656 | 90.3789 |
| 1.0034 | 17.2730 | 160000 | 0.9376 | 38.234 | 4.4814 | 75.6763 | 34.5445 | 8.1127 | 90.1046 |
| 1.0155 | 17.3810 | 161000 | 0.9337 | 38.0852 | 4.4465 | 75.9837 | 33.8256 | 8.1477 | 90.6899 |
| 1.0145 | 17.4889 | 162000 | 0.9337 | 38.1532 | 4.558 | 76.2364 | 33.6653 | 8.1483 | 90.8482 |
| 1.0056 | 17.5969 | 163000 | 0.9325 | 38.0004 | 4.3837 | 76.1999 | 33.4178 | 8.1675 | 91.0105 |
| 1.0171 | 17.7048 | 164000 | 0.9336 | 38.0136 | 4.3622 | 75.9505 | 33.7281 | 8.1285 | 90.7741 |
| 1.0081 | 17.8128 | 165000 | 0.9330 | 38.0267 | 4.583 | 76.3092 | 33.1878 | 8.232 | 91.1418 |
| 1.0009 | 17.9208 | 166000 | 0.9351 | 38.0578 | 4.4961 | 75.8419 | 33.8352 | 8.1266 | 90.2558 |
| 1.0026 | 18.0287 | 167000 | 0.9382 | 38.0629 | 4.4193 | 75.9013 | 33.8681 | 8.0775 | 90.5698 |
| 0.9962 | 18.1367 | 168000 | 0.9374 | 37.9807 | 4.4908 | 76.2061 | 33.2451 | 8.1944 | 90.9906 |
| 1.0038 | 18.2446 | 169000 | 0.9368 | 37.8783 | 4.3678 | 76.1114 | 33.1557 | 8.182 | 90.9271 |
| 0.9901 | 18.3526 | 170000 | 0.9372 | 38.0838 | 4.5895 | 76.2573 | 33.4045 | 8.1599 | 90.9131 |
| 0.993 | 18.4605 | 171000 | 0.9363 | 38.147 | 4.4675 | 76.2195 | 33.7539 | 8.1848 | 90.8228 |
| 1.0049 | 18.5685 | 172000 | 0.9376 | 38.2027 | 4.513 | 76.4912 | 33.6038 | 8.1841 | 91.2759 |
| 1.0013 | 18.6765 | 173000 | 0.9384 | 38.175 | 4.568 | 76.1999 | 33.7572 | 8.1985 | 90.8156 |
| 1.0021 | 18.7844 | 174000 | 0.9383 | 38.0098 | 4.4324 | 75.97 | 33.627 | 8.1771 | 90.6544 |
| 1.008 | 18.8924 | 175000 | 0.9376 | 38.0449 | 4.4837 | 76.2094 | 33.4415 | 8.1618 | 90.9258 |
| 0.9978 | 19.0003 | 176000 | 0.9388 | 38.0894 | 4.5394 | 76.1923 | 33.5365 | 8.1585 | 90.6712 |
| 0.9844 | 19.1083 | 177000 | 0.9419 | 38.0969 | 4.4786 | 75.6834 | 34.1288 | 8.0189 | 90.1788 |
| 0.9867 | 19.2162 | 178000 | 0.9440 | 37.8784 | 4.3327 | 76.0032 | 33.2992 | 8.1359 | 90.717 |
| 0.9848 | 19.3242 | 179000 | 0.9448 | 38.0891 | 4.4546 | 76.0069 | 33.8058 | 8.0883 | 90.487 |
| 0.9932 | 19.4321 | 180000 | 0.9434 | 38.2631 | 4.5592 | 75.8018 | 34.4282 | 8.0419 | 90.1336 |
| 0.9941 | 19.5401 | 181000 | 0.9428 | 38.0192 | 4.4134 | 75.7845 | 33.8596 | 8.0819 | 90.2883 |
| 0.9907 | 19.6481 | 182000 | 0.9427 | 38.1376 | 4.4886 | 75.9772 | 33.947 | 8.1792 | 90.4858 |
| 0.9863 | 19.7560 | 183000 | 0.9417 | 38.2539 | 4.5532 | 76.0769 | 34.1316 | 8.1299 | 90.5073 |
