--- library_name: transformers base_model: aubmindlab/bert-base-arabertv02 tags: - generated_from_trainer model-index: - name: Arabic_FineTuningAraBERT_AugV4_k3_task3_organization_fold1 results: [] --- # Arabic_FineTuningAraBERT_AugV4_k3_task3_organization_fold1 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: 0.5688 - Qwk: 0.2667 - Mse: 0.5688 - Rmse: 0.7542 ## 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: 10 ### Training results | Training Loss | Epoch | Step | Validation Loss | Qwk | Mse | Rmse | |:-------------:|:------:|:----:|:---------------:|:-------:|:------:|:------:| | No log | 0.0267 | 2 | 4.2629 | 0.0 | 4.2629 | 2.0647 | | No log | 0.0533 | 4 | 1.3293 | 0.0 | 1.3293 | 1.1530 | | No log | 0.08 | 6 | 0.9055 | -0.2737 | 0.9055 | 0.9516 | | No log | 0.1067 | 8 | 0.7843 | 0.0222 | 0.7843 | 0.8856 | | No log | 0.1333 | 10 | 0.5868 | 0.0 | 0.5868 | 0.7660 | | No log | 0.16 | 12 | 0.5091 | 0.0 | 0.5091 | 0.7135 | | No log | 0.1867 | 14 | 0.4760 | 0.0 | 0.4760 | 0.6899 | | No log | 0.2133 | 16 | 0.5527 | 0.0 | 0.5527 | 0.7434 | | No log | 0.24 | 18 | 0.6957 | 0.0 | 0.6957 | 0.8341 | | No log | 0.2667 | 20 | 0.9005 | 0.2326 | 0.9005 | 0.9490 | | No log | 0.2933 | 22 | 1.0046 | -0.0645 | 1.0046 | 1.0023 | | No log | 0.32 | 24 | 0.9634 | 0.3613 | 0.9634 | 0.9815 | | No log | 0.3467 | 26 | 0.7565 | 0.2667 | 0.7565 | 0.8697 | | No log | 0.3733 | 28 | 0.6058 | 0.0 | 0.6058 | 0.7783 | | No log | 0.4 | 30 | 0.6226 | 0.0 | 0.6226 | 0.7891 | | No log | 0.4267 | 32 | 0.6331 | 0.0 | 0.6331 | 0.7957 | | No log | 0.4533 | 34 | 0.7355 | 0.0 | 0.7355 | 0.8576 | | No log | 0.48 | 36 | 0.9201 | 0.2524 | 0.9201 | 0.9592 | | No log | 0.5067 | 38 | 0.8264 | 0.2667 | 0.8264 | 0.9091 | | No log | 0.5333 | 40 | 0.8373 | 0.4660 | 0.8373 | 0.9151 | | No log | 0.56 | 42 | 0.8038 | 0.2667 | 0.8038 | 0.8966 | | No log | 0.5867 | 44 | 0.7454 | 0.0 | 0.7454 | 0.8634 | | No log | 0.6133 | 46 | 0.6244 | 0.0 | 0.6244 | 0.7902 | | No log | 0.64 | 48 | 0.5507 | 0.0 | 0.5507 | 0.7421 | | No log | 0.6667 | 50 | 0.5464 | 0.0 | 0.5464 | 0.7392 | | No log | 0.6933 | 52 | 0.5506 | 0.0 | 0.5506 | 0.7420 | | No log | 0.72 | 54 | 0.5968 | 0.0 | 0.5968 | 0.7725 | | No log | 0.7467 | 56 | 0.6927 | 0.0 | 0.6927 | 0.8323 | | No log | 0.7733 | 58 | 0.8992 | 0.3803 | 0.8992 | 0.9482 | | No log | 0.8 | 60 | 1.0403 | 0.0966 | 1.0403 | 1.0199 | | No log | 0.8267 | 62 | 0.8336 | 0.0388 | 0.8336 | 0.9130 | | No log | 0.8533 | 64 | 0.6681 | 0.0 | 0.6681 | 0.8174 | | No log | 0.88 | 66 | 0.6196 | 0.0 | 0.6196 | 0.7871 | | No log | 0.9067 | 68 | 0.6127 | 0.0 | 0.6127 | 0.7828 | | No log | 0.9333 | 70 | 0.6255 | 0.0 | 0.6255 | 0.7909 | | No log | 0.96 | 72 | 0.6474 | 0.0 | 0.6474 | 0.8046 | | No log | 0.9867 | 74 | 0.6792 | 0.0 | 0.6792 | 0.8242 | | No log | 1.0133 | 76 | 0.6271 | 0.0 | 0.6271 | 0.7919 | | No log | 1.04 | 78 | 0.5820 | 0.0 | 0.5820 | 0.7629 | | No log | 1.0667 | 80 | 0.5881 | 0.2326 | 0.5881 | 0.7669 | | No log | 1.0933 | 82 | 0.5711 | 0.0 | 0.5711 | 0.7557 | | No log | 1.12 | 84 | 0.5497 | 0.0 | 0.5497 | 0.7414 | | No log | 1.1467 | 86 | 0.5560 | 0.0 | 0.5560 | 0.7456 | | No log | 1.1733 | 88 | 0.6198 | 0.0 | 0.6198 | 0.7873 | | No log | 1.2 | 90 | 0.7367 | 0.0 | 0.7367 | 0.8583 | | No log | 1.2267 | 92 | 0.7192 | 0.0 | 0.7192 | 0.8481 | | No log | 1.2533 | 94 | 0.6317 | 0.0 | 0.6317 | 0.7948 | | No log | 1.28 | 96 | 0.5733 | 0.0 | 0.5733 | 0.7571 | | No log | 1.3067 | 98 | 0.5502 | 0.0 | 0.5502 | 0.7417 | | No log | 1.3333 | 100 | 0.5355 | 0.0 | 0.5355 | 0.7317 | | No log | 1.3600 | 102 | 0.5822 | 0.0 | 0.5822 | 0.7630 | | No log | 1.3867 | 104 | 0.8482 | 0.4031 | 0.8482 | 0.9210 | | No log | 1.4133 | 106 | 1.0469 | 0.0966 | 1.0469 | 1.0232 | | No log | 1.44 | 108 | 1.0144 | 0.0928 | 1.0144 | 1.0072 | | No log | 1.4667 | 110 | 0.8896 | 0.0222 | 0.8896 | 0.9432 | | No log | 1.4933 | 112 | 0.7812 | 0.0 | 0.7812 | 0.8838 | | No log | 1.52 | 114 | 0.6886 | 0.0 | 0.6886 | 0.8298 | | No log | 1.5467 | 116 | 0.7046 | 0.0 | 0.7046 | 0.8394 | | No log | 1.5733 | 118 | 0.7457 | 0.0 | 0.7457 | 0.8636 | | No log | 1.6 | 120 | 0.7271 | 0.0 | 0.7271 | 0.8527 | | No log | 1.6267 | 122 | 0.6960 | 0.0 | 0.6960 | 0.8343 | | No log | 1.6533 | 124 | 0.6566 | 0.0 | 0.6566 | 0.8103 | | No log | 1.6800 | 126 | 0.6488 | 0.0 | 0.6488 | 0.8055 | | No log | 1.7067 | 128 | 0.6558 | 0.0 | 0.6558 | 0.8098 | | No log | 1.7333 | 130 | 0.6929 | 0.0 | 0.6929 | 0.8324 | | No log | 1.76 | 132 | 0.7413 | 0.0 | 0.7413 | 0.8610 | | No log | 1.7867 | 134 | 0.7478 | 0.0 | 0.7478 | 0.8648 | | No log | 1.8133 | 136 | 0.8101 | 0.0 | 0.8101 | 0.9001 | | No log | 1.8400 | 138 | 0.8427 | 0.2414 | 0.8427 | 0.9180 | | No log | 1.8667 | 140 | 0.7258 | 0.0 | 0.7258 | 0.8519 | | No log | 1.8933 | 142 | 0.7325 | 0.2524 | 0.7325 | 0.8559 | | No log | 1.92 | 144 | 0.8882 | 0.2254 | 0.8882 | 0.9424 | | No log | 1.9467 | 146 | 0.9271 | 0.2194 | 0.9271 | 0.9628 | | No log | 1.9733 | 148 | 0.9399 | 0.2254 | 0.9399 | 0.9695 | | No log | 2.0 | 150 | 1.0428 | -0.0331 | 1.0428 | 1.0212 | | No log | 2.0267 | 152 | 1.0453 | -0.0331 | 1.0453 | 1.0224 | | No log | 2.0533 | 154 | 0.6410 | 0.2524 | 0.6410 | 0.8006 | | No log | 2.08 | 156 | 0.4985 | -0.0233 | 0.4985 | 0.7060 | | No log | 2.1067 | 158 | 0.5004 | 0.1895 | 0.5004 | 0.7074 | | No log | 2.1333 | 160 | 0.5065 | 0.0222 | 0.5065 | 0.7117 | | No log | 2.16 | 162 | 0.8391 | 0.3452 | 0.8391 | 0.9160 | | No log | 2.1867 | 164 | 1.2059 | 0.3315 | 1.2059 | 1.0981 | | No log | 2.2133 | 166 | 1.0610 | 0.3315 | 1.0610 | 1.0300 | | No log | 2.24 | 168 | 0.8657 | 0.3315 | 0.8657 | 0.9304 | | No log | 2.2667 | 170 | 0.5800 | 0.4310 | 0.5800 | 0.7616 | | No log | 2.2933 | 172 | 0.6500 | 0.2524 | 0.6500 | 0.8063 | | No log | 2.32 | 174 | 0.7418 | 0.0 | 0.7418 | 0.8613 | | No log | 2.3467 | 176 | 0.8785 | 0.2194 | 0.8785 | 0.9373 | | No log | 2.3733 | 178 | 0.9446 | 0.3196 | 0.9446 | 0.9719 | | No log | 2.4 | 180 | 0.5941 | 0.4310 | 0.5941 | 0.7708 | | No log | 2.4267 | 182 | 0.6740 | 0.4310 | 0.6740 | 0.8210 | | No log | 2.4533 | 184 | 0.9531 | 0.3315 | 0.9531 | 0.9763 | | No log | 2.48 | 186 | 0.7700 | 0.3613 | 0.7700 | 0.8775 | | No log | 2.5067 | 188 | 0.6973 | 0.4310 | 0.6973 | 0.8351 | | No log | 2.5333 | 190 | 0.5799 | 0.4310 | 0.5799 | 0.7615 | | No log | 2.56 | 192 | 0.4398 | 0.0222 | 0.4398 | 0.6632 | | No log | 2.5867 | 194 | 0.4759 | 0.5133 | 0.4759 | 0.6898 | | No log | 2.6133 | 196 | 0.4151 | 0.2222 | 0.4151 | 0.6443 | | No log | 2.64 | 198 | 0.5580 | 0.4310 | 0.5580 | 0.7470 | | No log | 2.6667 | 200 | 0.9660 | 0.0966 | 0.9660 | 0.9829 | | No log | 2.6933 | 202 | 0.9150 | 0.0704 | 0.9150 | 0.9566 | | No log | 2.7200 | 204 | 0.7294 | -0.1748 | 0.7294 | 0.8540 | | No log | 2.7467 | 206 | 0.7074 | 0.0 | 0.7074 | 0.8411 | | No log | 2.7733 | 208 | 0.6636 | 0.0 | 0.6636 | 0.8146 | | No log | 2.8 | 210 | 0.6934 | 0.2667 | 0.6934 | 0.8327 | | No log | 2.8267 | 212 | 0.6838 | 0.2667 | 0.6838 | 0.8269 | | No log | 2.8533 | 214 | 0.5159 | 0.2667 | 0.5159 | 0.7183 | | No log | 2.88 | 216 | 0.4745 | 0.0 | 0.4745 | 0.6888 | | No log | 2.9067 | 218 | 0.4772 | 0.0 | 0.4772 | 0.6908 | | No log | 2.9333 | 220 | 0.5749 | 0.2667 | 0.5749 | 