generated_from_trainer

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text_shortening_model_v53

This model is a fine-tuned version of t5-base on the None dataset. It achieves the following results on the evaluation set:

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:

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
1.7343 1.0 83 1.2874 0.5099 0.2905 0.4503 0.4503 0.8714 0.878 9.1376 17 4 13.7937 13.4921
1.2551 2.0 166 1.1755 0.5197 0.298 0.4583 0.4595 0.8747 0.8816 8.9974 17 4 13.7513 12.6984
1.0452 3.0 249 1.1440 0.5182 0.3011 0.4573 0.4583 0.8759 0.8801 8.8307 18 4 13.3545 14.5503
0.9043 4.0 332 1.1351 0.5321 0.3168 0.4774 0.4785 0.8783 0.8827 8.7619 16 4 13.4286 13.2275
0.7933 5.0 415 1.1381 0.5131 0.2976 0.4577 0.4572 0.8786 0.8771 8.3148 18 4 12.6402 8.9947
0.6859 6.0 498 1.1688 0.5357 0.3133 0.4776 0.4778 0.8812 0.8829 8.4762 18 4 12.9339 10.0529
0.6069 7.0 581 1.2138 0.5228 0.2959 0.4562 0.4568 0.8768 0.88 8.6481 17 3 13.1429 12.1693
0.5475 8.0 664 1.2333 0.5275 0.3051 0.4685 0.469 0.8787 0.8818 8.7143 16 4 13.209 11.6402
0.4898 9.0 747 1.2889 0.5194 0.296 0.4603 0.4603 0.8785 0.8797 8.4947 15 4 12.9312 11.3757
0.4456 10.0 830 1.3068 0.5154 0.2923 0.4634 0.4647 0.8796 0.8788 8.3413 16 4 12.8201 10.8466
0.408 11.0 913 1.3598 0.5118 0.2959 0.4583 0.459 0.8787 0.8763 8.1481 16 4 12.627 9.2593
0.3673 12.0 996 1.3905 0.5193 0.2999 0.4673 0.468 0.8808 0.8782 8.2116 16 3 12.627 8.2011
0.3367 13.0 1079 1.4436 0.516 0.2977 0.4588 0.4595 0.8785 0.879 8.4259 17 4 12.9974 9.7884
0.3113 14.0 1162 1.4654 0.5077 0.2884 0.4506 0.4511 0.8759 0.8776 8.4815 17 3 13.1481 10.3175
0.2844 15.0 1245 1.4895 0.5132 0.2924 0.4538 0.4549 0.8759 0.8786 8.5185 17 3 13.1349 9.5238
0.2684 16.0 1328 1.5345 0.5065 0.2933 0.4533 0.4539 0.8761 0.8767 8.2275 16 3 12.7196 8.7302
0.2396 17.0 1411 1.5892 0.5035 0.2835 0.444 0.4449 0.8757 0.8743 8.082 17 3 12.5503 7.9365
0.223 18.0 1494 1.5954 0.4944 0.2802 0.4407 0.4414 0.8729 0.8739 8.3519 17 4 12.8836 10.582
0.2119 19.0 1577 1.6106 0.5042 0.286 0.4505 0.4515 0.8772 0.8752 8.0212 16 3 12.5265 7.4074
0.2009 20.0 1660 1.6218 0.5002 0.2767 0.444 0.445 0.8755 0.874 8.1667 15 3 12.6746 8.9947
0.1825 21.0 1743 1.6545 0.5 0.2868 0.4443 0.4449 0.8755 0.8749 8.1958 16 3 12.7249 8.9947
0.1693 22.0 1826 1.7102 0.5014 0.2837 0.4453 0.4462 0.8741 0.8737 8.246 16 3 12.8466 10.0529
