--- library_name: transformers tags: - generated_from_trainer model-index: - name: impossible-llms-dutch-intersect-word results: [] --- # impossible-llms-dutch-intersect-word This model is a fine-tuned version of [](https://huggingface.co/) on an unknown dataset. It achieves the following results on the evaluation set: - Loss: 4.7745 ## 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: 0.0001 - train_batch_size: 12 - eval_batch_size: 8 - seed: 0 - distributed_type: multi-GPU - num_devices: 4 - gradient_accumulation_steps: 8 - total_train_batch_size: 384 - total_eval_batch_size: 32 - optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments - lr_scheduler_type: cosine - lr_scheduler_warmup_ratio: 0.1 - training_steps: 3000 - mixed_precision_training: Native AMP - label_smoothing_factor: 0.1 ### Training results | Training Loss | Epoch | Step | Validation Loss | |:-------------:|:-----:|:----:|:---------------:| | 51.7189 | 1.0 | 8 | 10.0476 | | 45.5929 | 2.0 | 16 | 8.9352 | | 42.1017 | 3.0 | 24 | 8.2878 | | 40.0518 | 4.0 | 32 | 7.8903 | | 37.6876 | 5.0 | 40 | 7.4690 | | 36.3202 | 6.0 | 48 | 7.2505 | | 35.5997 | 7.0 | 56 | 7.0793 | | 34.8348 | 8.0 | 64 | 6.8924 | | 33.7436 | 9.0 | 72 | 6.6834 | | 32.6464 | 10.0 | 80 | 6.4698 | | 31.5645 | 11.0 | 88 | 6.2486 | | 30.3178 | 12.0 | 96 | 6.0195 | | 29.3294 | 13.0 | 104 | 5.7948 | | 28.2103 | 14.0 | 112 | 5.5902 | | 27.1837 | 15.0 | 120 | 5.4050 | | 26.4971 | 16.0 | 128 | 5.2435 | | 25.6749 | 17.0 | 136 | 5.1103 | | 25.2873 | 18.0 | 144 | 5.0085 | | 24.6749 | 19.0 | 152 | 4.9364 | | 24.3907 | 20.0 | 160 | 4.8965 | | 24.1674 | 21.0 | 168 | 4.8433 | | 24.2179 | 22.0 | 176 | 4.8306 | | 23.8266 | 23.0 | 184 | 4.7872 | | 23.6862 | 24.0 | 192 | 4.7720 | | 23.7183 | 25.0 | 200 | 4.7411 | | 23.62 | 26.0 | 208 | 4.7147 | | 23.5007 | 27.0 | 216 | 4.7175 | | 23.3527 | 28.0 | 224 | 4.6974 | | 23.1154 | 29.0 | 232 | 4.6720 | | 23.0423 | 30.0 | 240 | 4.6647 | | 23.0967 | 31.0 | 248 | 4.6336 | | 23.1378 | 32.0 | 256 | 4.6344 | | 22.9028 | 33.0 | 264 | 4.6067 | | 22.8743 | 34.0 | 272 | 4.5859 | | 22.811 | 35.0 | 280 | 4.5717 | | 22.8013 | 36.0 | 288 | 4.5514 | | 22.6364 | 37.0 | 296 | 4.5301 | | 22.5228 | 38.0 | 304 | 4.4989 | | 22.3443 | 39.0 | 312 | 4.4613 | | 22.2754 | 40.0 | 320 | 4.4305 | | 22.1578 | 41.0 | 328 | 4.4227 | | 22.1021 | 42.0 | 336 | 4.3886 | | 22.0509 | 43.0 | 344 | 4.3405 | | 