0.7582 | | No log | 2.96 | 222 | 0.9626 | 0.3315 | 0.9626 | 0.9811 | | No log | 2.9867 | 224 | 1.1667 | 0.3196 | 1.1667 | 1.0801 | | No log | 3.0133 | 226 | 1.0224 | 0.3315 | 1.0224 | 1.0111 | | No log | 3.04 | 228 | 0.6539 | 0.2326 | 0.6539 | 0.8086 | | No log | 3.0667 | 230 | 0.4027 | 0.0 | 0.4027 | 0.6346 | | No log | 3.0933 | 232 | 0.4243 | 0.4884 | 0.4243 | 0.6513 | | No log | 3.12 | 234 | 0.4107 | 0.0 | 0.4107 | 0.6409 | | No log | 3.1467 | 236 | 0.3966 | 0.2667 | 0.3966 | 0.6297 | | No log | 3.1733 | 238 | 0.6460 | 0.3803 | 0.6460 | 0.8038 | | No log | 3.2 | 240 | 1.1628 | 0.3196 | 1.1628 | 1.0783 | | No log | 3.2267 | 242 | 1.2337 | 0.0 | 1.2337 | 1.1107 | | No log | 3.2533 | 244 | 0.9534 | 0.3315 | 0.9534 | 0.9764 | | No log | 3.2800 | 246 | 0.6742 | 0.2667 | 0.6742 | 0.8211 | | No log | 3.3067 | 248 | 0.5833 | 0.2667 | 0.5833 | 0.7637 | | No log | 3.3333 | 250 | 0.5230 | 0.0 | 0.5230 | 0.7232 | | No log | 3.36 | 252 | 0.4893 | 0.0 | 0.4893 | 0.6995 | | No log | 3.3867 | 254 | 0.4570 | 0.0 | 0.4570 | 0.6760 | | No log | 3.4133 | 256 | 0.4420 | 0.2667 | 0.4420 | 0.6648 | | No log | 3.44 | 258 | 0.4035 | 0.0 | 0.4035 | 0.6352 | | No log | 3.4667 | 260 | 0.4326 | 0.2667 | 0.4326 | 0.6577 | | No log | 3.4933 | 262 | 0.5696 | 0.4031 | 0.5696 | 0.7547 | | No log | 3.52 | 264 | 0.6315 | 0.3613 | 0.6315 | 0.7947 | | No log | 3.5467 | 266 | 0.4524 | 0.4310 | 0.4524 | 0.6726 | | No log | 3.5733 | 268 | 0.3204 | 0.2667 | 0.3204 | 0.5660 | | No log | 3.6 | 270 | 0.3189 | 0.2667 | 0.3189 | 0.5647 | | No log | 3.6267 | 272 | 0.4631 | 0.4310 | 0.4631 | 0.6805 | | No log | 3.6533 | 274 | 0.8142 | 0.3315 | 0.8142 | 0.9023 | | No log | 3.68 | 276 | 0.8271 | 0.3315 | 0.8271 | 0.9094 | | No log | 3.7067 | 278 | 0.5375 | 0.4310 | 0.5375 | 0.7332 | | No log | 3.7333 | 280 | 0.3376 | 0.2667 | 0.3376 | 0.5810 | | No log | 3.76 | 282 | 0.3269 | 0.4444 | 0.3269 | 0.5717 | | No log | 3.7867 | 284 | 0.3646 | 0.2667 | 0.3646 | 0.6038 | | No log | 3.8133 | 286 | 0.4001 | 0.2667 | 0.4001 | 0.6325 | | No log | 3.84 | 288 | 0.4811 | 0.2524 | 0.4811 | 0.6936 | | No log | 3.8667 | 290 | 0.6238 | 0.3803 | 0.6238 | 0.7898 | | No log | 3.8933 | 292 | 0.5617 | 0.4031 | 0.5617 | 0.7495 | | No log | 3.92 | 294 | 0.4647 | 0.2524 | 0.4647 | 0.6817 | | No log | 3.9467 | 296 | 0.4037 | 0.4107 | 0.4037 | 0.6353 | | No log | 3.9733 | 298 | 0.4635 | 0.2524 | 0.4635 | 