--- license: apache-2.0 base_model: t5-small tags: - generated_from_trainer metrics: - rouge model-index: - name: text_shortening_model_v30 results: [] --- # text_shortening_model_v30 This model is a fine-tuned version of [t5-small](https://huggingface.co/t5-small) on the None dataset. It achieves the following results on the evaluation set: - Loss: 2.6784 - Rouge1: 0.4871 - Rouge2: 0.2579 - Rougel: 0.428 - Rougelsum: 0.4272 - Bert precision: 0.8743 - Bert recall: 0.8706 - Average word count: 8.4775 - Max word count: 17 - Min word count: 3 - Average token count: 12.9249 - % shortened texts with length > 12: 9.3093 ## 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: 0.0003 - train_batch_size: 8 - eval_batch_size: 8 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 100 ### Training results | Training Loss | Epoch | Step | Validation Loss | Rouge1 | Rouge2 | Rougel | Rougelsum | Bert precision | Bert recall | Average word count | Max word count | Min word count | Average token count | % shortened texts with length > 12 | |:-------------:|:-----:|:-----:|:---------------:|:------:|:------:|:------:|:---------:|:--------------:|:-----------:|:------------------:|:--------------:|:--------------:|:-------------------:|:----------------------------------:| | 1.2044 | 1.0 | 145 | 1.6064 | 0.5052 | 0.2865 | 0.4472 | 0.448 | 0.8751 | 0.8756 | 8.8979 | 17 | 3 | 13.4024 | 12.6126 | | 1.0041 | 2.0 | 290 | 1.4900 | 0.5154 | 0.2921 | 0.4554 | 0.4542 | 0.8735 | 0.878 | 9.3724 | 17 | 3 | 13.8529 | 17.7177 | | 0.8935 | 3.0 | 435 | 1.4617 | 0.5181 | 0.2968 | 0.4607 | 0.4622 | 0.8751 | 0.8818 | 9.4024 | 16 | 4 | 14.1171 | 17.1171 | | 0.8028 | 4.0 | 580 | 1.4744 | 0.5103 | 0.2966 | 0.4497 | 0.4496 | 0.8797 | 0.8725 | 8.1982 | 17 | 4 | 12.5706 | 8.1081 | | 0.7395 | 5.0 | 725 | 1.4797 | 0.5121 | 0.3016 | 0.4548 | 0.4554 | 0.8796 | 0.8761 | 8.4985 | 16 | 3 | 12.985 | 10.8108 | | 0.6986 | 6.0 | 870 | 1.5154 | 0.5218 | 0.2987 | 0.4554 | 0.4542 | 0.8808 | 0.879 | 8.7297 | 16 | 4 | 13.0691 | 14.1141 | | 0.6527 | 7.0 | 1015 | 1.5347 | 0.5083 | 0.2876 | 0.4494 | 0.4485 | 0.8797 | 0.8763 | 8.5526 | 16 | 4 | 13.012 | 11.4114 | | 0.588 | 8.0 | 1160 | 1.5578 | 0.4984 | 0.2752 | 0.4403 | 0.4399 | 0.8746 | 0.8728 | 8.6336 | 17 | 4 | 13.006 | 10.8108 | | 0.5705 | 9.0 | 1305 | 1.6569 | 0.5152 | 0.2902 | 0.4544 | 0.454 | 0.8803 | 0.8764 | 8.5135 | 16 | 4 | 13.1592 | 9.9099 | | 0.5601 | 10.0 | 1450 | 1.6651 | 0.5246 | 0.2837 | 0.4572 | 0.4579 | 0.8777 | 0.8807 | 8.979 | 16 | 4 | 13.6607 | 12.012 | | 0.523 | 11.0 | 1595 | 1.7085 | 0.5149 | 0.2854 | 0.4508 | 0.4507 | 0.879 | 0.8789 | 8.7718 | 17 | 4 | 13.2613 | 10.8108 | | 0.5032 | 12.0 | 1740 | 1.7886 | 0.5107 | 0.2817 | 0.4457 | 0.4457 | 0.8778 | 0.8772 | 8.8378 | 17 | 4 | 13.4204 | 11.7117 | | 0.4872 | 13.0 | 1885 | 1.8073 | 0.5097 | 0.2808 | 0.4439 | 0.4441 | 0.8786 | 0.8758 | 8.6306 | 16 | 4 | 13.1562 | 9.6096 | | 0.4703 | 14.0 | 2030 | 1.8436 | 0.5059 | 0.2754 | 0.4456 | 0.4457 | 0.8769 | 0.8756 | 8.6817 | 17 | 4 | 13.1471 | 9.9099 | | 0.4598 | 15.0 | 2175 | 1.9150 | 0.5148 | 0.2794 | 0.4532 | 0.4532 | 0.8798 | 0.8775 | 8.6907 | 18 | 4 | 13.1021 | 11.4114 | | 0.4385 | 16.0 | 2320 | 1.9319 | 0.4966 | 0.2666 | 0.4402 | 0.4406 | 0.8771 | 0.8724 | 8.2703 | 16 | 4 | 12.7237 | 7.8078 | | 0.4306 | 17.0 | 2465 | 1.9821 | 0.5041 | 0.2763 | 0.4449 | 0.4448 | 0.8788 | 0.8752 | 8.5105 | 16 | 4 | 13.0541 | 9.3093 | | 0.4154 | 18.0 | 2610 | 2.0345 | 0.5066 | 0.2746 | 0.4467 | 0.4461 | 0.8796 | 0.8732 | 8.1922 | 16 | 3 | 12.6186 | 7.8078 | | 0.3995 | 19.0 | 2755 | 2.0671 | 0.4954 | 0.2707 | 0.4411 | 0.4416 | 0.8773 | 0.8721 | 8.4505 | 17 | 4 | 12.8468 | 8.7087 | | 0.4053 | 20.0 | 2900 | 2.1265 | 0.4975 | 0.2704 | 0.4365 | 0.4364 | 0.8767 | 0.873 | 8.5075 | 17 | 3 | 13.0571 | 9.009 | | 0.3812 | 21.0 | 3045 | 2.2077 | 0.5011 | 0.2733 | 0.4406 | 0.4411 | 0.8764 | 0.8756 | 8.7958 | 17 | 3 | 13.4084 | 12.012 | | 0.3856 | 22.0 | 3190 | 2.2043 | 0.4956 | 0.2603 | 0.4358 | 0.4361 | 0.8775 | 0.8729 | 8.2913 | 17 | 3 | 12.8078 | 8.7087 | | 0.3805 | 23.0 | 3335 | 2.2201 | 0.5015 | 0.2698 | 0.4421 | 0.4427 | 0.8789 | 0.8728 | 8.2402 | 17 | 3 | 12.5856 | 8.1081 | | 0.3741 | 24.0 | 3480 | 2.2269 | 0.5029 | 0.2652 | 0.4412 | 0.4413 | 0.8767 | 0.8743 | 8.5856 | 16 | 4 | 13.039 | 10.2102 | | 0.3697 | 25.0 | 3625 | 2.2596 | 0.4956 | 0.2674 | 0.436 | 0.4359 | 0.8765 | 0.8728 | 8.4895 | 17 | 4 | 12.9129 | 9.9099 | | 0.3663 | 26.0 | 3770 | 2.2506 | 0.4891 | 0.2572 | 0.432 | 0.432 | 0.8749 | 0.8716 | 8.4865 | 17 | 4 | 12.8498 | 6.9069 | | 0.3409 | 27.0 | 3915 | 2.2893 | 0.4958 | 0.2635 | 0.4328 | 0.4327 | 0.8772 | 0.8727 | 8.3994 | 