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t5-small-finetuned-xsum

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text2text-generation
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@@ -16,12 +16,12 @@ should probably proofread and complete it, then remove this comment. -->
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  This model is a fine-tuned version of [t5-small](https://huggingface.co/t5-small) on the None dataset.
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  It achieves the following results on the evaluation set:
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- - Loss: 0.4751
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- - Rouge1: 81.2866
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- - Rouge2: 78.2566
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- - Rougel: 81.2048
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- - Rougelsum: 81.0934
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- - Gen Len: 14.5017
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  ## Model description
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@@ -46,113 +46,163 @@ The following hyperparameters were used during training:
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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
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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 | 113 | 0.7533 | 80.909 | 77.7826 | 80.736 | 80.6708 | 15.6678 |
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- | No log | 2.0 | 226 | 0.6724 | 81.3511 | 78.2786 | 81.1759 | 81.101 | 15.5805 |
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- | No log | 3.0 | 339 | 0.6445 | 81.5958 | 78.5782 | 81.4417 | 81.348 | 15.4815 |
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- | No log | 4.0 | 452 | 0.6176 | 81.5081 | 78.4842 | 81.3512 | 81.2645 | 15.5252 |
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- | 0.725 | 5.0 | 565 | 0.5939 | 81.6542 | 78.6526 | 81.5012 | 81.4167 | 15.4748 |
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- | 0.725 | 6.0 | 678 | 0.5742 | 81.7783 | 78.7964 | 81.6351 | 81.5346 | 15.448 |
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- | 0.725 | 7.0 | 791 | 0.5605 | 81.8493 | 78.8821 | 81.7117 | 81.6243 | 15.4346 |
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- | 0.725 | 8.0 | 904 | 0.5526 | 81.765 | 78.7798 | 81.6179 | 81.5353 | 15.443 |
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- | 0.5659 | 9.0 | 1017 | 0.5408 | 81.608 | 78.581 | 81.4441 | 81.3599 | 15.4312 |
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- | 0.5659 | 10.0 | 1130 | 0.5434 | 81.5595 | 78.5383 | 81.4019 | 81.3236 | 15.4513 |
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- | 0.5659 | 11.0 | 1243 | 0.5292 | 81.6691 | 78.6437 | 81.5232 | 81.4316 | 15.3926 |
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- | 0.5659 | 12.0 | 1356 | 0.5224 | 81.6539 | 78.6324 | 81.5101 | 81.4174 | 15.3742 |
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- | 0.5659 | 13.0 | 1469 | 0.5167 | 81.7455 | 78.7548 | 81.6118 | 81.5232 | 15.344 |
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- | 0.4994 | 14.0 | 1582 | 0.5184 | 81.6337 | 78.6125 | 81.4905 | 81.4041 | 15.3658 |
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- | 0.4994 | 15.0 | 1695 | 0.5061 | 81.7317 | 78.7745 | 81.588 | 81.4964 | 15.2903 |
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- | 0.4994 | 16.0 | 1808 | 0.5008 | 81.7932 | 78.8684 | 81.6507 | 81.5277 | 15.1997 |
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- | 0.4994 | 17.0 | 1921 | 0.4970 | 81.7218 | 78.7584 | 81.5686 | 81.449 | 15.2181 |
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- | 0.4578 | 18.0 | 2034 | 0.4923 | 81.6837 | 78.7111 | 81.5558 | 81.4139 | 15.1728 |
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- | 0.4578 | 19.0 | 2147 | 0.4930 | 81.5349 | 78.556 | 81.4056 | 81.2614 | 15.104 |
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- | 0.4578 | 20.0 | 2260 | 0.4962 | 81.6111 | 78.6365 | 81.4925 | 81.3422 | 15.198 |
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- | 0.4578 | 21.0 | 2373 | 0.4845 | 81.7748 | 78.874 | 81.682 | 81.5331 | 15.0453 |
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- | 0.4578 | 22.0 | 2486 | 0.4926 | 81.5188 | 78.5656 | 81.3996 | 81.2773 | 15.1359 |
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- | 0.4271 | 23.0 | 2599 | 0.4812 | 81.6039 | 78.6796 | 81.5157 | 81.367 | 15.0436 |
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- | 0.4271 | 24.0 | 2712 | 0.4815 | 81.4816 | 78.518 | 81.3403 | 81.2422 | 15.0285 |
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- | 0.4271 | 25.0 | 2825 | 0.4849 | 81.5722 | 78.6115 | 81.4456 | 81.3143 | 15.1208 |
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- | 0.4271 | 26.0 | 2938 | 0.4860 | 81.5324 | 78.5812 | 81.4112 | 81.2968 | 15.052 |
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- | 0.4015 | 27.0 | 3051 | 0.4790 | 81.6188 | 78.696 | 81.5326 | 81.3869 | 15.005 |
