Natural Order LMs
Collection
All the models trained in the paper 'Natural Order: Cross-lingual Limits of Transformer Language Acquisition'
•
35 items
•
Updated
This model is a fine-tuned version of on an unknown dataset. It achieves the following results on the evaluation set:
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The following hyperparameters were used during training:
| Training Loss | Epoch | Step | Validation Loss |
|---|---|---|---|
| 30.9103 | 1.0 | 8 | 10.0319 |
| 28.056 | 2.0 | 16 | 9.2287 |
| 26.9969 | 3.0 | 24 | 8.8411 |
| 26.6147 | 4.0 | 32 | 8.6371 |
| 25.6641 | 5.0 | 40 | 8.4328 |
| 25.145 | 6.0 | 48 | 8.2174 |
| 24.3982 | 7.0 | 56 | 7.9810 |
| 23.6285 | 8.0 | 64 | 7.7355 |
| 23.0379 | 9.0 | 72 | 7.5022 |
| 21.9772 | 10.0 | 80 | 7.2703 |
| 21.2915 | 11.0 | 88 | 7.0383 |
| 20.7598 | 12.0 | 96 | 6.8205 |
| 20.001 | 13.0 | 104 | 6.5945 |
| 19.2441 | 14.0 | 112 | 6.3844 |
| 18.8406 | 15.0 | 120 | 6.2005 |
| 18.3274 | 16.0 | 128 | 6.0524 |
| 18.0617 | 17.0 | 136 | 5.9309 |
| 17.7874 | 18.0 | 144 | 5.8501 |
| 17.3244 | 19.0 | 152 | 5.7919 |
| 17.4684 | 20.0 | 160 | 5.7451 |
| 17.126 | 21.0 | 168 | 5.7109 |
| 17.0529 | 22.0 | 176 | 5.6812 |
| 16.8776 | 23.0 | 184 | 5.6545 |
| 16.7451 | 24.0 | 192 | 5.6428 |
| 16.6969 | 25.0 | 200 | 5.6159 |
| 16.7645 | 26.0 | 208 | 5.5988 |
| 16.6636 | 27.0 | 216 | 5.5790 |
| 16.8546 | 28.0 | 224 | 5.5557 |
| 16.655 | 29.0 | 232 | 5.5410 |
| 16.5612 | 30.0 | 240 | 5.5281 |
| 16.4211 | 31.0 | 248 | 5.5111 |
| 16.2534 | 32.0 | 256 | 5.4998 |
| 16.4004 | 33.0 | 264 | 5.4877 |
| 16.4311 | 34.0 | 272 | 5.4818 |
| 16.3186 | 35.0 | 280 | 5.4645 |
| 16.1832 | 36.0 | 288 | 5.4590 |
| 16.2574 | 37.0 | 296 | 5.4363 |
| 15.9145 | 38.0 | 304 | 5.4296 |
| 15.9121 | 39.0 | 312 | 5.4081 |
| 16.0667 | 40.0 | 320 | 5.3968 |
| 15.5669 | 41.0 | 328 | 5.3760 |
| 15.8477 | 42.0 | 336 | 5.3693 |
| 15.8478 | 43.0 | 344 | 5.3453 |
| 15.5125 | 44.0 | 352 | 5.3285 |
| 15.403 | 45.0 | 360 | 5.3063 |
| 15.4521 | 46.0 | 368 | 5.2922 |
| 15.312 | 47.0 | 376 | 5.2817 |
| 15.3821 | 48.0 | 384 | 5.2509 |
| 15.2664 | 49.0 | 392 | 5.2429 |
| 15.359 | 50.0 | 400 | 5.2184 |
| 15.1581 | 51.0 | 408 | 5.2070 |
| 15.2058 | 52.0 | 416 | 5.1872 |
| 15.01 | 53.0 | 424 | 5.1730 |
