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bert-tiny-finetuned-nan-labels-new-longer
muhtasham/bert-tiny-finetuned-nan-labels-new-longer
bert-tiny-finetuned-nan-labels-new-longer is a fill-mask model from muhtasham. Use it when you need the model to fill a missing word. It is set up for transformers. The card lists the license as apache-2.0.
should probably proofread and complete it, then remove this comment. --
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Model card
From the Hugging Face model README
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
bert_uncased_L-2_H-128_A-2-nan-labels-new-longer
This model is a fine-tuned version of google/bert_uncased_L-2_H-128_A-2 on the None dataset. It achieves the following results on the evaluation set:
- Loss: 8.4563
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: 32
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 1000
Training results
| Training Loss | Epoch | Step | Validation Loss |
|---|---|---|---|
| 6.445 | 1.0 | 14 | 6.4988 |
| 5.9033 | 2.0 | 28 | 6.4333 |
| 5.6732 | 3.0 | 42 | 6.4295 |
| 5.6525 | 4.0 | 56 | 6.3895 |
| 5.4781 | 5.0 | 70 | 6.3660 |
| 5.31 | 6.0 | 84 | 6.4213 |
| 5.1629 | 7.0 | 98 | 6.3842 |
| 5.1541 | 8.0 | 112 | 6.4043 |
| 5.0659 | 9.0 | 126 | 6.4686 |
| 4.8597 | 10.0 | 140 | 6.4760 |
| 4.983 | 11.0 | 154 | 6.4753 |
| 4.9563 | 12.0 | 168 | 6.4612 |
| 4.8113 | 13.0 | 182 | 6.5363 |
| 4.86 | 14.0 | 196 | 6.5400 |
| 4.8254 | 15.0 | 210 | 6.5595 |
| 4.8032 | 16.0 | 224 | 6.5575 |
| 4.7343 | 17.0 | 238 | 6.5832 |
| 4.835 | 18.0 | 252 | 6.5729 |
| 4.6986 | 19.0 | 266 | 6.5705 |
| 4.6607 | 20.0 | 280 | 6.6127 |
| 4.6594 | 21.0 | 294 | 6.6145 |
| 4.6936 | 22.0 | 308 | 6.6280 |
| 4.6328 | 23.0 | 322 | 6.6249 |
| 4.6668 | 24.0 | 336 | 6.6779 |
| 4.5523 | 25.0 | 350 | 6.6236 |
| 4.3964 | 26.0 | 364 | 6.6895 |
| 4.4736 | 27.0 | 378 | 6.6899 |
| 4.5163 | 28.0 | 392 | 6.6832 |
| 4.5136 | 29.0 | 406 | 6.7013 |
| 4.542 | 30.0 | 420 | 6.6983 |
| 4.4362 | 31.0 | 434 | 6.7516 |
| 4.4466 | 32.0 | 448 | 6.7302 |
| 4.4834 | 33.0 | 462 | 6.7404 |
| 4.4824 | 34.0 | 476 | 6.7525 |
| 4.4302 | 35.0 | 490 | 6.7623 |
| 4.5098 | 36.0 | 504 | 6.7622 |
| 4.396 | 37.0 | 518 | 6.8025 |
| 4.3747 | 38.0 | 532 | 6.7847 |
| 4.2892 | 39.0 | 546 | 6.8394 |
| 4.3897 | 40.0 | 560 | 6.8372 |
| 4.2554 | 41.0 | 574 | 6.7644 |
| 4.3336 | 42.0 | 588 | 6.7843 |
| 4.2943 | 43.0 | 602 | 6.7806 |
| 4.3001 | 44.0 | 616 | 6.7864 |
| 4.1161 | 45.0 | 630 | 6.8487 |
| 4.1357 | 46.0 | 644 | 6.8556 |
| 4.2713 | 47.0 | 658 | 6.7995 |
| 4.2779 | 48.0 | 672 | 6.8441 |
| 4.2564 | 49.0 | 686 | 6.8388 |
| 4.192 | 50.0 | 700 | 6.7896 |
| 4.1692 | 51.0 | 714 | 6.8261 |
| 4.2694 | 52.0 | 728 | 6.8535 |
| 4.2109 | 53.0 | 742 | 6.8533 |
| 4.1504 | 54.0 | 756 | 6.8946 |
| 4.1131 | 55.0 | 770 | 6.8696 |
| 4.1799 | 56.0 | 784 | 6.8739 |
| 4.1055 | 57.0 | 798 | 6.8651 |
| 4.0118 | 58.0 | 812 | 6.8689 |
| 4.176 | 59.0 | 826 | 6.8895 |
| 4.1773 | 60.0 | 840 | 6.8385 |
| 3.9761 | 61.0 | 854 | 6.8580 |
| 4.1002 | 62.0 | 868 | 6.8556 |
| 3.9164 | 63.0 | 882 | 6.9133 |
| 4.0154 | 64.0 | 896 | 6.8968 |
| 4.008 | 65.0 | 910 | 6.8973 |
| 4.0876 | 66.0 | 924 | 6.8768 |
| 3.9527 | 67.0 | 938 | 6.9413 |
| 3.9351 | 68.0 | 952 | 6.9106 |
| 4.0333 | 69.0 | 966 | 6.9012 |
| 3.896 | 70.0 | 980 | 6.9127 |
| 4.0042 | 71.0 | 994 | 6.9211 |
| 3.9151 | 72.0 | 1008 | 6.9585 |
| 3.9852 | 73.0 | 1022 | 6.9027 |
| 3.9913 | 74.0 | 1036 | 6.9333 |
| 3.8787 | 75.0 | 1050 | 6.9345 |
| 3.9729 | 76.0 | 1064 | 6.9165 |
| 3.9449 | 77.0 | 1078 | 6.9660 |
| 3.9416 | 78.0 | 1092 | 6.9462 |
| 3.9497 | 79.0 | 1106 | 6.9617 |
| 3.8797 | 80.0 | 1120 | 6.9356 |
| 3.8509 | 81.0 | 1134 | 6.9562 |
| 3.9021 | 82.0 | 1148 | 6.9400 |
| 3.8218 | 83.0 | 1162 | 7.0029 |
| 3.9301 | 84.0 | 1176 | 7.0166 |
| 3.7591 | 85.0 | 1190 | 6.9891 |
| 3.8889 | 86.0 | 1204 | 6.9830 |
| 3.8063 | 87.0 | 1218 | 6.9812 |
| 3.8556 | 88.0 | 1232 | 7.0051 |
| 3.7773 | 89.0 | 1246 | 6.9959 |
| 3.745 | 90.0 | 1260 | 7.0423 |
| 3.8139 | 91.0 | 1274 | 7.0781 |
| 3.7354 | 92.0 | 1288 | 7.0206 |
| 3.7696 | 93.0 | 1302 | 6.9731 |
| 3.73 | 94.0 | 1316 | 7.0572 |
| 3.7019 | 95.0 | 1330 | 7.0119 |
| 3.6302 | 96.0 | 1344 | 7.0238 |
| 3.675 | 97.0 | 1358 | 7.0348 |
| 3.746 | 98.0 | 1372 | 7.0385 |
| 3.7106 | 99.0 | 1386 | 7.0477 |
| 3.6545 | 100.0 | 1400 | 7.0762 |
| 3.7246 | 101.0 | 1414 | 7.0063 |
| 3.6707 | 102.0 | 1428 | 7.0343 |
| 3.7569 | 103.0 | 1442 | 7.0196 |
| 3.6785 | 104.0 | 1456 | 7.0255 |
| 3.7535 | 105.0 | 1470 | 7.0461 |
| 3.7011 | 106.0 | 1484 | 7.0381 |
| 3.6112 | 107.0 | 1498 | 7.0440 |
