--- library_name: transformers base_model: aubmindlab/bert-base-arabertv02 tags: - generated_from_trainer model-index: - name: ArabicNewSplits8_usingWellWrittenEssays_FineTuningAraBERT_run2_AugV5_k6_task2_organization results: [] --- # ArabicNewSplits8_usingWellWrittenEssays_FineTuningAraBERT_run2_AugV5_k6_task2_organization 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: 0.5843 - Qwk: 0.5123 - Mse: 0.5843 - Rmse: 0.7644 ## 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 | 0.0588 | 2 | 4.3270 | -0.0205 | 4.3270 | 2.0801 | | No log | 0.1176 | 4 | 2.4873 | 0.0399 | 2.4873 | 1.5771 | | No log | 0.1765 | 6 | 1.4350 | 0.0058 | 1.4350 | 1.1979 | | No log | 0.2353 | 8 | 1.2471 | -0.0427 | 1.2471 | 1.1167 | | No log | 0.2941 | 10 | 1.0039 | 0.0334 | 1.0039 | 1.0019 | | No log | 0.3529 | 12 | 0.9125 | 0.1083 | 0.9125 | 0.9553 | | No log | 0.4118 | 14 | 0.9187 | 0.0967 | 0.9187 | 0.9585 | | No log | 0.4706 | 16 | 0.8096 | 0.1666 | 0.8096 | 0.8998 | | No log | 0.5294 | 18 | 0.7824 | 0.1614 | 0.7824 | 0.8845 | | No log | 0.5882 | 20 | 0.7704 | 0.2237 | 0.7704 | 0.8777 | | No log | 0.6471 | 22 | 0.7342 | 0.2269 | 0.7342 | 0.8568 | | No log | 0.7059 | 24 | 0.7789 | 0.1845 | 0.7789 | 0.8826 | | No log | 0.7647 | 26 | 0.8208 | 0.1780 | 0.8208 | 0.9060 | | No log | 0.8235 | 28 | 0.7568 | 0.2110 | 0.7568 | 0.8699 | | No log | 0.8824 | 30 | 0.7812 | 0.1977 | 0.7812 | 0.8839 | | No log | 0.9412 | 32 | 0.9238 | 0.1610 | 0.9238 | 0.9611 | | No log | 1.0 | 34 | 1.0711 | 0.1760 | 1.0711 | 1.0349 | | No log | 1.0588 | 36 | 0.9958 | 0.1907 | 0.9958 | 0.9979 | | No log | 1.1176 | 38 | 0.7303 | 0.2401 | 0.7303 | 0.8546 | | No log | 1.1765 | 40 | 0.7402 | 0.1779 | 0.7402 | 0.8603 | | No log | 1.2353 | 42 | 0.8061 | 0.1754 | 0.8061 | 0.8979 | | No log | 1.2941 | 44 | 0.7217 | 0.1969 | 0.7217 | 0.8495 | | No log | 1.3529 | 46 | 0.6909 | 0.3380 | 0.6909 | 0.8312 | | No log | 1.4118 | 48 | 0.8088 | 0.3009 | 0.8088 | 0.8993 | | No log | 1.4706 | 50 | 0.7690 | 0.3074 | 0.7690 | 0.8769 | | No log | 1.5294 | 52 | 0.6560 | 0.3903 | 0.6560 | 0.8099 | | No log | 1.5882 | 54 | 0.6260 | 0.4270 | 0.6260 | 0.7912 | | No log | 1.6471 | 56 | 0.6229 | 0.4530 | 0.6229 | 0.7892 | | No log | 1.7059 | 58 | 0.6211 | 0.4910 | 0.6211 | 0.7881 | | No log | 1.7647 | 60 | 0.6414 | 0.4055 | 0.6414 | 0.8009 | | No log | 1.8235 | 62 | 0.6456 | 0.3924 | 0.6456 | 0.8035 | | No log | 1.8824 | 64 | 0.6381 | 0.4736 | 0.6381 | 0.7988 | | No log | 1.9412 | 66 | 0.6353 | 0.4529 | 0.6353 | 0.7970 | | No log | 2.0 | 68 | 0.6595 | 0.4823 | 0.6595 | 