| 0.9819 | 19.8640 | 184000 | 0.9412 | 38.2073 | 4.5586 | 76.0751 | 33.9882 | 8.1491 | 90.6451 |
| 1.0067 | 19.9719 | 185000 | 0.9387 | 38.0464 | 4.4924 | 76.2229 | 33.4239 | 8.1867 | 90.7792 |
| 0.9838 | 20.0799 | 186000 | 0.9428 | 38.154 | 4.4546 | 76.2287 | 33.7787 | 8.1374 | 90.8245 |
| 0.9803 | 20.1878 | 187000 | 0.9447 | 38.2598 | 4.5684 | 75.9666 | 34.2445 | 8.104 | 90.3617 |
| 0.9797 | 20.2958 | 188000 | 0.9440 | 38.1857 | 4.5156 | 76.1414 | 33.9 | 8.1427 | 90.6618 |
| 0.9856 | 20.4038 | 189000 | 0.9429 | 38.0842 | 4.4574 | 76.0826 | 33.7127 | 8.1057 | 90.6817 |
| 0.9888 | 20.5117 | 190000 | 0.9442 | 38.2577 | 4.538 | 76.3065 | 33.9286 | 8.1698 | 90.7392 |
| 0.9871 | 20.6197 | 191000 | 0.9444 | 38.2734 | 4.5131 | 76.2535 | 34.0537 | 8.138 | 90.6386 |
| 0.9763 | 20.7276 | 192000 | 0.9440 | 38.2433 | 4.5971 | 76.1138 | 34.0191 | 8.1169 | 90.5207 |
| 0.9914 | 20.8356 | 193000 | 0.9444 | 38.1788 | 4.4816 | 76.0678 | 33.9871 | 8.097 | 90.3423 |
| 0.9791 | 20.9435 | 194000 | 0.9442 | 38.0555 | 4.4143 | 75.953 | 33.7992 | 8.0956 | 90.3363 |
| 0.9762 | 21.0515 | 195000 | 0.9472 | 38.0262 | 4.4905 | 76.1876 | 33.4006 | 8.169 | 90.6909 |
| 0.9677 | 21.1595 | 196000 | 0.9482 | 38.1645 | 4.5391 | 76.2461 | 33.7083 | 8.1544 | 90.5724 |
| 0.9729 | 21.2674 | 197000 | 0.9472 | 38.2891 | 4.6299 | 76.1825 | 34.055 | 8.1349 | 90.5713 |
| 0.9753 | 21.3754 | 198000 | 0.9458 | 38.1754 | 4.51 | 76.2435 | 33.7729 | 8.1566 | 90.6384 |
| 0.9788 | 21.4833 | 199000 | 0.9491 | 38.3117 | 4.6525 | 75.7288 | 34.5538 | 8.0749 | 90.0162 |
| 0.9736 | 21.5913 | 200000 | 0.9482 | 38.1344 | 4.4789 | 75.9107 | 34.0136 | 8.1066 | 90.139 |
| 0.9819 | 21.6992 | 201000 | 0.9484 | 37.9909 | 4.3969 | 76.0459 | 33.5298 | 8.148 | 90.3332 |
| 0.9884 | 21.8072 | 202000 | 0.9471 | 38.1587 | 4.5246 | 76.2099 | 33.7417 | 8.1603 | 90.7079 |
| 0.9801 | 21.9151 | 203000 | 0.9447 | 38.2692 | 4.6034 | 76.2147 | 33.9894 | 8.1113 | 90.5286 |
| 0.966 | 22.0231 | 204000 | 0.9494 | 38.2897 | 4.5889 | 76.0061 | 34.2741 | 8.1149 | 90.1986 |
| 0.9649 | 22.1311 | 205000 | 0.9479 | 38.1554 | 4.5731 | 76.1927 | 33.7005 | 8.1346 | 90.4391 |
| 0.9729 | 22.2390 | 206000 | 0.9481 | 38.1953 | 4.5527 | 76.1051 | 33.9282 | 8.1371 | 90.4827 |
| 0.968 | 22.3470 | 207000 | 0.9503 | 38.2636 | 4.6406 | 75.7293 | 34.4209 | 8.0487 | 90.0726 |
| 0.9731 | 22.4549 | 208000 | 0.9473 | 38.218 | 4.5227 | 75.9609 | 34.1706 | 8.1248 | 90.2612 |