| 3.5981 | 108.0 | 1512 | 7.0831 |
| 3.6751 | 109.0 | 1526 | 7.0568 |
| 3.674 | 110.0 | 1540 | 7.0905 |
| 3.5554 | 111.0 | 1554 | 7.0955 |
| 3.5834 | 112.0 | 1568 | 7.0668 |
| 3.581 | 113.0 | 1582 | 7.0943 |
| 3.5548 | 114.0 | 1596 | 7.0490 |
| 3.6446 | 115.0 | 1610 | 7.1190 |
| 3.6142 | 116.0 | 1624 | 7.1366 |
| 3.5748 | 117.0 | 1638 | 7.1047 |
| 3.5447 | 118.0 | 1652 | 7.1332 |
| 3.6093 | 119.0 | 1666 | 7.1137 |
| 3.5694 | 120.0 | 1680 | 7.1010 |
| 3.4729 | 121.0 | 1694 | 7.1186 |
| 3.5373 | 122.0 | 1708 | 7.1258 |
| 3.6168 | 123.0 | 1722 | 7.1184 |
| 3.5654 | 124.0 | 1736 | 7.0982 |
| 3.4747 | 125.0 | 1750 | 7.0908 |
| 3.5098 | 126.0 | 1764 | 7.1134 |
| 3.6144 | 127.0 | 1778 | 7.1033 |
| 3.4529 | 128.0 | 1792 | 7.1376 |
| 3.4286 | 129.0 | 1806 | 7.1056 |
| 3.5095 | 130.0 | 1820 | 7.1148 |
| 3.4333 | 131.0 | 1834 | 7.1185 |
| 3.4879 | 132.0 | 1848 | 7.1704 |
| 3.4992 | 133.0 | 1862 | 7.1361 |
| 3.4738 | 134.0 | 1876 | 7.1597 |
| 3.4358 | 135.0 | 1890 | 7.1244 |
| 3.4648 | 136.0 | 1904 | 7.1762 |
| 3.3206 | 137.0 | 1918 | 7.1274 |
| 3.3579 | 138.0 | 1932 | 7.1208 |
| 3.3573 | 139.0 | 1946 | 7.1614 |
| 3.3504 | 140.0 | 1960 | 7.1241 |
| 3.4585 | 141.0 | 1974 | 7.1421 |
| 3.3757 | 142.0 | 1988 | 7.2070 |
| 3.3911 | 143.0 | 2002 | 7.1862 |
| 3.2857 | 144.0 | 2016 | 7.1925 |
| 3.3898 | 145.0 | 2030 | 7.2269 |
| 3.3297 | 146.0 | 2044 | 7.2391 |
| 3.3361 | 147.0 | 2058 | 7.1945 |
| 3.2097 | 148.0 | 2072 | 7.2095 |
| 3.4288 | 149.0 | 2086 | 7.1376 |
| 3.4156 | 150.0 | 2100 | 7.1984 |
| 3.187 | 151.0 | 2114 | 7.2243 |
| 3.3137 | 152.0 | 2128 | 7.2164 |
| 3.2102 | 153.0 | 2142 | 7.1742 |
| 3.2992 | 154.0 | 2156 | 7.2086 |
| 3.3271 | 155.0 | 2170 | 7.2281 |
| 3.3251 | 156.0 | 2184 | 7.2360 |
| 3.2512 | 157.0 | 2198 | 7.2302 |
| 3.2914 | 158.0 | 2212 | 7.2106 |
| 3.1992 | 159.0 | 2226 | 7.2322 |
| 3.3029 | 160.0 | 2240 | 7.2548 |
| 3.2309 | 161.0 | 2254 | 7.2132 |
| 3.1554 | 162.0 | 2268 | 7.2323 |
| 3.2555 | 163.0 | 2282 | 7.2133 |
| 3.3232 | 164.0 | 2296 | 7.2382 |
| 3.1486 | 165.0 | 2310 | 7.2681 |
| 3.2693 | 166.0 | 2324 | 7.2976 |
| 3.2643 | 167.0 | 2338 | 7.2274 |
| 3.2331 | 168.0 | 2352 | 7.3139 |
| 3.1568 | 169.0 | 2366 | 7.2261 |
| 3.1509 | 170.0 | 2380 | 7.3050 |
| 3.0284 | 171.0 | 2394 | 7.2823 |
| 3.2062 | 172.0 | 2408 | 7.2707 |
| 3.1281 | 173.0 | 2422 | 7.2902 |
| 3.1225 | 174.0 | 2436 | 7.2687 |
| 3.1591 | 175.0 | 2450 | 7.2865 |
| 3.1179 | 176.0 | 2464 | 7.2920 |
| 3.1785 | 177.0 | 2478 | 7.2559 |
| 3.2278 | 178.0 | 2492 | 7.2736 |
| 3.132 | 179.0 | 2506 | 7.3053 |
| 3.0466 | 180.0 | 2520 | 7.2746 |
| 3.1254 | 181.0 | 2534 | 7.2709 |
| 3.1826 | 182.0 | 2548 | 7.3136 |
| 3.1385 | 183.0 | 2562 | 7.3178 |
| 3.1387 | 184.0 | 2576 | 7.2538 |
| 3.0793 | 185.0 | 2590 | 7.2920 |
| 3.112 | 186.0 | 2604 | 7.3260 |
| 3.1013 | 187.0 | 2618 | 7.2720 |
| 3.1897 | 188.0 | 2632 | 7.2739 |
| 3.0557 | 189.0 | 2646 | 7.3047 |
| 3.1642 | 190.0 | 2660 | 7.3403 |
| 2.9943 | 191.0 | 2674 | 7.3406 |
| 3.0325 | 192.0 | 2688 | 7.2799 |
| 3.076 | 193.0 | 2702 | 7.2900 |
| 3.003 | 194.0 | 2716 | 7.3443 |
| 3.0765 | 195.0 | 2730 | 7.3862 |
| 2.9823 | 196.0 | 2744 | 7.3070 |
| 3.0833 | 197.0 | 2758 | 7.2606 |
| 3.0209 | 198.0 | 2772 | 7.3284 |
| 2.9679 | 199.0 | 2786 | 7.3877 |
| 3.0575 | 200.0 | 2800 | 7.3454 |
| 2.9928 | 201.0 | 2814 | 7.3847 |
| 3.092 | 202.0 | 2828 | 7.3738 |
| 2.976 | 203.0 | 2842 | 7.3941 |
| 3.0173 | 204.0 | 2856 | 7.3801 |
| 2.9659 | 205.0 | 2870 | 7.3725 |
| 3.0016 | 206.0 | 2884 | 7.3803 |
| 2.9815 | 207.0 | 2898 | 7.3499 |
| 3.0251 | 208.0 | 2912 | 7.3261 |
| 2.927 | 209.0 | 2926 | 7.3570 |
| 3.0193 | 210.0 | 2940 | 7.3972 |
| 3.0152 | 211.0 | 2954 | 7.3770 |
| 2.9104 | 212.0 | 2968 | 7.3326 |
| 2.9868 | 213.0 | 2982 | 7.3898 |
| 3.0097 | 214.0 | 2996 | 7.3658 |
| 3.0093 | 215.0 | 3010 | 7.3975 |
| 2.8546 | 216.0 | 3024 | 7.3948 |
| 2.8972 | 217.0 | 3038 | 7.3734 |
| 2.9641 | 218.0 | 3052 | 7.4320 |
| 2.9083 | 219.0 | 3066 | 7.3582 |
| 2.9185 | 220.0 | 3080 | 7.4126 |
| 3.0003 | 221.0 | 3094 | 7.3918 |
| 2.8599 | 222.0 | 3108 | 7.4171 |
| 2.8931 | 223.0 | 3122 | 7.4251 |
| 2.9109 | 224.0 | 3136 | 7.4426 |
| 2.9417 | 225.0 | 3150 | 7.4428 |
| 2.8274 | 226.0 | 3164 | 7.4145 |
| 2.921 | 227.0 | 3178 | 7.3492 |
| 2.7542 | 228.0 | 3192 | 7.4100 |
| 2.8775 | 229.0 | 3206 | 7.4288 |
| 2.7467 | 230.0 | 3220 | 7.4359 |
| 2.8301 | 231.0 | 3234 | 7.4715 |
| 2.7856 | 232.0 | 3248 | 7.4036 |
| 2.835 | 233.0 | 3262 | 7.4038 |
| 2.7665 | 234.0 | 3276 | 7.4919 |
| 2.8972 | 235.0 | 3290 | 7.4808 |
| 2.8768 | 236.0 | 3304 | 7.5259 |