0.8121 | | No log | 2.0588 | 70 | 0.6507 | 0.5187 | 0.6507 | 0.8067 | | No log | 2.1176 | 72 | 0.6593 | 0.4963 | 0.6593 | 0.8119 | | No log | 2.1765 | 74 | 0.7266 | 0.5388 | 0.7266 | 0.8524 | | No log | 2.2353 | 76 | 1.0348 | 0.4524 | 1.0348 | 1.0173 | | No log | 2.2941 | 78 | 1.2283 | 0.3968 | 1.2283 | 1.1083 | | No log | 2.3529 | 80 | 1.1604 | 0.3837 | 1.1604 | 1.0772 | | No log | 2.4118 | 82 | 0.8066 | 0.4387 | 0.8066 | 0.8981 | | No log | 2.4706 | 84 | 0.5875 | 0.5871 | 0.5875 | 0.7665 | | No log | 2.5294 | 86 | 0.6143 | 0.4801 | 0.6143 | 0.7838 | | No log | 2.5882 | 88 | 0.5901 | 0.5166 | 0.5901 | 0.7682 | | No log | 2.6471 | 90 | 0.5714 | 0.5658 | 0.5714 | 0.7559 | | No log | 2.7059 | 92 | 0.6649 | 0.4081 | 0.6649 | 0.8154 | | No log | 2.7647 | 94 | 0.8966 | 0.3809 | 0.8966 | 0.9469 | | No log | 2.8235 | 96 | 0.8507 | 0.3774 | 0.8507 | 0.9223 | | No log | 2.8824 | 98 | 0.6031 | 0.5018 | 0.6031 | 0.7766 | | No log | 2.9412 | 100 | 0.8444 | 0.4501 | 0.8444 | 0.9189 | | No log | 3.0 | 102 | 1.1756 | 0.3004 | 1.1756 | 1.0842 | | No log | 3.0588 | 104 | 1.0834 | 0.3449 | 1.0834 | 1.0409 | | No log | 3.1176 | 106 | 0.7606 | 0.5046 | 0.7606 | 0.8721 | | No log | 3.1765 | 108 | 0.7188 | 0.5488 | 0.7188 | 0.8478 | | No log | 3.2353 | 110 | 0.7473 | 0.4832 | 0.7473 | 0.8645 | | No log | 3.2941 | 112 | 0.6776 | 0.5322 | 0.6776 | 0.8232 | | No log | 3.3529 | 114 | 0.6443 | 0.5651 | 0.6443 | 0.8027 | | No log | 3.4118 | 116 | 0.6300 | 0.5469 | 0.6300 | 0.7937 | | No log | 3.4706 | 118 | 0.6580 | 0.4955 | 0.6580 | 0.8112 | | No log | 3.5294 | 120 | 0.6387 | 0.4709 | 0.6387 | 0.7992 | | No log | 3.5882 | 122 | 0.6914 | 0.5128 | 0.6914 | 0.8315 | | No log | 3.6471 | 124 | 0.6274 | 0.5261 | 0.6274 | 0.7921 | | No log | 3.7059 | 126 | 0.7002 | 0.4781 | 0.7002 | 0.8368 | | No log | 3.7647 | 128 | 0.7365 | 0.4775 | 0.7365 | 0.8582 | | No log | 3.8235 | 130 | 0.6742 | 0.5041 | 0.6742 | 0.8211 | | No log | 3.8824 | 132 | 0.6576 | 0.5334 | 0.6576 | 0.8109 | | No log | 3.9412 | 134 | 0.7783 | 0.5169 | 0.7783 | 0.8822 | | No log | 4.0 | 136 | 0.8914 | 0.4680 | 0.8914 | 0.9441 | | No log | 4.0588 | 138 | 0.7767 | 0.5138 | 0.7767 | 0.8813 | | No log | 4.1176 | 140 | 0.6029 | 0.5348 | 0.6029 | 0.7765 | | No log | 4.1765 | 142 | 0.6403 | 0.4843 | 0.6403 | 0.8002 | | No log | 4.2353 | 144 | 0.6386 | 0.4827 | 0.6386 | 0.7991 | | No log | 4.2941 | 146 | 0.5831 | 0.5041 | 0.5831 | 0.7636 | | No log | 4.3529 | 148 | 0.5884 | 0.5493 | 0.5884 | 0.7671 | | No log | 4.4118 | 150 | 0.6069 | 0.5596 | 0.6069 | 0.7790 | | No log | 4.4706 | 152 | 0.6323 | 0.5699 | 0.6323 | 0.7952 | | No log | 4.5294 | 154 | 0.6457 | 0.5461 | 0.6457 | 0.8036 | | No log | 4.5882 | 156 | 0.6368 | 0.5415 | 0.6368 | 0.7980 | | No log | 4.6471 | 158 | 0.6352 | 0.5153 | 0.6352 | 0.7970 | | No log | 4.7059 | 160 | 0.7422 | 0.4482 | 0.7422 | 0.8615 | | No log | 4.7647 | 162 | 0.7473 | 0.4269 | 0.7473 | 0.8645 | | No log | 4.8235 | 164 | 0.6433 | 0.4916 | 0.6433 | 0.8020 | | No log | 4.8824 | 166 | 0.6502 | 0.4761 | 0.6502 | 0.8064 | | No log | 4.9412 | 168 | 0.7092 | 0.4821 | 0.7092 | 0.8421 | | No log | 5.0 | 170 | 0.6827 | 0.4738 | 0.6827 | 0.8262 | | No log | 5.0588 | 172 | 0.6398 | 0.5276 | 0.6398 | 0.7999 | | No log | 5.1176 | 174 | 0.6412 | 0.5132 | 0.6412 | 0.8008 | | No log | 5.1765 | 176 | 0.6491 | 0.4614 | 0.6491 | 0.8057 | | No log | 5.2353 | 178 | 0.6183 | 0.4874 | 0.6183 | 0.7863 | | No log | 5.2941 | 180 | 0.6218 | 0.4844 | 0.6218 | 0.7886 | | No log | 5.3529 | 182 | 0.6231 | 0.4844 | 0.6231 | 0.7894 | | No log | 5.4118 | 184 | 0.6441 | 0.4433 | 0.6441 | 0.8025 | | No log | 5.4706 | 186 | 0.7385 | 0.4357 | 0.7385 | 0.8593 | | No log | 5.5294 | 188 | 0.7866 | 0.4235 | 0.7866 | 0.8869 | | No log | 5.5882 | 190 | 0.7734 | 0.3900 | 0.7734 | 0.8794 | | No log | 5.6471 | 192 | 0.6686 | 0.4488 | 0.6686 | 0.8177 | | No log | 5.7059 | 194 | 0.6286 | 0.4708 | 0.6286 | 0.7928 | | No log | 5.7647 | 196 | 0.6241 | 0.4848 | 0.6241 | 0.7900 | | No log | 5.8235 | 198 | 0.6854 | 0.4102 | 0.6854 | 0.8279 | | No log | 5.8824 | 200 | 0.7545 | 0.4020 | 0.7545 | 0.8686 | | No log | 5.9412 | 202 | 0.8249 | 0.4051 | 0.8249 | 0.9083 | | No log | 6.0 | 204 | 0.7867 | 0.4770 | 0.7867 | 0.8869 | | No log | 6.0588 | 206 | 0.6593 | 0.5484 | 0.6593 | 0.8120 | | No log | 6.1176 | 208 | 0.6340 | 0.5696 | 0.6340 | 0.7962 | | No log | 6.1765 | 210 | 0.6045 | 0.5514 | 0.6045 | 0.7775 | | No log | 6.2353 | 212 | 0.5936 | 0.5484 | 0.5936 | 0.7705 | | No log | 6.2941 | 214 | 0.6080 | 0.5803 | 0.6080 | 0.7797 | | No log | 6.3529 | 216 | 0.6109 | 0.5556 | 0.6109 | 0.7816 | | No log | 6.4118 | 218 | 0.6033 | 0.5553 | 0.6033 | 0.7767 | | No log | 6.4706 | 220 | 0.6030 | 0.5655 | 0.6030 | 0.7765 | | No log | 6.5294 | 222 | 0.6029 | 0.5753 | 0.6029 | 0.7764 | | No log | 6.5882 | 224 | 0.6022 | 0.5471 | 0.6022 | 0.7760 | | No log | 6.6471 | 226 | 0.5930 | 0.5757 | 0.5930 | 0.7701 | | No log | 6.7059 | 228 | 0.5860 | 0.4569 | 0.5860 | 0.7655 | | No log | 6.7647 | 230 | 0.5969 | 0.5155 | 0.5969 | 0.7726 | | No log | 6.8235 | 232 | 0.5737 | 0.4882 | 0.5737 | 0.7574 | | No log | 