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- | 0.4015 | 28.0 | 3164 | 0.4787 | 81.4836 | 78.5167 | 81.3602 | 81.2265 | 15.0185 |
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- | 0.4015 | 29.0 | 3277 | 0.4766 | 81.5883 | 78.6678 | 81.481 | 81.3648 | 14.9513 |
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- | 0.4015 | 30.0 | 3390 | 0.4707 | 81.5167 | 78.5628 | 81.4189 | 81.2682 | 14.8859 |
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- | 0.3809 | 31.0 | 3503 | 0.4743 | 81.8976 | 78.9974 | 81.7936 | 81.6613 | 15.0134 |
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- | 0.3809 | 32.0 | 3616 | 0.4717 | 81.7344 | 78.8213 | 81.6427 | 81.4812 | 15.0235 |
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- | 0.3809 | 33.0 | 3729 | 0.4651 | 81.4682 | 78.514 | 81.396 | 81.233 | 14.703 |
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- | 0.3809 | 34.0 | 3842 | 0.4708 | 81.4843 | 78.5077 | 81.3939 | 81.2051 | 14.8138 |
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- | 0.3809 | 35.0 | 3955 | 0.4729 | 81.3433 | 78.3736 | 81.2469 | 81.0886 | 14.9262 |
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- | 0.3672 | 36.0 | 4068 | 0.4638 | 81.2561 | 78.3393 | 81.1605 | 81.0442 | 14.5537 |
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- | 0.3672 | 37.0 | 4181 | 0.4714 | 81.5046 | 78.5334 | 81.3797 | 81.2266 | 14.75 |
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- | 0.3672 | 38.0 | 4294 | 0.4728 | 81.4525 | 78.5106 | 81.3695 | 81.1918 | 14.8507 |
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- | 0.3672 | 39.0 | 4407 | 0.4713 | 81.5408 | 78.5955 | 81.4504 | 81.2735 | 14.8507 |
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- | 0.3479 | 40.0 | 4520 | 0.4662 | 81.3124 | 78.3579 | 81.2662 | 81.1212 | 14.6577 |
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- | 0.3479 | 41.0 | 4633 | 0.4656 | 81.3138 | 78.3634 | 81.278 | 81.1369 | 14.6292 |
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- | 0.3479 | 42.0 | 4746 | 0.4686 | 81.3327 | 78.385 | 81.2936 | 81.1306 | 14.6208 |
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- | 0.3479 | 43.0 | 4859 | 0.4669 | 81.3148 | 78.3802 | 81.2627 | 81.1251 | 14.6695 |
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- | 0.3479 | 44.0 | 4972 | 0.4750 | 81.194 | 78.1991 | 81.1348 | 80.9897 | 14.7349 |
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- | 0.3389 | 45.0 | 5085 | 0.4705 | 81.3428 | 78.3244 | 81.2841 | 81.1438 | 14.5856 |
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- | 0.3389 | 46.0 | 5198 | 0.4701 | 81.5708 | 78.5913 | 81.532 | 81.4 | 14.599 |
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- | 0.3389 | 47.0 | 5311 | 0.4685 | 81.3323 | 78.3791 | 81.3078 | 81.1756 | 14.656 |
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- | 0.3389 | 48.0 | 5424 | 0.4706 | 81.3475 | 78.3753 | 81.2954 | 81.1746 | 14.6275 |
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- | 0.3264 | 49.0 | 5537 | 0.4684 | 81.5205 | 78.5473 | 81.4756 | 81.336 | 14.5688 |
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- | 0.3264 | 50.0 | 5650 | 0.4697 | 81.4036 | 78.4196 | 81.3504 | 81.2262 | 14.6107 |
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- | 0.3264 | 51.0 | 5763 | 0.4741 | 81.3532 | 78.3375 | 81.3097 | 81.17 | 14.6477 |
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- | 0.3264 | 52.0 | 5876 | 0.4712 | 81.4423 | 78.4552 | 81.3796 | 81.2483 | 14.5772 |
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- | 0.3264 | 53.0 | 5989 | 0.4722 | 81.3235 | 78.3067 | 81.2546 | 81.1083 | 14.5822 |
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- | 0.3196 | 54.0 | 6102 | 0.4715 | 81.3044 | 78.3241 | 81.2366 | 81.1252 | 14.6762 |
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- | 0.3196 | 55.0 | 6215 | 0.4735 | 81.5396 | 78.5668 | 81.4959 | 81.3556 | 14.6728 |
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- | 0.3196 | 56.0 | 6328 | 0.4705 | 81.6083 | 78.6369 | 81.5448 | 81.4221 | 14.6443 |
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- | 0.3196 | 57.0 | 6441 | 0.4675 | 81.5391 | 78.5455 | 81.4917 | 81.3366 | 14.594 |
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- | 0.3173 | 58.0 | 6554 | 0.4712 | 81.5022 | 78.5042 | 81.4433 | 81.3013 | 14.6074 |
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- | 0.3173 | 59.0 | 6667 | 0.4698 | 81.6106 | 78.6306 | 81.5552 | 81.4082 | 14.5487 |
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- | 0.3173 | 60.0 | 6780 | 0.4745 | 81.4 | 78.4199 | 81.336 | 81.2327 | 14.6158 |
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- | 0.3173 | 61.0 | 6893 | 0.4697 | 81.4844 | 78.4781 | 81.4333 | 81.3026 | 14.6443 |
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- | 0.3025 | 62.0 | 7006 | 0.4691 | 81.304 | 78.2901 | 81.258 | 81.1099 | 14.5252 |
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- | 0.3025 | 63.0 | 7119 | 0.4710 | 81.401 | 78.3832 | 81.3412 | 81.2114 | 14.4916 |
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- | 0.3025 | 64.0 | 7232 | 0.4677 | 81.2354 | 78.217 | 81.1985 | 81.0455 | 14.4581 |
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- | 0.3025 | 65.0 | 7345 | 0.4681 | 81.1927 | 78.1715 | 81.1593 | 81.001 | 14.4648 |