| 2.9377 | 237.0 | 3318 | 7.4187 |
| 2.8489 | 238.0 | 3332 | 7.4590 |
| 2.8018 | 239.0 | 3346 | 7.4565 |
| 2.771 | 240.0 | 3360 | 7.4474 |
| 2.7378 | 241.0 | 3374 | 7.5119 |
| 2.822 | 242.0 | 3388 | 7.4734 |
| 2.8274 | 243.0 | 3402 | 7.4984 |
| 2.7732 | 244.0 | 3416 | 7.4829 |
| 2.7264 | 245.0 | 3430 | 7.4391 |
| 2.7764 | 246.0 | 3444 | 7.4456 |
| 2.7972 | 247.0 | 3458 | 7.4858 |
| 2.8231 | 248.0 | 3472 | 7.4760 |
| 2.778 | 249.0 | 3486 | 7.4380 |
| 2.7935 | 250.0 | 3500 | 7.4336 |
| 2.7348 | 251.0 | 3514 | 7.4970 |
| 2.7192 | 252.0 | 3528 | 7.4811 |
| 2.8108 | 253.0 | 3542 | 7.4547 |
| 2.837 | 254.0 | 3556 | 7.4830 |
| 2.6868 | 255.0 | 3570 | 7.5151 |
| 2.7789 | 256.0 | 3584 | 7.5115 |
| 2.7706 | 257.0 | 3598 | 7.5180 |
| 2.7904 | 258.0 | 3612 | 7.5158 |
| 2.7215 | 259.0 | 3626 | 7.5262 |
| 2.6876 | 260.0 | 3640 | 7.5114 |
| 2.7679 | 261.0 | 3654 | 7.5066 |
| 2.7742 | 262.0 | 3668 | 7.5035 |
| 2.6965 | 263.0 | 3682 | 7.4918 |
| 2.668 | 264.0 | 3696 | 7.5305 |
| 2.6808 | 265.0 | 3710 | 7.5238 |
| 2.6491 | 266.0 | 3724 | 7.5347 |
| 2.7307 | 267.0 | 3738 | 7.5175 |
| 2.6518 | 268.0 | 3752 | 7.5635 |
| 2.6685 | 269.0 | 3766 | 7.4899 |
| 2.671 | 270.0 | 3780 | 7.4855 |
| 2.596 | 271.0 | 3794 | 7.5518 |
| 2.6622 | 272.0 | 3808 | 7.5308 |
| 2.6684 | 273.0 | 3822 | 7.5955 |
| 2.6325 | 274.0 | 3836 | 7.5768 |
| 2.6334 | 275.0 | 3850 | 7.5202 |
| 2.6042 | 276.0 | 3864 | 7.6176 |
| 2.7439 | 277.0 | 3878 | 7.5369 |
| 2.6925 | 278.0 | 3892 | 7.5422 |
| 2.7106 | 279.0 | 3906 | 7.5629 |
| 2.6519 | 280.0 | 3920 | 7.5359 |
| 2.6044 | 281.0 | 3934 | 7.5619 |
| 2.6509 | 282.0 | 3948 | 7.5433 |
| 2.6777 | 283.0 | 3962 | 7.5573 |
| 2.6199 | 284.0 | 3976 | 7.5628 |
| 2.6685 | 285.0 | 3990 | 7.5710 |
| 2.6608 | 286.0 | 4004 | 7.6020 |
| 2.6579 | 287.0 | 4018 | 7.5780 |
| 2.5559 | 288.0 | 4032 | 7.5713 |
| 2.5091 | 289.0 | 4046 | 7.5912 |
| 2.6141 | 290.0 | 4060 | 7.6475 |
| 2.6832 | 291.0 | 4074 | 7.5865 |
| 2.5769 | 292.0 | 4088 | 7.6198 |
| 2.6432 | 293.0 | 4102 | 7.6058 |
| 2.5733 | 294.0 | 4116 | 7.5853 |
| 2.5782 | 295.0 | 4130 | 7.6246 |
| 2.6118 | 296.0 | 4144 | 7.5817 |
| 2.6894 | 297.0 | 4158 | 7.5868 |
| 2.5624 | 298.0 | 4172 | 7.5837 |
| 2.5449 | 299.0 | 4186 | 7.6007 |
| 2.5865 | 300.0 | 4200 | 7.6604 |
| 2.5366 | 301.0 | 4214 | 7.5909 |
| 2.4286 | 302.0 | 4228 | 7.6563 |
| 2.6909 | 303.0 | 4242 | 7.6767 |
| 2.4252 | 304.0 | 4256 | 7.6556 |
| 2.612 | 305.0 | 4270 | 7.6846 |
| 2.4793 | 306.0 | 4284 | 7.6279 |
| 2.5227 | 307.0 | 4298 | 7.6808 |
| 2.5756 | 308.0 | 4312 | 7.6703 |
| 2.5321 | 309.0 | 4326 | 7.6217 |
| 2.5568 | 310.0 | 4340 | 7.6381 |
| 2.507 | 311.0 | 4354 | 7.6528 |
| 2.5766 | 312.0 | 4368 | 7.6480 |
| 2.3532 | 313.0 | 4382 | 7.6255 |
| 2.4758 | 314.0 | 4396 | 7.6512 |
| 2.4304 | 315.0 | 4410 | 7.6606 |
| 2.4749 | 316.0 | 4424 | 7.6470 |
| 2.4886 | 317.0 | 4438 | 7.7193 |
| 2.511 | 318.0 | 4452 | 7.6670 |
| 2.4664 | 319.0 | 4466 | 7.6209 |
| 2.4981 | 320.0 | 4480 | 7.6819 |
| 2.4406 | 321.0 | 4494 | 7.6661 |
| 2.5787 | 322.0 | 4508 | 7.6903 |
| 2.4885 | 323.0 | 4522 | 7.6595 |
| 2.5796 | 324.0 | 4536 | 7.6882 |
| 2.4909 | 325.0 | 4550 | 7.7169 |
| 2.522 | 326.0 | 4564 | 7.6606 |
| 2.4206 | 327.0 | 4578 | 7.6526 |
| 2.4909 | 328.0 | 4592 | 7.6731 |
| 2.4543 | 329.0 | 4606 | 7.6822 |
| 2.4431 | 330.0 | 4620 | 7.6770 |
| 2.3963 | 331.0 | 4634 | 7.6407 |
| 2.4518 | 332.0 | 4648 | 7.6468 |
| 2.5734 | 333.0 | 4662 | 7.7206 |
| 2.4423 | 334.0 | 4676 | 7.6691 |
| 2.4418 | 335.0 | 4690 | 7.6822 |
| 2.4575 | 336.0 | 4704 | 7.6477 |
| 2.4671 | 337.0 | 4718 | 7.6888 |
| 2.3527 | 338.0 | 4732 | 7.7104 |
| 2.473 | 339.0 | 4746 | 7.7247 |
| 2.4786 | 340.0 | 4760 | 7.7340 |
| 2.4222 | 341.0 | 4774 | 7.6998 |
| 2.4812 | 342.0 | 4788 | 7.6996 |
| 2.3484 | 343.0 | 4802 | 7.6807 |
| 2.3231 | 344.0 | 4816 | 7.6972 |
| 2.4844 | 345.0 | 4830 | 7.6984 |
| 2.3757 | 346.0 | 4844 | 7.7091 |
| 2.4139 | 347.0 | 4858 | 7.7240 |
| 2.3665 | 348.0 | 4872 | 7.7681 |
| 2.3942 | 349.0 | 4886 | 7.7129 |
| 2.2922 | 350.0 | 4900 | 7.6804 |
| 2.4234 | 351.0 | 4914 | 7.7445 |
| 2.3589 | 352.0 | 4928 | 7.7599 |
| 2.3987 | 353.0 | 4942 | 7.7381 |
| 2.3545 | 354.0 | 4956 | 7.7433 |
| 2.4019 | 355.0 | 4970 | 7.7560 |
| 2.2925 | 356.0 | 4984 | 7.7393 |
| 2.3678 | 357.0 | 4998 | 7.7211 |
| 2.3588 | 358.0 | 5012 | 7.7414 |
| 2.3996 | 359.0 | 5026 | 7.7436 |
| 2.3665 | 360.0 | 5040 | 7.7966 |
| 2.3374 | 361.0 | 5054 | 7.8225 |
| 2.3667 | 362.0 | 5068 | 7.7955 |
| 2.3754 | 363.0 | 5082 | 7.7731 |
| 2.4179 | 364.0 | 5096 | 7.7899 |
| 2.3777 | 365.0 | 5110 | 7.7831 |
| 2.4064 | 366.0 | 5124 | 7.7861 |
