--- library_name: transformers base_model: aubmindlab/bert-base-arabertv02 tags: - generated_from_trainer model-index: - name: Arabic_CrossPrompt_FineTuningAraBERT_noAug_TestTask8_relevance results: [] --- # Arabic_CrossPrompt_FineTuningAraBERT_noAug_TestTask8_relevance This model is a fine-tuned version of [aubmindlab/bert-base-arabertv02](https://huggingface.co/aubmindlab/bert-base-arabertv02) on the None dataset. It achieves the following results on the evaluation set: - Loss: 0.1690 - Qwk: 0.2264 - Mse: 0.1690 - Rmse: 0.4111 ## 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: 2e-05 - train_batch_size: 8 - eval_batch_size: 8 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 100 ### Training results | Training Loss | Epoch | Step | Validation Loss | Qwk | Mse | Rmse | |:-------------:|:------:|:----:|:---------------:|:-------:|:------:|:------:| | No log | 0.0196 | 2 | 1.1059 | 0.0217 | 1.1059 | 1.0516 | | No log | 0.0392 | 4 | 0.7064 | 0.0202 | 0.7064 | 0.8405 | | No log | 0.0588 | 6 | 0.2304 | 0.1225 | 0.2304 | 0.4800 | | No log | 0.0784 | 8 | 0.2240 | 0.0299 | 0.2240 | 0.4733 | | No log | 0.0980 | 10 | 0.2156 | 0.1127 | 0.2156 | 0.4643 | | No log | 0.1176 | 12 | 0.2270 | -0.0077 | 0.2270 | 0.4765 | | No log | 0.1373 | 14 | 0.2660 | -0.0734 | 0.2660 | 0.5157 | | No log | 0.1569 | 16 | 0.2882 | -0.0252 | 0.2882 | 0.5369 | | No log | 0.1765 | 18 | 0.2063 | 0.0997 | 0.2063 | 0.4542 | | No log | 0.1961 | 20 | 0.1955 | 0.0109 | 0.1955 | 0.4422 | | No log | 0.2157 | 22 | 0.2139 | 0.0 | 0.2139 | 0.4625 | | No log | 0.2353 | 24 | 0.2119 | 0.1058 | 0.2119 | 0.4603 | | No log | 0.2549 | 26 | 0.2118 | 0.1058 | 0.2118 | 0.4602 | | No log | 0.2745 | 28 | 0.1884 | 0.1760 | 0.1884 | 0.4341 | | No log | 0.2941 | 30 | 0.1931 | 0.0880 | 0.1931 | 0.4395 | | No log | 0.3137 | 32 | 0.1831 | 0.1058 | 0.1831 | 0.4279 | | No log | 0.3333 | 34 | 0.1744 | 0.1368 | 0.1744 | 0.4177 | | No log | 0.3529 | 36 | 0.1930 | 0.1020 | 0.1930 | 0.4393 | | No log | 0.3725 | 38 | 0.1831 | 0.0904 | 0.1831 | 0.4279 | | No log | 0.3922 | 40 | 0.1924 | 0.1162 | 0.1924 | 0.4387 | | No log | 0.4118 | 42 | 0.2152 | 0.0 | 0.2152 | 0.4639 | | No log | 0.4314 | 44 | 0.2050 | 0.0 | 0.2050 | 0.4528 | | No log | 0.4510 | 46 | 0.1811 | 0.0201 | 0.1811 | 0.4256 | | No log | 0.4706 | 48 | 0.1770 | 0.0018 | 0.1770 | 0.4207 | | No log | 0.4902 | 50 | 0.1848 | 0.0972 | 0.1848 | 0.4298 | | No log | 0.5098 | 52 | 0.1924 | 0.2351 | 0.1924 | 0.4386 | | No log | 0.5294 | 54 | 0.1813 | 0.1368 | 0.1813 | 0.4258 | | No log | 0.5490 | 56 | 0.1697 | 0.0299 | 0.1697 | 0.4120 | | No log | 0.5686 | 58 | 0.1890 | 0.0 | 0.1890 | 0.4348 | | No log | 0.5882 | 60 | 0.2168 | 0.0 | 0.2168 | 0.4656 | | No log | 0.6078 | 62 | 0.2130 | 0.0 | 0.2130 | 0.4615 | | No log | 0.6275 | 64 | 0.2260 | 0.0 | 0.2260 | 0.4754 | | No log | 0.6471 | 66 | 0.2160 | 0.0 | 0.2160 | 0.4647 | | No log | 0.6667 | 68 | 0.1999 | 0.0593 | 0.1999 | 0.4471 | | No log | 0.6863 | 70 | 0.1917 | 0.1159 | 0.1917 | 0.4378 | | No log | 0.7059 | 72 | 0.1902 | 0.1098 | 0.1902 | 0.4362 | | No log | 0.7255 | 74 | 0.2163 | 0.0299 | 0.2163 | 0.4651 | | No log | 0.7451 | 76 | 0.2386 | -0.0097 | 0.2386 | 0.4885 | | No log | 0.7647 | 78 | 0.2022 | 0.0201 | 0.2022 | 0.4496 | | No log | 0.7843 | 80 | 0.2070 | 0.0544 | 0.2070 | 0.4549 | | No log | 0.8039 | 82 | 0.2203 | 0.0771 | 0.2203 | 0.4694 | | No log | 0.8235 | 84 | 0.2118 | 0.0774 | 0.2118 | 0.4603 | | No log | 0.8431 | 86 | 0.2129 | 0.0388 | 0.2129 | 0.4614 | | No log | 0.8627 | 88 | 0.2198 | 0.0009 | 0.2198 | 0.4688 | | No log | 0.8824 | 90 | 0.2424 | -0.0097 | 0.2424 | 0.4924 | | No log | 0.9020 | 92 | 0.2319 | 0.0 | 0.2319 | 0.4815 | | No log | 0.9216 | 94 | 0.2057 | 0.0202 | 0.2057 | 0.4536 | | No log | 0.9412 | 96 | 0.1924 | 0.0566 | 0.1924 | 0.4387 | | No log | 0.9608 | 98 | 0.2119 | 0.1471 | 0.2119 | 0.4603 | | No log | 0.9804 | 100 | 0.2124 | 0.1020 | 0.2124 | 0.4608 | | No log | 1.0 | 102 | 0.2030 | 0.1745 | 0.2030 | 0.4505 | | No log | 1.0196 | 104 | 0.1780 | 0.1058 | 0.1780 | 0.4219 | | No log | 1.0392 | 106 | 0.1685 | 0.0593 | 0.1685 | 0.4105 | | No log | 1.0588 | 108 | 0.1683 | 0.1229 | 0.1683 | 0.4102 | | No log | 1.0784 | 110 | 0.1808 | 0.0299 | 0.1808 | 0.4252 | | No log | 1.0980 | 112 | 0.2087 | 0.0 | 0.2087 | 0.4568 | | No log | 1.1176 | 114 | 0.1911 | 0.0 | 0.1911 | 0.4371 | | No log | 1.1373 | 116 | 0.1700 | 0.0593 | 0.1700 | 0.4124 | | No log | 1.1569 | 118 | 0.1777 | 0.0 | 0.1777 | 0.4216 | | No log | 1.1765 | 120 | 0.1737 | 0.0299 | 0.1737 | 0.4168 | | No log | 1.1961 | 122 | 0.1665 | 0.0593 | 0.1665 | 0.4080 | | No log | 1.2157 | 124 | 0.1680 | 0.1162 | 0.1680 | 0.4099 | | No log | 1.2353 | 126 | 0.1699 | 0.1058 | 0.1699 | 0.4122 | | No log | 1.2549 | 128 | 0.1676 | 0.0593 | 0.1676 | 0.4093 | | No log | 1.2745 | 130 | 0.1725 | 0.0593 | 0.1725 | 0.4153 | | No log | 1.2941 | 132 | 0.1797 | 0.0593 | 0.1797 | 0.4239 | | No log | 1.3137 | 134 | 0.1866 | 0.0593 | 0.1866 | 0.4319 | | No log | 1.3333 | 136 | 0.1882 | 0.0880 | 0.1882 | 0.4338 | | No log | 1.3529 | 138 | 0.1847 | 0.1911 | 0.1847 | 0.4298 | | No log | 1.3725 | 140 | 0.1868 | 0.3081 | 0.1868 | 0.4323 | | No log | 1.3922 | 142 | 0.1746 | 0.2998 | 0.1746 | 0.4179 | | No log | 1.4118 | 144 | 0.1647 | 0.2950 | 0.1647 | 0.4058 | | No log | 1.4314 | 146 | 0.1567 | 0.2818 | 0.1567 | 0.3959 | | No log | 1.4510 | 148 | 0.1561 | 0.2096 | 0.1561 | 0.3951 | | No log | 1.4706 | 150 | 0.1622 | 0.2294 | 0.1622 | 0.4028 | | No log | 1.4902 | 152 | 0.1614 | 0.1752 | 0.1614 | 0.4018 | | No log | 1.5098 | 154 | 0.1672 | 0.0880 | 0.1672 | 0.4089 | | No log | 1.5294 | 156 | 0.1697 | 0.0593 | 0.1697 | 0.4120 | | No log | 1.5490 | 158 | 0.1736 | 0.0593 | 0.1736 | 0.4166 | | No log | 1.5686 | 160 | 0.1759 | 0.0593 | 0.1759 | 0.4194 | | No log | 1.5882 | 162 | 0.1747 | 0.0593 | 0.1747 | 0.4180 | | No log | 1.6078 | 164 | 0.1661 | 0.1760 | 0.1661 | 0.4076 | | No log | 1.6275 | 166 | 0.1918 | 0.1728 | 0.1918 | 0.4379 | | No log | 1.6471 | 168 | 0.1941 | 0.1772 | 0.1941 | 0.4406 | | No log | 1.6667 | 170 | 0.1896 | 0.0593 | 0.1896 | 0.4354 | | No log | 1.6863 | 172 | 0.1886 | -0.0097 | 0.1886 | 0.4343 | | No log | 1.7059 | 174 | 0.2004 | 0.1065 | 0.2004 | 0.4477 | | No log | 1.7255 | 176 | 0.2176 | 0.1792 | 0.2176 | 0.4665 | | No log | 1.7451 | 178 | 0.2071 | 0.2197 | 0.2071 | 0.4551 | | No log | 1.7647 | 180 | 0.1846 | 0.2708 | 0.1846 | 0.4296 | | No log | 1.7843 | 182 | 0.1989 | 0.2352 | 0.1989 | 0.4460 | | No log | 1.8039 | 184 | 0.2186 | 0.1987 | 0.2186 | 0.4675 | | No log | 1.8235 | 186 | 0.1817 | 0.1818 | 0.1817 | 0.4263 | | No log | 1.8431 | 188 | 0.1640 | 0.1745 | 0.1640 | 0.4049 | | No log | 1.8627 | 190 | 0.1686 | 0.1867 | 0.1686 | 0.4106 | | No log | 1.8824 | 192 | 0.1791 | 0.1752 | 0.1791 | 0.4232 | | No log | 1.9020 | 194 | 0.1679 | 0.1807 | 0.1679 | 0.4097 | | No log | 1.9216 | 196 | 0.1713 | 0.0299 | 0.1713 | 0.4139 | | No log | 1.9412 | 198 | 0.1940 | 0.0 | 0.1940 | 0.4405 | | No log | 1.9608 | 200 | 0.2042 | 0.0299 | 0.2042 | 0.4519 | | No log | 1.9804 | 202 | 0.2110 | 0.0677 | 0.2110 | 0.4593 | | No log | 2.0 | 204 | 0.2075 | 0.0299 | 0.2075 | 0.4555 | | No log | 2.0196 | 206 | 0.2029 | 0.0 | 0.2029 | 0.4504 | | No log | 2.0392 | 208 | 0.2131 | 0.0 | 0.2131 | 0.4617 | | No log | 2.0588 | 210 | 0.1971 | 0.0299 | 0.1971 | 0.4440 | | No log | 2.0784 | 212 | 0.1666 | 0.1058 | 0.1666 | 0.4082 | | No log | 2.0980 | 214 | 0.1586 | 0.1602 | 0.1586 | 0.3982 | | No log | 2.1176 | 216 | 0.1565 | 0.2163 | 0.1565 | 0.3957 | | No log | 2.1373 | 218 | 0.1565 | 0.2232 | 0.1565 | 0.3956 | | No log | 2.1569 | 220 | 0.1594 | 0.2166 | 0.1594 | 0.3992 | | No log | 2.1765 | 222 | 0.1672 | 0.2514 | 0.1672 | 0.4090 | | No log | 2.1961 | 224 | 0.1760 | 0.2831 | 0.1760 | 0.4195 | | No log | 2.2157 | 226 | 0.1774 | 0.2623 | 0.1774 | 0.4212 | | No log | 2.2353 | 228 | 0.1699 | 0.1254 | 0.1699 | 0.4122 | | No log | 2.2549 | 230 | 0.1638 | 0.1058 | 0.1638 | 0.4047 | | No log | 2.2745 | 232 | 0.1642 | 0.0778 | 0.1642 | 0.4052 | | No log | 2.2941 | 234 | 0.1635 | 0.0778 | 0.1635 | 0.4043 | | No log | 2.3137 | 236 | 0.1686 | 0.0880 | 0.1686 | 0.4106 | | No log | 2.3333 | 238 | 0.1625 | 0.1162 | 0.1625 | 0.4031 | | No log | 2.3529 | 240 | 0.1575 | 0.1333 | 0.1575 | 0.3969 | | No log | 2.3725 | 242 | 0.1542 | 0.2520 | 0.1542 | 0.3927 | | No log | 2.3922 | 244 | 0.1550 | 0.2908 | 0.1550 | 0.3937 | | No log | 2.4118 | 246 | 0.1576 | 0.3245 | 0.1576 | 0.3970 | | No log | 2.4314 | 248 | 0.1624 | 0.2908 | 0.1624 | 0.4030 | | No log | 2.4510 | 250 | 0.1849 | 0.1710 | 0.1849 | 0.4299 | | No log | 2.4706 | 252 | 0.1970 | 0.1439 | 0.1970 | 0.4438 | | No log | 2.4902 | 254 | 0.1959 | 0.1439 | 0.1959 | 0.4426 | | No log | 2.5098 | 256 | 0.2103 | 0.0880 | 0.2103 | 0.4586 | | No log | 2.5294 | 258 | 0.2014 | 0.0880 | 0.2014 | 0.4488 | | No log | 2.5490 | 260 | 0.1957 | 0.0880 | 0.1957 | 0.4423 | | No log | 2.5686 | 262 | 0.1813 | 0.0880 | 0.1813 | 0.4258 | | No log | 2.5882 | 264 | 0.1658 | 0.1229 | 0.1658 | 0.4072 | | No log | 2.6078 | 266 | 0.1607 | 0.1807 | 0.1607 | 0.4008 | | No log | 2.6275 | 268 | 0.1625 | 0.1807 | 0.1625 | 0.4031 | | No log | 2.6471 | 270 | 0.1734 | 0.1655 | 0.1734 | 0.4165 | | No log | 2.6667 | 272 | 0.1741 | 0.1911 | 0.1741 | 0.4173 | | No log | 2.6863 | 274 | 0.1591 | 0.2545 | 0.1591 | 0.3988 | | No log | 2.7059 | 276 | 0.1553 | 0.2676 | 0.1553 | 0.3941 | | No log | 2.7255 | 278 | 0.1605 | 0.1760 | 0.1605 | 0.4006 | | No log | 2.7451 | 280 | 0.1657 | 0.1058 | 0.1657 | 0.4070 | | No log | 2.7647 | 282 | 0.1597 | 0.1393 | 0.1597 | 0.3996 | | No log | 2.7843 | 284 | 0.1596 | 0.1655 | 0.1596 | 0.3995 | | No log | 2.8039 | 286 | 0.1640 | 0.1333 | 0.1640 | 0.4050 | | No log | 2.8235 | 288 | 0.1614 | 0.2411 | 0.1614 | 0.4018 | | No log | 2.8431 | 290 | 0.1669 | 0.3090 | 0.1669 | 0.4086 | | No log | 2.8627 | 292 | 0.1654 | 0.2469 | 0.1654 | 0.4067 | | No log | 2.8824 | 294 | 0.1656 | 0.1192 | 0.1656 | 0.4069 | | No log | 2.9020 | 296 | 0.1746 | 0.0492 | 0.1746 | 0.4179 | | No log | 2.9216 | 298 | 0.1801 | 0.0 | 0.1801 | 0.4244 | | No log | 2.9412 | 300 | 0.1870 | 0.0299 | 0.1870 | 0.4324 | | No log | 2.9608 | 302 | 0.1865 | 0.0201 | 0.1865 | 0.4318 | | No log | 2.9804 | 304 | 0.1836 | 0.0492 | 0.1836 | 0.4285 | | No log | 3.0 | 306 | 0.1757 | 0.1229 | 0.1757 | 0.4192 | | No log | 3.0196 | 308 | 0.1718 | 0.1604 | 0.1718 | 0.4145 | | No log | 3.0392 | 310 | 0.1669 | 0.2570 | 0.1669 | 0.4086 | | No log | 3.0588 | 312 | 0.1607 | 0.2545 | 0.1607 | 0.4009 | | No log | 3.0784 | 314 | 0.1627 | 0.0757 | 0.1627 | 0.4033 | | No log | 3.0980 | 316 | 0.1816 | 0.0956 | 0.1816 | 0.4261 | | No log | 3.1176 | 318 | 0.1991 | 0.0778 | 0.1991 | 0.4462 | | No log | 3.1373 | 320 | 0.1772 | 0.1655 | 0.1772 | 0.4210 | | No log | 3.1569 | 322 | 0.1683 | 0.2163 | 0.1683 | 0.4102 | | No log | 3.1765 | 324 | 0.1622 | 0.2103 | 0.1622 | 0.4027 | | No log | 3.1961 | 326 | 0.1732 | 0.2364 | 0.1732 | 0.4161 | | No log | 3.2157 | 328 | 0.1967 | 0.1162 | 0.1967 | 0.4435 | | No log | 3.2353 | 330 | 0.1936 | 0.1439 | 0.1936 | 0.4400 | | No log | 3.2549 | 332 | 0.1785 | 0.1710 | 0.1785 | 0.4225 | | No log | 3.2745 | 334 | 0.1729 | 0.1162 | 0.1729 | 0.4158 | | No log | 3.2941 | 336 | 0.1626 | 0.2126 | 0.1626 | 0.4033 | | No log | 3.3137 | 338 | 0.1640 | 0.1867 | 0.1640 | 0.4050 | | No log | 3.3333 | 340 | 0.1611 | 0.2908 | 0.1611 | 0.4014 | | No log | 3.3529 | 342 | 0.1619 | 0.3263 | 0.1619 | 0.4023 | | No log | 3.3725 | 344 | 0.1649 | 0.3090 | 0.1649 | 0.4060 | | No log | 3.3922 | 346 | 0.1648 | 0.3040 | 0.1648 | 0.4059 | | No log | 3.4118 | 348 | 0.1860 | 0.3016 | 0.1860 | 0.4313 | | No log | 3.4314 | 350 | 0.1740 | 0.3581 | 0.1740 | 0.4172 | | No log | 3.4510 | 352 | 0.1766 | 0.3472 | 0.1766 | 0.4203 | | No log | 3.4706 | 354 | 0.1880 | 0.2492 | 0.1880 | 0.4335 | | No log | 3.4902 | 356 | 0.1840 | 0.1990 | 0.1840 | 0.4289 | | No log | 3.5098 | 358 | 0.1904 | 0.2974 | 0.1904 | 0.4363 | | No log | 3.5294 | 360 | 0.1705 | 0.2445 | 0.1705 | 0.4130 | | No log | 3.5490 | 362 | 0.1883 | 0.0492 | 0.1883 | 0.4339 | | No log | 3.5686 | 364 | 0.1794 | 0.1162 | 0.1794 | 0.4236 | | No log | 3.5882 | 366 | 0.1693 | 0.2743 | 0.1693 | 0.4114 | | No log | 3.6078 | 368 | 0.1635 | 0.2892 | 0.1635 | 0.4043 | | No log | 3.6275 | 370 | 0.1639 | 0.3245 | 0.1639 | 0.4048 | | No log | 3.6471 | 372 | 0.1645 | 0.3136 | 0.1645 | 0.4056 | | No log | 3.6667 | 374 | 0.1679 | 0.2654 | 0.1679 | 0.4097 | | No log | 3.6863 | 376 | 0.1914 | 0.2236 | 0.1914 | 0.4375 | | No log | 3.7059 | 378 | 0.2001 | 0.0880 | 0.2001 | 0.4474 | | No log | 3.7255 | 380 | 0.1969 | 0.0880 | 0.1969 | 0.4437 | | No log | 3.7451 | 382 | 0.1841 | 0.1058 | 0.1841 | 0.4291 | | No log | 3.7647 | 384 | 0.1725 | 0.1333 | 0.1725 | 0.4154 | | No log | 3.7843 | 386 | 0.1570 | 0.1451 | 0.1570 | 0.3962 | | No log | 3.8039 | 388 | 0.1583 | 0.3577 | 0.1583 | 0.3979 | | No log | 3.8235 | 390 | 0.1695 | 0.3568 | 0.1695 | 0.4117 | | No log | 3.8431 | 392 | 0.1841 | 0.3476 | 0.1841 | 0.4290 | | No log | 3.8627 | 394 | 0.1613 | 0.2880 | 0.1613 | 0.4017 | | No log | 3.8824 | 396 | 0.1569 | 0.1954 | 0.1569 | 0.3961 | | No log | 3.9020 | 398 | 0.1576 | 0.2058 | 0.1576 | 0.3970 | | No log | 3.9216 | 400 | 0.1622 | 0.1655 | 0.1622 | 0.4027 | | No log | 3.9412 | 402 | 0.1620 | 0.1807 | 0.1620 | 0.4025 | | No log | 3.9608 | 404 | 0.1628 | 0.2163 | 0.1628 | 0.4035 | | No log | 3.9804 | 406 | 0.1598 | 0.2096 | 0.1598 | 0.3998 | | No log | 4.0 | 408 | 0.1615 | 0.2069 | 0.1615 | 0.4019 | | No log | 4.0196 | 410 | 0.1638 | 0.2445 | 0.1638 | 0.4047 | | No log | 4.0392 | 412 | 0.1684 | 0.1745 | 0.1684 | 0.4103 | | No log | 4.0588 | 414 | 0.1742 | 0.1935 | 0.1742 | 0.4174 | | No log | 4.0784 | 416 | 0.2118 | 0.2126 | 0.2118 | 0.4602 | | No log | 4.0980 | 418 | 0.2328 | 0.0299 | 0.2328 | 0.4825 | | No log | 4.1176 | 420 | 0.2020 | 0.1867 | 0.2020 | 0.4495 | | No log | 4.1373 | 422 | 0.1582 | 0.2492 | 0.1582 | 0.3978 | | No log | 4.1569 | 424 | 0.1652 | 0.4065 | 0.1652 | 0.4065 | | No log | 4.1765 | 426 | 0.1684 | 0.3884 | 0.1684 | 0.4104 | | No log | 4.1961 | 428 | 0.1481 | 0.3269 | 0.1481 | 0.3849 | | No log | 4.2157 | 430 | 0.1608 | 0.3003 | 0.1608 | 0.4010 | | No log | 4.2353 | 432 | 0.2002 | 0.1602 | 0.2002 | 0.4475 | | No log | 4.2549 | 434 | 0.2263 | 0.0778 | 0.2263 | 0.4757 | | No log | 4.2745 | 436 | 0.2243 | 0.0778 | 0.2243 | 0.4737 | | No