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- | 0.3025 | 66.0 | 7458 | 0.4738 | 81.3664 | 78.3771 | 81.3323 | 81.1728 | 14.5386 |
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- | 0.2967 | 67.0 | 7571 | 0.4750 | 81.3833 | 78.4023 | 81.3544 | 81.2227 | 14.5654 |
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- | 0.2967 | 68.0 | 7684 | 0.4720 | 81.3349 | 78.3156 | 81.2872 | 81.1185 | 14.5117 |
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- | 0.2967 | 69.0 | 7797 | 0.4720 | 81.3087 | 78.2758 | 81.2781 | 81.1088 | 14.4648 |
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- | 0.2967 | 70.0 | 7910 | 0.4711 | 81.3718 | 78.3542 | 81.3145 | 81.1652 | 14.4279 |
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- | 0.29 | 71.0 | 8023 | 0.4716 | 81.3147 | 78.2985 | 81.2686 | 81.118 | 14.4396 |
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- | 0.29 | 72.0 | 8136 | 0.4710 | 81.4279 | 78.4305 | 81.4027 | 81.2356 | 14.4732 |
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- | 0.29 | 73.0 | 8249 | 0.4713 | 81.3616 | 78.3449 | 81.3223 | 81.1569 | 14.4279 |
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- | 0.29 | 74.0 | 8362 | 0.4734 | 81.332 | 78.3157 | 81.2833 | 81.1296 | 14.4329 |
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- | 0.29 | 75.0 | 8475 | 0.4726 | 81.3548 | 78.3243 | 81.3004 | 81.177 | 14.4815 |
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- | 0.2862 | 76.0 | 8588 | 0.4717 | 81.2341 | 78.1984 | 81.1907 | 81.0248 | 14.4279 |
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- | 0.2862 | 77.0 | 8701 | 0.4755 | 81.3705 | 78.3267 | 81.2897 | 81.161 | 14.505 |
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- | 0.2862 | 78.0 | 8814 | 0.4752 | 81.2719 | 78.2496 | 81.2481 | 81.0799 | 14.4446 |
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- | 0.2862 | 79.0 | 8927 | 0.4708 | 81.3749 | 78.3322 | 81.3359 | 81.1664 | 14.4279 |
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- | 0.2862 | 80.0 | 9040 | 0.4708 | 81.3319 | 78.3538 | 81.3091 | 81.1687 | 14.5134 |
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- | 0.2862 | 81.0 | 9153 | 0.4706 | 81.403 | 78.3637 | 81.3288 | 81.1944 | 14.4765 |
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- | 0.2862 | 82.0 | 9266 | 0.4714 | 81.311 | 78.2807 | 81.2414 | 81.1153 | 14.4966 |
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- | 0.2862 | 83.0 | 9379 | 0.4761 | 81.3443 | 78.383 | 81.3008 | 81.1791 | 14.6023 |
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- | 0.2862 | 84.0 | 9492 | 0.4756 | 81.2042 | 78.1799 | 81.1458 | 81.0288 | 14.5369 |
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- | 0.2806 | 85.0 | 9605 | 0.4729 | 81.2866 | 78.2566 | 81.2048 | 81.0934 | 14.5017 |
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- | 0.2806 | 86.0 | 9718 | 0.4723 | 81.2069 | 78.16 | 81.1503 | 80.9898 | 14.4497 |
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- | 0.2806 | 87.0 | 9831 | 0.4726 | 81.1965 | 78.1418 | 81.1211 | 80.9639 | 14.3154 |
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- | 0.2806 | 88.0 | 9944 | 0.4748 | 81.2889 | 78.2532 | 81.2354 | 81.1129 | 14.4396 |
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- | 0.2808 | 89.0 | 10057 | 0.4746 | 81.317 | 78.2916 | 81.2652 | 81.1011 | 14.4077 |
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- | 0.2808 | 90.0 | 10170 | 0.4753 | 81.2745 | 78.2557 | 81.2252 | 81.0677 | 14.4178 |
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- | 0.2808 | 91.0 | 10283 | 0.4746 | 81.2527 | 78.2181 | 81.1926 | 81.0404 | 14.4396 |
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- | 0.2808 | 92.0 | 10396 | 0.4749 | 81.2208 | 78.2014 | 81.1623 | 81.0277 | 14.4849 |
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- | 0.2732 | 93.0 | 10509 | 0.4752 | 81.2993 | 78.268 | 81.2257 | 81.102 | 14.5 |
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- | 0.2732 | 94.0 | 10622 | 0.4751 | 81.2866 | 78.2566 | 81.2048 | 81.0934 | 14.5017 |
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- | 0.2732 | 95.0 | 10735 | 0.4752 | 81.2866 | 78.2566 | 81.2048 | 81.0934 | 14.5017 |
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- | 0.2732 | 96.0 | 10848 | 0.4751 | 81.2866 | 78.2566 | 81.2048 | 81.0934 | 14.5017 |
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- | 0.2732 | 97.0 | 10961 | 0.4748 | 81.208 | 78.1739 | 81.1407 | 81.013 | 14.4883 |
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- | 0.2774 | 98.0 | 11074 | 0.4750 | 81.208 | 78.1739 | 81.1407 | 81.013 | 14.4883 |
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- | 0.2774 | 99.0 | 11187 | 0.4752 | 81.2866 | 78.2566 | 81.2048 | 81.0934 | 14.5017 |
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- | 0.2774 | 100.0 | 11300 | 0.4751 | 81.2866 | 78.2566 | 81.2048 | 81.0934 | 14.5017 |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ### Framework versions
 
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  This model is a fine-tuned version of [t5-small](https://huggingface.co/t5-small) on the None dataset.