| 2.3371 | 367.0 | 5138 | 7.7578 |
| 2.4169 | 368.0 | 5152 | 7.8429 |
| 2.3491 | 369.0 | 5166 | 7.7645 |
| 2.2275 | 370.0 | 5180 | 7.8063 |
| 2.2605 | 371.0 | 5194 | 7.8280 |
| 2.3506 | 372.0 | 5208 | 7.7356 |
| 2.403 | 373.0 | 5222 | 7.7739 |
| 2.3188 | 374.0 | 5236 | 7.7634 |
| 2.3294 | 375.0 | 5250 | 7.8033 |
| 2.2724 | 376.0 | 5264 | 7.8423 |
| 2.2704 | 377.0 | 5278 | 7.8340 |
| 2.2606 | 378.0 | 5292 | 7.7941 |
| 2.2599 | 379.0 | 5306 | 7.8336 |
| 2.326 | 380.0 | 5320 | 7.8080 |
| 2.2861 | 381.0 | 5334 | 7.8097 |
| 2.2559 | 382.0 | 5348 | 7.8201 |
| 2.2612 | 383.0 | 5362 | 7.8249 |
| 2.3161 | 384.0 | 5376 | 7.8353 |
| 2.2061 | 385.0 | 5390 | 7.8623 |
| 2.4231 | 386.0 | 5404 | 7.8568 |
| 2.2481 | 387.0 | 5418 | 7.8642 |
| 2.2319 | 388.0 | 5432 | 7.8255 |
| 2.2178 | 389.0 | 5446 | 7.8136 |
| 2.3153 | 390.0 | 5460 | 7.8549 |
| 2.2391 | 391.0 | 5474 | 7.8739 |
| 2.2736 | 392.0 | 5488 | 7.9016 |
| 2.3335 | 393.0 | 5502 | 7.8838 |
| 2.2069 | 394.0 | 5516 | 7.9268 |
| 2.303 | 395.0 | 5530 | 7.8096 |
| 2.2585 | 396.0 | 5544 | 7.8667 |
| 2.2261 | 397.0 | 5558 | 7.8651 |
| 2.2792 | 398.0 | 5572 | 7.8213 |
| 2.3172 | 399.0 | 5586 | 7.8702 |
| 2.2787 | 400.0 | 5600 | 7.8745 |
| 2.226 | 401.0 | 5614 | 7.8490 |
| 2.1491 | 402.0 | 5628 | 7.8608 |
| 2.2121 | 403.0 | 5642 | 7.8568 |
| 2.1715 | 404.0 | 5656 | 7.8996 |
| 2.1613 | 405.0 | 5670 | 7.8920 |
| 2.1886 | 406.0 | 5684 | 7.8223 |
| 2.1392 | 407.0 | 5698 | 7.8254 |
| 2.2268 | 408.0 | 5712 | 7.8583 |
| 2.2726 | 409.0 | 5726 | 7.8749 |
| 2.1648 | 410.0 | 5740 | 7.9115 |
| 2.1897 | 411.0 | 5754 | 7.9030 |
| 2.1597 | 412.0 | 5768 | 7.8699 |
| 2.1989 | 413.0 | 5782 | 7.8932 |
| 2.2705 | 414.0 | 5796 | 7.8936 |
| 2.1071 | 415.0 | 5810 | 7.8695 |
| 2.124 | 416.0 | 5824 | 7.8873 |
| 2.1948 | 417.0 | 5838 | 7.8655 |
| 2.2704 | 418.0 | 5852 | 7.9172 |
| 2.2055 | 419.0 | 5866 | 7.9646 |
| 2.276 | 420.0 | 5880 | 7.9224 |
| 2.1541 | 421.0 | 5894 | 7.8567 |
| 2.1881 | 422.0 | 5908 | 7.8945 |
| 2.1455 | 423.0 | 5922 | 7.8674 |
| 2.3452 | 424.0 | 5936 | 7.9724 |
| 2.1371 | 425.0 | 5950 | 7.9671 |
| 2.1901 | 426.0 | 5964 | 7.9274 |
| 2.1643 | 427.0 | 5978 | 7.9121 |
| 2.2229 | 428.0 | 5992 | 7.8934 |
| 2.1254 | 429.0 | 6006 | 7.9270 |
| 2.1554 | 430.0 | 6020 | 7.9205 |
| 2.0761 | 431.0 | 6034 | 7.9256 |
| 2.1551 | 432.0 | 6048 | 7.9133 |
| 2.2451 | 433.0 | 6062 | 7.9323 |
| 2.1491 | 434.0 | 6076 | 7.9551 |
| 2.1766 | 435.0 | 6090 | 7.9279 |
| 2.1239 | 436.0 | 6104 | 7.8983 |
| 2.1505 | 437.0 | 6118 | 7.9169 |
| 2.153 | 438.0 | 6132 | 7.9516 |
| 2.0899 | 439.0 | 6146 | 7.9140 |
| 2.1215 | 440.0 | 6160 | 7.9224 |
| 2.0644 | 441.0 | 6174 | 7.9485 |
| 2.1333 | 442.0 | 6188 | 7.9633 |
| 2.0807 | 443.0 | 6202 | 7.9847 |
| 2.1222 | 444.0 | 6216 | 7.9519 |
| 2.0775 | 445.0 | 6230 | 7.9995 |
| 2.1712 | 446.0 | 6244 | 7.9453 |
| 2.1816 | 447.0 | 6258 | 7.9563 |
| 2.071 | 448.0 | 6272 | 7.9443 |
| 2.083 | 449.0 | 6286 | 7.9434 |
| 2.166 | 450.0 | 6300 | 7.9449 |
| 2.1607 | 451.0 | 6314 | 7.9534 |
| 2.1057 | 452.0 | 6328 | 7.9520 |
| 2.1258 | 453.0 | 6342 | 7.9578 |
| 2.0822 | 454.0 | 6356 | 7.9709 |
| 2.0092 | 455.0 | 6370 | 8.0117 |
| 2.055 | 456.0 | 6384 | 7.9800 |
| 2.0325 | 457.0 | 6398 | 7.9150 |
| 2.0546 | 458.0 | 6412 | 7.9607 |
| 2.0677 | 459.0 | 6426 | 7.9714 |
| 2.1351 | 460.0 | 6440 | 7.9851 |
| 2.0859 | 461.0 | 6454 | 8.0055 |
| 2.0274 | 462.0 | 6468 | 7.9691 |
| 2.0006 | 463.0 | 6482 | 7.9561 |
| 2.1271 | 464.0 | 6496 | 7.9346 |
| 2.0637 | 465.0 | 6510 | 8.0015 |
| 2.0727 | 466.0 | 6524 | 8.0062 |
| 1.983 | 467.0 | 6538 | 8.0255 |
| 2.0895 | 468.0 | 6552 | 7.9777 |
| 2.1187 | 469.0 | 6566 | 7.9704 |
| 2.0874 | 470.0 | 6580 | 7.9550 |
| 2.0927 | 471.0 | 6594 | 7.9987 |
| 2.1442 | 472.0 | 6608 | 8.0421 |
| 2.0117 | 473.0 | 6622 | 8.0121 |
| 2.0647 | 474.0 | 6636 | 7.9565 |
| 2.0095 | 475.0 | 6650 | 7.9986 |
| 2.0008 | 476.0 | 6664 | 8.0411 |
| 2.0464 | 477.0 | 6678 | 7.9803 |
| 2.1314 | 478.0 | 6692 | 8.0383 |
| 2.0345 | 479.0 | 6706 | 7.9776 |
| 2.0668 | 480.0 | 6720 | 8.0702 |
| 2.0933 | 481.0 | 6734 | 8.0149 |
| 2.0612 | 482.0 | 6748 | 8.0105 |
| 1.9858 | 483.0 | 6762 | 7.9859 |
| 2.0195 | 484.0 | 6776 | 7.9764 |
| 2.0203 | 485.0 | 6790 | 8.0284 |
| 1.9986 | 486.0 | 6804 | 7.9929 |
| 2.0372 | 487.0 | 6818 | 7.9623 |
| 1.9485 | 488.0 | 6832 | 8.0172 |
| 1.9316 | 489.0 | 6846 | 7.9999 |
| 2.0008 | 490.0 | 6860 | 7.9783 |
| 2.0899 | 491.0 | 6874 | 8.0318 |
| 2.0078 | 492.0 | 6888 | 7.9986 |
| 2.0386 | 493.0 | 6902 | 8.0367 |
| 2.006 | 494.0 | 6916 | 8.0206 |
| 1.981 | 495.0 | 6930 | 8.0008 |
| 2.0464 | 496.0 | 6944 | 8.0056 |