| 15.0691 | 54.0 | 432 | 5.1583 |
| 14.6935 | 55.0 | 440 | 5.1488 |
| 14.864 | 56.0 | 448 | 5.1295 |
| 14.5825 | 57.0 | 456 | 5.1234 |
| 14.5543 | 58.0 | 464 | 5.1105 |
| 14.613 | 59.0 | 472 | 5.0951 |
| 14.3289 | 60.0 | 480 | 5.0960 |
| 14.4674 | 61.0 | 488 | 5.0732 |
| 14.3531 | 62.0 | 496 | 5.0663 |
| 14.1359 | 63.0 | 504 | 5.0580 |
| 14.1938 | 64.0 | 512 | 5.0477 |
| 14.1091 | 65.0 | 520 | 5.0443 |
| 14.2239 | 66.0 | 528 | 5.0391 |
| 13.8412 | 67.0 | 536 | 5.0281 |
| 14.0587 | 68.0 | 544 | 5.0242 |
| 13.9094 | 69.0 | 552 | 5.0240 |
| 13.7833 | 70.0 | 560 | 5.0148 |
| 13.816 | 71.0 | 568 | 5.0117 |
| 13.7985 | 72.0 | 576 | 5.0107 |
| 13.4309 | 73.0 | 584 | 5.0089 |
| 13.5499 | 74.0 | 592 | 5.0028 |
| 13.4984 | 75.0 | 600 | 5.0051 |
| 13.4116 | 76.0 | 608 | 5.0023 |
| 13.3341 | 77.0 | 616 | 4.9994 |
| 13.3634 | 78.0 | 624 | 4.9970 |
| 13.313 | 79.0 | 632 | 5.0048 |
| 13.0419 | 80.0 | 640 | 5.0065 |
| 13.1284 | 81.0 | 648 | 5.0114 |
| 12.8764 | 82.0 | 656 | 5.0064 |
| 13.0617 | 83.0 | 664 | 5.0058 |
| 12.8495 | 84.0 | 672 | 5.0158 |
| 12.7067 | 85.0 | 680 | 5.0177 |
| 12.8062 | 86.0 | 688 | 5.0247 |
| 12.7793 | 87.0 | 696 | 5.0345 |
| 12.636 | 88.0 | 704 | 5.0247 |
| 12.4628 | 89.0 | 712 | 5.0373 |
| 12.6478 | 90.0 | 720 | 5.0371 |
| 12.5413 | 91.0 | 728 | 5.0627 |
| 12.6034 | 92.0 | 736 | 5.0514 |
| 12.4614 | 93.0 | 744 | 5.0552 |
| 12.3867 | 94.0 | 752 | 5.0707 |
| 12.2639 | 95.0 | 760 | 5.0782 |
| 12.2274 | 96.0 | 768 | 5.0841 |
| 12.2469 | 97.0 | 776 | 5.0801 |
| 12.1749 | 98.0 | 784 | 5.1052 |
| 11.8314 | 99.0 | 792 | 5.1057 |
| 12.0894 | 100.0 | 800 | 5.1163 |
| 11.8745 | 101.0 | 808 | 5.1183 |
| 11.8622 | 102.0 | 816 | 5.1226 |
| 11.8751 | 103.0 | 824 | 5.1347 |
| 11.5329 | 104.0 | 832 | 5.1491 |
| 11.6017 | 105.0 | 840 | 5.1575 |
| 11.531 | 106.0 | 848 | 5.1734 |
| 11.5597 | 107.0 | 856 | 5.1788 |
| 11.6417 | 108.0 | 864 | 5.1775 |
| 11.505 | 109.0 | 872 | 5.1912 |
| 11.3652 | 110.0 | 880 | 5.2085 |
| 11.5079 | 111.0 | 888 | 5.2189 |
| 11.3028 | 112.0 | 896 | 5.2182 |
| 11.2106 | 113.0 | 904 | 5.2500 |
| 11.0981 | 114.0 | 912 | 5.2529 |
| 11.3236 | 115.0 | 920 | 5.2631 |
| 11.0236 | 116.0 | 928 | 5.2733 |
| 11.0307 | 117.0 | 936 | 5.2838 |
| 10.89 | 118.0 | 944 | 5.3041 |
| 10.9895 | 119.0 | 952 | 5.3033 |