0.6808 | | No log | 4.0 | 300 | 0.4863 | 0.2524 | 0.4863 | 0.6974 | | No log | 4.0267 | 302 | 0.4837 | 0.2667 | 0.4837 | 0.6955 | | No log | 4.0533 | 304 | 0.4982 | 0.2667 | 0.4982 | 0.7059 | | No log | 4.08 | 306 | 0.5552 | 0.2524 | 0.5552 | 0.7451 | | No log | 4.1067 | 308 | 0.5018 | 0.2667 | 0.5018 | 0.7083 | | No log | 4.1333 | 310 | 0.4497 | 0.2667 | 0.4497 | 0.6706 | | No log | 4.16 | 312 | 0.4440 | 0.2667 | 0.4440 | 0.6663 | | No log | 4.1867 | 314 | 0.4511 | 0.2667 | 0.4511 | 0.6716 | | No log | 4.2133 | 316 | 0.4470 | 0.2667 | 0.4470 | 0.6686 | | No log | 4.24 | 318 | 0.4484 | 0.2667 | 0.4484 | 0.6696 | | No log | 4.2667 | 320 | 0.4595 | 0.2667 | 0.4595 | 0.6778 | | No log | 4.2933 | 322 | 0.4245 | 0.2667 | 0.4245 | 0.6515 | | No log | 4.32 | 324 | 0.3618 | 0.2667 | 0.3618 | 0.6015 | | No log | 4.3467 | 326 | 0.3445 | 0.4444 | 0.3445 | 0.5869 | | No log | 4.3733 | 328 | 0.3728 | 0.2667 | 0.3728 | 0.6106 | | No log | 4.4 | 330 | 0.5988 | 0.4031 | 0.5988 | 0.7738 | | No log | 4.4267 | 332 | 0.8464 | 0.3452 | 0.8464 | 0.9200 | | No log | 4.4533 | 334 | 0.8039 | 0.3613 | 0.8039 | 0.8966 | | No log | 4.48 | 336 | 0.6086 | 0.4310 | 0.6086 | 0.7801 | | No log | 4.5067 | 338 | 0.4259 | 0.2667 | 0.4259 | 0.6526 | | No log | 4.5333 | 340 | 0.3780 | 0.2326 | 0.3780 | 0.6148 | | No log | 4.5600 | 342 | 0.3733 | 0.2326 | 0.3733 | 0.6110 | | No log | 4.5867 | 344 | 0.4073 | 0.0 | 0.4073 | 0.6382 | | No log | 4.6133 | 346 | 0.4755 | 0.2667 | 0.4755 | 0.6896 | | No log | 4.64 | 348 | 0.5603 | 0.4310 | 0.5603 | 0.7486 | | No log | 4.6667 | 350 | 0.5327 | 0.4310 | 0.5327 | 0.7298 | | No log | 4.6933 | 352 | 0.4272 | 0.2667 | 0.4272 | 0.6536 | | No log | 4.72 | 354 | 0.3779 | 0.4444 | 0.3779 | 0.6147 | | No log | 4.7467 | 356 | 0.4433 | 0.2667 | 0.4433 | 0.6658 | | No log | 4.7733 | 358 | 0.5086 | 0.3803 | 0.5086 | 0.7132 | | No log | 4.8 | 360 | 0.5944 | 0.3613 | 0.5944 | 0.7710 | | No log | 4.8267 | 362 | 0.5982 | 0.3613 | 0.5982 | 0.7734 | | No log | 4.8533 | 364 | 0.5964 | 0.3613 | 0.5964 | 0.7723 | | No log | 4.88 | 366 | 0.5298 | 0.2326 | 0.5298 | 0.7278 | | No log | 4.9067 | 368 | 0.5826 | 0.2326 | 0.5826 | 0.7633 | | No log | 4.9333 | 370 | 0.4851 | 0.4107 | 0.4851 | 0.6965 | | No log | 4.96 | 372 | 0.4934 | 0.4444 | 0.4934 | 0.7024 | | No log | 4.9867 | 374 | 0.5167 | 0.2524 | 0.5167 | 0.7189 | | No log | 5.0133 | 376 | 0.4503 | 0.4444 | 0.4503 | 0.6710 | | No log | 5.04 | 378 | 0.4476 | 0.4444 | 0.4476 | 0.6690 | | No log | 5.0667 | 380 | 0.4667 | 0.2667 | 0.4667 | 0.6832 | | No log | 5.0933 | 382 | 0.4757 | 0.2667 | 0.4757 | 0.6897 | | No log | 5.12 | 384 | 0.5453 | 0.2414 | 0.5453 | 0.7384 | | No log | 5.1467 | 386 | 0.5462 | 0.2414 | 0.5462 | 0.7391 | | No log | 5.1733 | 388 | 0.6185 | 0.3803 | 0.6185 | 0.7865 | | No log | 5.2 | 390 | 0.6099 | 0.3803 | 0.6099 | 0.7810 | | No log | 5.2267 | 392 | 0.5642 | 0.2414 | 0.5642 | 0.7511 | | No log | 5.2533 | 394 | 0.5894 | 0.2414 | 0.5894 | 0.7677 | | No log | 5.28 | 396 | 0.6026 | 0.2414 | 0.6026 | 0.7763 | | No log | 5.3067 | 398 | 0.6947 | 0.3803 | 0.6947 | 0.8335 | | No log | 5.3333 | 400 | 0.6579 | 0.2326 | 0.6579 | 0.8111 | | No log | 5.36 | 402 | 0.5315 | 0.2524 | 0.5315 | 0.7290 | | No log | 5.3867 | 404 | 0.4643 | 0.2524 | 0.4643 | 0.6814 | | No log | 5.4133 | 406 | 0.4506 | 0.2524 | 0.4506 | 0.6713 | | No log | 5.44 | 408 | 0.5370 | 0.2414 | 0.5370 | 0.7328 | | No log | 5.4667 | 410 | 0.7408 | 0.3803 | 0.7408 | 0.8607 | | No log | 5.4933 | 412 | 0.8215 | 0.3613 | 0.8215 | 0.9064 | | No log | 5.52 | 414 | 0.7119 | 0.3803 | 0.7119 | 0.8437 | | No log | 5.5467 | 416 | 0.5143 | 0.2667 | 0.5143 | 0.7172 | | No log | 5.5733 | 418 | 0.4484 | 0.2667 | 0.4484 | 0.6696 | | No log | 5.6 | 420 | 0.4927 | 0.2667 | 0.4927 | 0.7019 | | No log | 5.6267 | 422 | 0.5410 | 0.2667 | 0.5410 | 0.7355 | | No log | 5.6533 | 424 | 0.5420 | 0.2667 | 0.5420 | 0.7362 | | No log | 5.68 | 426 | 0.4930 | 0.2667 | 0.4930 | 0.7022 | | No log | 5.7067 | 428 | 0.4916 | 0.2667 | 0.4916 | 0.7011 | | No log | 5.7333 | 430 | 0.4892 | 0.2667 | 0.4892 | 0.6994 | | No log | 5.76 | 432 | 0.5247 | 0.2524 | 0.5247 | 0.7244 | | No log | 5.7867 | 434 | 0.5337 | 0.2524 | 0.5337 | 0.7305 | | No log | 5.8133 | 436 | 0.5308 | 0.2524 | 0.5308 | 0.7286 | | No log | 5.84 | 438 | 0.4709 | 0.2667 | 0.4709 | 0.6862 | | No log | 5.8667 | 440 | 0.4219 | 0.3889 | 0.4219 | 0.6496 | | No log | 5.8933 | 442 | 0.4231 | 0.3889 | 0.4231 | 0.6505 | | No log | 5.92 | 444 | 0.4692 | 0.2667 | 0.4692 | 0.6850 | | No log | 5.9467 | 446 | 0.5509 | 0.2524 | 0.5509 | 0.7422 | | No log | 5.9733 | 448 | 0.5935 | 0.2524 | 0.5935 | 0.7704 | | No log | 6.0 | 450 | 0.5446 | 0.2524 | 0.5446 | 0.7380 | | No log | 6.0267 | 452 | 0.4517 | 0.2667 | 0.4517 | 0.6721 | | No log | 6.0533 | 454 | 