| 1.9485 | 497.0 | 6958 | 8.0243 |
| 2.0409 | 498.0 | 6972 | 8.0541 |
| 2.0374 | 499.0 | 6986 | 8.0330 |
| 2.0073 | 500.0 | 7000 | 8.0471 |
| 2.0605 | 501.0 | 7014 | 8.0782 |
| 2.0424 | 502.0 | 7028 | 8.0568 |
| 2.0192 | 503.0 | 7042 | 8.0502 |
| 1.9831 | 504.0 | 7056 | 8.0580 |
| 2.1012 | 505.0 | 7070 | 8.0488 |
| 1.9765 | 506.0 | 7084 | 8.0293 |
| 2.0735 | 507.0 | 7098 | 8.0325 |
| 1.9964 | 508.0 | 7112 | 8.0104 |
| 1.9963 | 509.0 | 7126 | 8.0233 |
| 2.0252 | 510.0 | 7140 | 8.0312 |
| 1.9223 | 511.0 | 7154 | 8.0337 |
| 2.0063 | 512.0 | 7168 | 8.0609 |
| 2.0272 | 513.0 | 7182 | 8.0299 |
| 1.9498 | 514.0 | 7196 | 8.0298 |
| 2.0057 | 515.0 | 7210 | 8.0949 |
| 1.9598 | 516.0 | 7224 | 8.0999 |
| 1.949 | 517.0 | 7238 | 8.0914 |
| 2.0215 | 518.0 | 7252 | 8.0730 |
| 2.0068 | 519.0 | 7266 | 8.0657 |
| 1.9337 | 520.0 | 7280 | 8.0926 |
| 2.0259 | 521.0 | 7294 | 8.0900 |
| 1.9699 | 522.0 | 7308 | 8.0874 |
| 1.9511 | 523.0 | 7322 | 8.1374 |
| 1.8801 | 524.0 | 7336 | 8.0852 |
| 2.0123 | 525.0 | 7350 | 8.0754 |
| 1.9374 | 526.0 | 7364 | 8.0685 |
| 1.9303 | 527.0 | 7378 | 8.0832 |
| 1.963 | 528.0 | 7392 | 8.0756 |
| 1.9235 | 529.0 | 7406 | 8.1209 |
| 1.9476 | 530.0 | 7420 | 8.1116 |
| 1.8567 | 531.0 | 7434 | 8.0481 |
| 1.95 | 532.0 | 7448 | 8.0793 |
| 1.9672 | 533.0 | 7462 | 8.0927 |
| 1.8384 | 534.0 | 7476 | 8.1191 |
| 1.9117 | 535.0 | 7490 | 8.0865 |
| 2.0308 | 536.0 | 7504 | 8.0930 |
| 1.9107 | 537.0 | 7518 | 8.0952 |
| 1.9407 | 538.0 | 7532 | 8.1373 |
| 1.9409 | 539.0 | 7546 | 8.1064 |
| 1.9787 | 540.0 | 7560 | 8.1079 |
| 1.8791 | 541.0 | 7574 | 8.0920 |
| 1.9495 | 542.0 | 7588 | 8.0910 |
| 1.9265 | 543.0 | 7602 | 8.1203 |
| 1.8949 | 544.0 | 7616 | 8.1223 |
| 1.8861 | 545.0 | 7630 | 8.1458 |
| 1.9369 | 546.0 | 7644 | 8.0948 |
| 1.9234 | 547.0 | 7658 | 8.1073 |
| 1.934 | 548.0 | 7672 | 8.1285 |
| 1.947 | 549.0 | 7686 | 8.1476 |
| 1.9623 | 550.0 | 7700 | 8.1491 |
| 1.8069 | 551.0 | 7714 | 8.1058 |
| 1.9387 | 552.0 | 7728 | 8.1616 |
| 1.9291 | 553.0 | 7742 | 8.1207 |
| 1.9894 | 554.0 | 7756 | 8.1887 |
| 1.885 | 555.0 | 7770 | 8.1785 |
| 1.9515 | 556.0 | 7784 | 8.1555 |
| 1.9123 | 557.0 | 7798 | 8.1708 |
| 1.922 | 558.0 | 7812 | 8.1977 |
| 1.8818 | 559.0 | 7826 | 8.1429 |
| 1.9557 | 560.0 | 7840 | 8.1483 |
| 1.9005 | 561.0 | 7854 | 8.1108 |
| 1.91 | 562.0 | 7868 | 8.1745 |
| 1.8598 | 563.0 | 7882 | 8.1938 |
| 1.9633 | 564.0 | 7896 | 8.1294 |
| 1.8658 | 565.0 | 7910 | 8.1407 |
| 1.9256 | 566.0 | 7924 | 8.1767 |
| 1.8974 | 567.0 | 7938 | 8.1441 |
| 1.9635 | 568.0 | 7952 | 8.1219 |
| 1.9537 | 569.0 | 7966 | 8.2357 |
| 1.8828 | 570.0 | 7980 | 8.1944 |
| 1.8594 | 571.0 | 7994 | 8.1265 |
| 1.9105 | 572.0 | 8008 | 8.1458 |
| 1.9491 | 573.0 | 8022 | 8.2029 |
| 1.858 | 574.0 | 8036 | 8.1726 |
| 1.8092 | 575.0 | 8050 | 8.1803 |
| 1.9622 | 576.0 | 8064 | 8.1810 |
| 1.8717 | 577.0 | 8078 | 8.1521 |
| 1.9348 | 578.0 | 8092 | 8.1459 |
| 1.8003 | 579.0 | 8106 | 8.1740 |
| 1.9229 | 580.0 | 8120 | 8.1872 |
| 1.8093 | 581.0 | 8134 | 8.2038 |
| 1.9837 | 582.0 | 8148 | 8.1909 |
| 1.8906 | 583.0 | 8162 | 8.1823 |
| 1.8431 | 584.0 | 8176 | 8.1623 |
| 1.8505 | 585.0 | 8190 | 8.1838 |
| 1.8382 | 586.0 | 8204 | 8.1491 |
| 1.8919 | 587.0 | 8218 | 8.1562 |
| 1.8959 | 588.0 | 8232 | 8.1811 |
| 1.8002 | 589.0 | 8246 | 8.1789 |
| 1.8076 | 590.0 | 8260 | 8.2051 |
| 1.9212 | 591.0 | 8274 | 8.2004 |
| 1.8934 | 592.0 | 8288 | 8.2180 |
| 1.8699 | 593.0 | 8302 | 8.1870 |
| 1.8572 | 594.0 | 8316 | 8.1486 |
| 1.7875 | 595.0 | 8330 | 8.2182 |
| 1.8563 | 596.0 | 8344 | 8.1820 |
| 1.8471 | 597.0 | 8358 | 8.1865 |
| 1.8371 | 598.0 | 8372 | 8.1725 |
| 1.8167 | 599.0 | 8386 | 8.1666 |
| 1.8224 | 600.0 | 8400 | 8.2022 |
| 1.866 | 601.0 | 8414 | 8.2027 |
| 1.874 | 602.0 | 8428 | 8.2203 |
| 1.8575 | 603.0 | 8442 | 8.2109 |
| 1.898 | 604.0 | 8456 | 8.2598 |
| 1.8262 | 605.0 | 8470 | 8.2069 |
| 1.8849 | 606.0 | 8484 | 8.2478 |
| 1.8462 | 607.0 | 8498 | 8.1577 |
| 1.8755 | 608.0 | 8512 | 8.1992 |
| 1.7482 | 609.0 | 8526 | 8.1532 |
| 1.8244 | 610.0 | 8540 | 8.1482 |
| 1.9027 | 611.0 | 8554 | 8.2278 |
| 1.8474 | 612.0 | 8568 | 8.1938 |
| 1.8069 | 613.0 | 8582 | 8.1854 |
| 1.8422 | 614.0 | 8596 | 8.1945 |
| 1.8573 | 615.0 | 8610 | 8.2083 |
| 1.8114 | 616.0 | 8624 | 8.1864 |
| 1.873 | 617.0 | 8638 | 8.1902 |
| 1.7979 | 618.0 | 8652 | 8.2742 |
| 1.89 | 619.0 | 8666 | 8.2423 |
| 1.7861 | 620.0 | 8680 | 8.1962 |
| 1.7954 | 621.0 | 8694 | 8.2001 |
| 1.8347 | 622.0 | 8708 | 8.2490 |
| 1.8261 | 623.0 | 8722 | 8.2301 |
| 1.897 | 624.0 | 8736 | 8.2063 |
| 1.8098 | 625.0 | 8750 | 8.2428 |
| 1.7802 | 626.0 | 8764 | 8.1885 |
