--- license: mit base_model: nsi319/legal-pegasus tags: - generated_from_trainer model-index: - name: pegasus_indian_legal results: [] --- # pegasus_indian_legal This model is a fine-tuned version of [nsi319/legal-pegasus](https://huggingface.co/nsi319/legal-pegasus) on [ninadn/indian-legal](https://huggingface.co/datasets/ninadn/indian-legal). It achieves the following results on the evaluation set: - Loss: 3.8207 ## 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: 5e-05 - train_batch_size: 1 - eval_batch_size: 1 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_steps: 5 - num_epochs: 5 ### Training results | Training Loss | Epoch | Step | Validation Loss | |:-------------:|:-----:|:----:|:---------------:| | 8.1139 | 0.01 | 5 | 7.1952 | | 7.7414 | 0.01 | 10 | 6.8118 | | 6.6586 | 0.01 | 15 | 6.6204 | | 6.1226 | 0.02 | 20 | 6.5303 | | 6.7833 | 0.03 | 25 | 6.4668 | | 5.9004 | 0.03 | 30 | 6.4014 | | 7.1037 | 0.04 | 35 | 6.3302 | | 6.4414 | 0.04 | 40 | 6.2744 | | 7.0245 | 0.04 | 45 | 6.2331 | | 7.4426 | 0.05 | 50 | 6.1970 | | 7.4032 | 0.06 | 55 | 6.1663 | | 6.2171 | 0.06 | 60 | 6.1440 | | 8.762 | 0.07 | 65 | 6.1259 | | 7.9691 | 0.07 | 70 | 6.0915 | | 7.8924 | 0.07 | 75 | 6.0554 | | 5.6221 | 0.08 | 80 | 6.0259 | | 6.3625 | 0.09 | 85 | 5.9976 | | 6.7371 | 0.09 | 90 | 5.9720 | | 6.3414 | 0.1 | 95 | 5.9505 | | 6.1663 | 0.1 | 100 | 5.9328 | | 5.1981 | 0.1 | 105 | 5.9121 | | 6.8607 | 0.11 | 110 | 5.8904 | | 6.8116 | 0.12 | 115 | 5.8700 | | 5.9565 | 0.12 | 120 | 5.8479 | | 5.5946 | 0.12 | 125 | 5.8239 | | 6.856 | 0.13 | 130 | 5.7999 | | 6.2926 | 0.14 | 135 | 5.7736 | | 6.7472 | 0.14 | 140 | 5.7444 | | 6.5017 | 0.14 | 145 | 5.7151 | | 7.1512 | 0.15 | 150 | 5.6817 | | 6.7095 | 0.15 | 155 | 5.6471 | | 6.2288 | 0.16 | 160 | 5.6049 | | 5.65 | 0.17 | 165 | 5.5605 | | 5.922 | 0.17 | 170 | 5.5073 | | 5.7808 | 0.17 | 175 | 5.4596 | | 5.4964 | 0.18 | 180 | 5.4131 | | 5.8934 | 0.18 | 185 | 5.3834 | | 6.6113 | 0.19 | 190 | 5.3575 | | 6.2676 | 0.2 | 195 | 5.3370 | | 5.9186 | 0.2 | 200 | 5.3093 | | 6.6886 | 0.2 | 205 | 5.2713 | | 5.1807 | 0.21 | 210 | 5.2369 | | 6.1971 | 0.21 | 215 | 5.2052 | | 5.766 | 0.22 | 220 | 5.1839 | | 5.9246 | 0.23 | 225 | 5.1648 | | 6.4893 | 0.23 | 230 | 5.1442 | | 5.3428 | 0.23 | 235 | 5.1130 | | 5.7767 | 0.24 | 240 | 5.0839 | | 5.9352 | 0.24 | 245 | 5.0620 | | 5.6338 | 0.25 | 250 | 5.0522 | | 5.8564 | 0.26 | 255 | 5.0327 | | 5.7787 | 0.26 | 260 | 5.0045 | | 5.6463 | 0.27 | 265 | 4.9912 | | 4.9419 | 0.27 | 270 | 4.9718 | | 6.0014 | 0.28 | 275 | 4.9586 | | 4.8812 | 0.28 | 280 | 4.9486 | | 5.6219 | 0.28 | 285 | 4.9317 | | 5.4921 | 0.29 | 290 | 4.9131 | | 5.4535 | 0.29 | 295 | 4.8967 | | 5.1836 | 0.3 | 300 | 4.8764 | | 4.3432 | 0.3 | 305 | 4.8662 | | 4.8323 | 0.31 | 310 | 4.8564 | | 4.7862 | 0.32 | 315 | 4.8482 | | 5.3593 | 0.32 | 320 | 4.8367 | | 5.2734 | 0.33 | 325 | 4.8283 | | 6.5221 | 0.33 | 330 | 4.8119 | | 5.5495 | 0.34 | 335 | 4.7992 | | 5.2248 | 0.34 | 340 | 4.7875 | | 6.1969 | 0.34 | 345 | 4.7771 | | 4.9022 | 0.35 | 350 | 4.7666 | | 5.0548 | 0.35 | 355 | 4.7528 | | 4.1457 | 0.36 | 360 | 4.7516 | | 5.4985 | 0.36 | 365 | 4.7376 | | 4.7874 | 0.37 | 370 | 4.7305 | | 5.2283 | 0.38 | 375 | 4.7214 | | 4.4285 | 0.38 | 380 | 4.7117 | | 5.5889 | 0.39 | 385 | 4.6993 | | 5.0003 | 0.39 | 390 | 4.6923 | | 6.2434 | 0.4 | 395 | 4.6796 | | 5.4728 | 0.4 | 400 | 4.6681 | | 4.4054 | 0.41 | 405 | 4.6598 | | 4.6877 | 0.41 | 410 | 4.6559 | | 4.8273 | 0.41 | 415 | 4.6557 | | 4.8691 | 0.42 | 420 | 4.6500 | | 5.991 | 0.42 | 425 | 4.6416 | | 5.4251 | 0.43 | 430 | 4.6384 | | 4.9538 | 0.43 | 435 | 4.6269 | | 5.0589 | 0.44 | 440 | 4.6172 | | 5.4516 | 0.45 | 445 | 4.6078 | | 4.5009 | 0.45 | 450 | 4.6025 | | 5.1187 | 0.46 | 455 | 4.5974 | | 5.6275 | 0.46 | 460 | 4.5826 | | 5.4156 | 0.47 | 465 | 4.5821 | | 5.2567 | 0.47 | 470 | 4.5745 | | 5.2155 | 0.47 | 475 | 4.5683 | | 5.0582 | 0.48 | 480 | 4.5585 | | 4.8753 | 0.48 | 485 | 4.5480 | | 5.0787 | 0.49 | 490 | 4.5415 | | 4.9567 | 0.49 | 495 | 4.5393 | | 4.5857 | 0.5 | 500 | 4.5349 | | 4.8612 | 0.51 | 505 | 4.5285 | | 4.8277 | 0.51 | 510 | 4.5240 | | 5.5906 | 0.52 | 515 | 4.5260 | | 4.9499 | 0.52 | 520 | 4.5173 | | 5.2952 | 0.53 | 525 | 4.5060 | | 3.8274 | 0.53 | 530 | 4.4994 | | 4.467 | 0.54 | 535 | 4.4962 | | 5.0859 | 0.54 | 540 | 4.4934 | | 4.3718 | 0.55 | 545 | 4.4885 | | 4.4206 | 0.55 | 550 | 4.4825 | | 4.5786 | 0.56 | 555 | 4.4792 | | 4.9051 | 