0.1584 23.0 1909 1.7314 0.4947 0.2773 0.4375 0.4381 0.8728 0.8722 8.1878 15 3 12.7196 7.672
0.1484 24.0 1992 1.7512 0.5004 0.2854 0.4461 0.447 0.8739 0.8744 8.2884 16 3 13.0053 7.9365
0.144 25.0 2075 1.7862 0.5023 0.2847 0.4451 0.4455 0.8758 0.8756 8.2302 16 3 12.8148 8.9947
0.1302 26.0 2158 1.8208 0.5041 0.2901 0.4471 0.4478 0.8739 0.8753 8.4153 17 3 13.0238 10.8466
0.1231 27.0 2241 1.8258 0.5003 0.2835 0.4449 0.4457 0.8739 0.8738 8.2354 16 4 12.8016 7.9365
0.1233 28.0 2324 1.8340 0.5047 0.2867 0.4432 0.4446 0.8743 0.8757 8.4206 17 4 12.9894 9.7884
0.1114 29.0 2407 1.8461 0.4898 0.2731 0.4357 0.4358 0.8722 0.8722 8.2407 16 3 12.8466 7.9365
0.1084 30.0 2490 1.8817 0.4973 0.2805 0.4381 0.4394 0.8741 0.8721 8.1349 16 3 12.5529 6.8783
0.1031 31.0 2573 1.9454 0.489 0.2779 0.4352 0.4365 0.8725 0.8728 8.2989 16 4 12.8466 8.4656
0.1008 32.0 2656 1.9150 0.4936 0.277 0.4415 0.4427 0.8741 0.873 8.2011 16 3 12.7249 8.7302
0.0929 33.0 2739 1.9444 0.4905 0.2723 0.4337 0.4344 0.8722 0.873 8.4233 16 3 12.9074 9.2593
0.0972 34.0 2822 1.9321 0.4877 0.2671 0.4336 0.4345 0.8721 0.872 8.3413 16 4 12.9153 8.9947
0.0941 35.0 2905 1.9430 0.5018 0.2808 0.4467 0.4477 0.8757 0.8742 8.2169 15 4 12.7381 7.1429
0.0856 36.0 2988 1.9623 0.4981 0.282 0.4463 0.4474 0.875 0.8737 8.2989 16 4 12.7672 8.9947
0.0842 37.0 3071 1.9739 0.4992 0.2812 0.442 0.4435 0.8746 0.8741 8.3122 16 4 12.828 8.9947
0.0833 38.0 3154 2.0193 0.5008 0.2805 0.4458 0.4469 0.8749 0.8756 8.373 16 4 12.9153 10.582
0.0783 39.0 3237 2.0161 0.499 0.2829 0.4425 0.4435 0.8753 0.8735 8.1217 16 4 12.7222 7.1429
0.0771 40.0 3320 1.9768 0.498 0.2803 0.4437 0.4449 0.8741 0.8731 8.2963 16 4 12.8095 8.9947
0.0744 41.0 3403 2.0104 0.5002 0.2815 0.4404 0.4411 0.8745 0.875 8.4021 16 4 12.9603 9.5238
0.0708 42.0 3486 2.0090 0.4938 0.2714 0.4347 0.435 0.8722 0.872 8.328 16 4 12.8783 8.9947
0.0686 43.0 3569 2.0328 0.4958 0.2759 0.4386 0.4399 0.8727 0.8732 8.4339 16 4 12.9894 8.7302
0.073 44.0 3652 2.0284 0.4924 0.2706 0.4347 0.4359 0.8724 0.8731 8.4339 16 4 12.9603 7.672
0.0686 45.0 3735 2.0392 0.4952 0.2794 0.4415 0.4431 0.8732 0.8722 8.2619 16 4 12.8598 7.672
0.0659 46.0 3818 2.0563 0.4906 0.2729 0.436 0.4375 0.8729 0.8714 8.1323 15 4 12.6032 6.0847
0.0651 47.0 3901 2.0454 0.4903 0.2707 0.4356 0.4369 0.8725 0.8701 8.1005 16 3 12.6667 5.8201
0.0655 48.0 3984 2.0500 0.4971 0.2784 0.4419 0.4434 0.874 0.8733 8.2434 16 4 12.8228 7.4074