| 1.7771 | 627.0 | 8778 | 8.2032 |
| 1.7692 | 628.0 | 8792 | 8.2384 |
| 1.811 | 629.0 | 8806 | 8.2471 |
| 1.8642 | 630.0 | 8820 | 8.2354 |
| 1.7502 | 631.0 | 8834 | 8.2632 |
| 1.7271 | 632.0 | 8848 | 8.2109 |
| 1.8253 | 633.0 | 8862 | 8.2887 |
| 1.8223 | 634.0 | 8876 | 8.2433 |
| 1.7773 | 635.0 | 8890 | 8.2796 |
| 1.8149 | 636.0 | 8904 | 8.2290 |
| 1.8752 | 637.0 | 8918 | 8.2510 |
| 1.7794 | 638.0 | 8932 | 8.2484 |
| 1.7915 | 639.0 | 8946 | 8.2695 |
| 1.8358 | 640.0 | 8960 | 8.2513 |
| 1.7247 | 641.0 | 8974 | 8.2551 |
| 1.7591 | 642.0 | 8988 | 8.2442 |
| 1.8144 | 643.0 | 9002 | 8.2554 |
| 1.8404 | 644.0 | 9016 | 8.2240 |
| 1.7369 | 645.0 | 9030 | 8.2431 |
| 1.843 | 646.0 | 9044 | 8.2290 |
| 1.7177 | 647.0 | 9058 | 8.2729 |
| 1.8483 | 648.0 | 9072 | 8.2534 |
| 1.7889 | 649.0 | 9086 | 8.2305 |
| 1.8154 | 650.0 | 9100 | 8.2466 |
| 1.8509 | 651.0 | 9114 | 8.2273 |
| 1.7917 | 652.0 | 9128 | 8.2738 |
| 1.8168 | 653.0 | 9142 | 8.2925 |
| 1.7778 | 654.0 | 9156 | 8.2309 |
| 1.7742 | 655.0 | 9170 | 8.3030 |
| 1.8136 | 656.0 | 9184 | 8.3185 |
| 1.8294 | 657.0 | 9198 | 8.2920 |
| 1.8047 | 658.0 | 9212 | 8.3148 |
| 1.7153 | 659.0 | 9226 | 8.2667 |
| 1.7697 | 660.0 | 9240 | 8.2409 |
| 1.7956 | 661.0 | 9254 | 8.2493 |
| 1.8108 | 662.0 | 9268 | 8.2775 |
| 1.803 | 663.0 | 9282 | 8.2568 |
| 1.7745 | 664.0 | 9296 | 8.3051 |
| 1.71 | 665.0 | 9310 | 8.2639 |
| 1.8429 | 666.0 | 9324 | 8.2843 |
| 1.8034 | 667.0 | 9338 | 8.2691 |
| 1.7898 | 668.0 | 9352 | 8.2818 |
| 1.7216 | 669.0 | 9366 | 8.2681 |
| 1.7471 | 670.0 | 9380 | 8.2749 |
| 1.7109 | 671.0 | 9394 | 8.2923 |
| 1.7778 | 672.0 | 9408 | 8.2664 |
| 1.8218 | 673.0 | 9422 | 8.2983 |
| 1.7237 | 674.0 | 9436 | 8.2641 |
| 1.8237 | 675.0 | 9450 | 8.3240 |
| 1.7559 | 676.0 | 9464 | 8.3063 |
| 1.7773 | 677.0 | 9478 | 8.3280 |
| 1.7547 | 678.0 | 9492 | 8.2927 |
| 1.6821 | 679.0 | 9506 | 8.2964 |
| 1.8102 | 680.0 | 9520 | 8.2998 |
| 1.8004 | 681.0 | 9534 | 8.3655 |
| 1.7746 | 682.0 | 9548 | 8.3189 |
| 1.8222 | 683.0 | 9562 | 8.2932 |
| 1.8087 | 684.0 | 9576 | 8.3033 |
| 1.715 | 685.0 | 9590 | 8.3314 |
| 1.7371 | 686.0 | 9604 | 8.3448 |
| 1.759 | 687.0 | 9618 | 8.3417 |
| 1.7048 | 688.0 | 9632 | 8.3500 |
| 1.7708 | 689.0 | 9646 | 8.3246 |
| 1.6673 | 690.0 | 9660 | 8.2900 |
| 1.6932 | 691.0 | 9674 | 8.3128 |
| 1.7716 | 692.0 | 9688 | 8.3368 |
| 1.7829 | 693.0 | 9702 | 8.3166 |
| 1.7432 | 694.0 | 9716 | 8.3375 |
| 1.7885 | 695.0 | 9730 | 8.3004 |
| 1.6967 | 696.0 | 9744 | 8.3142 |
| 1.7928 | 697.0 | 9758 | 8.3387 |
| 1.7313 | 698.0 | 9772 | 8.3486 |
| 1.7433 | 699.0 | 9786 | 8.3254 |
| 1.7374 | 700.0 | 9800 | 8.3218 |
| 1.7113 | 701.0 | 9814 | 8.3249 |
| 1.824 | 702.0 | 9828 | 8.3451 |
| 1.7261 | 703.0 | 9842 | 8.3510 |
| 1.7163 | 704.0 | 9856 | 8.2824 |
| 1.7039 | 705.0 | 9870 | 8.3193 |
| 1.8078 | 706.0 | 9884 | 8.3046 |
| 1.6971 | 707.0 | 9898 | 8.3212 |
| 1.7463 | 708.0 | 9912 | 8.3486 |
| 1.8218 | 709.0 | 9926 | 8.3098 |
| 1.6471 | 710.0 | 9940 | 8.3217 |
| 1.7754 | 711.0 | 9954 | 8.3398 |
| 1.7055 | 712.0 | 9968 | 8.3509 |
| 1.766 | 713.0 | 9982 | 8.3146 |
| 1.7345 | 714.0 | 9996 | 8.3196 |
| 1.6768 | 715.0 | 10010 | 8.3553 |
| 1.7612 | 716.0 | 10024 | 8.3631 |
| 1.7521 | 717.0 | 10038 | 8.3646 |
| 1.6671 | 718.0 | 10052 | 8.3086 |
| 1.7135 | 719.0 | 10066 | 8.2903 |
| 1.7517 | 720.0 | 10080 | 8.3451 |
| 1.717 | 721.0 | 10094 | 8.3280 |
| 1.68 | 722.0 | 10108 | 8.3040 |
| 1.6721 | 723.0 | 10122 | 8.3266 |
| 1.754 | 724.0 | 10136 | 8.3336 |
| 1.7325 | 725.0 | 10150 | 8.3339 |
| 1.7358 | 726.0 | 10164 | 8.3686 |
| 1.7289 | 727.0 | 10178 | 8.3741 |
| 1.7527 | 728.0 | 10192 | 8.3647 |
| 1.76 | 729.0 | 10206 | 8.3406 |
| 1.6752 | 730.0 | 10220 | 8.3416 |
| 1.7191 | 731.0 | 10234 | 8.3513 |
| 1.6671 | 732.0 | 10248 | 8.3225 |
| 1.6836 | 733.0 | 10262 | 8.3430 |
| 1.6908 | 734.0 | 10276 | 8.3472 |
| 1.7494 | 735.0 | 10290 | 8.3647 |
| 1.6724 | 736.0 | 10304 | 8.3764 |
| 1.6974 | 737.0 | 10318 | 8.3277 |
| 1.7013 | 738.0 | 10332 | 8.3778 |
| 1.6729 | 739.0 | 10346 | 8.3322 |
| 1.8026 | 740.0 | 10360 | 8.3381 |
| 1.6888 | 741.0 | 10374 | 8.3736 |
| 1.6897 | 742.0 | 10388 | 8.3559 |
| 1.7499 | 743.0 | 10402 | 8.3814 |
| 1.7797 | 744.0 | 10416 | 8.3995 |
| 1.721 | 745.0 | 10430 | 8.3645 |
| 1.6995 | 746.0 | 10444 | 8.3575 |
| 1.7551 | 747.0 | 10458 | 8.4008 |
| 1.7368 | 748.0 | 10472 | 8.3599 |
| 1.7195 | 749.0 | 10486 | 8.3410 |
| 1.7507 | 750.0 | 10500 | 8.3658 |
| 1.7005 | 751.0 | 10514 | 8.4275 |
| 1.6815 | 752.0 | 10528 | 8.3222 |
| 1.6997 | 753.0 | 10542 | 8.3840 |
| 1.6468 | 754.0 | 10556 | 8.3706 |