6.8824 | 234 | 0.5630 | 0.5391 | 0.5630 | 0.7503 | | No log | 6.9412 | 236 | 0.5510 | 0.5209 | 0.5510 | 0.7423 | | No log | 7.0 | 238 | 0.5470 | 0.4939 | 0.5470 | 0.7396 | | No log | 7.0588 | 240 | 0.6037 | 0.5155 | 0.6037 | 0.7770 | | No log | 7.1176 | 242 | 0.6544 | 0.5205 | 0.6544 | 0.8090 | | No log | 7.1765 | 244 | 0.6598 | 0.5368 | 0.6598 | 0.8123 | | No log | 7.2353 | 246 | 0.6432 | 0.5812 | 0.6432 | 0.8020 | | No log | 7.2941 | 248 | 0.6729 | 0.5556 | 0.6729 | 0.8203 | | No log | 7.3529 | 250 | 0.6941 | 0.5794 | 0.6941 | 0.8331 | | No log | 7.4118 | 252 | 0.6931 | 0.5811 | 0.6931 | 0.8325 | | No log | 7.4706 | 254 | 0.6291 | 0.5783 | 0.6291 | 0.7932 | | No log | 7.5294 | 256 | 0.5935 | 0.5935 | 0.5935 | 0.7704 | | No log | 7.5882 | 258 | 0.5576 | 0.5616 | 0.5576 | 0.7467 | | No log | 7.6471 | 260 | 0.5905 | 0.5083 | 0.5905 | 0.7685 | | No log | 7.7059 | 262 | 0.6103 | 0.5384 | 0.6103 | 0.7812 | | No log | 7.7647 | 264 | 0.5817 | 0.5166 | 0.5817 | 0.7627 | | No log | 7.8235 | 266 | 0.5813 | 0.5762 | 0.5813 | 0.7624 | | No log | 7.8824 | 268 | 0.6523 | 0.4969 | 0.6523 | 0.8076 | | No log | 7.9412 | 270 | 0.6318 | 0.5078 | 0.6318 | 0.7949 | | No log | 8.0 | 272 | 0.5907 | 0.5414 | 0.5907 | 0.7685 | | No log | 8.0588 | 274 | 0.5885 | 0.5061 | 0.5885 | 0.7672 | | No log | 8.1176 | 276 | 0.6074 | 0.4719 | 0.6074 | 0.7793 | | No log | 8.1765 | 278 | 0.5947 | 0.5128 | 0.5947 | 0.7711 | | No log | 8.2353 | 280 | 0.6237 | 0.4465 | 0.6237 | 0.7898 | | No log | 8.2941 | 282 | 0.6197 | 0.5095 | 0.6197 | 0.7872 | | No log | 8.3529 | 284 | 0.6275 | 0.5288 | 0.6275 | 0.7921 | | No log | 8.4118 | 286 | 0.6359 | 0.5288 | 0.6359 | 0.7975 | | No log | 8.4706 | 288 | 0.6421 | 0.4953 | 0.6421 | 0.8013 | | No log | 8.5294 | 290 | 0.6693 | 0.4736 | 0.6693 | 0.8181 | | No log | 8.5882 | 292 | 0.6220 | 0.4679 | 0.6220 | 0.7886 | | No log | 8.6471 | 294 | 0.6014 | 0.4462 | 0.6014 | 0.7755 | | No log | 8.7059 | 296 | 0.6040 | 0.4625 | 0.6040 | 0.7772 | | No log | 8.7647 | 298 | 0.6092 | 0.4909 | 0.6092 | 0.7805 | | No log | 8.8235 | 300 | 0.6590 | 0.5159 | 0.6590 | 0.8118 | | No log | 8.8824 | 302 | 0.6548 | 0.5377 | 0.6548 | 0.8092 | | No log | 8.9412 | 304 | 0.6204 | 0.5171 | 0.6204 | 0.7876 | | No log | 9.0 | 306 | 0.6034 | 0.5156 | 0.6034 | 0.7768 | | No log | 9.0588 | 308 | 0.5937 | 0.5185 | 0.5937 | 0.7705 | | No log | 9.1176 | 310 | 0.5902 | 0.5678 | 0.5902 | 0.7683 | | No log | 9.1765 | 312 | 0.5860 | 0.5567 | 0.5860 | 0.7655 | | No log | 9.2353 | 314 | 0.5931 | 0.5378 | 0.5931 | 0.7701 | | No log | 9.2941 | 316 | 0.6069 | 0.5351 | 0.6069 | 0.7790 | | No log | 9.3529 | 318 | 0.6066 | 0.5391 | 0.6066 | 0.7788 | | No log | 9.4118 | 320 | 0.6289 | 0.5861 | 0.6289 | 0.7930 | | No log | 9.4706 | 322 | 0.6530 | 0.6088 | 0.6530 | 0.8081 | | No log | 9.5294 | 324 | 0.6483 | 0.5946 | 0.6483 | 0.8052 | | No log | 9.5882 | 326 | 0.6262 | 0.5135 | 0.6262 | 0.7913 | | No log | 9.6471 | 328 | 0.6703 | 0.5342 | 0.6703 | 0.8187 | | No log | 9.7059 | 330 | 0.6490 | 0.4981 | 0.6490 | 0.8056 | | No log | 9.7647 | 332 | 0.6126 | 0.5544 | 0.6126 | 0.7827 | | No log | 9.8235 | 334 | 0.6884 | 0.5322 | 0.6884 | 0.8297 | | No log | 9.8824 | 336 | 0.7392 | 0.4889 | 0.7392 | 0.8598 | | No log | 9.9412 | 338 | 0.6557 | 0.5368 | 0.6557 | 0.8097 | | No log | 10.0 | 340 | 0.6231 | 0.5490 | 0.6231 | 0.7894 | | No log | 10.0588 | 342 | 0.6958 | 0.5024 | 0.6958 | 0.8341 | | No log | 10.1176 | 344 | 0.6866 | 0.5025 | 0.6866 | 0.8286 | | No log | 10.1765 | 346 | 0.6040 | 0.5561 | 0.6040 | 0.7772 | | No log | 10.2353 | 348 | 0.5589 | 0.5395 | 0.5589 | 0.7476 | | No log | 10.2941 | 350 | 0.5884 | 0.5037 | 0.5884 | 0.7671 | | No log | 10.3529 | 352 | 0.6088 | 0.5882 | 0.6088 | 0.7803 | | No log | 10.4118 | 354 | 0.6122 | 0.5394 | 0.6122 | 0.7824 | | No log | 10.4706 | 356 | 0.6781 | 0.5535 | 0.6781 | 0.8235 | | No log | 10.5294 | 358 | 0.7044 | 0.5439 | 0.7044 | 0.8393 | | No log | 10.5882 | 360 | 0.7217 | 0.5352 | 0.7217 | 0.8496 | | No log | 10.6471 | 362 | 0.7026 | 0.5793 | 0.7026 | 0.8382 | | No log | 10.7059 | 364 | 0.7313 | 0.6069 | 0.7313 | 0.8552 | | No log | 10.7647 | 366 | 0.8834 | 0.5058 | 0.8834 | 0.9399 | | No log | 10.8235 | 368 | 0.8703 | 0.4398 | 0.8703 | 0.9329 | | No log | 10.8824 | 370 | 0.7176 | 0.4790 | 0.7176 | 0.8471 | | No log | 10.9412 | 372 | 0.5611 | 0.5579 | 0.5611 | 0.7491 | | No log | 11.0 | 374 | 0.5433 | 0.5467 | 0.5433 | 0.7371 | | No log | 11.0588 | 376 | 0.5560 | 0.5816 | 0.5560 | 0.7457 | | No log | 11.1176 | 378 | 0.5429 | 0.5645 | 0.5429 | 0.7368 | | No log | 11.1765 | 380 | 0.5562 | 0.5453 | 0.5562 | 0.7458 | | No log | 11.2353 | 382 | 0.5863 | 0.5063 | 0.5863 | 0.7657 | | No log | 11.2941 | 384 | 0.6042 | 0.5184 | 0.6042 | 0.7773 | | No log | 11.3529 | 386 | 0.5707 | 0.5212 | 0.5707 | 0.7554 | | No log | 11.4118 | 388 | 0.5614 | 0.5409 | 0.5614 | 0.7492 | | No log | 11.4706 | 390 | 0.5591 | 0.5533 | 0.5591 | 0.7477 | | No log | 11.5294 | 392 | 0.5553 | 0.5441 | 0.5553 | 0.7452 | | No log | 11.5882 | 394 | 0.5703 | 0.5687 | 0.5703 | 0.7552 | | No log | 11.6471 | 396 | 0.5948 | 0.5741 | 0.5948 | 0.7712 | | No log | 11.7059 | 398 | 0.6189 | 0.5524 | 0.6189 | 0.7867 | | No log | 11.7647 | 400 | 0.6209 | 0.5554 | 0.6209 | 0.7880 | | No log | 11.8235 | 402 | 0.6263 | 0.5328 | 0.6263 | 0.7914 | | No log | 11.8824 | 404 | 0.6239 | 0.5314 | 0.6239 | 0.7899 | | No log | 11.9412 | 406 | 0.6100 | 0.5359 | 0.6100 | 0.7811 | | No log | 12.0 | 408 | 0.6124 | 0.5679 | 0.6124 | 0.7826 | | No log | 12.0588 | 410 | 0.6195 | 0.5499 | 0.6195 | 0.7871 | | No log | 12.1176 | 412 | 0.6235 | 0.5487 | 0.6235 | 0.7896 | | No log | 12.1765 | 414 | 0.6342 | 0.5282 | 0.6342 | 0.7963 | | No log | 12.2353 | 416 | 0.6541 | 0.5266 | 0.6541 | 0.8088 | | No log | 12.2941 | 418 | 0.6629 | 0.5605 | 0.6629 | 0.8142 | | No log | 12.3529 | 420 | 0.6459 | 0.5461 | 0.6459 | 0.8036 | | No log | 12.4118 | 422 | 0.6398 | 0.5415 | 0.6398 | 0.7998 | | No log | 12.4706 | 424 | 0.6307 | 0.5953 | 0.6307 | 0.7941 | | No log | 12.5294 | 426 | 0.6123 | 0.5996 | 0.6123 | 0.7825 | | No log | 12.5882 | 428 | 0.6078 | 0.6314 | 0.6078 | 0.7796 | | No log | 12.6471 | 430 | 0.6275 | 0.5587 | 0.6275 | 0.7921 | | No log | 12.7059 | 432 | 0.6587 | 0.5687 | 0.6587 | 0.8116 | | No log | 12.7647 | 434 | 0.6397 | 0.6069 | 0.6397 | 0.7998 | | No log | 12.8235 | 436 | 0.6166 | 0.6070 | 0.6166 | 0.7852 | | No log | 12.8824 | 438 | 0.6019 | 0.6014 | 0.6019 | 0.7758 | | No log | 12.9412 | 440 | 0.6017 | 0.5184 | 0.6017 | 0.7757 | | No log | 13.0 | 442 | 0.5853 | 0.5415 | 0.5853 | 0.7650 | | No log | 13.0588 | 444 | 0.5750 | 0.5896 | 0.5750 | 0.7583 | | No log | 13.1176 | 446 | 0.5900 | 0.5725 | 0.5900 | 0.7681 | | No log | 13.1765 | 448 | 0.6594 | 0.5258 | 0.6594 | 0.8120 | | No log | 13.2353 | 450 | 0.6891 | 0.5336 | 0.6891 | 0.8301 | | No log | 13.2941 | 452 | 0.6295 | 0.5363 | 0.6295 | 0.7934 | | No log | 13.3529 | 454 | 0.5856 | 0.5899 | 0.5856 | 0.7653 | | No log | 13.4118 | 456 | 0.5794 | 0.5815 | 0.5794 | 0.7612 | | No log | 13.4706 | 458 | 0.5846 | 0.5933 | 0.5846 | 0.7646 | | No log | 13.5294 | 460 | 0.5654 | 0.5735 | 0.5654 | 0.7519 | | No log | 13.5882 | 462 | 0.5622 | 0.5456 | 0.5622 | 0.7498 | | No log | 13.6471 | 464 | 0.6327 | 0.5543 | 0.6327 | 0.7954 | | No log | 13.7059 | 466 | 0.6739 | 0.5133 | 0.6739 | 0.8209 | | No log | 13.7647 | 468 | 0.6285 | 0.5772 | 0.6285 | 0.7928 | | No log | 13.8235 | 470 | 0.5615 | 0.5724 | 0.5615 | 0.7494 | | No log | 13.8824 | 472 | 0.5644 | 0.5773 | 0.5644 | 0.7512 | | No log | 13.9412 | 474 | 0.5627 | 0.5773 | 0.5627 | 0.7502 | | No log | 14.0 | 476 | 0.5689 | 0.5663 | 0.5689 | 0.7543 | | No log | 14.0588 | 478 | 0.5712 | 0.5897 | 0.5712 | 0.7558 | | No log | 14.1176 | 480 | 0.5840 | 0.5804 | 0.5840 | 0.7642 | | No log | 14.1765 | 482 | 0.5921 | 0.5824 | 0.5921 | 0.7694 | | No log | 14.2353 | 484 | 0.5830 | 0.5798 | 0.5830 | 0.7635 | | No log | 14.2941 | 486 | 0.5945 | 0.5784 | 0.5945 | 0.7710 | | No log | 14.3529 | 488 | 0.7076 | 0.5131 | 0.7076 | 0.8412 | | No log | 14.4118 | 490 | 0.7863 | 0.4648 | 0.7863 | 0.8867 | | No log | 14.4706 | 492 | 0.7465 | 0.4674 | 0.7465 | 0.8640 | | No log | 14.5294 | 494 | 0.6401 | 0.5253 | 0.6401 | 0.8001 | | No log | 14.5882 | 496 | 0.5754 | 0.5477 | 0.5754 | 0.7585 | | No log | 14.6471 | 498 | 0.5588 | 0.4473 | 0.5588 | 0.7475 | | 0.3779 | 14.7059 | 500 | 0.5544 | 0.5343 | 0.5544 | 0.7446 | | 0.3779 | 14.7647 | 502 | 0.5771 | 0.5347 | 0.5771 | 0.7597 | | 0.3779 | 14.8235 | 504 | 0.6463 | 0.5098 | 0.6463 | 0.8040 | | 0.3779 | 14.8824 | 506 | 0.6438 | 0.5111 | 0.6438 | 0.8024 | | 0.3779 | 14.9412 | 508 | 0.5979 | 0.5948 | 0.5979 | 0.7732 | | 0.3779 | 15.0 | 510 | 0.5803 | 0.5937 | 0.5803 | 0.7618 | | 0.3779 | 15.0588 | 512 | 0.6063 | 0.5944 | 0.6063 | 0.7787 | | 0.3779 | 15.1176 | 514 | 0.6316 | 0.5587 | 0.6316 | 0.7947 | | 0.3779 | 15.1765 | 516 | 0.6430 | 0.5657 | 0.6430 | 0.8019 | | 0.3779 | 15.2353 | 518 | 0.6629 | 0.5568 | 0.6629 | 0.8142 | | 0.3779 | 15.2941 | 520 | 0.6668 | 0.5706 | 0.6668 | 0.8166 | | 0.3779 | 15.3529 | 522 | 0.6666 | 0.5468 | 0.6666 | 0.8165 | | 0.3779 | 15.4118 | 524 | 0.6529 | 0.5563 | 0.6529 | 0.8080 | | 0.3779 | 15.4706 | 526 | 0.6279 | 0.5338 | 0.6279 | 0.7924 | | 0.3779 | 15.5294 | 528 | 0.5976 | 0.5519 | 0.5976 | 0.7730 | | 0.3779 | 15.5882 | 530 | 0.5882 | 0.5461 | 0.5882 | 0.7670 | | 0.3779 | 15.6471 | 532 | 0.5870 | 0.5498 | 0.5870 | 0.7662 | | 0.3779 | 15.7059 | 534 | 0.5878 | 0.5255 | 0.5878 | 0.7666 | | 0.3779 | 15.7647 | 536 | 0.5821 | 0.5372 | 0.5821 | 0.7629 | | 0.3779 | 15.8235 | 538 | 0.5915 | 0.5624 | 0.5915 | 0.7691 | | 0.3779 | 15.8824 | 540 | 0.6075 | 0.5444 | 0.6075 | 0.7794 | | 0.3779 | 15.9412 | 542 | 0.6122 | 0.5143 | 0.6122 | 0.7824 | | 0.3779 | 16.0 | 544 | 0.6251 | 0.5427 | 0.6251 | 0.7906 | | 0.3779 | 16.0588 | 546 | 0.6262 | 0.5220 | 0.6262 | 0.7913 | | 0.3779 | 16.1176 | 548 | 0.6027 | 0.4669 | 0.6027 | 0.7763 | | 0.3779 | 16.1765 | 550 | 0.5872 | 0.5257 | 0.5872 | 0.7663 | | 0.3779 | 16.2353 | 552 | 0.5806 | 0.5034 | 0.5806 | 0.7620 | | 0.3779 | 16.2941 | 554 | 0.5843 | 0.5123 | 0.5843 | 0.7644 | ### Framework versions - Transformers 4.44.2 - Pytorch 2.4.0+cu118 - Datasets 2.21.0 - Tokenizers 0.19.1