log | 4.2941 | 438 | 0.1978 | 0.0778 | 0.1978 | 0.4448 | | No log | 4.3137 | 440 | 0.1663 | 0.1867 | 0.1663 | 0.4078 | | No log | 4.3333 | 442 | 0.1501 | 0.2520 | 0.1501 | 0.3875 | | No log | 4.3529 | 444 | 0.1473 | 0.3016 | 0.1473 | 0.3838 | | No log | 4.3725 | 446 | 0.1552 | 0.3378 | 0.1552 | 0.3939 | | No log | 4.3922 | 448 | 0.2091 | 0.3476 | 0.2091 | 0.4573 | | No log | 4.4118 | 450 | 0.2381 | 0.3391 | 0.2381 | 0.4879 | | No log | 4.4314 | 452 | 0.2070 | 0.2659 | 0.2070 | 0.4550 | | No log | 4.4510 | 454 | 0.1748 | 0.1471 | 0.1748 | 0.4180 | | No log | 4.4706 | 456 | 0.1723 | 0.1254 | 0.1723 | 0.4151 | | No log | 4.4902 | 458 | 0.1771 | 0.1602 | 0.1771 | 0.4209 | | No log | 4.5098 | 460 | 0.1682 | 0.1393 | 0.1682 | 0.4102 | | No log | 4.5294 | 462 | 0.1541 | 0.2232 | 0.1541 | 0.3925 | | No log | 4.5490 | 464 | 0.1557 | 0.3008 | 0.1557 | 0.3946 | | No log | 4.5686 | 466 | 0.1800 | 0.3478 | 0.1800 | 0.4242 | | No log | 4.5882 | 468 | 0.1916 | 0.3180 | 0.1916 | 0.4377 | | No log | 4.6078 | 470 | 0.1686 | 0.2964 | 0.1686 | 0.4107 | | No log | 4.6275 | 472 | 0.1561 | 0.2657 | 0.1561 | 0.3951 | | No log | 4.6471 | 474 | 0.1711 | 0.2236 | 0.1711 | 0.4137 | | No log | 4.6667 | 476 | 0.2098 | 0.0593 | 0.2098 | 0.4581 | | No log | 4.6863 | 478 | 0.2263 | 0.0 | 0.2263 | 0.4757 | | No log | 4.7059 | 480 | 0.2227 | 0.0 | 0.2227 | 0.4719 | | No log | 4.7255 | 482 | 0.2112 | 0.0 | 0.2112 | 0.4596 | | No log | 4.7451 | 484 | 0.1975 | 0.0299 | 0.1975 | 0.4444 | | No log | 4.7647 | 486 | 0.1833 | 0.0299 | 0.1833 | 0.4282 | | No log | 4.7843 | 488 | 0.1770 | 0.1162 | 0.1770 | 0.4207 | | No log | 4.8039 | 490 | 0.1688 | 0.1975 | 0.1688 | 0.4108 | | No log | 4.8235 | 492 | 0.1585 | 0.1911 | 0.1585 | 0.3982 | | No log | 4.8431 | 494 | 0.1521 | 0.3153 | 0.1521 | 0.3899 | | No log | 4.8627 | 496 | 0.1635 | 0.3292 | 0.1635 | 0.4043 | | No log | 4.8824 | 498 | 0.1650 | 0.3203 | 0.1650 | 0.4062 | | 0.2213 | 4.9020 | 500 | 0.1598 | 0.2894 | 0.1598 | 0.3998 | | 0.2213 | 4.9216 | 502 | 0.1659 | 0.2783 | 0.1659 | 0.4073 | | 0.2213 | 4.9412 | 504 | 0.1878 | 0.2236 | 0.1878 | 0.4334 | | 0.2213 | 4.9608 | 506 | 0.1964 | 0.1439 | 0.1964 | 0.4432 | | 0.2213 | 4.9804 | 508 | 0.1860 | 0.2271 | 0.1860 | 0.4313 | | 0.2213 | 5.0 | 510 | 0.1690 | 0.2264 | 0.1690 | 0.4111 | ### Framework versions - Transformers 4.44.2 - Pytorch 2.4.0+cu118 - Datasets 2.21.0 - Tokenizers 0.19.1