0.56 | 560 | 4.4704 | | 5.2053 | 0.56 | 565 | 4.4670 | | 4.4463 | 0.57 | 570 | 4.4657 | | 5.7765 | 0.57 | 575 | 4.4616 | | 4.8999 | 0.58 | 580 | 4.4641 | | 4.6483 | 0.58 | 585 | 4.4553 | | 5.4009 | 0.59 | 590 | 4.4444 | | 5.1194 | 0.59 | 595 | 4.4451 | | 4.7166 | 0.6 | 600 | 4.4393 | | 4.8541 | 0.6 | 605 | 4.4360 | | 4.7013 | 0.61 | 610 | 4.4320 | | 5.4653 | 0.61 | 615 | 4.4303 | | 5.0875 | 0.62 | 620 | 4.4255 | | 5.1023 | 0.62 | 625 | 4.4223 | | 4.6522 | 0.63 | 630 | 4.4194 | | 4.8696 | 0.64 | 635 | 4.4139 | | 5.2916 | 0.64 | 640 | 4.4094 | | 4.8809 | 0.65 | 645 | 4.3972 | | 5.0182 | 0.65 | 650 | 4.3930 | | 4.9865 | 0.66 | 655 | 4.3878 | | 4.8155 | 0.66 | 660 | 4.3860 | | 5.5128 | 0.67 | 665 | 4.3792 | | 5.076 | 0.67 | 670 | 4.3760 | | 4.5312 | 0.68 | 675 | 4.3725 | | 5.0691 | 0.68 | 680 | 4.3696 | | 4.4553 | 0.69 | 685 | 4.3657 | | 5.0 | 0.69 | 690 | 4.3588 | | 4.3969 | 0.69 | 695 | 4.3574 | | 4.7947 | 0.7 | 700 | 4.3534 | | 5.2797 | 0.7 | 705 | 4.3471 | | 4.3235 | 0.71 | 710 | 4.3432 | | 4.8813 | 0.71 | 715 | 4.3424 | | 4.4267 | 0.72 | 720 | 4.3413 | | 4.987 | 0.72 | 725 | 4.3404 | | 5.2805 | 0.73 | 730 | 4.3393 | | 5.1594 | 0.73 | 735 | 4.3417 | | 5.1164 | 0.74 | 740 | 4.3337 | | 5.4437 | 0.74 | 745 | 4.3319 | | 5.2844 | 0.75 | 750 | 4.3359 | | 4.4978 | 0.76 | 755 | 4.3310 | | 5.2737 | 0.76 | 760 | 4.3214 | | 5.3885 | 0.77 | 765 | 4.3177 | | 5.0851 | 0.77 | 770 | 4.3134 | | 4.2761 | 0.78 | 775 | 4.3131 | | 4.824 | 0.78 | 780 | 4.3051 | | 4.5129 | 0.79 | 785 | 4.2968 | | 4.7519 | 0.79 | 790 | 4.2943 | | 4.4831 | 0.8 | 795 | 4.2971 | | 4.6433 | 0.8 | 800 | 4.2932 | | 4.4866 | 0.81 | 805 | 4.2881 | | 4.589 | 0.81 | 810 | 4.2862 | | 4.2021 | 0.81 | 815 | 4.2836 | | 4.8308 | 0.82 | 820 | 4.2816 | | 4.8649 | 0.82 | 825 | 4.2806 | | 4.9864 | 0.83 | 830 | 4.2788 | | 4.2605 | 0.83 | 835 | 4.2721 | | 4.4628 | 0.84 | 840 | 4.2669 | | 4.682 | 0.84 | 845 | 4.2690 | | 4.3174 | 0.85 | 850 | 4.2702 | | 4.3081 | 0.85 | 855 | 4.2675 | | 5.0759 | 0.86 | 860 | 4.2642 | | 4.6884 | 0.86 | 865 | 4.2619 | | 5.1781 | 0.87 | 870 | 4.2591 | | 4.3708 | 0.88 | 875 | 4.2581 | | 4.5789 | 0.88 | 880 | 4.2546 | | 5.038 | 0.89 | 885 | 4.2526 | | 5.3472 | 0.89 | 890 | 4.2571 | | 5.0421 | 0.9 | 895 | 4.2505 | | 4.4187 | 0.9 | 900 | 4.2472 | | 5.1907 | 0.91 | 905 | 4.2506 | | 4.4268 | 0.91 | 910 | 4.2513 | | 5.0916 | 0.92 | 915 | 4.2449 | | 4.8503 | 0.92 | 920 | 4.2410 | | 4.2652 | 0.93 | 925 | 4.2357 | | 4.812 | 0.93 | 930 | 4.2317 | | 5.084 | 0.94 | 935 | 4.2310 | | 5.7428 | 0.94 | 940 | 4.2257 | | 5.3298 | 0.94 | 945 | 4.2259 | | 4.0464 | 0.95 | 950 | 4.2259 | | 5.0414 | 0.95 | 955 | 4.2212 | | 5.1559 | 0.96 | 960 | 4.2186 | | 4.7129 | 0.96 | 965 | 4.2227 | | 4.4059 | 0.97 | 970 | 4.2243 | | 4.4548 | 0.97 | 975 | 4.2169 | | 4.6622 | 0.98 | 980 | 4.2075 | | 5.1651 | 0.98 | 985 | 4.2058 | | 4.6515 | 0.99 | 990 | 4.2071 | | 4.9588 | 0.99 | 995 | 4.2071 | | 4.7649 | 1.0 | 1000 | 4.2091 | | 4.7989 | 1.0 | 1005 | 4.2076 | | 4.7028 | 1.01 | 1010 | 4.2019 | | 5.0315 | 1.01 | 1015 | 4.1994 | | 4.0678 | 1.02 | 1020 | 4.1973 | | 4.1186 | 1.02 | 1025 | 4.1941 | | 4.448 | 1.03 | 1030 | 4.1908 | | 4.7813 | 1.03 | 1035 | 4.1892 | | 5.0336 | 1.04 | 1040 | 4.1872 | | 4.7727 | 1.04 | 1045 | 4.1857 | | 4.5824 | 1.05 | 1050 | 4.1863 | | 3.9989 | 1.05 | 1055 | 4.1859 | | 4.5373 | 1.06 | 1060 | 4.1833 | | 4.8955 | 1.06 | 1065 | 4.1789 | | 4.8222 | 1.07 | 1070 | 4.1780 | | 4.6521 | 1.07 | 1075 | 4.1790 | | 4.1452 | 1.08 | 1080 | 4.1775 | | 4.7654 | 1.08 | 1085 | 4.1757 | | 4.1216 | 1.09 | 1090 | 4.1762 | | 4.5188 | 1.09 | 1095 | 4.1720 | | 4.8948 | 1.1 | 1100 | 4.1717 | | 5.3199 | 1.1 | 1105 | 4.1719 | | 4.7887 | 1.11 | 1110 | 4.1727 | | 4.7932 | 1.11 | 1115 | 4.1692 | | 4.1068 | 1.12 | 1120 | 4.1658 | | 4.7401 | 1.12 | 1125 | 4.1670 | | 4.6968 | 1.13 | 1130 | 4.1661 | | 4.4696 | 1.14 | 1135 | 4.1646 | | 4.2353 | 1.14 | 1140 | 4.1612 | | 4.2536 | 1.15 | 1145 | 4.1586 | | 4.3728 | 1.15 | 1150 | 4.1582 | | 4.9408 | 1.16 | 1155 | 4.1550 | | 4.6785 | 1.16 | 1160 | 4.1516 | | 4.3829 | 1.17 | 1165 | 4.1534 | | 4.9909 | 1.17 | 1170 | 4.1584 | | 4.1406 | 1.18 | 1175 | 4.1584 | | 4.9504 | 1.18 | 1180 | 4.1542 | | 4.7331 | 1.19 | 1185 | 4.1539 | | 5.1361 | 1.19 | 1190 | 4.1543 | | 5.0294 | 1.2 | 1195 | 4.1492 | | 4.595 | 1.2 | 1200 | 4.1478 | | 4.2045 | 1.21 | 1205 | 4.1483 | | 4.2644 | 1.21 | 1210 | 4.1491 | | 4.3578 | 1.22 | 1215 | 4.1458 | | 