0.0635 49.0 4067 2.0376 0.504 0.2831 0.446 0.4472 0.8733 0.8739 8.3968 16 4 12.9735 8.7302
0.063 50.0 4150 2.0596 0.4878 0.2623 0.426 0.4276 0.8699 0.8726 8.672 16 4 13.2037 11.1111
0.0589 51.0 4233 2.0682 0.4932 0.2734 0.4384 0.4393 0.8738 0.8729 8.2963 16 4 12.7407 7.1429
0.0566 52.0 4316 2.0692 0.5 0.2803 0.4445 0.4463 0.8745 0.8753 8.463 16 3 13.0185 10.8466
0.0558 53.0 4399 2.1003 0.5023 0.279 0.4421 0.443 0.874 0.8757 8.5265 16 3 13.0952 10.8466
0.0545 54.0 4482 2.0992 0.5027 0.2801 0.4428 0.444 0.8745 0.8765 8.5053 16 3 12.9815 10.8466
0.0573 55.0 4565 2.0713 0.4971 0.2786 0.4385 0.4409 0.8735 0.8735 8.3307 16 3 12.8042 9.2593
0.0549 56.0 4648 2.1003 0.4988 0.2782 0.4388 0.4399 0.8727 0.8745 8.4762 16 3 13.0661 10.3175
0.0572 57.0 4731 2.0828 0.5 0.2806 0.4449 0.4456 0.8741 0.8737 8.2407 16 3 12.8413 8.4656
0.0549 58.0 4814 2.0845 0.5049 0.2829 0.442 0.4421 0.8742 0.8752 8.3783 17 3 12.9577 9.7884
0.0542 59.0 4897 2.0775 0.5088 0.2921 0.4506 0.4518 0.8757 0.8774 8.5 16 4 13.1614 10.582
0.0517 60.0 4980 2.1092 0.504 0.2874 0.4467 0.4475 0.8757 0.8753 8.2381 16 3 12.7646 8.9947
0.0531 61.0 5063 2.1049 0.5004 0.2832 0.4444 0.4456 0.8724 0.8743 8.4921 16 4 13.0741 10.8466
0.0516 62.0 5146 2.1202 0.5042 0.2822 0.4475 0.448 0.8755 0.8752 8.2725 16 3 12.8307 8.4656
0.0481 63.0 5229 2.1460 0.5047 0.284 0.4428 0.443 0.8729 0.8754 8.5503 16 4 13.2169 10.0529
0.0456 64.0 5312 2.1436 0.5015 0.2802 0.4419 0.4429 0.8733 0.8743 8.4259 16 4 12.9444 9.7884
0.048 65.0 5395 2.1405 0.5114 0.2882 0.4503 0.4516 0.8754 0.8768 8.4365 16 4 13.0529 10.3175
0.0467 66.0 5478 2.1556 0.5098 0.2866 0.4477 0.4488 0.8757 0.876 8.3386 16 4 12.8704 9.5238
0.0471 67.0 5561 2.1712 0.5155 0.2901 0.4532 0.4546 0.8752 0.8781 8.6032 16 4 13.2302 12.4339
0.0434 68.0 5644 2.1529 0.5104 0.2889 0.4494 0.4502 0.8748 0.876 8.4444 16 4 13.037 10.0529
0.0447 69.0 5727 2.1538 0.5039 0.2819 0.4431 0.4445 0.8742 0.8746 8.3598 16 4 12.8995 10.8466
0.0464 70.0 5810 2.1497 0.5095 0.2868 0.4499 0.4514 0.875 0.8757 8.3624 15 4 13.0053 8.7302
0.0445 71.0 5893 2.1609 0.5082 0.2865 0.4461 0.447 0.8742 0.8771 8.5873 15 4 13.2037 10.8466
0.0443 72.0 5976 2.1532 0.5015 0.2799 0.4448 0.4458 0.8744 0.8749 8.3757 15 3 12.8942 10.0529
0.0433 73.0 6059 2.1533 0.4969 0.2772 0.441 0.4421 0.8739 0.8733 8.2751 15 3 12.7143 10.0529
0.0429 74.0 6142 2.1663 0.501 0.2809 0.4435 0.4448 0.8753 0.8751 8.2619 15 3 12.7778 8.7302