| 10.8179 | 120.0 | 960 | 5.3181 |
| 10.7459 | 121.0 | 968 | 5.3323 |
| 10.86 | 122.0 | 976 | 5.3344 |
| 10.757 | 123.0 | 984 | 5.3448 |
| 10.5552 | 124.0 | 992 | 5.3627 |
| 10.5588 | 125.0 | 1000 | 5.3767 |
| 10.4438 | 126.0 | 1008 | 5.3926 |
| 10.5047 | 127.0 | 1016 | 5.4032 |
| 10.3651 | 128.0 | 1024 | 5.4155 |
| 10.3235 | 129.0 | 1032 | 5.4213 |
| 10.3174 | 130.0 | 1040 | 5.4393 |
| 10.3823 | 131.0 | 1048 | 5.4435 |
| 10.0592 | 132.0 | 1056 | 5.4600 |
| 10.1487 | 133.0 | 1064 | 5.4781 |
| 10.0282 | 134.0 | 1072 | 5.4880 |
| 10.1236 | 135.0 | 1080 | 5.5011 |
| 9.9891 | 136.0 | 1088 | 5.5159 |
| 9.9827 | 137.0 | 1096 | 5.5236 |
| 9.8446 | 138.0 | 1104 | 5.5360 |
| 9.8503 | 139.0 | 1112 | 5.5493 |
| 9.7644 | 140.0 | 1120 | 5.5637 |
| 9.6672 | 141.0 | 1128 | 5.5805 |
| 9.6267 | 142.0 | 1136 | 5.5836 |
| 9.5979 | 143.0 | 1144 | 5.6058 |
| 9.5705 | 144.0 | 1152 | 5.6165 |
| 9.6073 | 145.0 | 1160 | 5.6226 |
| 9.4147 | 146.0 | 1168 | 5.6422 |
| 9.4464 | 147.0 | 1176 | 5.6458 |
| 9.4894 | 148.0 | 1184 | 5.6520 |
| 9.3131 | 149.0 | 1192 | 5.6717 |
| 9.2982 | 150.0 | 1200 | 5.6848 |
| 9.2379 | 151.0 | 1208 | 5.6961 |
| 9.0778 | 152.0 | 1216 | 5.7024 |
| 9.1257 | 153.0 | 1224 | 5.7192 |
| 9.0748 | 154.0 | 1232 | 5.7331 |
| 9.116 | 155.0 | 1240 | 5.7382 |
| 9.0424 | 156.0 | 1248 | 5.7551 |
| 8.9418 | 157.0 | 1256 | 5.7674 |
| 9.0228 | 158.0 | 1264 | 5.7747 |
| 8.984 | 159.0 | 1272 | 5.7845 |
| 8.8097 | 160.0 | 1280 | 5.8056 |
| 8.816 | 161.0 | 1288 | 5.8093 |
| 8.7923 | 162.0 | 1296 | 5.8236 |
| 8.5981 | 163.0 | 1304 | 5.8417 |
| 8.6469 | 164.0 | 1312 | 5.8444 |
| 8.6797 | 165.0 | 1320 | 5.8514 |
| 8.6748 | 166.0 | 1328 | 5.8551 |
| 8.4598 | 167.0 | 1336 | 5.8821 |
| 8.6173 | 168.0 | 1344 | 5.8946 |
| 8.4841 | 169.0 | 1352 | 5.8973 |
| 8.449 | 170.0 | 1360 | 5.9146 |
| 8.3006 | 171.0 | 1368 | 5.9171 |
| 8.3039 | 172.0 | 1376 | 5.9309 |
| 8.4201 | 173.0 | 1384 | 5.9301 |
| 8.252 | 174.0 | 1392 | 5.9593 |
| 8.1874 | 175.0 | 1400 | 5.9585 |
| 8.1726 | 176.0 | 1408 | 5.9657 |
| 8.2296 | 177.0 | 1416 | 5.9837 |
| 8.1589 | 178.0 | 1424 | 5.9840 |
| 8.0798 | 179.0 | 1432 | 5.9979 |
| 8.1511 | 180.0 | 1440 | 6.0083 |
| 8.0551 | 181.0 | 1448 | 6.0171 |
| 8.0453 | 182.0 | 1456 | 6.0317 |
| 7.9697 | 183.0 | 1464 | 6.0370 |