0.4179 | 0.3889 | 0.4179 | 0.6464 | | No log | 6.08 | 456 | 0.4178 | 0.3889 | 0.4178 | 0.6464 | | No log | 6.1067 | 458 | 0.4264 | 0.4444 | 0.4264 | 0.6530 | | No log | 6.1333 | 460 | 0.4680 | 0.2667 | 0.4680 | 0.6841 | | No log | 6.16 | 462 | 0.4584 | 0.2667 | 0.4584 | 0.6770 | | No log | 6.1867 | 464 | 0.4243 | 0.4444 | 0.4243 | 0.6514 | | No log | 6.2133 | 466 | 0.4264 | 0.4444 | 0.4264 | 0.6530 | | No log | 6.24 | 468 | 0.4491 | 0.4444 | 0.4491 | 0.6702 | | No log | 6.2667 | 470 | 0.4299 | 0.4444 | 0.4299 | 0.6557 | | No log | 6.2933 | 472 | 0.3881 | 0.4444 | 0.3881 | 0.6230 | | No log | 6.32 | 474 | 0.3803 | 0.4444 | 0.3803 | 0.6167 | | No log | 6.3467 | 476 | 0.4212 | 0.4444 | 0.4212 | 0.6490 | | No log | 6.3733 | 478 | 0.4453 | 0.2524 | 0.4453 | 0.6673 | | No log | 6.4 | 480 | 0.4517 | 0.2667 | 0.4517 | 0.6721 | | No log | 6.4267 | 482 | 0.4284 | 0.4444 | 0.4284 | 0.6545 | | No log | 6.4533 | 484 | 0.4414 | 0.4444 | 0.4414 | 0.6644 | | No log | 6.48 | 486 | 0.4477 | 0.4444 | 0.4477 | 0.6691 | | No log | 6.5067 | 488 | 0.4442 | 0.4444 | 0.4442 | 0.6665 | | No log | 6.5333 | 490 | 0.4374 | 0.3889 | 0.4374 | 0.6614 | | No log | 6.5600 | 492 | 0.4437 | 0.3889 | 0.4437 | 0.6661 | | No log | 6.5867 | 494 | 0.4656 | 0.4444 | 0.4656 | 0.6823 | | No log | 6.6133 | 496 | 0.4884 | 0.2667 | 0.4884 | 0.6989 | | No log | 6.64 | 498 | 0.4982 | 0.2524 | 0.4982 | 0.7058 | | 0.392 | 6.6667 | 500 | 0.5165 | 0.2524 | 0.5165 | 0.7187 | | 0.392 | 6.6933 | 502 | 0.5308 | 0.2524 | 0.5308 | 0.7285 | | 0.392 | 6.72 | 504 | 0.5507 | 0.2524 | 0.5507 | 0.7421 | | 0.392 | 6.7467 | 506 | 0.5330 | 0.2524 | 0.5330 | 0.7301 | | 0.392 | 6.7733 | 508 | 0.4905 | 0.2524 | 0.4905 | 0.7003 | | 0.392 | 6.8 | 510 | 0.4391 | 0.2667 | 0.4391 | 0.6626 | | 0.392 | 6.8267 | 512 | 0.4020 | 0.4444 | 0.4020 | 0.6340 | | 0.392 | 6.8533 | 514 | 0.4000 | 0.4444 | 0.4000 | 0.6325 | | 0.392 | 6.88 | 516 | 0.4564 | 0.2524 | 0.4564 | 0.6756 | | 0.392 | 6.9067 | 518 | 0.5026 | 0.2326 | 0.5026 | 0.7090 | | 0.392 | 6.9333 | 520 | 0.4866 | 0.2326 | 0.4866 | 0.6976 | | 0.392 | 6.96 | 522 | 0.4420 | 0.2667 | 0.4420 | 0.6648 | | 0.392 | 6.9867 | 524 | 0.4547 | 0.2667 | 0.4547 | 0.6743 | | 0.392 | 7.0133 | 526 | 0.5321 | 0.3613 | 0.5321 | 0.7294 | | 0.392 | 7.04 | 528 | 0.5674 | 0.3803 | 0.5674 | 0.7533 | | 0.392 | 7.0667 | 530 | 0.5239 | 0.2524 | 0.5239 | 0.7238 | | 0.392 | 7.0933 | 532 | 