5.0108 | 1.22 | 1220 | 4.1367 | | 4.8417 | 1.23 | 1225 | 4.1332 | | 4.7314 | 1.23 | 1230 | 4.1334 | | 4.38 | 1.23 | 1235 | 4.1399 | | 4.8438 | 1.24 | 1240 | 4.1350 | | 4.4486 | 1.25 | 1245 | 4.1304 | | 4.2011 | 1.25 | 1250 | 4.1297 | | 5.0078 | 1.25 | 1255 | 4.1320 | | 4.9064 | 1.26 | 1260 | 4.1347 | | 4.8337 | 1.27 | 1265 | 4.1331 | | 4.5072 | 1.27 | 1270 | 4.1288 | | 5.1174 | 1.27 | 1275 | 4.1259 | | 4.9408 | 1.28 | 1280 | 4.1269 | | 4.3618 | 1.28 | 1285 | 4.1325 | | 4.4125 | 1.29 | 1290 | 4.1313 | | 4.5327 | 1.29 | 1295 | 4.1215 | | 4.9565 | 1.3 | 1300 | 4.1188 | | 4.5604 | 1.3 | 1305 | 4.1207 | | 4.8142 | 1.31 | 1310 | 4.1203 | | 4.2889 | 1.31 | 1315 | 4.1161 | | 5.1939 | 1.32 | 1320 | 4.1131 | | 4.945 | 1.32 | 1325 | 4.1114 | | 4.1199 | 1.33 | 1330 | 4.1099 | | 4.7964 | 1.33 | 1335 | 4.1061 | | 4.3781 | 1.34 | 1340 | 4.1028 | | 4.9565 | 1.34 | 1345 | 4.1014 | | 5.3126 | 1.35 | 1350 | 4.1021 | | 4.5448 | 1.35 | 1355 | 4.1016 | | 4.3571 | 1.36 | 1360 | 4.1007 | | 4.326 | 1.36 | 1365 | 4.0991 | | 4.4253 | 1.37 | 1370 | 4.0985 | | 4.5005 | 1.38 | 1375 | 4.1032 | | 4.6244 | 1.38 | 1380 | 4.1051 | | 3.8342 | 1.39 | 1385 | 4.1015 | | 4.0543 | 1.39 | 1390 | 4.0978 | | 4.6442 | 1.4 | 1395 | 4.0983 | | 4.3291 | 1.4 | 1400 | 4.0963 | | 4.5691 | 1.41 | 1405 | 4.0945 | | 4.9671 | 1.41 | 1410 | 4.0954 | | 4.5716 | 1.42 | 1415 | 4.0972 | | 3.902 | 1.42 | 1420 | 4.0971 | | 4.5315 | 1.43 | 1425 | 4.0965 | | 4.5406 | 1.43 | 1430 | 4.0926 | | 4.1302 | 1.44 | 1435 | 4.0872 | | 4.3604 | 1.44 | 1440 | 4.0835 | | 4.1604 | 1.45 | 1445 | 4.0827 | | 4.8637 | 1.45 | 1450 | 4.0849 | | 4.5713 | 1.46 | 1455 | 4.0861 | | 4.423 | 1.46 | 1460 | 4.0831 | | 4.5139 | 1.47 | 1465 | 4.0826 | | 4.4847 | 1.47 | 1470 | 4.0821 | | 4.9047 | 1.48 | 1475 | 4.0801 | | 5.1684 | 1.48 | 1480 | 4.0776 | | 4.5978 | 1.48 | 1485 | 4.0742 | | 4.0684 | 1.49 | 1490 | 4.0732 | | 4.7226 | 1.5 | 1495 | 4.0729 | | 3.8713 | 1.5 | 1500 | 4.0713 | | 4.7169 | 1.5 | 1505 | 4.0716 | | 4.4524 | 1.51 | 1510 | 4.0713 | | 4.2113 | 1.52 | 1515 | 4.0708 | | 4.3621 | 1.52 | 1520 | 4.0700 | | 4.5301 | 1.52 | 1525 | 4.0713 | | 4.4511 | 1.53 | 1530 | 4.0717 | | 5.0219 | 1.54 | 1535 | 4.0677 | | 4.9014 | 1.54 | 1540 | 4.0648 | | 4.5634 | 1.54 | 1545 | 4.0639 | | 4.4578 | 1.55 | 1550 | 4.0617 | | 4.1924 | 1.56 | 1555 | 4.0592 | | 4.8234 | 1.56 | 1560 | 4.0593 | | 4.3975 | 1.56 | 1565 | 4.0601 | | 4.0672 | 1.57 | 1570 | 4.0587 | | 4.6576 | 1.57 | 1575 | 4.0582 | | 4.1821 | 1.58 | 1580 | 4.0586 | | 4.1491 | 1.58 | 1585 | 4.0597 | | 4.3562 | 1.59 | 1590 | 4.0583 | | 3.8996 | 1.59 | 1595 | 4.0562 | | 4.5778 | 1.6 | 1600 | 4.0550 | | 4.7985 | 1.6 | 1605 | 4.0530 | | 4.8654 | 1.61 | 1610 | 4.0541 | | 4.7365 | 1.61 | 1615 | 4.0535 | | 4.3848 | 1.62 | 1620 | 4.0517 | | 4.3798 | 1.62 | 1625 | 4.0496 | | 4.5424 | 1.63 | 1630 | 4.0480 | | 4.2378 | 1.64 | 1635 | 4.0459 | | 4.2607 | 1.64 | 1640 | 4.0442 | | 4.2772 | 1.65 | 1645 | 4.0439 | | 4.4935 | 1.65 | 1650 | 4.0423 | | 4.5386 | 1.66 | 1655 | 4.0388 | | 4.5771 | 1.66 | 1660 | 4.0367 | | 3.9865 | 1.67 | 1665 | 4.0365 | | 4.361 | 1.67 | 1670 | 4.0362 | | 4.3416 | 1.68 | 1675 | 4.0362 | | 3.8893 | 1.68 | 1680 | 4.0374 | | 4.8928 | 1.69 | 1685 | 4.0376 | | 4.8958 | 1.69 | 1690 | 4.0356 | | 4.0317 | 1.69 | 1695 | 4.0339 | | 4.663 | 1.7 | 1700 | 4.0336 | | 4.6742 | 1.71 | 1705 | 4.0331 | | 3.4518 | 1.71 | 1710 | 4.0328 | | 4.9173 | 1.71 | 1715 | 4.0314 | | 4.4265 | 1.72 | 1720 | 4.0300 | | 4.542 | 1.73 | 1725 | 4.0303 | | 4.7431 | 1.73 | 1730 | 4.0303 | | 4.2525 | 1.73 | 1735 | 4.0296 | | 4.2884 | 1.74 | 1740 | 4.0297 | | 3.696 | 1.75 | 1745 | 4.0293 | | 4.1032 | 1.75 | 1750 | 4.0263 | | 4.1774 | 1.75 | 1755 | 4.0230 | | 5.0809 | 1.76 | 1760 | 4.0238 | | 3.6309 | 1.77 | 1765 | 4.0255 | | 4.6119 | 1.77 | 1770 | 4.0227 | | 5.0271 | 1.77 | 1775 | 4.0208 | | 4.2418 | 1.78 | 1780 | 4.0198 | | 4.1929 | 1.79 | 1785 | 4.0177 | | 4.3941 | 1.79 | 1790 | 4.0181 | | 4.6227 | 1.79 | 1795 | 4.0176 | | 4.9766 | 1.8 | 1800 | 4.0155 | | 4.579 | 1.81 | 1805 | 4.0144 | | 4.6016 | 1.81 | 1810 | 4.0135 | | 4.7758 | 1.81 | 1815 | 4.0130 | | 4.0278 | 1.82 | 1820 | 4.0150 | | 4.4703 | 1.82 | 1825 | 4.0141 | | 4.607 | 1.83 | 1830 | 4.0122 | | 4.1215 | 1.83 | 1835 | 4.0108 | | 4.3157 | 1.84 | 1840 | 4.0094 | | 4.0384 | 1.84 | 1845 | 4.0104 | | 4.1896 | 1.85 | 1850 | 4.0103 | | 4.7757 | 1.85 | 1855 | 4.0085 | | 4.4131 | 1.86 | 1860 | 4.0080 | | 