| 7.8853 | 184.0 | 1472 | 6.0483 |
| 7.8942 | 185.0 | 1480 | 6.0599 |
| 7.8221 | 186.0 | 1488 | 6.0698 |
| 7.8863 | 187.0 | 1496 | 6.0805 |
| 7.8503 | 188.0 | 1504 | 6.0890 |
| 7.8323 | 189.0 | 1512 | 6.0919 |
| 7.6653 | 190.0 | 1520 | 6.1099 |
| 7.7381 | 191.0 | 1528 | 6.1087 |
| 7.7704 | 192.0 | 1536 | 6.1238 |
| 7.6908 | 193.0 | 1544 | 6.1394 |
| 7.6836 | 194.0 | 1552 | 6.1372 |
| 7.6312 | 195.0 | 1560 | 6.1477 |
| 7.6465 | 196.0 | 1568 | 6.1507 |
| 7.4888 | 197.0 | 1576 | 6.1590 |
| 7.5677 | 198.0 | 1584 | 6.1682 |
| 7.4875 | 199.0 | 1592 | 6.1808 |
| 7.4614 | 200.0 | 1600 | 6.1874 |
| 7.5085 | 201.0 | 1608 | 6.1974 |
| 7.4567 | 202.0 | 1616 | 6.2028 |
| 7.3157 | 203.0 | 1624 | 6.2131 |
| 7.3828 | 204.0 | 1632 | 6.2247 |
| 7.3833 | 205.0 | 1640 | 6.2323 |
| 7.2833 | 206.0 | 1648 | 6.2361 |
| 7.2995 | 207.0 | 1656 | 6.2439 |
| 7.2849 | 208.0 | 1664 | 6.2509 |
| 7.1774 | 209.0 | 1672 | 6.2628 |
| 7.1998 | 210.0 | 1680 | 6.2635 |
| 7.1817 | 211.0 | 1688 | 6.2649 |
| 7.124 | 212.0 | 1696 | 6.2755 |
| 7.1689 | 213.0 | 1704 | 6.2743 |
| 7.0623 | 214.0 | 1712 | 6.2975 |
| 7.091 | 215.0 | 1720 | 6.2979 |
| 7.0882 | 216.0 | 1728 | 6.3007 |
| 7.1246 | 217.0 | 1736 | 6.3202 |
| 7.1167 | 218.0 | 1744 | 6.3108 |
| 7.0163 | 219.0 | 1752 | 6.3240 |
| 6.9701 | 220.0 | 1760 | 6.3281 |
| 6.9373 | 221.0 | 1768 | 6.3400 |
| 6.9172 | 222.0 | 1776 | 6.3392 |
| 6.9556 | 223.0 | 1784 | 6.3456 |
| 6.963 | 224.0 | 1792 | 6.3445 |
| 6.8963 | 225.0 | 1800 | 6.3615 |
| 6.8763 | 226.0 | 1808 | 6.3663 |
| 6.85 | 227.0 | 1816 | 6.3830 |
| 6.8177 | 228.0 | 1824 | 6.3823 |
| 6.7342 | 229.0 | 1832 | 6.3883 |
| 6.8439 | 230.0 | 1840 | 6.3956 |
| 6.8067 | 231.0 | 1848 | 6.3969 |
| 6.7436 | 232.0 | 1856 | 6.3948 |
| 6.7367 | 233.0 | 1864 | 6.4120 |
| 6.683 | 234.0 | 1872 | 6.4211 |
| 6.6836 | 235.0 | 1880 | 6.4276 |
| 6.7275 | 236.0 | 1888 | 6.4258 |
| 6.7124 | 237.0 | 1896 | 6.4273 |
| 6.5903 | 238.0 | 1904 | 6.4424 |
| 6.6895 | 239.0 | 1912 | 6.4392 |
| 6.6896 | 240.0 | 1920 | 6.4418 |
| 6.6602 | 241.0 | 1928 | 6.4449 |
| 6.6101 | 242.0 | 1936 | 6.4609 |
| 6.5861 | 243.0 | 1944 | 6.4578 |
| 6.5754 | 244.0 | 1952 | 6.4664 |
| 6.6159 | 245.0 | 1960 | 6.4716 |
| 6.5653 | 246.0 | 1968 | 6.4679 |
| 6.5839 | 247.0 | 1976 | 6.4820 |