0.0427 75.0 6225 2.1336 0.5069 0.2871 0.4517 0.4528 0.8759 0.876 8.2487 16 3 12.8148 9.2593
0.0446 76.0 6308 2.1338 0.5135 0.2959 0.4575 0.4587 0.8768 0.8774 8.3492 16 4 12.9233 9.2593
0.0438 77.0 6391 2.1349 0.5132 0.2961 0.457 0.4578 0.877 0.8779 8.3545 15 4 12.9233 10.0529
0.0436 78.0 6474 2.1331 0.5106 0.2914 0.4534 0.4544 0.8757 0.8768 8.4286 15 3 12.9762 10.8466
0.0432 79.0 6557 2.1389 0.5086 0.286 0.4523 0.4529 0.8763 0.8762 8.2434 15 3 12.7487 9.5238
0.0414 80.0 6640 2.1596 0.5084 0.2883 0.4506 0.4517 0.8759 0.8765 8.3624 16 3 12.8862 9.2593
0.0393 81.0 6723 2.1762 0.5048 0.2851 0.4495 0.4501 0.8759 0.8764 8.2513 16 3 12.7857 8.4656
0.0407 82.0 6806 2.1854 0.5055 0.2867 0.4477 0.449 0.8758 0.8762 8.3122 16 4 12.8228 8.4656
0.0396 83.0 6889 2.1720 0.4995 0.2774 0.4402 0.4413 0.874 0.8748 8.3862 16 4 12.9656 9.7884
0.0342 84.0 6972 2.2038 0.5046 0.2849 0.4494 0.4506 0.8759 0.8759 8.2513 16 4 12.8069 8.2011
0.0415 85.0 7055 2.1893 0.5077 0.2847 0.4503 0.4517 0.8762 0.8759 8.2513 16 4 12.791 8.7302
0.0388 86.0 7138 2.1811 0.5065 0.2882 0.4503 0.4512 0.8758 0.8764 8.3228 15 4 12.9101 8.9947
0.0411 87.0 7221 2.1794 0.5057 0.2853 0.4526 0.4546 0.8764 0.8753 8.2222 15 4 12.7434 8.2011
0.0358 88.0 7304 2.2025 0.5031 0.283 0.4486 0.4505 0.8753 0.8747 8.2487 15 4 12.8122 7.9365
0.0388 89.0 7387 2.1994 0.5021 0.2818 0.4437 0.4453 0.8745 0.8742 8.3386 16 4 12.873 8.9947
0.0372 90.0 7470 2.2076 0.5055 0.2843 0.4478 0.449 0.8754 0.8754 8.3492 16 4 12.9762 8.9947
0.0352 91.0 7553 2.2038 0.5077 0.2891 0.4504 0.4521 0.8755 0.8767 8.4153 16 4 13.0423 10.8466
0.0369 92.0 7636 2.2122 0.5086 0.2877 0.4507 0.4522 0.8759 0.8757 8.3175 16 4 12.8757 7.9365
0.0379 93.0 7719 2.2121 0.5047 0.2877 0.4501 0.4517 0.8757 0.8763 8.3122 15 4 12.8519 8.4656
0.0367 94.0 7802 2.1979 0.5098 0.2897 0.4524 0.4534 0.8776 0.8767 8.2143 15 4 12.7487 7.672
0.0372 95.0 7885 2.1951 0.5003 0.2825 0.445 0.4467 0.8743 0.8755 8.4074 16 3 12.9894 10.0529
0.0358 96.0 7968 2.2210 0.505 0.2884 0.4496 0.4511 0.8763 0.8759 8.3307 15 3 12.8995 9.5238
0.0375 97.0 8051 2.2113 0.5084 0.2869 0.452 0.4528 0.8761 0.8767 8.3307 16 3 12.9471 9.2593
0.0351 98.0 8134 2.2248 0.5065 0.2866 0.4521 0.4535 0.8765 0.8758 8.2751 15 4 12.8466 9.2593
0.0363 99.0 8217 2.2332 0.5013 0.2784 0.4435 0.4448 0.8747 0.8755 8.3968 16 3 13.0635 10.582
0.0346 100.0 8300 2.2486 0.4991 0.2774 0.4438 0.4454 0.8749 0.8737 8.172 15 3 12.7937 7.672