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  It achieves the following results on the evaluation set:
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+ - Loss: 0.5014
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+ - Rouge1: 80.7007
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+ - Rouge2: 77.7055
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+ - Rougel: 80.6074
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+ - Rougelsum: 80.6599
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+ - Gen Len: 14.1896
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  ## Model description
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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 | 113 | 0.7017 | 81.0635 | 78.1449 | 80.9667 | 80.9999 | 15.6275 |
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+ | No log | 2.0 | 226 | 0.6517 | 81.5783 | 78.7335 | 81.4946 | 81.5291 | 15.4715 |
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+ | No log | 3.0 | 339 | 0.6311 | 81.4871 | 78.6306 | 81.4069 | 81.44 | 15.5134 |
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+ | No log | 4.0 | 452 | 0.6078 | 81.6796 | 78.8341 | 81.5944 | 81.64 | 15.4631 |
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+ | 0.6475 | 5.0 | 565 | 0.5847 | 81.8427 | 78.9953 | 81.7052 | 81.7742 | 15.3725 |
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+ | 0.6475 | 6.0 | 678 | 0.5570 | 81.8141 | 79.0095 | 81.7339 | 81.7697 | 15.4094 |
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+ | 0.6475 | 7.0 | 791 | 0.5455 | 81.8302 | 79.0095 | 81.7133 | 81.7556 | 15.3305 |
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+ | 0.6475 | 8.0 | 904 | 0.5472 | 81.5207 | 78.6763 | 81.4138 | 81.4554 | 15.448 |
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+ | 0.5443 | 9.0 | 1017 | 0.5397 | 81.609 | 78.7549 | 81.5048 | 81.5431 | 15.3993 |
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+ | 0.5443 | 10.0 | 1130 | 0.5218 | 81.7084 | 78.8713 | 81.589 | 81.6424 | 15.3205 |
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+ | 0.5443 | 11.0 | 1243 | 0.5151 | 81.6273 | 78.7934 | 81.5383 | 81.5747 | 15.2819 |
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+ | 0.5443 | 12.0 | 1356 | 0.5115 | 81.5657 | 78.7177 | 81.4516 | 81.5064 | 15.2735 |
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+ | 0.5443 | 13.0 | 1469 | 0.5102 | 81.661 | 78.8428 | 81.5591 | 81.6111 | 15.2701 |
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+ | 0.4895 | 14.0 | 1582 | 0.4960 | 81.6266 | 78.8455 | 81.5429 | 81.6015 | 15.203 |
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+ | 0.4895 | 15.0 | 1695 | 0.4943 | 81.6268 | 78.8026 | 81.5438 | 81.5988 | 15.1258 |
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+ | 0.4895 | 16.0 | 1808 | 0.4980 | 81.5377 | 78.7069 | 81.4363 | 81.498 | 15.1946 |
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+ | 0.4895 | 17.0 | 1921 | 0.4976 | 81.5423 | 78.718 | 81.4204 | 81.5051 | 15.1594 |
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+ | 0.4467 | 18.0 | 2034 | 0.4883 | 81.7449 | 78.9661 | 81.6413 | 81.6727 | 15.0117 |
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+ | 0.4467 | 19.0 | 2147 | 0.4792 | 81.794 | 78.9978 | 81.6831 | 81.7207 | 15.0134 |