17 | 3 | 12.8228 | 9.6096 | | 0.3524 | 28.0 | 4060 | 2.3127 | 0.4907 | 0.2597 | 0.4322 | 0.4329 | 0.8751 | 0.8712 | 8.4084 | 16 | 4 | 12.7718 | 8.1081 | | 0.3379 | 29.0 | 4205 | 2.3167 | 0.4958 | 0.2674 | 0.4374 | 0.4368 | 0.8772 | 0.8737 | 8.4234 | 16 | 4 | 12.8138 | 7.2072 | | 0.3472 | 30.0 | 4350 | 2.3157 | 0.4987 | 0.2713 | 0.4415 | 0.4403 | 0.8788 | 0.8736 | 8.3634 | 17 | 3 | 12.6517 | 7.2072 | | 0.3353 | 31.0 | 4495 | 2.3506 | 0.4991 | 0.2631 | 0.4375 | 0.436 | 0.8764 | 0.8744 | 8.6396 | 17 | 4 | 13.1502 | 9.6096 | | 0.3466 | 32.0 | 4640 | 2.3594 | 0.4897 | 0.2593 | 0.4307 | 0.4301 | 0.8777 | 0.8711 | 8.1712 | 16 | 4 | 12.6126 | 5.4054 | | 0.3406 | 33.0 | 4785 | 2.3632 | 0.495 | 0.2746 | 0.4401 | 0.4397 | 0.8772 | 0.8732 | 8.5556 | 16 | 4 | 13.027 | 8.4084 | | 0.3382 | 34.0 | 4930 | 2.3505 | 0.4856 | 0.261 | 0.4306 | 0.4295 | 0.8758 | 0.8693 | 8.2733 | 17 | 3 | 12.6366 | 7.5075 | | 0.3392 | 35.0 | 5075 | 2.3665 | 0.4972 | 0.2719 | 0.4376 | 0.4372 | 0.8764 | 0.8741 | 8.6847 | 17 | 4 | 13.1532 | 9.3093 | | 0.3465 | 36.0 | 5220 | 2.3837 | 0.4981 | 0.2722 | 0.441 | 0.4411 | 0.876 | 0.8738 | 8.6607 | 17 | 4 | 13.1982 | 12.3123 | | 0.3377 | 37.0 | 5365 | 2.3984 | 0.4832 | 0.2623 | 0.4294 | 0.4285 | 0.8737 | 0.8697 | 8.5225 | 17 | 4 | 12.9399 | 10.5105 | | 0.3523 | 38.0 | 5510 | 2.3843 | 0.495 | 0.2671 | 0.438 | 0.4368 | 0.8754 | 0.873 | 8.5886 | 17 | 3 | 13.1111 | 7.2072 | | 0.3261 | 39.0 | 5655 | 2.4337 | 0.4948 | 0.2666 | 0.4378 | 0.4369 | 0.8771 | 0.8726 | 8.4655 | 17 | 4 | 12.8919 | 9.009 | | 0.3262 | 40.0 | 5800 | 2.4149 | 0.4971 | 0.2691 | 0.438 | 0.4375 | 0.8772 | 0.8717 | 8.4505 | 16 | 4 | 12.9249 | 8.1081 | | 0.3307 | 41.0 | 5945 | 2.4352 | 0.4834 | 0.2585 | 0.4261 | 0.4256 | 0.8746 | 0.8697 | 8.4024 | 17 | 3 | 12.8859 | 9.6096 | | 0.3226 | 42.0 | 6090 | 2.4241 | 0.488 | 0.2584 | 0.4318 | 0.4315 | 0.8756 | 0.8706 | 8.4444 | 17 | 3 | 12.8288 | 8.7087 | | 0.34 | 43.0 | 6235 | 2.4485 | 0.4891 | 0.2589 | 0.4326 | 0.432 | 0.8758 | 0.8705 | 8.3243 | 17 | 4 | 12.7898 | 6.6066 | | 0.3425 | 44.0 | 6380 | 2.4457 | 0.4865 | 0.26 | 0.4293 | 0.4287 | 0.8733 | 0.8713 | 8.6336 | 16 | 3 | 13.1922 | 9.6096 | | 0.3201 | 45.0 | 6525 | 2.4535 | 0.4811 | 0.2473 | 0.4243 | 0.4237 | 0.8751 | 0.8697 | 8.3093 | 17 | 3 | 12.7748 | 8.4084 | | 0.3094 | 46.0 | 6670 | 2.4918 | 0.4916 | 0.2614 | 0.4351 | 0.4342 | 0.8758 | 0.8726 | 8.5706 | 17 | 3 | 13.039 | 10.2102 | | 0.3262 | 47.0 | 6815 | 2.4839 | 0.4822 | 0.255 | 0.425 | 0.4237 | 0.8719 | 0.869 | 8.5375 | 17 | 4 | 12.976 | 9.009 | | 0.3186 | 48.0 | 6960 | 2.4966 | 0.486 | 0.2492 | 0.4276 | 0.4264 | 0.8738 | 0.8707 | 8.4745 | 17 | 3 | 12.955 | 6.6066 | | 0.3231 | 49.0 | 7105 | 2.4978 | 0.4889 | 0.2661 | 0.4343 | 0.434 | 0.8767 | 0.871 | 8.4505 | 17 | 3 | 12.8468 | 9.009 | | 0.3294 | 50.0 | 7250 | 2.4731 | 0.4916 | 0.2683 | 0.4374 | 0.4373 | 0.877 | 0.8726 | 8.4955 | 17 | 4 | 12.9369 | 9.3093 | | 0.3172 | 51.0 | 7395 | 2.4922 | 0.4861 | 0.2573 | 0.4314 | 0.431 | 0.8759 | 0.87 | 8.3003 | 17 | 4 | 12.6907 | 7.8078 | | 0.3247 | 52.0 | 7540 | 2.5044 | 0.4802 | 0.2495 | 0.4281 | 0.4282 | 0.8737 | 0.8698 | 8.4715 | 17 | 4 | 12.9009 | 8.1081 | | 0.3132 | 53.0 | 7685 | 2.5168 | 0.4832 | 0.2558 | 0.4273 | 0.4268 | 0.8736 | 0.8703 | 8.5706 | 17 | 3 | 12.967 | 9.3093 | | 0.3285 | 54.0 | 7830 | 2.5296 | 0.4882 | 0.26 | 0.4323 | 0.4319 | 0.8754 | 0.8724 | 8.5495 | 17 | 3 | 13.0541 | 8.7087 | | 0.3111 | 55.0 | 7975 | 2.5529 | 0.4829 | 0.2561 | 0.4268 | 0.4262 | 0.874 | 0.8694 | 8.4474 | 17 | 3 | 12.9339 | 7.2072 | | 0.3194 | 56.0 | 8120 | 2.5903 | 0.49 | 0.2614 | 0.4337 | 0.4329 | 0.8747 | 0.8719 | 8.5946 | 17 | 3 | 13.0931 | 8.1081 | | 0.3144 | 57.0 | 8265 | 2.5787 | 0.4859 | 0.2593 | 0.4315 | 0.4303 | 0.8739 | 0.8698 | 8.5195 | 17 | 4 | 12.8679 | 8.4084 | | 0.2972 | 58.0 | 8410 | 2.5759 | 0.4848 | 0.2565 | 0.4291 | 0.4279 | 0.8738 | 0.8697 | 8.5165 | 17 | 3 | 12.9219 | 8.1081 | | 0.3209 | 59.0 | 8555 | 2.5609 | 0.4792 | 0.246 | 0.4212 | 0.4201 | 0.8723 | 0.8678 | 8.4114 | 17 | 3 | 12.8799 | 6.9069 | | 0.3148 | 60.0 | 8700 | 2.5758 | 0.481 | 0.2454 | 0.4243 | 0.4231 | 0.874 | 0.8688 | 8.3664 | 16 | 3 | 12.7628 | 7.5075 | | 0.3026 | 61.0 | 8845 | 2.5819 | 0.4804 | 0.2555 | 0.4231 | 0.4231 | 0.8738 | 0.8689 | 8.4204 | 17 | 3 | 12.7628 | 8.4084 | | 0.3074 | 62.0 | 8990 | 2.5882 | 0.4893 | 0.2627 | 0.431 | 0.4303 | 0.8753 | 0.8715 | 8.4895 | 17 | 3 | 12.8889 | 8.7087 | | 0.3013 | 63.0 | 9135 | 2.5865 | 0.4835 | 0.2599 | 0.426 | 0.4251 | 0.8743 | 0.8707 | 8.4865 | 17 | 4 | 12.964 | 8.7087 | | 0.3274 | 64.0 | 9280 | 2.5957 | 0.4928 | 0.2649 | 0.436 | 0.4353 | 0.8738 | 0.8734 | 8.8018 | 17 | 3 | 13.2823 | 11.4114 | | 0.2928 | 65.0 | 9425 | 2.5846 | 0.4888 | 0.2653 | 0.4365 | 0.4356 | 0.8763 | 0.8713 | 8.2973 | 17 | 3 | 12.6637 | 8.1081 | | 0.3261 | 66.0 | 9570 | 2.5704 | 0.4901 | 0.267 | 0.4386 | 0.4374 | 0.8759 | 0.871 | 8.3303 | 17 | 4 | 12.7838 | 6.6066 | | 0.3153 | 67.0 | 9715 | 2.6023 | 0.4897 | 0.2611 | 0.4311 | 0.4301 | 0.8749 | 0.872 | 8.6426 | 17 | 3 | 13.0691 | 10.8108 | | 0.3185 | 68.0 | 9860 | 2.5831 | 0.4862 | 0.2579 | 0.4257 | 0.4247 | 0.8735 | 0.8718 | 8.6486 | 17 | 4 | 13.1441 | 12.012 | | 0.3054 | 69.0 | 10005 | 2.5949 | 0.4831 | 0.2575 | 0.4247 | 0.4239 | 0.8728 | 0.87 | 8.5405 | 17 | 4 | 13.036 | 9.9099 | | 0.3006 | 70.0 | 10150 | 2.5822 | 0.4853 | 0.252 | 0.4255 | 0.4243 | 0.8735 | 0.87 | 8.5495 | 17 | 3 | 13.0 | 10.5105 | | 0.3092 | 71.0 | 10295 | 2.5743 | 0.4903 | 0.2595 | 0.432 | 0.4315 | 0.8759 | 0.8719 | 8.4474 | 17 | 3 | 12.8559 | 8.7087 | | 0.2928 | 72.0 | 10440 | 2.5905 | 0.4918 | 0.2665 | 0.4356 | 0.4347 | 0.876 | 0.8724 | 8.4474 | 17 | 4 | 12.8679 | 8.4084 | | 0.3021 | 73.0 | 10585 | 2.6171 | 0.4957 | 0.266 | 0.4368 | 0.4354 | 0.8764 | 0.873 | 8.5676 | 17 | 3 | 12.964 | 11.1111 | | 0.3047 | 74.0 | 10730 | 2.6233 | 0.492 | 0.2655 | 0.4341 | 0.4328 | 0.8753 | 0.8715 | 8.5736 | 17 | 3 | 12.952 | 10.5105 | | 0.3043 | 75.0 | 10875 | 2.6405 | 0.4887 | 0.2623 | 0.4318 | 0.4309 | 0.8756 | 0.8704 | 8.4895 | 17 | 3 | 12.8679 | 9.9099 | | 0.305 | 76.0 | 11020 | 2.6171 | 0.4942 | 0.2687 | 0.4381 | 0.4372 | 0.8766 | 0.8724 | 8.5586 | 17 | 3 | 12.9369 | 10.8108 | | 0.3127 | 77.0 | 11165 | 2.6289 | 0.4959 | 0.2646 | 0.4366 | 0.4357 | 0.8767 | 0.8731 | 8.5766 | 17 | 3 | 13.006 | 12.012 | | 0.2945 | 78.0 | 11310 | 2.6453 | 0.4881 | 0.2589 | 0.4272 | 0.4261 | 0.8753 | 0.8711 | 8.5375 | 17 | 3 | 12.8739 | 9.3093 | | 0.2844 | 79.0 | 11455 | 2.6543 | 0.4895 | 0.2565 | 0.4294 | 0.4288 | 0.8753 | 0.8718 | 8.5616 | 17 | 3 | 12.997 | 11.7117 | | 0.3188 | 80.0 | 11600 | 2.6556 | 0.4919 | 0.2677 | 0.4328 | 0.4318 | 0.8756 | 0.8712 | 8.5345 | 17 | 3 | 12.973 | 9.9099 | | 0.2857 | 81.0 | 11745 | 2.6696 | 0.4914 | 0.2666 | 0.434 | 0.4332 | 0.8761 | 0.8717 | 8.4595 | 17 | 3 | 12.8829 | 10.5105 | | 0.3091 | 82.0 | 11890 | 2.6577 | 0.4986 | 0.2718 | 0.4397 | 0.4388 | 0.8766 | 0.8741 | 8.6276 | 17 | 3 | 13.1441 | 10.8108 | | 0.3115 | 83.0 | 12035 | 2.6720 | 0.4944 | 0.266 | 