| 6.5405 | 248.0 | 1984 | 6.4882 |
| 6.5113 | 249.0 | 1992 | 6.4818 |
| 6.4927 | 250.0 | 2000 | 6.4876 |
| 6.4555 | 251.0 | 2008 | 6.4984 |
| 6.4701 | 252.0 | 2016 | 6.4968 |
| 6.4466 | 253.0 | 2024 | 6.5020 |
| 6.4337 | 254.0 | 2032 | 6.5127 |
| 6.3718 | 255.0 | 2040 | 6.5140 |
| 6.4255 | 256.0 | 2048 | 6.5181 |
| 6.4007 | 257.0 | 2056 | 6.5198 |
| 6.4029 | 258.0 | 2064 | 6.5252 |
| 6.3279 | 259.0 | 2072 | 6.5341 |
| 6.277 | 260.0 | 2080 | 6.5370 |
| 6.3267 | 261.0 | 2088 | 6.5411 |
| 6.2975 | 262.0 | 2096 | 6.5414 |
| 6.3183 | 263.0 | 2104 | 6.5425 |
| 6.3305 | 264.0 | 2112 | 6.5555 |
| 6.3427 | 265.0 | 2120 | 6.5499 |
| 6.2753 | 266.0 | 2128 | 6.5595 |
| 6.2535 | 267.0 | 2136 | 6.5640 |
| 6.2217 | 268.0 | 2144 | 6.5603 |
| 6.2643 | 269.0 | 2152 | 6.5651 |
| 6.1871 | 270.0 | 2160 | 6.5747 |
| 6.2287 | 271.0 | 2168 | 6.5717 |
| 6.2535 | 272.0 | 2176 | 6.5824 |
| 6.1869 | 273.0 | 2184 | 6.5760 |
| 6.1555 | 274.0 | 2192 | 6.5879 |
| 6.2114 | 275.0 | 2200 | 6.5850 |
| 6.1309 | 276.0 | 2208 | 6.5871 |
| 6.1916 | 277.0 | 2216 | 6.5887 |
| 6.1759 | 278.0 | 2224 | 6.5979 |
| 6.1679 | 279.0 | 2232 | 6.5977 |
| 6.1277 | 280.0 | 2240 | 6.6050 |
| 6.1643 | 281.0 | 2248 | 6.6039 |
| 6.1299 | 282.0 | 2256 | 6.6047 |
| 6.1239 | 283.0 | 2264 | 6.6047 |
| 6.0947 | 284.0 | 2272 | 6.6153 |
| 6.1301 | 285.0 | 2280 | 6.6095 |
| 6.0821 | 286.0 | 2288 | 6.6121 |
| 6.0621 | 287.0 | 2296 | 6.6189 |
| 6.0642 | 288.0 | 2304 | 6.6187 |
| 6.1039 | 289.0 | 2312 | 6.6260 |
| 6.0503 | 290.0 | 2320 | 6.6257 |
| 6.0643 | 291.0 | 2328 | 6.6293 |
| 6.0313 | 292.0 | 2336 | 6.6353 |
| 6.072 | 293.0 | 2344 | 6.6297 |
| 5.9886 | 294.0 | 2352 | 6.6313 |
| 6.0222 | 295.0 | 2360 | 6.6336 |
| 6.0321 | 296.0 | 2368 | 6.6374 |
| 5.9807 | 297.0 | 2376 | 6.6401 |
| 5.9905 | 298.0 | 2384 | 6.6393 |
| 5.9883 | 299.0 | 2392 | 6.6431 |
| 5.984 | 300.0 | 2400 | 6.6501 |
| 6.0008 | 301.0 | 2408 | 6.6480 |
| 5.9877 | 302.0 | 2416 | 6.6549 |
| 5.9699 | 303.0 | 2424 | 6.6554 |
| 5.9096 | 304.0 | 2432 | 6.6557 |
| 5.9477 | 305.0 | 2440 | 6.6564 |
| 5.9377 | 306.0 | 2448 | 6.6552 |
| 5.9361 | 307.0 | 2456 | 6.6579 |
| 5.9173 | 308.0 | 2464 | 6.6622 |
| 5.978 | 309.0 | 2472 | 6.6641 |
| 5.9166 | 310.0 | 2480 | 6.6682 |
| 5.9207 | 311.0 | 2488 | 6.6652 |