| 1.6624 | 755.0 | 10570 | 8.3680 |
| 1.5879 | 756.0 | 10584 | 8.3976 |
| 1.6258 | 757.0 | 10598 | 8.3567 |
| 1.7074 | 758.0 | 10612 | 8.3864 |
| 1.7027 | 759.0 | 10626 | 8.3520 |
| 1.6504 | 760.0 | 10640 | 8.3882 |
| 1.6845 | 761.0 | 10654 | 8.3807 |
| 1.7722 | 762.0 | 10668 | 8.3434 |
| 1.6156 | 763.0 | 10682 | 8.3492 |
| 1.6982 | 764.0 | 10696 | 8.3609 |
| 1.5971 | 765.0 | 10710 | 8.3505 |
| 1.6788 | 766.0 | 10724 | 8.3395 |
| 1.6914 | 767.0 | 10738 | 8.3510 |
| 1.6657 | 768.0 | 10752 | 8.3490 |
| 1.7517 | 769.0 | 10766 | 8.4295 |
| 1.7012 | 770.0 | 10780 | 8.4127 |
| 1.7077 | 771.0 | 10794 | 8.3815 |
| 1.6822 | 772.0 | 10808 | 8.3643 |
| 1.6829 | 773.0 | 10822 | 8.3655 |
| 1.6339 | 774.0 | 10836 | 8.3908 |
| 1.7569 | 775.0 | 10850 | 8.4011 |
| 1.6163 | 776.0 | 10864 | 8.3726 |
| 1.6662 | 777.0 | 10878 | 8.3592 |
| 1.7537 | 778.0 | 10892 | 8.3498 |
| 1.7627 | 779.0 | 10906 | 8.3889 |
| 1.6896 | 780.0 | 10920 | 8.3925 |
| 1.6477 | 781.0 | 10934 | 8.4438 |
| 1.7155 | 782.0 | 10948 | 8.3910 |
| 1.6333 | 783.0 | 10962 | 8.4093 |
| 1.6535 | 784.0 | 10976 | 8.3662 |
| 1.6402 | 785.0 | 10990 | 8.3895 |
| 1.6792 | 786.0 | 11004 | 8.3827 |
| 1.7202 | 787.0 | 11018 | 8.4082 |
| 1.6361 | 788.0 | 11032 | 8.3915 |
| 1.6595 | 789.0 | 11046 | 8.4216 |
| 1.769 | 790.0 | 11060 | 8.4089 |
| 1.6114 | 791.0 | 11074 | 8.4081 |
| 1.5996 | 792.0 | 11088 | 8.4095 |
| 1.7636 | 793.0 | 11102 | 8.3521 |
| 1.784 | 794.0 | 11116 | 8.3744 |
| 1.5987 | 795.0 | 11130 | 8.4044 |
| 1.658 | 796.0 | 11144 | 8.3545 |
| 1.6428 | 797.0 | 11158 | 8.4194 |
| 1.6785 | 798.0 | 11172 | 8.4275 |
| 1.7494 | 799.0 | 11186 | 8.4095 |
| 1.6773 | 800.0 | 11200 | 8.4406 |
| 1.6574 | 801.0 | 11214 | 8.4203 |
| 1.6295 | 802.0 | 11228 | 8.4089 |
| 1.6853 | 803.0 | 11242 | 8.4302 |
| 1.721 | 804.0 | 11256 | 8.3972 |
| 1.6818 | 805.0 | 11270 | 8.4153 |
| 1.6791 | 806.0 | 11284 | 8.3946 |
| 1.6934 | 807.0 | 11298 | 8.4320 |
| 1.6146 | 808.0 | 11312 | 8.3993 |
| 1.6572 | 809.0 | 11326 | 8.3965 |
| 1.6294 | 810.0 | 11340 | 8.4332 |
| 1.6696 | 811.0 | 11354 | 8.3637 |
| 1.6836 | 812.0 | 11368 | 8.3735 |
| 1.6584 | 813.0 | 11382 | 8.3858 |
| 1.6558 | 814.0 | 11396 | 8.4076 |
| 1.6694 | 815.0 | 11410 | 8.4261 |
| 1.6832 | 816.0 | 11424 | 8.3389 |
| 1.6495 | 817.0 | 11438 | 8.3707 |
| 1.6634 | 818.0 | 11452 | 8.4203 |
| 1.6297 | 819.0 | 11466 | 8.3698 |
| 1.707 | 820.0 | 11480 | 8.4409 |
| 1.6803 | 821.0 | 11494 | 8.4208 |
| 1.6937 | 822.0 | 11508 | 8.3948 |
| 1.6568 | 823.0 | 11522 | 8.4195 |
| 1.6149 | 824.0 | 11536 | 8.3845 |
| 1.7053 | 825.0 | 11550 | 8.4389 |
| 1.6266 | 826.0 | 11564 | 8.4311 |
| 1.6433 | 827.0 | 11578 | 8.4266 |
| 1.6457 | 828.0 | 11592 | 8.4125 |
| 1.6661 | 829.0 | 11606 | 8.4158 |
| 1.658 | 830.0 | 11620 | 8.3599 |
| 1.6571 | 831.0 | 11634 | 8.3702 |
| 1.6013 | 832.0 | 11648 | 8.3815 |
| 1.7019 | 833.0 | 11662 | 8.4036 |
| 1.7593 | 834.0 | 11676 | 8.3840 |
| 1.6475 | 835.0 | 11690 | 8.4442 |
| 1.7178 | 836.0 | 11704 | 8.4266 |
| 1.6553 | 837.0 | 11718 | 8.3928 |
| 1.6011 | 838.0 | 11732 | 8.4062 |
| 1.7054 | 839.0 | 11746 | 8.4588 |
| 1.6839 | 840.0 | 11760 | 8.4208 |
| 1.6801 | 841.0 | 11774 | 8.4557 |
| 1.6917 | 842.0 | 11788 | 8.4300 |
| 1.6058 | 843.0 | 11802 | 8.4644 |
| 1.6321 | 844.0 | 11816 | 8.4319 |
| 1.6348 | 845.0 | 11830 | 8.4124 |
| 1.6118 | 846.0 | 11844 | 8.4667 |
| 1.6816 | 847.0 | 11858 | 8.4325 |
| 1.7574 | 848.0 | 11872 | 8.4365 |
| 1.7383 | 849.0 | 11886 | 8.4195 |
| 1.6522 | 850.0 | 11900 | 8.4343 |
| 1.61 | 851.0 | 11914 | 8.3775 |
| 1.5419 | 852.0 | 11928 | 8.4417 |
| 1.6468 | 853.0 | 11942 | 8.3903 |
| 1.5909 | 854.0 | 11956 | 8.4087 |
| 1.6376 | 855.0 | 11970 | 8.4391 |
| 1.6814 | 856.0 | 11984 | 8.3896 |
| 1.709 | 857.0 | 11998 | 8.4093 |
| 1.6551 | 858.0 | 12012 | 8.4793 |
| 1.6193 | 859.0 | 12026 | 8.4586 |
| 1.5831 | 860.0 | 12040 | 8.4748 |
| 1.6869 | 861.0 | 12054 | 8.4088 |
| 1.5926 | 862.0 | 12068 | 8.4639 |
| 1.6037 | 863.0 | 12082 | 8.4009 |
| 1.6878 | 864.0 | 12096 | 8.4111 |
| 1.6304 | 865.0 | 12110 | 8.4439 |
| 1.6106 | 866.0 | 12124 | 8.4202 |
| 1.706 | 867.0 | 12138 | 8.4072 |
| 1.6757 | 868.0 | 12152 | 8.4280 |
| 1.6875 | 869.0 | 12166 | 8.4363 |
| 1.6446 | 870.0 | 12180 | 8.4161 |
| 1.6064 | 871.0 | 12194 | 8.4567 |
| 1.6919 | 872.0 | 12208 | 8.3782 |
| 1.7078 | 873.0 | 12222 | 8.4134 |
| 1.6615 | 874.0 | 12236 | 8.4309 |
| 1.6502 | 875.0 | 12250 | 8.4540 |
| 1.6191 | 876.0 | 12264 | 8.4217 |
| 1.5853 | 877.0 | 12278 | 8.4459 |
| 1.6026 | 878.0 | 12292 | 8.4472 |
| 1.5958 | 879.0 | 12306 | 8.4375 |
| 1.578 | 880.0 | 12320 | 8.4241 |