4.3586 | 1.86 | 1865 | 4.0096 | | 4.6053 | 1.87 | 1870 | 4.0094 | | 4.3162 | 1.88 | 1875 | 4.0069 | | 5.0003 | 1.88 | 1880 | 4.0050 | | 4.4493 | 1.89 | 1885 | 4.0034 | | 4.1648 | 1.89 | 1890 | 4.0029 | | 4.4535 | 1.9 | 1895 | 4.0029 | | 4.4156 | 1.9 | 1900 | 3.9992 | | 4.2411 | 1.91 | 1905 | 3.9962 | | 4.9697 | 1.91 | 1910 | 3.9966 | | 4.2602 | 1.92 | 1915 | 3.9982 | | 4.4951 | 1.92 | 1920 | 3.9990 | | 4.7482 | 1.93 | 1925 | 3.9968 | | 4.3534 | 1.93 | 1930 | 3.9951 | | 5.0683 | 1.94 | 1935 | 3.9963 | | 4.843 | 1.94 | 1940 | 3.9973 | | 4.0364 | 1.94 | 1945 | 3.9967 | | 3.7563 | 1.95 | 1950 | 3.9953 | | 4.2035 | 1.96 | 1955 | 3.9925 | | 4.463 | 1.96 | 1960 | 3.9920 | | 4.7372 | 1.96 | 1965 | 3.9931 | | 4.2208 | 1.97 | 1970 | 3.9900 | | 3.8139 | 1.98 | 1975 | 3.9877 | | 4.2758 | 1.98 | 1980 | 3.9868 | | 4.0099 | 1.98 | 1985 | 3.9874 | | 5.1692 | 1.99 | 1990 | 3.9888 | | 4.1333 | 2.0 | 1995 | 3.9896 | | 4.4296 | 2.0 | 2000 | 3.9903 | | 4.5677 | 2.0 | 2005 | 3.9890 | | 4.4326 | 2.01 | 2010 | 3.9872 | | 4.0894 | 2.02 | 2015 | 3.9868 | | 3.683 | 2.02 | 2020 | 3.9848 | | 4.5024 | 2.02 | 2025 | 3.9839 | | 4.3705 | 2.03 | 2030 | 3.9831 | | 4.8082 | 2.04 | 2035 | 3.9807 | | 4.8354 | 2.04 | 2040 | 3.9795 | | 4.2548 | 2.04 | 2045 | 3.9804 | | 4.8943 | 2.05 | 2050 | 3.9823 | | 4.5138 | 2.06 | 2055 | 3.9841 | | 4.0495 | 2.06 | 2060 | 3.9834 | | 4.3921 | 2.06 | 2065 | 3.9816 | | 4.2497 | 2.07 | 2070 | 3.9810 | | 4.4695 | 2.08 | 2075 | 3.9799 | | 4.5676 | 2.08 | 2080 | 3.9791 | | 4.3469 | 2.08 | 2085 | 3.9795 | | 4.04 | 2.09 | 2090 | 3.9786 | | 4.1907 | 2.1 | 2095 | 3.9791 | | 4.1185 | 2.1 | 2100 | 3.9779 | | 4.5267 | 2.1 | 2105 | 3.9758 | | 3.4855 | 2.11 | 2110 | 3.9735 | | 5.0812 | 2.12 | 2115 | 3.9742 | | 4.1327 | 2.12 | 2120 | 3.9745 | | 4.4048 | 2.12 | 2125 | 3.9733 | | 4.1267 | 2.13 | 2130 | 3.9736 | | 4.0356 | 2.13 | 2135 | 3.9737 | | 4.1744 | 2.14 | 2140 | 3.9725 | | 4.9535 | 2.15 | 2145 | 3.9719 | | 4.3504 | 2.15 | 2150 | 3.9711 | | 4.0647 | 2.15 | 2155 | 3.9699 | | 4.568 | 2.16 | 2160 | 3.9674 | | 4.6747 | 2.17 | 2165 | 3.9659 | | 4.4973 | 2.17 | 2170 | 3.9663 | | 3.9678 | 2.17 | 2175 | 3.9674 | | 4.219 | 2.18 | 2180 | 3.9682 | | 4.2713 | 2.19 | 2185 | 3.9669 | | 5.2852 | 2.19 | 2190 | 3.9675 | | 4.9128 | 2.19 | 2195 | 3.9696 | | 4.3239 | 2.2 | 2200 | 3.9675 | | 4.3266 | 2.21 | 2205 | 3.9650 | | 4.2851 | 2.21 | 2210 | 3.9647 | | 4.3746 | 2.21 | 2215 | 3.9659 | | 3.8462 | 2.22 | 2220 | 3.9670 | | 4.3156 | 2.23 | 2225 | 3.9643 | | 3.6805 | 2.23 | 2230 | 3.9607 | | 4.7169 | 2.23 | 2235 | 3.9575 | | 3.8626 | 2.24 | 2240 | 3.9578 | | 5.1099 | 2.25 | 2245 | 3.9599 | | 4.5277 | 2.25 | 2250 | 3.9620 | | 3.7825 | 2.25 | 2255 | 3.9617 | | 3.9977 | 2.26 | 2260 | 3.9589 | | 3.9344 | 2.27 | 2265 | 3.9549 | | 3.9049 | 2.27 | 2270 | 3.9529 | | 4.0915 | 2.27 | 2275 | 3.9513 | | 4.1267 | 2.28 | 2280 | 3.9507 | | 4.7591 | 2.29 | 2285 | 3.9526 | | 4.5139 | 2.29 | 2290 | 3.9529 | | 4.5237 | 2.29 | 2295 | 3.9509 | | 4.8828 | 2.3 | 2300 | 3.9513 | | 4.6428 | 2.31 | 2305 | 3.9526 | | 4.3844 | 2.31 | 2310 | 3.9538 | | 4.3702 | 2.31 | 2315 | 3.9545 | | 4.1204 | 2.32 | 2320 | 3.9525 | | 4.4822 | 2.33 | 2325 | 3.9504 | | 4.1424 | 2.33 | 2330 | 3.9492 | | 4.1977 | 2.33 | 2335 | 3.9489 | | 4.0861 | 2.34 | 2340 | 3.9496 | | 4.1321 | 2.34 | 2345 | 3.9520 | | 4.1543 | 2.35 | 2350 | 3.9519 | | 3.9797 | 2.35 | 2355 | 3.9496 | | 4.6769 | 2.36 | 2360 | 3.9470 | | 3.9915 | 2.37 | 2365 | 3.9460 | | 3.853 | 2.37 | 2370 | 3.9459 | | 4.8962 | 2.38 | 2375 | 3.9466 | | 4.5415 | 2.38 | 2380 | 3.9468 | | 4.6139 | 2.38 | 2385 | 3.9436 | | 3.8336 | 2.39 | 2390 | 3.9413 | | 3.7855 | 2.4 | 2395 | 3.9402 | | 4.2965 | 2.4 | 2400 | 3.9404 | | 4.1001 | 2.41 | 2405 | 3.9413 | | 4.7566 | 2.41 | 2410 | 3.9398 | | 3.8378 | 2.42 | 2415 | 3.9378 | | 4.1376 | 2.42 | 2420 | 3.9375 | | 4.8079 | 2.42 | 2425 | 3.9392 | | 4.1692 | 2.43 | 2430 | 3.9396 | | 4.5274 | 2.44 | 2435 | 3.9392 | | 4.3012 | 2.44 | 2440 | 3.9382 | | 4.3001 | 2.44 | 2445 | 3.9366 | | 4.0137 | 2.45 | 2450 | 3.9353 | | 4.5679 | 2.46 | 2455 | 3.9346 | | 4.1321 | 2.46 | 2460 | 3.9343 | | 4.595 | 2.46 | 2465 | 3.9330 | | 4.4367 | 2.47 | 2470 | 3.9328 | | 4.3959 | 2.48 | 2475 | 3.9336 | | 4.1377 | 2.48 | 2480 | 3.9328 | | 4.5895 | 2.48 | 2485 | 3.9326 | | 4.1882 | 2.49 | 2490 | 3.9342 | | 4.7256 | 2.5 | 2495 | 3.9352 | | 4.0201 | 2.5 | 2500 | 3.9360 | | 4.1566 | 2.5 | 2505 | 3.9353 | | 