| 5.88 | 312.0 | 2496 | 6.6615 |
| 5.9201 | 313.0 | 2504 | 6.6670 |
| 5.9591 | 314.0 | 2512 | 6.6694 |
| 5.8915 | 315.0 | 2520 | 6.6695 |
| 5.9303 | 316.0 | 2528 | 6.6693 |
| 5.9002 | 317.0 | 2536 | 6.6689 |
| 5.9243 | 318.0 | 2544 | 6.6709 |
| 5.869 | 319.0 | 2552 | 6.6721 |
| 5.9159 | 320.0 | 2560 | 6.6729 |
| 5.9035 | 321.0 | 2568 | 6.6754 |
| 5.854 | 322.0 | 2576 | 6.6778 |
| 5.8641 | 323.0 | 2584 | 6.6788 |
| 5.9276 | 324.0 | 2592 | 6.6810 |
| 5.8943 | 325.0 | 2600 | 6.6838 |
| 5.8702 | 326.0 | 2608 | 6.6825 |
| 5.893 | 327.0 | 2616 | 6.6858 |
| 5.8256 | 328.0 | 2624 | 6.6843 |
| 5.8672 | 329.0 | 2632 | 6.6845 |
| 5.8599 | 330.0 | 2640 | 6.6886 |
| 5.8604 | 331.0 | 2648 | 6.6858 |
| 5.8374 | 332.0 | 2656 | 6.6863 |
| 5.8727 | 333.0 | 2664 | 6.6893 |
| 5.8593 | 334.0 | 2672 | 6.6904 |
| 5.8642 | 335.0 | 2680 | 6.6892 |
| 5.8481 | 336.0 | 2688 | 6.6908 |
| 5.8547 | 337.0 | 2696 | 6.6921 |
| 5.8378 | 338.0 | 2704 | 6.6913 |
| 5.8801 | 339.0 | 2712 | 6.6932 |
| 5.838 | 340.0 | 2720 | 6.6953 |
| 5.8315 | 341.0 | 2728 | 6.6937 |
| 5.8522 | 342.0 | 2736 | 6.6962 |
| 5.8186 | 343.0 | 2744 | 6.6935 |
| 5.8133 | 344.0 | 2752 | 6.6963 |
| 5.7997 | 345.0 | 2760 | 6.6947 |
| 5.8253 | 346.0 | 2768 | 6.6967 |
| 5.8479 | 347.0 | 2776 | 6.6955 |
| 5.8557 | 348.0 | 2784 | 6.6981 |
| 5.7852 | 349.0 | 2792 | 6.6962 |
| 5.8134 | 350.0 | 2800 | 6.6983 |
| 5.7735 | 351.0 | 2808 | 6.6959 |
| 5.8391 | 352.0 | 2816 | 6.6985 |
| 5.8045 | 353.0 | 2824 | 6.6974 |
| 5.7944 | 354.0 | 2832 | 6.6977 |
| 5.8557 | 355.0 | 2840 | 6.6984 |
| 5.8033 | 356.0 | 2848 | 6.6985 |
| 5.8719 | 357.0 | 2856 | 6.6990 |
| 5.8378 | 358.0 | 2864 | 6.6997 |
| 5.8158 | 359.0 | 2872 | 6.6999 |
| 5.8151 | 360.0 | 2880 | 6.6994 |
| 5.8459 | 361.0 | 2888 | 6.6994 |
| 5.8233 | 362.0 | 2896 | 6.7002 |
| 5.831 | 363.0 | 2904 | 6.7005 |
| 5.84 | 364.0 | 2912 | 6.7007 |
| 5.8221 | 365.0 | 2920 | 6.7006 |
| 5.8135 | 366.0 | 2928 | 6.7005 |
| 5.8016 | 367.0 | 2936 | 6.7004 |
| 5.8481 | 368.0 | 2944 | 6.7003 |
| 5.7974 | 369.0 | 2952 | 6.7003 |
| 5.8429 | 370.0 | 2960 | 6.7002 |
| 5.8386 | 371.0 | 2968 | 6.7002 |
| 5.8196 | 372.0 | 2976 | 6.7002 |
| 5.8117 | 373.0 | 2984 | 6.7002 |
| 5.852 | 374.0 | 2992 | 6.7002 |
| 5.7905 | 375.0 | 3000 | 6.7002 |