| 1.6237 | 881.0 | 12334 | 8.4755 |
| 1.6813 | 882.0 | 12348 | 8.4056 |
| 1.6387 | 883.0 | 12362 | 8.3981 |
| 1.6507 | 884.0 | 12376 | 8.3909 |
| 1.6125 | 885.0 | 12390 | 8.4215 |
| 1.5733 | 886.0 | 12404 | 8.4279 |
| 1.6605 | 887.0 | 12418 | 8.4636 |
| 1.5989 | 888.0 | 12432 | 8.3820 |
| 1.6497 | 889.0 | 12446 | 8.4128 |
| 1.7232 | 890.0 | 12460 | 8.3742 |
| 1.5997 | 891.0 | 12474 | 8.4520 |
| 1.6266 | 892.0 | 12488 | 8.4202 |
| 1.5987 | 893.0 | 12502 | 8.3965 |
| 1.61 | 894.0 | 12516 | 8.4320 |
| 1.6795 | 895.0 | 12530 | 8.4613 |
| 1.6943 | 896.0 | 12544 | 8.4632 |
| 1.684 | 897.0 | 12558 | 8.4431 |
| 1.5806 | 898.0 | 12572 | 8.4409 |
| 1.6391 | 899.0 | 12586 | 8.4435 |
| 1.5754 | 900.0 | 12600 | 8.4244 |
| 1.617 | 901.0 | 12614 | 8.5100 |
| 1.6577 | 902.0 | 12628 | 8.4541 |
| 1.6852 | 903.0 | 12642 | 8.4127 |
| 1.6827 | 904.0 | 12656 | 8.4485 |
| 1.7296 | 905.0 | 12670 | 8.4526 |
| 1.6258 | 906.0 | 12684 | 8.4508 |
| 1.6527 | 907.0 | 12698 | 8.4121 |
| 1.6281 | 908.0 | 12712 | 8.4373 |
| 1.669 | 909.0 | 12726 | 8.4089 |
| 1.6757 | 910.0 | 12740 | 8.4098 |
| 1.5908 | 911.0 | 12754 | 8.4633 |
| 1.5935 | 912.0 | 12768 | 8.4115 |
| 1.7143 | 913.0 | 12782 | 8.4141 |
| 1.6203 | 914.0 | 12796 | 8.4084 |
| 1.5932 | 915.0 | 12810 | 8.4168 |
| 1.5663 | 916.0 | 12824 | 8.4124 |
| 1.7151 | 917.0 | 12838 | 8.4289 |
| 1.5585 | 918.0 | 12852 | 8.4381 |
| 1.5971 | 919.0 | 12866 | 8.4276 |
| 1.618 | 920.0 | 12880 | 8.5005 |
| 1.6389 | 921.0 | 12894 | 8.4777 |
| 1.6325 | 922.0 | 12908 | 8.4180 |
| 1.5971 | 923.0 | 12922 | 8.4586 |
| 1.662 | 924.0 | 12936 | 8.4755 |
| 1.5642 | 925.0 | 12950 | 8.4858 |
| 1.6417 | 926.0 | 12964 | 8.4075 |
| 1.5845 | 927.0 | 12978 | 8.4482 |
| 1.6328 | 928.0 | 12992 | 8.4674 |
| 1.6089 | 929.0 | 13006 | 8.4809 |
| 1.6248 | 930.0 | 13020 | 8.4445 |
| 1.6356 | 931.0 | 13034 | 8.4150 |
| 1.5573 | 932.0 | 13048 | 8.4527 |
| 1.5802 | 933.0 | 13062 | 8.4293 |
| 1.6374 | 934.0 | 13076 | 8.4326 |
| 1.6386 | 935.0 | 13090 | 8.4387 |
| 1.6332 | 936.0 | 13104 | 8.4280 |
| 1.6449 | 937.0 | 13118 | 8.4479 |
| 1.6463 | 938.0 | 13132 | 8.5086 |
| 1.6683 | 939.0 | 13146 | 8.5132 |
| 1.6339 | 940.0 | 13160 | 8.4324 |
| 1.6254 | 941.0 | 13174 | 8.3933 |
| 1.6181 | 942.0 | 13188 | 8.4453 |
| 1.6687 | 943.0 | 13202 | 8.4307 |
| 1.6226 | 944.0 | 13216 | 8.4446 |
| 1.6073 | 945.0 | 13230 | 8.4396 |
| 1.6811 | 946.0 | 13244 | 8.4554 |
| 1.7156 | 947.0 | 13258 | 8.4664 |
| 1.6668 | 948.0 | 13272 | 8.4237 |
| 1.5831 | 949.0 | 13286 | 8.4896 |
| 1.6013 | 950.0 | 13300 | 8.4042 |
| 1.6187 | 951.0 | 13314 | 8.4638 |
| 1.6534 | 952.0 | 13328 | 8.4318 |
| 1.5723 | 953.0 | 13342 | 8.4765 |
| 1.6962 | 954.0 | 13356 | 8.4333 |
| 1.6276 | 955.0 | 13370 | 8.4123 |
| 1.6247 | 956.0 | 13384 | 8.4544 |
| 1.5247 | 957.0 | 13398 | 8.5119 |
| 1.6938 | 958.0 | 13412 | 8.4676 |
| 1.5473 | 959.0 | 13426 | 8.4564 |
| 1.6351 | 960.0 | 13440 | 8.4216 |
| 1.5666 | 961.0 | 13454 | 8.4527 |
| 1.5694 | 962.0 | 13468 | 8.4845 |
| 1.6145 | 963.0 | 13482 | 8.4874 |
| 1.6097 | 964.0 | 13496 | 8.4375 |
| 1.5509 | 965.0 | 13510 | 8.4756 |
| 1.6273 | 966.0 | 13524 | 8.4434 |
| 1.6753 | 967.0 | 13538 | 8.4436 |
| 1.6287 | 968.0 | 13552 | 8.4596 |
| 1.6815 | 969.0 | 13566 | 8.4737 |
| 1.5847 | 970.0 | 13580 | 8.4677 |
| 1.5944 | 971.0 | 13594 | 8.4672 |
| 1.6673 | 972.0 | 13608 | 8.4842 |
| 1.6222 | 973.0 | 13622 | 8.4797 |
| 1.5753 | 974.0 | 13636 | 8.4548 |
| 1.5424 | 975.0 | 13650 | 8.4425 |
| 1.7219 | 976.0 | 13664 | 8.4936 |
| 1.6176 | 977.0 | 13678 | 8.4755 |
| 1.641 | 978.0 | 13692 | 8.5016 |
| 1.6122 | 979.0 | 13706 | 8.4846 |
| 1.6079 | 980.0 | 13720 | 8.4741 |
| 1.5988 | 981.0 | 13734 | 8.4980 |
| 1.6562 | 982.0 | 13748 | 8.4493 |
| 1.6119 | 983.0 | 13762 | 8.4512 |
| 1.5294 | 984.0 | 13776 | 8.4362 |
| 1.632 | 985.0 | 13790 | 8.4692 |
| 1.5564 | 986.0 | 13804 | 8.4567 |
| 1.6513 | 987.0 | 13818 | 8.4790 |
| 1.6117 | 988.0 | 13832 | 8.4878 |
| 1.6394 | 989.0 | 13846 | 8.4349 |
| 1.6707 | 990.0 | 13860 | 8.4176 |
| 1.6212 | 991.0 | 13874 | 8.4704 |
| 1.5721 | 992.0 | 13888 | 8.4319 |
| 1.5873 | 993.0 | 13902 | 8.4356 |
| 1.6527 | 994.0 | 13916 | 8.4670 |
| 1.6499 | 995.0 | 13930 | 8.4717 |
| 1.5975 | 996.0 | 13944 | 8.4682 |
| 1.6759 | 997.0 | 13958 | 8.4861 |
| 1.5962 | 998.0 | 13972 | 8.4686 |
| 1.6465 | 999.0 | 13986 | 8.5004 |
| 1.6321 | 1000.0 | 14000 | 8.4563 |
Framework versions
- Transformers 4.13.0
- Pytorch 1.12.0+cu113
- Datasets 1.16.1
- Tokenizers 0.10.3
- Task
- Fill-Mask
- Library
- transformers
- Type
- bert
- License
- apache-2.0
- Created
- Aug 9, 2022
- Updated
- Sep 13, 2023