21.8104 | 44.0 | 352 | 4.3321 | | 21.7075 | 45.0 | 360 | 4.3073 | | 21.5286 | 46.0 | 368 | 4.2935 | | 21.4522 | 47.0 | 376 | 4.2867 | | 21.5575 | 48.0 | 384 | 4.2742 | | 21.0793 | 49.0 | 392 | 4.2650 | | 21.0869 | 50.0 | 400 | 4.2595 | | 21.0158 | 51.0 | 408 | 4.2463 | | 21.0016 | 52.0 | 416 | 4.2321 | | 20.9245 | 53.0 | 424 | 4.2210 | | 20.9421 | 54.0 | 432 | 4.2106 | | 20.9968 | 55.0 | 440 | 4.2015 | | 20.6215 | 56.0 | 448 | 4.1862 | | 20.618 | 57.0 | 456 | 4.1790 | | 20.7328 | 58.0 | 464 | 4.1708 | | 20.6616 | 59.0 | 472 | 4.1591 | | 20.415 | 60.0 | 480 | 4.1473 | | 20.4787 | 61.0 | 488 | 4.1395 | | 20.3404 | 62.0 | 496 | 4.1273 | | 20.1939 | 63.0 | 504 | 4.1141 | | 20.1402 | 64.0 | 512 | 4.1028 | | 20.1283 | 65.0 | 520 | 4.0897 | | 20.1692 | 66.0 | 528 | 4.0822 | | 20.1286 | 67.0 | 536 | 4.0682 | | 19.8633 | 68.0 | 544 | 4.0593 | | 19.8631 | 69.0 | 552 | 4.0496 | | 19.8043 | 70.0 | 560 | 4.0391 | | 19.708 | 71.0 | 568 | 4.0255 | | 19.5752 | 72.0 | 576 | 4.0174 | | 19.6992 | 73.0 | 584 | 4.0066 | | 19.5357 | 74.0 | 592 | 4.0011 | | 19.5627 | 75.0 | 600 | 3.9894 | | 19.3649 | 76.0 | 608 | 3.9800 | | 19.3032 | 77.0 | 616 | 3.9717 | | 19.3458 | 78.0 | 624 | 3.9664 | | 19.2749 | 79.0 | 632 | 3.9616 | | 19.0506 | 80.0 | 640 | 3.9573 | | 19.2856 | 81.0 | 648 | 3.9510 | | 19.1438 | 82.0 | 656 | 3.9467 | | 19.2168 | 83.0 | 664 | 3.9400 | | 18.9629 | 84.0 | 672 | 3.9328 | | 19.009 | 85.0 | 680 | 3.9302 | | 18.847 | 86.0 | 688 | 3.9253 | | 18.7197 | 87.0 | 696 | 3.9198 | | 18.719 | 88.0 | 704 | 3.9144 | | 18.5683 | 89.0 | 712 | 3.9140 | | 18.7311 | 90.0 | 720 | 3.9106 | | 18.6126 | 91.0 | 728 | 3.9047 | | 18.6164 | 92.0 | 736 | 3.9005 | | 18.5841 | 93.0 | 744 | 3.9014 | | 18.365 | 94.0 | 752 | 3.8974 | | 18.5044 | 95.0 | 760 | 3.8944 | | 18.2188 | 96.0 | 768 | 3.8911 | | 18.4713 | 97.0 | 776 | 3.8917 | | 18.2075 | 98.0 | 784 | 3.8912 | | 18.0931 | 99.0 | 792 | 3.8903 | | 18.2395 | 100.0 | 800 | 3.8894 | | 18.1068 | 101.0 | 808 | 3.8857 | | 18.011 | 102.0 | 816 | 3.8833 | | 18.1438 | 103.0 | 824 | 3.8844 | | 17.9927 | 104.0 | 832 | 3.8851 | | 18.0422 | 105.0 | 840 | 3.8851 | | 18.0454 | 106.0 | 848 | 3.8839 | | 17.8224 | 107.0 | 856 | 3.8861 | | 17.8553 | 108.0 | 864 | 3.8856 | | 17.7585 | 109.0 | 872 | 3.8884 | | 17.7547 | 110.0 | 880 | 3.8872 | | 17.6096 | 111.0 | 888 | 3.8922 | | 17.6601 | 112.0 | 896 | 3.8930 | | 17.5424 | 113.0 | 904 | 3.8938 | | 17.5615 | 114.0 | 912 | 3.8934 | | 17.4581 | 115.0 | 920 | 3.8957 | | 17.4704 | 116.0 | 928 | 3.8967 | | 17.2762 | 117.0 | 936 | 3.9008 | | 17.2857 | 118.0 | 944 | 3.9021 | | 17.1992 | 119.0 | 952 | 3.9093 | | 17.2158 | 120.0 | 960 | 3.9113 | | 17.1756 | 121.0 | 968 | 3.9109 | | 17.0654 | 122.0 | 976 | 3.9169 | | 17.0659 | 123.0 | 984 | 3.9209 | | 17.0219 | 124.0 | 992 | 3.9241 | | 16.9725 | 125.0 | 1000 | 3.9250 | | 16.876 | 126.0 | 1008 | 3.9309 | | 16.8892 | 127.0 | 1016 | 3.9345 | | 16.7261 | 128.0 | 1024 | 3.9360 | | 16.6938 | 129.0 | 1032 | 3.9409 | | 16.6889 | 130.0 | 1040 | 3.9456 | | 16.6275 | 131.0 | 1048 | 3.9522 | | 16.6681 | 132.0 | 1056 | 3.9518 | | 16.483 | 133.0 | 1064 | 3.9589 | | 16.4609 | 134.0 | 1072 | 3.9684 | | 16.4791 | 135.0 | 1080 | 3.9733 | | 16.3662 | 136.0 | 1088 | 3.9750 | | 16.2939 | 137.0 | 1096 | 3.9767 | | 16.2931 | 138.0 | 1104 | 3.9866 | | 16.1624 | 139.0 | 1112 | 3.9851 | | 16.2026 | 140.0 | 1120 | 3.9919 | | 16.1111 | 141.0 | 1128 | 3.9994 | | 16.0109 | 142.0 | 1136 | 4.0099 | | 16.0783 | 143.0 | 1144 | 4.0114 | | 16.0069 | 144.0 | 1152 | 4.0167 | | 15.9754 | 145.0 | 1160 | 4.0262 | | 15.9227 | 146.0 | 1168 | 4.0306 | | 15.9168 | 147.0 | 1176 | 4.0365 | | 15.8825 | 148.0 | 1184 | 4.0413 | | 15.7991 | 149.0 | 1192 | 4.0455 | | 15.645 | 150.0 | 1200 | 4.0557 | | 15.617 | 151.0 | 1208 | 4.0608 | | 15.5395 | 152.0 | 1216 | 4.0660 | | 15.519 | 153.0 | 1224 | 4.0732 | | 15.401 | 154.0 | 1232 | 4.0782 | | 15.4854 | 155.0 | 1240 | 4.0819 | | 15.3471 | 156.0 | 1248 | 4.0914 | | 15.318 | 157.0 | 1256 | 4.0970 | | 15.3085 | 158.0 | 1264 | 4.1017 | | 15.221 | 159.0 | 1272 | 4.1116 | | 15.1557 | 160.0 | 1280 | 4.1160 | | 15.1176 | 161.0 | 1288 | 4.1260 | | 15.0693 | 162.0 | 1296 | 4.1339 | | 15.0102 | 163.0 | 1304 | 4.1405 | | 15.0169 | 164.0 | 1312 | 4.1415 | | 14.8992 | 165.0 | 1320 | 4.1509 | | 14.8533 | 166.0 | 1328 | 4.1603 | | 14.8163 | 167.0 | 1336 | 4.1664 | | 14.7867 | 168.0 | 1344 | 4.1714 | | 14.8052 | 169.0 | 1352 | 4.1735 | | 14.6813 | 170.0 | 1360 | 4.1812 | | 14.7567 | 171.0 | 1368 | 4.1881 | | 14.6379 | 172.0 | 1376 | 4.1944 | | 14.549 | 173.0 | 1384 | 4.1979 | | 14.5129 | 174.0 | 1392 | 4.2059 | | 14.4243 | 175.0 | 1400 | 4.2126 | | 14.4455 | 176.0 | 1408 | 4.2240 | | 14.4278 | 177.0 | 1416 | 4.2281 | | 14.3713 | 178.0 | 1424 | 4.2380 | | 14.279 | 179.0 | 1432 | 4.2424 | | 14.2533 | 180.0 | 1440 | 4.2459 | | 14.246 | 181.0 | 1448 | 4.2515 | | 14.1578 | 182.0 | 1456 | 4.2645 | | 14.1392 | 183.0 | 1464 | 4.2723 | | 14.0903 | 184.0 | 1472 | 4.2768 | | 14.079 | 185.0 | 1480 | 4.2803 | | 14.0375 | 186.0 | 1488 | 4.2843 | | 13.9614 | 187.0 | 1496 | 4.2905 | | 13.9192 | 188.0 | 1504 | 4.3009 | | 13.9201 | 189.0 | 1512 | 4.3050 | | 13.7963 | 190.0 | 1520 | 4.3104 | | 13.8407 | 191.0 | 1528 | 4.3218 | | 13.7709 | 192.0 | 1536 | 4.3244 | | 13.7462 | 193.0 | 1544 | 4.3298 | | 13.7029 | 194.0 | 1552 | 4.3375 | | 13.6644 | 195.0 | 1560 | 4.3442 | | 13.6014 | 196.0 | 1568 | 4.3483 | | 13.5281 | 197.0 | 1576 | 4.3570 | | 13.6119 | 198.0 | 1584 | 4.3631 | | 13.5517 | 199.0 | 1592 | 4.3653 | | 13.4762 | 200.0 | 1600 | 4.3726 | | 13.4018 | 201.0 | 1608 | 4.3763 | | 13.424 | 202.0 | 1616 | 4.3857 | | 13.3859 | 203.0 | 1624 | 4.3876 | | 13.3672 | 204.0 | 1632 | 4.3951 | | 13.3213 | 205.0 | 1640 | 4.3975 | | 13.2756 | 206.0 | 1648 | 4.4056 | | 13.224 | 207.0 | 1656 | 4.4143 | | 13.1885 | 208.0 | 1664 | 4.4194 | | 13.1471 | 209.0 | 1672 | 4.4208 | | 13.0916 | 210.0 | 1680 | 4.4276 | | 13.1181 | 211.0 | 1688 | 4.4361 | | 13.0552 | 212.0 | 1696 | 4.4399 | | 13.0333 | 213.0 | 1704 | 4.4463 | | 12.9872 | 214.0 | 1712 | 4.4495 | | 12.9799 | 215.0 | 1720 | 4.4548 | | 12.9542 | 216.0 | 1728 | 4.4606 | | 12.9401 | 217.0 | 1736 | 4.4661 | | 12.865 | 218.0 | 1744 | 4.4688 | | 12.806 | 219.0 | 1752 | 4.4782 | | 12.848 | 220.0 | 1760 | 4.4819 | | 12.7813 | 221.0 | 1768 | 4.4890 | | 12.7222 | 222.0 | 1776 | 4.4942 | | 12.7728 | 223.0 | 1784 | 4.4961 | | 12.7766 | 224.0 | 1792 | 4.5025 | | 12.6914 | 225.0 | 1800 | 4.5057 | | 12.6419 | 226.0 | 1808 | 4.5081 | | 12.6464 | 227.0 | 1816 | 4.5133 | | 12.6121 | 228.0 | 1824 | 4.5199 | | 12.5764 | 229.0 | 1832 | 4.5259 | | 12.5477 | 230.0 | 1840 | 4.5286 | | 12.5402 | 231.0 | 1848 | 4.5358 | | 12.4839 | 232.0 | 1856 | 4.5389 | | 12.4889 | 233.0 | 1864 | 4.5400 | | 12.4562 | 234.0 | 1872 | 4.5456 | | 12.3885 | 235.0 | 1880 | 4.5538 | | 12.3829 | 236.0 | 1888 | 4.5530 | | 12.3939 | 237.0 | 1896 | 4.5587 | | 12.3728 | 238.0 | 1904 | 4.5662 | | 12.3166 | 239.0 | 1912 | 4.5676 | | 12.2856 | 240.0 | 1920 | 4.5710 | | 12.2932 | 241.0 | 1928 | 4.5741 | | 12.273 | 242.0 | 1936 | 4.5771 | | 12.2614 | 243.0 | 1944 | 4.5874 | | 12.211 | 244.0 | 1952 | 4.5865 | | 12.1802 | 245.0 | 1960 | 4.5901 | | 12.1831 | 