| 0.9766 | 22.5629 | 209000 | 0.9480 | 38.3337 | 4.6302 | 76.0098 | 34.3611 | 8.0976 | 90.3297 |
| 0.9677 | 22.6708 | 210000 | 0.9480 | 38.1698 | 4.5413 | 76.2096 | 33.7584 | 8.1476 | 90.5727 |
| 0.9834 | 22.7788 | 211000 | 0.9484 | 38.2935 | 4.634 | 75.9274 | 34.3191 | 8.084 | 90.2338 |
| 0.98 | 22.8868 | 212000 | 0.9490 | 38.0813 | 4.4745 | 76.1584 | 33.6111 | 8.1816 | 90.6427 |
| 0.9638 | 22.9947 | 213000 | 0.9489 | 38.374 | 4.6508 | 75.8048 | 34.6662 | 8.0576 | 90.0747 |
| 0.969 | 23.1027 | 214000 | 0.9496 | 38.3486 | 4.6307 | 75.922 | 34.4931 | 8.0808 | 90.1099 |
| 0.9682 | 23.2106 | 215000 | 0.9505 | 38.3989 | 4.6383 | 75.7594 | 34.7988 | 8.037 | 89.9839 |
| 0.9692 | 23.3186 | 216000 | 0.9496 | 38.3017 | 4.6036 | 75.9188 | 34.3828 | 8.0752 | 90.3586 |
| 0.9653 | 23.4265 | 217000 | 0.9490 | 38.2395 | 4.6388 | 76.0924 | 33.9874 | 8.1397 | 90.5997 |
| 0.9688 | 23.5345 | 218000 | 0.9527 | 38.496 | 4.7224 | 75.8478 | 34.9177 | 8.0794 | 90.1607 |
| 0.9754 | 23.6424 | 219000 | 0.9500 | 38.4124 | 4.6685 | 76.0096 | 34.5591 | 8.0979 | 90.3584 |
| 0.9683 | 23.7504 | 220000 | 0.9503 | 38.272 | 4.6045 | 75.97 | 34.2415 | 8.0855 | 90.3057 |
| 0.9624 | 23.8584 | 221000 | 0.9488 | 38.3206 | 4.5812 | 75.9437 | 34.4369 | 8.0806 | 90.2253 |
| 0.9676 | 23.9663 | 222000 | 0.9499 | 38.2652 | 4.6009 | 75.7412 | 34.4534 | 8.0653 | 89.9343 |
| 0.9647 | 24.0743 | 223000 | 0.9508 | 38.2937 | 4.6059 | 76.1023 | 34.1729 | 8.1121 | 90.3822 |
| 0.9572 | 24.1822 | 224000 | 0.9501 | 38.3005 | 4.5708 | 76.1634 | 34.1673 | 8.115 | 90.533 |
| 0.9673 | 24.2902 | 225000 | 0.9511 | 38.4384 | 4.6539 | 76.0127 | 34.6486 | 8.0806 | 90.312 |
| 0.9711 | 24.3981 | 226000 | 0.9508 | 38.4434 | 4.656 | 76.0516 | 34.6227 | 8.0863 | 90.3733 |
| 0.9604 | 24.5061 | 227000 | 0.9509 | 38.2411 | 4.5522 | 75.9693 | 34.2016 | 8.1065 | 90.2116 |
| 0.9568 | 24.6141 | 228000 | 0.9508 | 38.3524 | 4.6306 | 76.1127 | 34.3139 | 8.1104 | 90.4728 |
| 0.9651 | 24.7220 | 229000 | 0.9509 | 38.3502 | 4.6241 | 75.9658 | 34.4605 | 8.0698 | 90.2369 |
| 0.9692 | 24.8300 | 230000 | 0.9513 | 38.322 | 4.5966 | 76.0196 | 34.3497 | 8.0747 | 90.3259 |
| 0.9612 | 24.9379 | 231000 | 0.9513 | 38.3324 | 4.5863 | 75.9772 | 34.4336 | 8.0758 | 90.2231 |
Framework versions
- Transformers 4.57.3
- Pytorch 2.9.1+cu128
- Datasets 3.6.0
- Tokenizers 0.22.1
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facebook/bart-base