4.9944 | 2.51 | 2510 | 3.9331 | | 4.6265 | 2.52 | 2515 | 3.9302 | | 4.3848 | 2.52 | 2520 | 3.9298 | | 4.3459 | 2.52 | 2525 | 3.9295 | | 4.6061 | 2.53 | 2530 | 3.9288 | | 4.5797 | 2.54 | 2535 | 3.9305 | | 4.0424 | 2.54 | 2540 | 3.9305 | | 4.0878 | 2.54 | 2545 | 3.9283 | | 4.6856 | 2.55 | 2550 | 3.9262 | | 4.6953 | 2.56 | 2555 | 3.9246 | | 4.5423 | 2.56 | 2560 | 3.9228 | | 4.2723 | 2.56 | 2565 | 3.9223 | | 4.8376 | 2.57 | 2570 | 3.9230 | | 4.188 | 2.58 | 2575 | 3.9238 | | 4.4571 | 2.58 | 2580 | 3.9245 | | 4.0081 | 2.58 | 2585 | 3.9243 | | 4.2055 | 2.59 | 2590 | 3.9238 | | 4.0474 | 2.59 | 2595 | 3.9234 | | 3.7457 | 2.6 | 2600 | 3.9214 | | 4.0426 | 2.6 | 2605 | 3.9188 | | 4.3573 | 2.61 | 2610 | 3.9178 | | 4.417 | 2.62 | 2615 | 3.9179 | | 4.606 | 2.62 | 2620 | 3.9173 | | 4.1429 | 2.62 | 2625 | 3.9161 | | 4.4719 | 2.63 | 2630 | 3.9164 | | 3.4549 | 2.63 | 2635 | 3.9194 | | 3.8654 | 2.64 | 2640 | 3.9208 | | 4.6363 | 2.65 | 2645 | 3.9185 | | 4.2327 | 2.65 | 2650 | 3.9161 | | 4.3294 | 2.66 | 2655 | 3.9151 | | 4.1978 | 2.66 | 2660 | 3.9161 | | 3.9422 | 2.67 | 2665 | 3.9159 | | 4.4014 | 2.67 | 2670 | 3.9145 | | 3.9337 | 2.67 | 2675 | 3.9129 | | 3.9783 | 2.68 | 2680 | 3.9112 | | 4.6775 | 2.69 | 2685 | 3.9104 | | 4.6441 | 2.69 | 2690 | 3.9116 | | 4.6228 | 2.69 | 2695 | 3.9116 | | 3.6459 | 2.7 | 2700 | 3.9112 | | 4.4485 | 2.71 | 2705 | 3.9105 | | 4.1976 | 2.71 | 2710 | 3.9101 | | 4.649 | 2.71 | 2715 | 3.9095 | | 4.4263 | 2.72 | 2720 | 3.9096 | | 3.3962 | 2.73 | 2725 | 3.9098 | | 4.2627 | 2.73 | 2730 | 3.9098 | | 4.4528 | 2.73 | 2735 | 3.9085 | | 4.1863 | 2.74 | 2740 | 3.9070 | | 4.5931 | 2.75 | 2745 | 3.9064 | | 4.0174 | 2.75 | 2750 | 3.9055 | | 4.5171 | 2.75 | 2755 | 3.9064 | | 4.1273 | 2.76 | 2760 | 3.9057 | | 4.0819 | 2.77 | 2765 | 3.9033 | | 4.4634 | 2.77 | 2770 | 3.9020 | | 4.1593 | 2.77 | 2775 | 3.9025 | | 3.9992 | 2.78 | 2780 | 3.9045 | | 3.8565 | 2.79 | 2785 | 3.9032 | | 3.5495 | 2.79 | 2790 | 3.9009 | | 4.596 | 2.79 | 2795 | 3.9004 | | 4.1271 | 2.8 | 2800 | 3.9005 | | 4.0966 | 2.81 | 2805 | 3.9019 | | 4.0801 | 2.81 | 2810 | 3.9024 | | 3.8672 | 2.81 | 2815 | 3.9016 | | 3.9228 | 2.82 | 2820 | 3.9003 | | 3.913 | 2.83 | 2825 | 3.8983 | | 4.3682 | 2.83 | 2830 | 3.8967 | | 4.0666 | 2.83 | 2835 | 3.8969 | | 4.1606 | 2.84 | 2840 | 3.8963 | | 4.6725 | 2.84 | 2845 | 3.8956 | | 4.4774 | 2.85 | 2850 | 3.8951 | | 4.0847 | 2.85 | 2855 | 3.8951 | | 4.4067 | 2.86 | 2860 | 3.8949 | | 4.0299 | 2.87 | 2865 | 3.8941 | | 4.7185 | 2.87 | 2870 | 3.8937 | | 4.1162 | 2.88 | 2875 | 3.8932 | | 4.5841 | 2.88 | 2880 | 3.8942 | | 4.2323 | 2.88 | 2885 | 3.8951 | | 4.5088 | 2.89 | 2890 | 3.8961 | | 4.1414 | 2.9 | 2895 | 3.8955 | | 3.8931 | 2.9 | 2900 | 3.8952 | | 4.7996 | 2.91 | 2905 | 3.8939 | | 4.1964 | 2.91 | 2910 | 3.8927 | | 4.7239 | 2.92 | 2915 | 3.8933 | | 4.4599 | 2.92 | 2920 | 3.8946 | | 4.2597 | 2.92 | 2925 | 3.8937 | | 4.5793 | 2.93 | 2930 | 3.8926 | | 4.3742 | 2.94 | 2935 | 3.8928 | | 4.2897 | 2.94 | 2940 | 3.8926 | | 4.0246 | 2.94 | 2945 | 3.8931 | | 4.4328 | 2.95 | 2950 | 3.8918 | | 4.6895 | 2.96 | 2955 | 3.8917 | | 4.0824 | 2.96 | 2960 | 3.8924 | | 4.3442 | 2.96 | 2965 | 3.8926 | | 3.4981 | 2.97 | 2970 | 3.8912 | | 4.8214 | 2.98 | 2975 | 3.8897 | | 4.1036 | 2.98 | 2980 | 3.8888 | | 4.4073 | 2.98 | 2985 | 3.8879 | | 4.6808 | 2.99 | 2990 | 3.8877 | | 4.3892 | 3.0 | 2995 | 3.8883 | | 4.7248 | 3.0 | 3000 | 3.8885 | | 4.0175 | 3.0 | 3005 | 3.8877 | | 4.0785 | 3.01 | 3010 | 3.8877 | | 4.1511 | 3.02 | 3015 | 3.8880 | | 4.2214 | 3.02 | 3020 | 3.8887 | | 4.2427 | 3.02 | 3025 | 3.8897 | | 4.2212 | 3.03 | 3030 | 3.8898 | | 4.0208 | 3.04 | 3035 | 3.8913 | | 4.7839 | 3.04 | 3040 | 3.8912 | | 4.8728 | 3.04 | 3045 | 3.8903 | | 4.5293 | 3.05 | 3050 | 3.8894 | | 4.8495 | 3.06 | 3055 | 3.8903 | | 3.9344 | 3.06 | 3060 | 3.8899 | | 4.1261 | 3.06 | 3065 | 3.8874 | | 5.0396 | 3.07 | 3070 | 3.8857 | | 3.9926 | 3.08 | 3075 | 3.8858 | | 4.1073 | 3.08 | 3080 | 3.8857 | | 4.0072 | 3.08 | 3085 | 3.8853 | | 4.2802 | 3.09 | 3090 | 3.8846 | | 4.2372 | 3.1 | 3095 | 3.8833 | | 4.4276 | 3.1 | 3100 | 3.8817 | | 4.5584 | 3.1 | 3105 | 3.8810 | | 4.1251 | 3.11 | 3110 | 3.8818 | | 4.2728 | 3.12 | 3115 | 3.8822 | | 4.4186 | 3.12 | 3120 | 3.8810 | | 4.2975 | 3.12 | 3125 | 3.8798 | | 4.5717 | 3.13 | 3130 | 3.8788 | | 4.0652 | 3.13 | 3135 | 3.8794 | | 3.8491 | 3.14 | 3140 | 3.8803 | | 4.2862 | 3.15 | 3145 | 3.8799 | | 4.1288 | 3.15 | 3150 | 3.8787 | | 4.4886 | 3.15 | 3155 | 3.8773 | | 3.7938 | 3.16 | 3160 | 3.8769 | | 3.9112 | 3.17 | 3165 | 3.8769 | | 3.86 | 3.17 | 3170 | 3.8768 | | 4.9015 | 3.17 | 3175 | 3.8775 | | 4.2033 | 3.18 | 3180 | 3.8785 | | 4.0032 | 3.19 | 3185 | 3.8776 | | 4.0732 | 3.19 | 3190 | 3.8756 | | 3.3056 | 3.19 | 3195 | 3.8750 | | 4.4193 | 3.2 | 3200 | 3.8753 | | 4.4991 | 3.21 | 3205 | 3.8763 | | 4.8691 | 3.21 | 3210 | 3.8764 | | 3.9776 | 3.21 | 3215 | 3.8754 | | 4.158 | 3.22 | 3220 | 3.8736 | | 3.6819 | 3.23 | 3225 | 3.8722 | | 3.8983 | 3.23 | 3230 | 3.8719 | | 4.4902 | 3.23 | 3235 | 3.8722 | | 4.1898 | 3.24 | 3240 | 3.8727 | | 3.9784 | 3.25 | 3245 | 3.8724 | | 4.4101 | 3.25 | 3250 | 3.8722 | | 4.5871 | 3.25 | 3255 | 3.8719 | | 3.9554 | 3.26 | 3260 | 3.8722 | | 3.9667 | 3.27 | 3265 | 3.8724 | | 4.6415 | 3.27 | 3270 | 3.8711 | | 4.5102 | 3.27 | 3275 | 3.8714 | | 4.258 | 3.28 | 3280 | 3.8717 | | 3.6302 | 3.29 | 3285 | 3.8717 | | 3.9703 | 3.29 | 3290 | 3.8708 | | 4.9463 | 3.29 | 3295 | 3.8693 | | 3.8787 | 3.3 | 3300 | 3.8691 | | 4.2967 | 3.31 | 3305 | 3.8695 | | 4.303 | 3.31 | 3310 | 3.8707 | | 4.238 | 3.31 | 3315 | 3.8713 | | 4.5253 | 3.32 | 3320 | 3.8697 | | 4.3451 | 3.33 | 3325 | 3.8687 | | 4.0855 | 3.33 | 3330 | 3.8691 | | 3.9461 | 3.33 | 3335 | 3.8694 | | 3.6798 | 3.34 | 3340 | 3.8693 | | 3.8279 | 3.34 | 3345 | 3.8686 | | 4.6282 | 3.35 | 3350 | 3.8685 | | 4.3879 | 3.35 | 3355 | 3.8684 | | 3.9964 | 3.36 | 3360 | 3.8678 | | 4.2031 | 3.37 | 3365 | 3.8665 | | 4.0919 | 3.37 | 3370 | 3.8658 | | 4.3042 | 3.38 | 3375 | 3.8656 | | 4.0106 | 3.38 | 3380 | 3.8661 | | 3.9182 | 3.38 | 3385 | 3.8659 | | 3.9731 | 3.39 | 3390 | 3.8653 | | 4.0306 | 3.4 | 3395 | 3.8641 | | 4.0333 | 3.4 | 3400 | 3.8632 | | 4.7746 | 3.41 | 3405 | 3.8629 | | 4.2721 | 3.41 | 3410 | 3.8623 | | 4.535 | 3.42 | 3415 | 3.8622 | | 4.3313 | 3.42 | 3420 | 3.8617 | | 4.5889 | 3.42 | 3425 | 3.8623 | | 3.905 | 3.43 | 3430 | 3.8625 | | 4.1535 | 3.44 | 3435 | 3.8621 | | 4.0393 | 3.44 | 3440 | 3.8614 | | 4.0536 | 3.44 | 3445 | 3.8618 | | 4.2305 | 3.45 | 3450 | 3.8634 | | 3.6471 | 3.46 | 3455 | 3.8641 | | 3.8798 | 3.46 | 3460 | 3.8635 | | 4.0766 | 3.46 | 3465 | 3.8627 | | 4.4329 | 3.47 | 3470 | 3.8617 | | 4.1079 | 3.48 | 3475 | 3.8602 | | 3.6976 | 3.48 | 3480 | 3.8592 | | 4.247 | 3.48 | 3485 | 3.8591 | | 4.8438 | 3.49 | 3490 | 3.8598 | | 4.0242 | 3.5 | 3495 | 3.8595 | | 3.8094 | 3.5 | 3500 | 3.8590 | | 4.3635 | 3.5 | 3505 | 3.8586 | | 3.7501 | 3.51 | 3510 | 3.8581 | | 4.1672 | 3.52 | 3515 | 3.8573 | | 3.6713 | 3.52 | 3520 | 3.8562 | | 4.2809 | 3.52 | 3525 | 3.8557 | | 4.2511 | 3.53 | 3530 | 3.8563 | | 3.9146 | 3.54 | 3535 | 3.8573 | | 4.1589 | 3.54 | 3540 | 3.8575 | | 4.2201 | 3.54 | 3545 | 3.8563 | | 4.06 | 3.55 | 3550 | 3.8552 | | 4.4074 | 3.56 | 3555 | 3.8545 | | 3.9658 | 3.56 | 3560 | 3.8546 | | 4.7094 | 3.56 | 3565 | 3.8557 | | 4.3703 | 3.57 | 3570 | 3.8562 | | 4.5679 | 3.58 | 3575 | 3.8554 | | 4.2661 | 3.58 | 3580 | 3.8553 | | 4.283 | 3.58 | 3585 | 3.8558 | | 4.2235 | 3.59 | 3590 | 3.8568 | | 3.8994 | 3.59 | 3595 | 3.8574 | | 4.1538 | 3.6 | 3600 | 3.8570 | | 4.6619 | 3.6 | 3605 | 3.8555 | | 4.5081 | 3.61 | 3610 | 3.8548 | | 4.092 | 3.62 | 3615 | 3.8547 | | 3.8211 | 3.62 | 3620 | 3.8547 | | 4.4666 | 3.62 | 3625 | 3.8556 | | 4.3841 | 3.63 | 3630 | 3.8567 | | 3.9643 | 3.63 | 3635 | 3.8568 | | 4.1589 | 3.64 | 3640 | 3.8557 | | 3.9494 | 3.65 | 3645 | 3.8553 | | 4.2183 | 3.65 | 3650 | 3.8545 | | 3.9059 | 3.66 | 3655 | 3.8533 | | 4.2617 | 3.66 | 3660 | 3.8529 | | 4.5316 | 3.67 | 3665 | 3.8529 | | 3.7252 | 3.67 | 3670 | 3.8528 | | 4.6909 | 3.67 | 3675 | 3.8532 | | 4.2629 | 3.68 | 3680 | 3.8533 | | 4.2451 | 3.69 | 3685 | 3.8522 | | 4.2689 | 3.69 | 3690 | 3.8510 | | 4.1788 | 3.69 | 3695 | 3.8506 | | 4.1708 | 3.7 | 3700 | 3.8503 | | 4.5263 | 3.71 | 3705 | 3.8492 | | 4.3627 | 3.71 | 3710 | 3.8491 | | 3.5792 | 3.71 | 3715 | 3.8488 | | 4.2716 | 3.72 | 3720 | 3.8481 | | 3.4022 | 3.73 | 3725 | 3.8474 | | 4.9907 | 3.73 | 3730 | 3.8478 | | 4.4371 | 3.73 | 3735 | 3.8473 | | 3.9071 | 3.74 | 3740 | 3.8467 | | 4.3084 | 3.75 | 3745 | 3.8466 | | 3.9083 | 3.75 | 3750 | 3.8464 | | 4.3144 | 3.75 | 3755 | 3.8464 | | 4.4101 | 3.76 | 3760 | 3.8457 | | 4.1981 | 3.77 | 3765 | 3.8451 | | 4.3206 | 3.77 | 3770 | 3.8439 | | 4.3279 | 3.77 | 3775 | 3.8433 | | 4.2531 | 3.78 | 3780 | 3.8435 | | 4.7599 | 3.79 | 3785 | 3.8439 | | 4.1218 | 3.79 | 3790 | 3.8448 | | 4.2353 | 3.79 | 3795 | 3.8449 | | 3.9031 | 3.8 | 3800 | 3.8443 | | 3.6663 | 3.81 | 3805 | 3.8431 | | 3.9943 | 3.81 | 3810 | 3.8420 | | 3.8779 | 3.81 | 3815 | 3.8417 | | 3.9251 | 3.82 | 3820 | 3.8419 | | 4.363 | 3.83 | 3825 | 3.8426 | | 4.019 | 3.83 | 3830 | 3.8436 | | 3.7394 | 3.83 | 3835 | 3.8440 | | 4.1279 | 3.84 | 3840 | 3.8438 | | 3.9409 | 3.84 | 3845 | 3.8432 | | 4.5524 | 3.85 | 3850 | 3.8422 | | 4.4155 | 3.85 | 3855 | 3.8411 | | 4.6413 | 3.86 | 3860 | 3.8413 | | 4.4415 | 3.87 | 3865 | 3.8410 | | 3.8201 | 3.87 | 3870 | 3.8408 | | 4.4878 | 3.88 | 3875 | 3.8403 | | 3.861 | 3.88 | 3880 | 3.8400 | | 4.0682 | 3.88 | 3885 | 3.8405 | | 4.7978 | 3.89 | 3890 | 3.8401 | | 4.4097 | 3.9 | 3895 | 3.8391 | | 4.4347 | 3.9 | 3900 | 3.8388 | | 4.4349 | 3.91 | 3905 | 3.8391 | | 3.9581 | 3.91 | 3910 | 3.8392 | | 3.7021 | 3.92 | 3915 | 3.8391 | | 4.3227 | 3.92 | 3920 | 3.8387 | | 3.5064 | 3.92 | 3925 | 3.8389 | | 4.2666 | 3.93 | 3930 | 3.8389 | | 4.382 | 3.94 | 3935 | 3.8388 | | 4.137 | 3.94 | 3940 | 3.8388 | | 4.0055 | 3.94 | 3945 | 3.8386 | | 3.8426 | 3.95 | 3950 | 3.8385 | | 4.2374 | 3.96 | 3955 | 3.8378 | | 3.9991 | 3.96 | 3960 | 3.8373 | | 4.0343 | 3.96 | 3965 | 3.8370 | | 4.1439 | 3.97 | 3970 | 3.8366 | | 4.3923 | 3.98 | 3975 | 3.8366 | | 4.6038 | 3.98 | 3980 | 3.8362 | | 4.1277 | 3.98 | 3985 | 3.8355 | | 4.1824 | 3.99 | 3990 | 3.8356 | | 3.4202 | 4.0 | 3995 | 3.8355 | | 4.3532 | 4.0 | 4000 | 3.8352 | | 4.3345 | 4.0 | 4005 | 3.8353 | | 4.225 | 4.01 | 4010 | 3.8354 | | 3.7832 | 4.01 | 4015 | 3.8350 | | 4.2151 | 4.02 | 4020 | 3.8344 | | 4.5393 | 4.03 | 4025 | 3.8340 | | 3.9291 | 4.03 | 4030 | 3.8340 | | 3.8692 | 4.04 | 4035 | 3.8342 | | 4.5301 | 4.04 | 4040 | 3.8349 | | 4.1644 | 4.04 | 4045 | 3.8350 | | 4.111 | 4.05 | 4050 | 3.8346 | | 4.2112 | 4.05 | 4055 | 3.8342 | | 3.9968 | 4.06 | 4060 | 3.8336 | | 3.8892 | 4.07 | 4065 | 3.8332 | | 4.2054 | 4.07 | 4070 | 3.8332 | | 4.4763 | 4.08 | 4075 | 3.8333 | | 3.5769 | 4.08 | 4080 | 3.8335 | | 4.239 | 4.08 | 4085 | 3.8337 | | 4.5671 | 4.09 | 4090 | 3.8331 | | 3.8508 | 4.09 | 4095 | 3.8327 | | 4.2084 | 4.1 | 4100 | 3.8328 | | 4.4061 | 4.11 | 4105 | 3.8334 | | 4.3508 | 4.11 | 4110 | 3.8339 | | 4.247 | 4.12 | 4115 | 3.8343 | | 4.3345 | 4.12 | 4120 | 3.8339 | | 4.5336 | 4.12 | 4125 | 3.8334 | | 4.3351 | 4.13 | 4130 | 3.8327 | | 4.5365 | 4.13 | 4135 | 3.8324 | | 4.2447 | 4.14 | 4140 | 3.8331 | | 4.4618 | 4.14 | 4145 | 3.8336 | | 3.8074 | 4.15 | 4150 | 3.8339 | | 4.6309 | 4.16 | 4155 | 3.8339 | | 3.8791 | 4.16 | 4160 | 3.8334 | | 3.8017 | 4.17 | 4165 | 3.8330 | | 4.2958 | 4.17 | 4170 | 3.8319 | | 4.1105 | 4.17 | 4175 | 3.8310 | | 4.2832 | 4.18 | 4180 | 3.8307 | | 4.1977 | 4.18 | 4185 | 3.8306 | | 3.7782 | 4.19 | 4190 | 3.8309 | | 4.261 | 4.2 | 4195 | 3.8311 | | 3.7044 | 4.2 | 4200 | 3.8308 | | 3.6794 | 4.21 | 4205 | 3.8304 | | 4.2102 | 4.21 | 4210 | 3.8300 | | 4.3131 | 4.21 | 4215 | 3.8297 | | 3.9885 | 4.22 | 4220 | 3.8297 | | 4.4816 | 4.22 | 4225 | 3.8297 | | 4.411 | 4.23 | 4230 | 3.8295 | | 4.1986 | 4.24 | 4235 | 3.8294 | | 4.477 | 4.24 | 4240 | 3.8292 | | 4.6365 | 4.25 | 4245 | 3.8296 | | 4.5862 | 4.25 | 4250 | 3.8297 | | 4.3346 | 4.25 | 4255 | 3.8294 | | 4.0682 | 4.26 | 4260 | 3.8288 | | 3.853 | 4.26 | 4265 | 3.8287 | | 4.6465 | 4.27 | 4270 | 3.8286 | | 4.2218 | 4.28 | 4275 | 3.8286 | | 3.7387 | 4.28 | 4280 | 3.8288 | | 4.3111 | 4.29 | 4285 | 3.8288 | | 4.1761 | 4.29 | 4290 | 3.8286 | | 3.9565 | 4.29 | 4295 | 3.8282 | | 4.3844 | 4.3 | 4300 | 3.8281 | | 3.9836 | 4.3 | 4305 | 3.8283 | | 4.291 | 4.31 | 4310 | 3.8283 | | 4.2588 | 4.32 | 4315 | 3.8281 | | 4.3338 | 4.32 | 4320 | 3.8280 | | 4.3251 | 4.33 | 4325 | 3.8276 | | 4.9914 | 4.33 | 4330 | 3.8277 | | 3.8573 | 4.33 | 4335 | 3.8276 | | 4.199 | 4.34 | 4340 | 3.8276 | | 4.343 | 4.34 | 4345 | 3.8276 | | 3.9257 | 4.35 | 4350 | 3.8277 | | 4.1807 | 4.36 | 4355 | 3.8277 | | 3.8192 | 4.36 | 4360 | 3.8278 | | 3.6936 | 4.37 | 4365 | 3.8280 | | 3.7973 | 4.37 | 4370 | 3.8278 | | 4.3181 | 4.38 | 4375 | 3.8273 | | 4.0952 | 4.38 | 4380 | 3.8271 | | 4.143 | 4.38 | 4385 | 3.8267 | | 3.4262 | 4.39 | 4390 | 3.8262 | | 4.2879 | 4.39 | 4395 | 3.8258 | | 4.0767 | 4.4 | 4400 | 3.8259 | | 3.6708 | 4.41 | 4405 | 3.8259 | | 4.1406 | 4.41 | 4410 | 3.8259 | | 4.1936 | 4.42 | 4415 | 3.8258 | | 4.1425 | 4.42 | 4420 | 3.8254 | | 3.9658 | 4.42 | 4425 | 3.8248 | | 4.2592 | 4.43 | 4430 | 3.8244 | | 3.6257 | 4.43 | 4435 | 3.8243 | | 4.0657 | 4.44 | 4440 | 3.8244 | | 4.037 | 4.45 | 4445 | 3.8247 | | 3.8935 | 4.45 | 4450 | 3.8248 | | 4.2526 | 4.46 | 4455 | 3.8250 | | 4.1391 | 4.46 | 4460 | 3.8248 | | 3.5958 | 4.46 | 4465 | 3.8245 | | 4.2515 | 4.47 | 4470 | 3.8243 | | 4.4141 | 4.47 | 4475 | 3.8242 | | 3.9114 | 4.48 | 4480 | 3.8243 | | 3.9673 | 4.49 | 4485 | 3.8243 | | 4.1606 | 4.49 | 4490 | 3.8245 | | 3.9626 | 4.5 | 4495 | 3.8247 | | 3.9026 | 4.5 | 4500 | 3.8251 | | 4.0062 | 4.5 | 4505 | 3.8253 | | 4.3692 | 4.51 | 4510 | 3.8255 | | 3.6731 | 4.51 | 4515 | 3.8257 | | 4.0109 | 4.52 | 4520 | 3.8254 | | 3.9865 | 4.53 | 4525 | 3.8250 | | 4.2625 | 4.53 | 4530 | 3.8247 | | 4.13 | 4.54 | 4535 | 3.8245 | | 3.9833 | 4.54 | 4540 | 3.8243 | | 4.8716 | 4.54 | 4545 | 3.8240 | | 4.4946 | 4.55 | 4550 | 3.8239 | | 4.1646 | 4.55 | 4555 | 3.8238 | | 4.7925 | 4.56 | 4560 | 3.8239 | | 4.1141 | 4.56 | 4565 | 3.8239 | | 3.6231 | 4.57 | 4570 | 3.8237 | | 4.4231 | 4.58 | 4575 | 3.8236 | | 4.2955 | 4.58 | 4580 | 3.8236 | | 4.2782 | 4.58 | 4585 | 3.8236 | | 4.8128 | 4.59 | 4590 | 3.8234 | | 4.2258 | 4.59 | 4595 | 3.8233 | | 4.3809 | 4.6 | 4600 | 3.8233 | | 3.9892 | 4.61 | 4605 | 3.8236 | | 4.0309 | 4.61 | 4610 | 3.8236 | | 4.4823 | 4.62 | 4615 | 3.8236 | | 4.2281 | 4.62 | 4620 | 3.8236 | | 3.8687 | 4.62 | 4625 | 3.8236 | | 4.4344 | 4.63 | 4630 | 3.8235 | | 3.9185 | 4.63 | 4635 | 3.8235 | | 3.629 | 4.64 | 4640 | 3.8233 | | 4.2633 | 4.64 | 4645 | 3.8230 | | 4.3754 | 4.65 | 4650 | 3.8227 | | 3.9221 | 4.66 | 4655 | 3.8224 | | 3.7529 | 4.66 | 4660 | 3.8224 | | 4.4016 | 4.67 | 4665 | 3.8226 | | 3.6318 | 4.67 | 4670 | 3.8228 | | 4.4018 | 4.67 | 4675 | 3.8229 | | 4.2816 | 4.68 | 4680 | 3.8230 | | 4.1905 | 4.69 | 4685 | 3.8229 | | 4.0126 | 4.69 | 4690 | 3.8229 | | 4.455 | 4.7 | 4695 | 3.8229 | | 4.2186 | 4.7 | 4700 | 3.8230 | | 4.2697 | 4.71 | 4705 | 3.8230 | | 4.0212 | 4.71 | 4710 | 3.8230 | | 3.8916 | 4.71 | 4715 | 3.8228 | | 3.7803 | 4.72 | 4720 | 3.8226 | | 3.9506 | 4.72 | 4725 | 3.8223 | | 4.4221 | 4.73 | 4730 | 3.8222 | | 4.7067 | 4.74 | 4735 | 3.8221 | | 3.4717 | 4.74 | 4740 | 3.8220 | | 4.4742 | 4.75 | 4745 | 3.8219 | | 4.2823 | 4.75 | 4750 | 3.8219 | | 4.2775 | 4.75 | 4755 | 3.8217 | | 4.2275 | 4.76 | 4760 | 3.8217 | | 4.1884 | 4.76 | 4765 | 3.8218 | | 4.1527 | 4.77 | 4770 | 3.8218 | | 4.4866 | 4.78 | 4775 | 3.8217 | | 4.3107 | 4.78 | 4780 | 3.8217 | | 3.8301 | 4.79 | 4785 | 3.8217 | | 4.3791 | 4.79 | 4790 | 3.8217 | | 4.405 | 4.79 | 4795 | 3.8216 | | 3.7942 | 4.8 | 4800 | 3.8214 | | 3.9051 | 4.8 | 4805 | 3.8213 | | 3.6073 | 4.81 | 4810 | 3.8212 | | 4.6592 | 4.81 | 4815 | 3.8212 | | 4.1702 | 4.82 | 4820 | 3.8212 | | 4.0455 | 4.83 | 4825 | 3.8213 | | 3.9645 | 4.83 | 4830 | 3.8213 | | 4.4426 | 4.83 | 4835 | 3.8213 | | 4.0786 | 4.84 | 4840 | 3.8213 | | 3.8831 | 4.84 | 4845 | 3.8215 | | 4.3726 | 4.85 | 4850 | 3.8215 | | 4.2787 | 4.86 | 4855 | 3.8216 | | 4.6428 | 4.86 | 4860 | 3.8216 | | 4.5331 | 4.87 | 4865 | 3.8215 | | 4.0448 | 4.87 | 4870 | 3.8214 | | 3.4437 | 4.88 | 4875 | 3.8213 | | 4.0504 | 4.88 | 4880 | 3.8212 | | 4.141 | 4.88 | 4885 | 3.8212 | | 3.9579 | 4.89 | 4890 | 3.8211 | | 4.0819 | 4.89 | 4895 | 3.8212 | | 4.2439 | 4.9 | 4900 | 3.8211 | | 3.7139 | 4.91 | 4905 | 3.8211 | | 3.7837 | 4.91 | 4910 | 3.8210 | | 3.7773 | 4.92 | 4915 | 3.8209 | | 4.4716 | 4.92 | 4920 | 3.8208 | | 4.6626 | 4.92 | 4925 | 3.8208 | | 4.4105 | 4.93 | 4930 | 3.8208 | | 4.1985 | 4.94 | 4935 | 3.8208 | | 4.1113 | 4.94 | 4940 | 3.8208 | | 3.9539 | 4.95 | 4945 | 3.8207 | | 3.6522 | 4.95 | 4950 | 3.8207 | | 3.4052 | 4.96 | 4955 | 3.8207 | | 4.3835 | 4.96 | 4960 | 3.8207 | | 4.3596 | 4.96 | 4965 | 3.8207 | | 3.5398 | 4.97 | 4970 | 3.8207 | | 3.8233 | 4.97 | 4975 | 3.8207 | | 4.2495 | 4.98 | 4980 | 3.8207 | | 4.1534 | 4.99 | 4985 | 3.8207 | | 4.1557 | 4.99 | 4990 | 3.8207 | | 4.2213 | 5.0 | 4995 | 3.8207 | | 4.2958 | 5.0 | 5000 | 3.8207 | ### Rouge scores | Rouge-1 (Recall) | Rouge-2 (Recall) | Rouge-L (Recall) | Rouge-1 (Precision) | Rouge-2 (Precision) | Rouge-L (Precision) | Rouge-1 (F1-Score) | Rouge-2 (F1-Score) | Rouge-L (F1-Score) | |:----------------:|:----------------:|:----------------:|:-------------------:|:-------------------:|:--------------------:|:-------------------:|:-------------------:|:------------------:| | 0.1657 | 0.064 | 0.149 | 0.529 | 0.264 | 0.481 | 0.244 | 0.100 | 0.221 | ### Framework versions - Transformers 4.36.0.dev0 - Pytorch 2.1.0+cu118 - Datasets 2.14.6 - Tokenizers 0.14.1