246.0 | 1968 | 4.5909 | | 12.1476 | 247.0 | 1976 | 4.6018 | | 12.1183 | 248.0 | 1984 | 4.6018 | | 12.0687 | 249.0 | 1992 | 4.6060 | | 12.1377 | 250.0 | 2000 | 4.6076 | | 12.0892 | 251.0 | 2008 | 4.6110 | | 12.0651 | 252.0 | 2016 | 4.6190 | | 12.0587 | 253.0 | 2024 | 4.6192 | | 12.0171 | 254.0 | 2032 | 4.6251 | | 11.9907 | 255.0 | 2040 | 4.6265 | | 12.0035 | 256.0 | 2048 | 4.6306 | | 11.9462 | 257.0 | 2056 | 4.6352 | | 11.9049 | 258.0 | 2064 | 4.6348 | | 11.9207 | 259.0 | 2072 | 4.6385 | | 11.9332 | 260.0 | 2080 | 4.6410 | | 11.883 | 261.0 | 2088 | 4.6436 | | 11.8819 | 262.0 | 2096 | 4.6473 | | 11.882 | 263.0 | 2104 | 4.6480 | | 11.8396 | 264.0 | 2112 | 4.6562 | | 11.8125 | 265.0 | 2120 | 4.6566 | | 11.8221 | 266.0 | 2128 | 4.6606 | | 11.7901 | 267.0 | 2136 | 4.6594 | | 11.7667 | 268.0 | 2144 | 4.6648 | | 11.7682 | 269.0 | 2152 | 4.6683 | | 11.74 | 270.0 | 2160 | 4.6680 | | 11.7436 | 271.0 | 2168 | 4.6715 | | 11.6919 | 272.0 | 2176 | 4.6753 | | 11.7075 | 273.0 | 2184 | 4.6803 | | 11.6839 | 274.0 | 2192 | 4.6806 | | 11.6675 | 275.0 | 2200 | 4.6831 | | 11.6685 | 276.0 | 2208 | 4.6869 | | 11.6204 | 277.0 | 2216 | 4.6861 | | 11.6231 | 278.0 | 2224 | 4.6899 | | 11.6026 | 279.0 | 2232 | 4.6924 | | 11.6077 | 280.0 | 2240 | 4.6920 | | 11.6246 | 281.0 | 2248 | 4.6970 | | 11.5393 | 282.0 | 2256 | 4.6976 | | 11.5656 | 283.0 | 2264 | 4.6990 | | 11.5618 | 284.0 | 2272 | 4.7038 | | 11.5743 | 285.0 | 2280 | 4.7042 | | 11.5361 | 286.0 | 2288 | 4.7063 | | 11.5512 | 287.0 | 2296 | 4.7071 | | 11.5432 | 288.0 | 2304 | 4.7129 | | 11.4826 | 289.0 | 2312 | 4.7139 | | 11.4949 | 290.0 | 2320 | 4.7157 | | 11.4578 | 291.0 | 2328 | 4.7175 | | 11.493 | 292.0 | 2336 | 4.7178 | | 11.4711 | 293.0 | 2344 | 4.7172 | | 11.4457 | 294.0 | 2352 | 4.7228 | | 11.4618 | 295.0 | 2360 | 4.7223 | | 11.4468 | 296.0 | 2368 | 4.7266 | | 11.4437 | 297.0 | 2376 | 4.7263 | | 11.4165 | 298.0 | 2384 | 4.7279 | | 11.4069 | 299.0 | 2392 | 4.7291 | | 11.3908 | 300.0 | 2400 | 4.7316 | | 11.3938 | 301.0 | 2408 | 4.7334 | | 11.3858 | 302.0 | 2416 | 4.7318 | | 11.372 | 303.0 | 2424 | 4.7358 | | 11.3776 | 304.0 | 2432 | 4.7340 | | 11.3737 | 305.0 | 2440 | 4.7384 | | 11.3785 | 306.0 | 2448 | 4.7394 | | 11.3567 | 307.0 | 2456 | 4.7419 | | 11.3342 | 308.0 | 2464 | 4.7419 | | 11.3297 | 309.0 | 2472 | 4.7443 | | 11.3224 | 310.0 | 2480 | 4.7444 | | 11.3315 | 311.0 | 2488 | 4.7444 | | 11.3402 | 312.0 | 2496 | 4.7448 | | 11.3268 | 313.0 | 2504 | 4.7494 | | 11.2771 | 314.0 | 2512 | 4.7497 | | 11.308 | 315.0 | 2520 | 4.7496 | | 11.2986 | 316.0 | 2528 | 4.7517 | | 11.2748 | 317.0 | 2536 | 4.7522 | | 11.283 | 318.0 | 2544 | 4.7543 | | 11.276 | 319.0 | 2552 | 4.7550 | | 11.287 | 320.0 | 2560 | 4.7563 | | 11.2662 | 321.0 | 2568 | 4.7576 | | 11.2744 | 322.0 | 2576 | 4.7562 | | 11.2289 | 323.0 | 2584 | 4.7590 | | 11.2758 | 324.0 | 2592 | 4.7591 | | 11.2254 | 325.0 | 2600 | 4.7598 | | 11.2405 | 326.0 | 2608 | 4.7602 | | 11.2199 | 327.0 | 2616 | 4.7617 | | 11.249 | 328.0 | 2624 | 4.7612 | | 11.23 | 329.0 | 2632 | 4.7631 | | 11.2432 | 330.0 | 2640 | 4.7643 | | 11.2454 | 331.0 | 2648 | 4.7641 | | 11.2006 | 332.0 | 2656 | 4.7656 | | 11.2125 | 333.0 | 2664 | 4.7665 | | 11.2289 | 334.0 | 2672 | 4.7672 | | 11.2341 | 335.0 | 2680 | 4.7666 | | 11.2303 | 336.0 | 2688 | 4.7682 | | 11.191 | 337.0 | 2696 | 4.7678 | | 11.2292 | 338.0 | 2704 | 4.7677 | | 11.2272 | 339.0 | 2712 | 4.7693 | | 11.1941 | 340.0 | 2720 | 4.7697 | | 11.2065 | 341.0 | 2728 | 4.7692 | | 11.2112 | 342.0 | 2736 | 4.7692 | | 11.2018 | 343.0 | 2744 | 4.7711 | | 11.1885 | 344.0 | 2752 | 4.7705 | | 11.185 | 345.0 | 2760 | 4.7716 | | 11.178 | 346.0 | 2768 | 4.7715 | | 11.2254 | 347.0 | 2776 | 4.7717 | | 11.1841 | 348.0 | 2784 | 4.7714 | | 11.1784 | 349.0 | 2792 | 4.7722 | | 11.1803 | 350.0 | 2800 | 4.7728 | | 11.2022 | 351.0 | 2808 | 4.7728 | | 11.179 | 352.0 | 2816 | 4.7728 | | 11.1768 | 353.0 | 2824 | 4.7736 | | 11.1823 | 354.0 | 2832 | 4.7728 | | 11.1842 | 355.0 | 2840 | 4.7737 | | 11.1867 | 356.0 | 2848 | 4.7738 | | 11.1758 | 357.0 | 2856 | 4.7737 | | 11.1922 | 358.0 | 2864 | 4.7736 | | 11.181 | 359.0 | 2872 | 4.7739 | | 11.2054 | 360.0 | 2880 | 4.7741 | | 11.1617 | 361.0 | 2888 | 4.7742 | | 11.1658 | 362.0 | 2896 | 4.7744 | | 11.1933 | 363.0 | 2904 | 4.7748 | | 11.162 | 364.0 | 2912 | 4.7746 | | 11.1493 | 365.0 | 2920 | 4.7746 | | 11.1738 | 366.0 | 2928 | 4.7746 | | 11.174 | 367.0 | 2936 | 4.7745 | | 11.1995 | 368.0 | 2944 | 4.7744 | | 11.1741 | 369.0 | 2952 | 4.7744 | | 11.2033 | 370.0 | 2960 | 4.7745 | | 11.188 | 371.0 | 2968 | 4.7745 | | 11.1504 | 372.0 | 2976 | 4.7745 | | 11.1429 | 373.0 | 2984 | 4.7745 | | 11.1563 | 374.0 | 2992 | 4.7745 | | 11.1585 | 375.0 | 3000 | 4.7745 | ### Framework versions - Transformers 4.49.0 - Pytorch 2.4.0+cu121 - Datasets 3.4.0 - Tokenizers 0.21.0