0.0323 101.0 8383 2.2460 0.5062 0.2857 0.4515 0.4524 0.8758 0.8755 8.3201 16 4 12.836 10.3175
0.0326 102.0 8466 2.2416 0.5046 0.2838 0.4504 0.452 0.8755 0.8753 8.3069 16 4 12.8783 9.5238
0.0339 103.0 8549 2.2407 0.4937 0.2732 0.4389 0.44 0.8737 0.8733 8.3016 16 4 12.9206 9.2593
0.0343 104.0 8632 2.2370 0.5006 0.2801 0.4449 0.4464 0.8752 0.8739 8.209 16 4 12.8122 8.2011
0.0325 105.0 8715 2.2509 0.5031 0.2825 0.446 0.4469 0.8743 0.8738 8.2884 16 4 12.8651 9.2593
0.031 106.0 8798 2.2549 0.5041 0.2815 0.4469 0.4482 0.8751 0.8747 8.2884 16 4 12.8862 9.5238
0.032 107.0 8881 2.2694 0.5041 0.2827 0.4474 0.4482 0.8749 0.8749 8.3122 16 4 12.873 9.2593
0.0335 108.0 8964 2.2563 0.5036 0.2841 0.4486 0.4492 0.8746 0.8756 8.4603 16 4 13.0317 10.582
0.032 109.0 9047 2.2470 0.5053 0.2849 0.4488 0.4491 0.8746 0.8757 8.455 16 4 13.0053 10.582
0.031 110.0 9130 2.2412 0.5023 0.2815 0.4457 0.4467 0.8745 0.8744 8.2989 16 4 12.8175 8.4656
0.034 111.0 9213 2.2642 0.5014 0.2809 0.4434 0.4447 0.8737 0.875 8.4894 16 4 13.0767 10.582
0.0357 112.0 9296 2.2428 0.4985 0.2804 0.443 0.4438 0.8745 0.8739 8.2593 16 4 12.7619 8.4656
0.036 113.0 9379 2.2353 0.5022 0.2829 0.4451 0.4456 0.875 0.8746 8.2804 16 4 12.8016 8.7302
0.0298 114.0 9462 2.2445 0.5025 0.2823 0.444 0.4451 0.8742 0.8749 8.3783 16 4 12.9709 9.5238
0.0329 115.0 9545 2.2486 0.5033 0.2803 0.443 0.4437 0.8747 0.8747 8.3175 16 4 12.881 8.9947
0.0358 116.0 9628 2.2347 0.4977 0.2756 0.4394 0.4401 0.8739 0.874 8.3492 16 4 12.9312 9.2593
0.031 117.0 9711 2.2403 0.5049 0.2848 0.4468 0.4474 0.8753 0.8756 8.2963 16 4 12.9418 8.9947
0.0332 118.0 9794 2.2444 0.5037 0.2842 0.4467 0.447 0.875 0.8753 8.3439 16 3 12.9815 9.2593
0.0319 119.0 9877 2.2415 0.5055 0.2869 0.4479 0.4486 0.8755 0.8759 8.3677 16 3 12.9947 9.7884
0.0313 120.0 9960 2.2469 0.5062 0.286 0.4471 0.4473 0.8762 0.8764 8.4021 16 4 12.9894 9.2593
0.0324 121.0 10043 2.2514 0.508 0.2859 0.4489 0.4498 0.8762 0.8761 8.3757 16 4 12.963 9.5238
0.0311 122.0 10126 2.2604 0.5049 0.2836 0.4462 0.4469 0.8764 0.8761 8.3228 16 4 12.8783 8.7302
0.0299 123.0 10209 2.2702 0.5048 0.2829 0.4419 0.443 0.8756 0.8751 8.2804 16 4 12.8069 8.9947
0.0296 124.0 10292 2.2743 0.5072 0.2851 0.4445 0.4453 0.8758 0.8761 8.336 16 4 12.8968 9.2593
0.029 125.0 10375 2.2657 0.5086 0.2843 0.4461 0.4473 0.8765 0.8763 8.2751 16 4 12.8757 8.9947