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+ | 0.4467 | 20.0 | 2260 | 0.4920 | 81.6468 | 78.8409 | 81.5271 | 81.6153 | 15.1057 |
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+ | 0.4467 | 21.0 | 2373 | 0.4857 | 81.5938 | 78.7878 | 81.4819 | 81.566 | 15.151 |
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+ | 0.4467 | 22.0 | 2486 | 0.4792 | 81.4496 | 78.6376 | 81.3382 | 81.4158 | 14.9782 |
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+ | 0.4161 | 23.0 | 2599 | 0.4779 | 81.5665 | 78.7694 | 81.4498 | 81.5344 | 14.9513 |
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+ | 0.4161 | 24.0 | 2712 | 0.4797 | 81.4723 | 78.6709 | 81.3661 | 81.4269 | 14.8138 |
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+ | 0.4161 | 25.0 | 2825 | 0.4709 | 81.553 | 78.7384 | 81.425 | 81.4748 | 14.6879 |
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+ | 0.4161 | 26.0 | 2938 | 0.4795 | 81.5805 | 78.7845 | 81.4766 | 81.558 | 14.995 |
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+ | 0.3947 | 27.0 | 3051 | 0.4758 | 81.7247 | 78.9725 | 81.6286 | 81.6803 | 14.9698 |
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+ | 0.3947 | 28.0 | 3164 | 0.4743 | 81.6758 | 78.8846 | 81.5553 | 81.5847 | 14.7886 |
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+ | 0.3947 | 29.0 | 3277 | 0.4754 | 81.6295 | 78.8514 | 81.5224 | 81.5945 | 14.8809 |
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+ | 0.3947 | 30.0 | 3390 | 0.4670 | 81.8742 | 79.1251 | 81.7733 | 81.8371 | 14.7164 |
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+ | 0.3747 | 31.0 | 3503 | 0.4697 | 81.1859 | 78.2891 | 81.0554 | 81.1109 | 14.599 |
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+ | 0.3747 | 32.0 | 3616 | 0.4605 | 81.2226 | 78.37 | 81.1093 | 81.1929 | 14.4295 |
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+ | 0.3747 | 33.0 | 3729 | 0.4619 | 81.5644 | 78.7933 | 81.4874 | 81.5347 | 14.6292 |
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+ | 0.3747 | 34.0 | 3842 | 0.4731 | 81.5654 | 78.7905 | 81.4349 | 81.5054 | 14.7332 |
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+ | 0.3747 | 35.0 | 3955 | 0.4719 | 81.5362 | 78.7503 | 81.4438 | 81.4998 | 14.7601 |
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+ | 0.3526 | 36.0 | 4068 | 0.4612 | 81.0437 | 78.1436 | 80.8987 | 80.9643 | 14.5419 |
92
+ | 0.3526 | 37.0 | 4181 | 0.4585 | 81.0643 | 78.1093 | 80.949 | 81.0109 | 14.396 |
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+ | 0.3526 | 38.0 | 4294 | 0.4683 | 81.4959 | 78.6976 | 81.3977 | 81.4736 | 14.6762 |
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+ | 0.3526 | 39.0 | 4407 | 0.4668 | 81.7042 | 78.881 | 81.6316 | 81.6639 | 14.6091 |
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+ | 0.3414 | 40.0 | 4520 | 0.4636 | 81.4618 | 78.6496 | 81.416 | 81.4417 | 14.5738 |
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+ | 0.3414 | 41.0 | 4633 | 0.4676 | 81.6793 | 78.8615 | 81.6185 | 81.6472 | 14.6913 |
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+ | 0.3414 | 42.0 | 4746 | 0.4693 | 81.6687 | 78.8342 | 81.5855 | 81.6019 | 14.6695 |
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+ | 0.3414 | 43.0 | 4859 | 0.4651 | 81.4768 | 78.6564 | 81.3981 | 81.4409 | 14.5084 |