0.4364 | 0.4351 | 0.8766 | 0.8725 | 8.4925 | 17 | 3 | 12.9309 | 9.3093 | | 0.2947 | 84.0 | 12180 | 2.6490 | 0.4955 | 0.2628 | 0.4347 | 0.4343 | 0.8767 | 0.873 | 8.4985 | 17 | 3 | 13.018 | 7.5075 | | 0.312 | 85.0 | 12325 | 2.6425 | 0.4928 | 0.2689 | 0.4364 | 0.4358 | 0.8763 | 0.8728 | 8.5766 | 17 | 3 | 13.0631 | 9.9099 | | 0.3081 | 86.0 | 12470 | 2.6314 | 0.4904 | 0.2648 | 0.4327 | 0.432 | 0.875 | 0.8722 | 8.6246 | 17 | 3 | 13.1411 | 10.5105 | | 0.3043 | 87.0 | 12615 | 2.6485 | 0.4863 | 0.259 | 0.4273 | 0.4259 | 0.8736 | 0.8709 | 8.5736 | 17 | 3 | 13.0901 | 9.6096 | | 0.3034 | 88.0 | 12760 | 2.6402 | 0.4867 | 0.2604 | 0.4279 | 0.4274 | 0.8739 | 0.871 | 8.5706 | 17 | 3 | 13.0751 | 8.1081 | | 0.3058 | 89.0 | 12905 | 2.6573 | 0.4926 | 0.2638 | 0.4348 | 0.4339 | 0.8762 | 0.872 | 8.4805 | 17 | 3 | 12.955 | 7.8078 | | 0.2909 | 90.0 | 13050 | 2.6654 | 0.4955 | 0.2679 | 0.4357 | 0.4342 | 0.8756 | 0.8729 | 8.6817 | 17 | 3 | 13.1802 | 10.2102 | | 0.3082 | 91.0 | 13195 | 2.6757 | 0.4942 | 0.2671 | 0.4362 | 0.4349 | 0.8756 | 0.8724 | 8.5796 | 17 | 3 | 13.0721 | 9.6096 | | 0.3016 | 92.0 | 13340 | 2.6791 | 0.4933 | 0.2657 | 0.4351 | 0.4345 | 0.875 | 0.8722 | 8.6336 | 17 | 3 | 13.1441 | 9.9099 | | 0.2993 | 93.0 | 13485 | 2.6814 | 0.493 | 0.2658 | 0.433 | 0.4318 | 0.8747 | 0.8726 | 8.6997 | 17 | 3 | 13.2462 | 11.1111 | | 0.3022 | 94.0 | 13630 | 2.6698 | 0.4929 | 0.2638 | 0.4334 | 0.4324 | 0.8751 | 0.8723 | 8.5976 | 17 | 3 | 13.0961 | 9.3093 | | 0.2921 | 95.0 | 13775 | 2.6665 | 0.4867 | 0.2586 | 0.4294 | 0.4284 | 0.8744 | 0.8709 | 8.4955 | 17 | 3 | 12.988 | 8.4084 | | 0.3034 | 96.0 | 13920 | 2.6704 | 0.4854 | 0.2574 | 0.4275 | 0.4266 | 0.8742 | 0.8704 | 8.4805 | 17 | 3 | 12.9429 | 8.7087 | | 0.3063 | 97.0 | 14065 | 2.6749 | 0.4863 | 0.2576 | 0.4275 | 0.4266 | 0.8743 | 0.8707 | 8.4805 | 17 | 3 | 12.9369 | 8.7087 | | 0.2984 | 98.0 | 14210 | 2.6772 | 0.4858 | 0.258 | 0.4274 | 0.4264 | 0.8739 | 0.8704 | 8.5105 | 17 | 3 | 12.97 | 9.6096 | | 0.2942 | 99.0 | 14355 | 2.6784 | 0.4872 | 0.2595 | 0.4279 | 0.427 | 0.874 | 0.8704 | 8.5075 | 17 | 3 | 12.967 | 9.6096 | | 0.2866 | 100.0 | 14500 | 2.6784 | 0.4871 | 0.2579 | 0.428 | 0.4272 | 0.8743 | 0.8706 | 8.4775 | 17 | 3 | 12.9249 | 9.3093 | ### Framework versions - Transformers 4.33.1 - Pytorch 2.0.1+cu118 - Datasets 2.14.5 - Tokenizers 0.13.3