0.0302 126.0 10458 2.2688 0.5064 0.2821 0.4445 0.4452 0.8749 0.8763 8.4101 16 4 13.0132 10.3175
0.0291 127.0 10541 2.2663 0.5028 0.2835 0.4441 0.4454 0.8744 0.8758 8.4312 16 4 13.0635 10.0529
0.0341 128.0 10624 2.2517 0.4982 0.2786 0.4392 0.4404 0.873 0.875 8.4762 16 4 13.1111 9.7884
0.0327 129.0 10707 2.2374 0.5031 0.2825 0.4433 0.4441 0.8744 0.8752 8.3783 16 4 12.963 9.2593
0.0315 130.0 10790 2.2319 0.5078 0.2877 0.4493 0.4501 0.876 0.8758 8.2646 16 4 12.8095 8.2011
0.0284 131.0 10873 2.2269 0.502 0.2808 0.4434 0.4439 0.8745 0.8751 8.3545 16 4 12.9392 8.9947
0.0303 132.0 10956 2.2163 0.5025 0.2809 0.445 0.4457 0.8751 0.8751 8.3042 16 4 12.8836 8.4656
0.03 133.0 11039 2.2104 0.5027 0.2821 0.4441 0.4452 0.8743 0.8756 8.4259 16 4 13.0265 9.5238
0.0285 134.0 11122 2.2115 0.507 0.2868 0.448 0.4492 0.8756 0.8767 8.4365 16 4 13.0344 9.5238
0.0306 135.0 11205 2.2107 0.5057 0.284 0.445 0.4459 0.8751 0.8755 8.4074 16 4 12.9683 8.7302
0.0302 136.0 11288 2.2062 0.5064 0.2855 0.4473 0.4484 0.8747 0.8759 8.4259 16 4 13.0317 8.9947
0.0293 137.0 11371 2.2063 0.5031 0.2836 0.4456 0.4468 0.8747 0.8755 8.373 16 4 12.9735 8.9947
0.0284 138.0 11454 2.2110 0.5025 0.2846 0.4456 0.4464 0.8742 0.8755 8.3995 16 4 13.0026 8.9947
0.0288 139.0 11537 2.2091 0.5038 0.2844 0.4463 0.4474 0.8751 0.8756 8.3492 16 4 12.9048 8.9947
0.0259 140.0 11620 2.2081 0.5058 0.2868 0.4472 0.448 0.8755 0.876 8.3757 16 4 12.9365 8.9947
0.0299 141.0 11703 2.2055 0.5086 0.2858 0.4481 0.4491 0.8757 0.8758 8.3439 16 4 12.881 9.2593
0.0292 142.0 11786 2.2054 0.505 0.2834 0.445 0.4465 0.8751 0.875 8.2963 16 4 12.8492 7.9365
0.0281 143.0 11869 2.2051 0.503 0.2819 0.4433 0.4446 0.8747 0.8748 8.3201 16 4 12.8783 8.2011
0.0287 144.0 11952 2.2054 0.5042 0.2832 0.4448 0.4461 0.8749 0.8749 8.3175 16 4 12.8704 7.9365
0.0307 145.0 12035 2.2022 0.5037 0.2835 0.4441 0.4453 0.8748 0.875 8.3254 16 4 12.8968 8.2011
0.028 146.0 12118 2.2004 0.5032 0.2834 0.4436 0.4448 0.8748 0.875 8.3122 16 4 12.8862 8.2011
0.0256 147.0 12201 2.2014 0.503 0.2829 0.4433 0.4445 0.8747 0.8751 8.3254 16 4 12.8915 8.2011
0.0275 148.0 12284 2.2012 0.5036 0.2836 0.4438 0.4453 0.8751 0.875 8.2884 16 4 12.8545 7.672
0.0292 149.0 12367 2.1998 0.5036 0.2835 0.4438 0.4452 0.875 0.875 8.291 16 4 12.8624 7.672
0.0286 150.0 12450 2.1989 0.5027 0.2828 0.4438 0.4452 0.8749 0.875 8.291 16 4 12.8757 7.672

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