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+ | 0.3414 | 44.0 | 4972 | 0.4689 | 81.6287 | 78.7968 | 81.5322 | 81.5729 | 14.6023 |
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+ | 0.3234 | 45.0 | 5085 | 0.4699 | 81.954 | 79.17 | 81.9092 | 81.9191 | 14.7198 |
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+ | 0.3234 | 46.0 | 5198 | 0.4705 | 81.8616 | 79.0683 | 81.7918 | 81.8077 | 14.7114 |
102
+ | 0.3234 | 47.0 | 5311 | 0.4703 | 81.5751 | 78.7179 | 81.4925 | 81.5411 | 14.599 |
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+ | 0.3234 | 48.0 | 5424 | 0.4680 | 81.4306 | 78.575 | 81.3146 | 81.3871 | 14.5352 |
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+ | 0.3099 | 49.0 | 5537 | 0.4675 | 81.4833 | 78.6257 | 81.4105 | 81.4534 | 14.5201 |
105
+ | 0.3099 | 50.0 | 5650 | 0.4733 | 81.4002 | 78.5302 | 81.3347 | 81.3813 | 14.6812 |
106
+ | 0.3099 | 51.0 | 5763 | 0.4635 | 81.4009 | 78.5798 | 81.3473 | 81.3775 | 14.4631 |
107
+ | 0.3099 | 52.0 | 5876 | 0.4620 | 81.218 | 78.3388 | 81.1651 | 81.1896 | 14.349 |
108
+ | 0.3099 | 53.0 | 5989 | 0.4729 | 81.5851 | 78.7074 | 81.5011 | 81.4991 | 14.6594 |
109
+ | 0.3063 | 54.0 | 6102 | 0.4678 | 81.2912 | 78.393 | 81.2207 | 81.2278 | 14.4933 |
110
+ | 0.3063 | 55.0 | 6215 | 0.4667 | 80.9283 | 77.9825 | 80.8417 | 80.8696 | 14.3977 |
111
+ | 0.3063 | 56.0 | 6328 | 0.4675 | 81.3406 | 78.4054 | 81.2216 | 81.2743 | 14.495 |
112
+ | 0.3063 | 57.0 | 6441 | 0.4697 | 81.2394 | 78.3552 | 81.1557 | 81.1731 | 14.6158 |
113
+ | 0.2896 | 58.0 | 6554 | 0.4682 | 81.0372 | 78.102 | 80.9262 | 80.9711 | 14.4597 |
114
+ | 0.2896 | 59.0 | 6667 | 0.4657 | 81.2605 | 78.3426 | 81.1561 | 81.2182 | 14.3708 |
115
+ | 0.2896 | 60.0 | 6780 | 0.4721 | 81.276 | 78.3497 | 81.1652 | 81.2267 | 14.406 |
116
+ | 0.2896 | 61.0 | 6893 | 0.4675 | 81.3411 | 78.3745 | 81.2103 | 81.2746 | 14.396 |
117
+ | 0.2804 | 62.0 | 7006 | 0.4733 | 81.3682 | 78.4648 | 81.302 | 81.3236 | 14.4748 |
118
+ | 0.2804 | 63.0 | 7119 | 0.4715 | 81.2726 | 78.3662 | 81.2123 | 81.2368 | 14.4161 |
119
+ | 0.2804 | 64.0 | 7232 | 0.4737 | 81.2864 | 78.3979 | 81.2227 | 81.2527 | 14.4144 |
120
+ | 0.2804 | 65.0 | 7345 | 0.4715 | 81.0116 | 78.0709 | 80.9134 | 80.9608 | 14.3775 |
121
+ | 0.2804 | 66.0 | 7458 | 0.4740 | 81.1628 | 78.2809 | 81.0923 | 81.1558 | 14.4346 |
122
+ | 0.2762 | 67.0 | 7571 | 0.4721 | 81.0565 | 78.1141 | 80.9377 | 80.9888 | 14.349 |
123
+ | 0.2762 | 68.0 | 7684 | 0.4796 | 81.2601 | 78.3608 | 81.1735 | 81.2214 | 14.443 |
124
+ | 0.2762 | 69.0 | 7797 | 0.4794 | 81.3713 | 78.487 | 81.2873 | 81.3322 | 14.4178 |
125
+ | 0.2762 | 70.0 | 7910 | 0.4795 | 81.0543 | 78.1194 | 80.9682 | 80.998 | 14.4178 |
126
+ | 0.2719 | 71.0 | 8023 | 0.4753 | 80.9782 | 78.0445 | 80.8792 | 80.9066 | 14.1997 |
127
+ | 0.2719 | 72.0 | 8136 | 0.4760 | 81.0655 | 78.154 | 80.9788 | 81.0196 | 14.2718 |
128
+ | 0.2719 | 73.0 | 8249 | 0.4787 | 80.9442 | 78.0216 | 80.8511 | 80.897 | 14.2919 |
129
+ | 0.2719 | 74.0 | 8362 | 0.4731 | 80.8758 | 77.9381 | 80.7821 | 80.815 | 14.2164 |
130
+ | 0.2719 | 75.0 | 8475 | 0.4783 | 81.2242 | 78.3252 | 81.1301 | 81.1913 | 14.2768 |
131
+ | 0.2569 | 76.0 | 8588 | 0.4781 | 80.896 | 77.994 | 80.8191 | 80.8648 | 14.302 |
132
+ | 0.2569 | 77.0 | 8701 | 0.4809 | 81.0472 | 78.1495 | 80.9702 | 81.0179 | 14.3389 |
133
+ | 0.2569 | 78.0 | 8814 | 0.4785 | 80.857 | 77.9309 | 80.7693 | 80.8419 | 14.2836 |
134
+ | 0.2569 | 79.0 | 8927 | 0.4792 | 80.8755 | 77.9471 | 80.7841 | 80.8473 | 14.2752 |
135
+ | 0.2534 | 80.0 | 9040 | 0.4758 | 80.9519 | 78.027 | 80.8659 | 80.9368 | 14.2517 |
136
+ | 0.2534 | 81.0 | 9153 | 0.4787 | 80.9038 | 77.9536 | 80.8368 | 80.8828 | 14.25 |
137
+ | 0.2534 | 82.0 | 9266 | 0.4798 | 81.1017 | 78.1787 | 81.0284 | 81.0777 | 14.2483 |
138
+ | 0.2534 | 83.0 | 9379 | 0.4831 | 81.0515 | 78.1389 | 80.9934 | 81.0426 | 14.2198 |
139
+ | 0.2534 | 84.0 | 9492 | 0.4817 | 81.1362 | 78.163 | 81.0576 | 81.0864 | 14.1946 |
140
+ | 0.2486 | 85.0 | 9605 | 0.4806 | 81.0428 | 78.0945 | 80.9782 | 81.0162 | 14.2265 |
141
+ | 0.2486 | 86.0 | 9718 | 0.4801 | 80.9022 | 77.928 | 80.8127 | 80.864 | 14.1426 |
142
+ | 0.2486 | 87.0 | 9831 | 0.4819 | 80.956 | 77.9852 | 80.8694 | 80.9226 | 14.1275 |
143
+ | 0.2486 | 88.0 | 9944 | 0.4885 | 80.839 | 77.8582 | 80.7267 | 80.8084 | 14.3171 |
144
+ | 0.2465 | 89.0 | 10057 | 0.4819 | 81.0608 | 78.1257 | 80.9626 | 81.0143 | 14.1896 |
145
+ | 0.2465 | 90.0 | 10170 | 0.4873 | 81.0464 | 78.0723 | 80.9607 | 80.9865 | 14.2013 |
146
+ | 0.2465 | 91.0 | 10283 | 0.4856 | 80.7067 | 77.6649 | 80.5788 | 80.6093 | 14.0654 |
147
+ | 0.2465 | 92.0 | 10396 | 0.4899 | 80.9094 | 77.9167 | 80.8127 | 80.86 | 14.2215 |
148
+ | 0.2419 | 93.0 | 10509 | 0.4866 | 80.9372 | 77.97 | 80.8497 | 80.9018 | 14.2081 |
149
+ | 0.2419 | 94.0 | 10622 | 0.4875 | 80.9954 | 78.0346 | 80.9023 | 80.974 | 14.1728 |
150
+ | 0.2419 | 95.0 | 10735 | 0.4937 | 80.8705 | 77.8797 | 80.7692 | 80.8243 | 14.2483 |
151
+ | 0.2419 | 96.0 | 10848 | 0.4880 | 81.0544 | 78.1088 | 80.9748 | 81.0183 | 14.1628 |
152
+ | 0.2419 | 97.0 | 10961 | 0.4891 | 81.1135 | 78.1525 | 81.0185 | 81.0669 | 14.1678 |
153
+ | 0.2335 | 98.0 | 11074 | 0.4964 | 80.8705 | 77.9064 | 80.7832 | 80.8326 | 14.2399 |
154
+ | 0.2335 | 99.0 | 11187 | 0.4877 | 81.1125 | 78.1294 | 81.0186 | 81.0378 | 14.0839 |
155
+ | 0.2335 | 100.0 | 11300 | 0.4847 | 81.1092 | 78.1097 | 80.9936 | 81.0366 | 14.0789 |
156
+ | 0.2335 | 101.0 | 11413 | 0.4879 | 81.0236 | 78.0498 | 80.9249 | 80.9553 | 14.0956 |
157
+ | 0.2361 | 102.0 | 11526 | 0.4921 | 80.9856 | 78.0236 | 80.8902 | 80.9409 | 14.1795 |
158
+ | 0.2361 | 103.0 | 11639 | 0.4847 | 80.9714 | 77.9627 | 80.8699 | 80.895 | 14.0268 |
159
+ | 0.2361 | 104.0 | 11752 | 0.4931 | 80.919 | 77.9621 | 80.8217 | 80.891 | 14.1779 |
160
+ | 0.2361 | 105.0 | 11865 | 0.4938 | 80.9723 | 78.0063 | 80.8732 | 80.9379 | 14.1745 |
161
+ | 0.2361 | 106.0 | 11978 | 0.4908 | 80.8576 | 77.8395 | 80.7702 | 80.7915 | 14.1007 |
162
+ | 0.2308 | 107.0 | 12091 | 0.4940 | 80.9458 | 77.9603 | 80.8364 | 80.9107 | 14.1879 |
163
+ | 0.2308 | 108.0 | 12204 | 0.4927 | 80.9133 | 77.9714 | 80.8193 | 80.8528 | 14.1628 |
164
+ | 0.2308 | 109.0 | 12317 | 0.4952 | 80.945 | 77.9819 | 80.8344 | 80.8928 | 14.1728 |
165
+ | 0.2308 | 110.0 | 12430 | 0.4982 | 81.0463 | 78.0845 | 80.9462 | 81.0033 | 14.2097 |
166
+ | 0.2243 | 111.0 | 12543 | 0.4939 | 80.9735 | 78.0194 | 80.8741 | 80.9072 | 14.1258 |
167
+ | 0.2243 | 112.0 | 12656 | 0.4961 | 81.0462 | 78.1007 | 80.9367 | 80.9864 | 14.146 |
168
+ | 0.2243 | 113.0 | 12769 | 0.4941 | 80.9121 | 77.9411 | 80.807 | 80.8565 | 14.1628 |
169
+ | 0.2243 | 114.0 | 12882 | 0.4944 | 80.9982 | 78.0371 | 80.8733 | 80.9343 | 14.1477 |
170
+ | 0.2243 | 115.0 | 12995 | 0.4961 | 81.0267 | 78.0677 | 80.9131 | 80.9631 | 14.1359 |
171
+ | 0.2249 | 116.0 | 13108 | 0.4984 | 81.0128 | 78.0579 | 80.9284 | 80.9694 | 14.1493 |
172
+ | 0.2249 | 117.0 | 13221 | 0.4970 | 81.047 | 78.0835 | 80.9454 | 80.9865 | 14.1493 |
173
+ | 0.2249 | 118.0 | 13334 | 0.4990 | 81.044 | 78.0909 | 80.9446 | 80.9882 | 14.1527 |
174
+ | 0.2249 | 119.0 | 13447 | 0.4982 | 80.9678 | 77.9996 | 80.8533 | 80.9005 | 14.1695 |
175
+ | 0.2215 | 120.0 | 13560 | 0.4988 | 81.0083 | 78.0452 | 80.8916 | 80.9318 | 14.1577 |
176
+ | 0.2215 | 121.0 | 13673 | 0.4987 | 80.9856 | 78.0095 | 80.8751 | 80.9184 | 14.1762 |
177
+ | 0.2215 | 122.0 | 13786 | 0.4963 | 81.0485 | 78.0746 | 80.9287 | 80.9704 | 14.1141 |
178
+ | 0.2215 | 123.0 | 13899 | 0.4992 | 80.9563 | 77.9916 | 80.8543 | 80.9064 | 14.1678 |
179
+ | 0.2237 | 124.0 | 14012 | 0.4977 | 80.933 | 77.9485 | 80.8164 | 80.8626 | 14.1292 |
180
+ | 0.2237 | 125.0 | 14125 | 0.4984 | 80.9305 | 77.9496 | 80.8289 | 80.8819 | 14.1544 |
181
+ | 0.2237 | 126.0 | 14238 | 0.4977 | 80.9771 | 78.0336 | 80.8843 | 80.9234 | 14.099 |
182
+ | 0.2237 | 127.0 | 14351 | 0.4979 | 80.9985 | 78.0357 | 80.8735 | 80.9143 | 14.1141 |
183
+ | 0.2237 | 128.0 | 14464 | 0.5004 | 80.9629 | 78.0026 | 80.8532 | 80.8912 | 14.1174 |
184
+ | 0.2155 | 129.0 | 14577 | 0.5002 | 81.0203 | 78.047 | 80.9066 | 80.9457 | 14.1191 |
185
+ | 0.2155 | 130.0 | 14690 | 0.5001 | 80.8454 | 77.8526 | 80.7384 | 80.7702 | 14.193 |
186
+ | 0.2155 | 131.0 | 14803 | 0.5022 | 80.8198 | 77.8412 | 80.7083 | 80.7616 | 14.2081 |
187
+ | 0.2155 | 132.0 | 14916 | 0.5002 | 80.9561 | 77.9824 | 80.8435 | 80.8732 | 14.1275 |
188
+ | 0.2164 | 133.0 | 15029 | 0.5000 | 80.9442 | 77.975 | 80.8337 | 80.8632 | 14.1292 |
189
+ | 0.2164 | 134.0 | 15142 | 0.4997 | 80.9475 | 77.9751 | 80.8352 | 80.8692 | 14.1292 |
190
+ | 0.2164 | 135.0 | 15255 | 0.5007 | 80.9746 | 78.0002 | 80.8605 | 80.8938 | 14.1309 |
191
+ | 0.2164 | 136.0 | 15368 | 0.5018 | 80.8197 | 77.8293 | 80.7192 | 80.7516 | 14.1946 |
192
+ | 0.2164 | 137.0 | 15481 | 0.5030 | 80.7727 | 77.7707 | 80.6702 | 80.7192 | 14.198 |
193
+ | 0.2242 | 138.0 | 15594 | 0.5022 | 80.7727 | 77.7707 | 80.6702 | 80.7192 | 14.198 |
194
+ | 0.2242 | 139.0 | 15707 | 0.5021 | 80.773 | 77.7684 | 80.6588 | 80.7279 | 14.2114 |
195
+ | 0.2242 | 140.0 | 15820 | 0.5023 | 80.7706 | 77.7618 | 80.6533 | 80.7225 | 14.2131 |
196
+ | 0.2242 | 141.0 | 15933 | 0.5017 | 80.7715 | 77.7674 | 80.6643 | 80.7168 | 14.1997 |
197
+ | 0.2186 | 142.0 | 16046 | 0.5018 | 80.7657 | 77.7612 | 80.6611 | 80.7103 | 14.1997 |
198
+ | 0.2186 | 143.0 | 16159 | 0.5016 | 80.7007 | 77.7055 | 80.6074 | 80.6599 | 14.1896 |
199
+ | 0.2186 | 144.0 | 16272 | 0.5019 | 80.7007 | 77.7055 | 80.6074 | 80.6599 | 14.1896 |
200
+ | 0.2186 | 145.0 | 16385 | 0.5014 | 80.752 | 77.7585 | 80.6707 | 80.7102 | 14.1795 |
201
+ | 0.2186 | 146.0 | 16498 | 0.5014 | 80.752 | 77.7585 | 80.6707 | 80.7102 | 14.1795 |
202
+ | 0.2114 | 147.0 | 16611 | 0.5015 | 80.7007 | 77.7055 | 80.6074 | 80.6599 | 14.1896 |
203
+ | 0.2114 | 148.0 | 16724 | 0.5015 | 80.7007 | 77.7055 | 80.6074 | 80.6599 | 14.1896 |
204
+ | 0.2114 | 149.0 | 16837 | 0.5014 | 80.7007 | 77.7055 | 80.6074 | 80.6599 | 14.1896 |
205
+ | 0.2114 | 150.0 | 16950 | 0.5014 | 80.7007 | 77.7055 | 80.6074 | 80.6599 | 14.1896 |
206
 
207
 
208
  ### Framework versions