0.4550 | 0.2667 | 0.4550 | 0.6745 | | 0.392 | 7.12 | 534 | 0.4276 | 0.2667 | 0.4276 | 0.6539 | | 0.392 | 7.1467 | 536 | 0.4270 | 0.2667 | 0.4270 | 0.6535 | | 0.392 | 7.1733 | 538 | 0.4549 | 0.2667 | 0.4549 | 0.6744 | | 0.392 | 7.2 | 540 | 0.4181 | 0.4444 | 0.4181 | 0.6466 | | 0.392 | 7.2267 | 542 | 0.4019 | 0.4444 | 0.4019 | 0.6339 | | 0.392 | 7.2533 | 544 | 0.3929 | 0.4444 | 0.3929 | 0.6268 | | 0.392 | 7.28 | 546 | 0.4214 | 0.4444 | 0.4214 | 0.6492 | | 0.392 | 7.3067 | 548 | 0.4348 | 0.2667 | 0.4348 | 0.6594 | | 0.392 | 7.3333 | 550 | 0.4518 | 0.2667 | 0.4518 | 0.6722 | | 0.392 | 7.36 | 552 | 0.4858 | 0.2667 | 0.4858 | 0.6970 | | 0.392 | 7.3867 | 554 | 0.5017 | 0.2667 | 0.5017 | 0.7083 | | 0.392 | 7.4133 | 556 | 0.5628 | 0.2326 | 0.5628 | 0.7502 | | 0.392 | 7.44 | 558 | 0.6571 | 0.3613 | 0.6571 | 0.8106 | | 0.392 | 7.4667 | 560 | 0.6402 | 0.3613 | 0.6402 | 0.8001 | | 0.392 | 7.4933 | 562 | 0.5314 | 0.2414 | 0.5314 | 0.7290 | | 0.392 | 7.52 | 564 | 0.4459 | 0.2667 | 0.4459 | 0.6678 | | 0.392 | 7.5467 | 566 | 0.4404 | 0.2667 | 0.4404 | 0.6636 | | 0.392 | 7.5733 | 568 | 0.4605 | 0.2667 | 0.4605 | 0.6786 | | 0.392 | 7.6 | 570 | 0.4934 | 0.2524 | 0.4934 | 0.7024 | | 0.392 | 7.6267 | 572 | 0.4669 | 0.2667 | 0.4669 | 0.6833 | | 0.392 | 7.6533 | 574 | 0.4298 | 0.2667 | 0.4298 | 0.6556 | | 0.392 | 7.68 | 576 | 0.4147 | 0.2667 | 0.4147 | 0.6440 | | 0.392 | 7.7067 | 578 | 0.4235 | 0.2667 | 0.4235 | 0.6508 | | 0.392 | 7.7333 | 580 | 0.4691 | 0.2667 | 0.4691 | 0.6849 | | 0.392 | 7.76 | 582 | 0.5278 | 0.2524 | 0.5278 | 0.7265 | | 0.392 | 7.7867 | 584 | 0.5430 | 0.2326 | 0.5430 | 0.7369 | | 0.392 | 7.8133 | 586 | 0.5025 | 0.2667 | 0.5025 | 0.7089 | | 0.392 | 7.84 | 588 | 0.4792 | 0.2667 | 0.4792 | 0.6922 | | 0.392 | 7.8667 | 590 | 0.4381 | 0.2667 | 0.4381 | 0.6619 | | 0.392 | 7.8933 | 592 | 0.4447 | 0.2667 | 0.4447 | 0.6668 | | 0.392 | 7.92 | 594 | 0.4802 | 0.2667 | 0.4802 | 0.6930 | | 0.392 | 7.9467 | 596 | 0.5588 | 0.2326 | 0.5588 | 0.7475 | | 0.392 | 7.9733 | 598 | 0.6039 | 0.3803 | 0.6039 | 0.7771 | | 0.392 | 8.0 | 600 | 0.6045 | 0.3803 | 0.6045 | 0.7775 | | 0.392 | 8.0267 | 602 | 0.5619 | 0.2326 | 0.5619 | 0.7496 | | 0.392 | 8.0533 | 604 | 0.4831 | 0.2667 | 0.4831 | 0.6950 | | 0.392 | 8.08 | 606 | 0.4500 | 0.2667 | 0.4500 | 0.6708 | | 0.392 | 8.1067 | 608 | 0.4648 | 0.2667 | 0.4648 | 0.6818 | | 0.392 | 8.1333 | 610 | 0.5093 | 0.2667 | 0.5093 | 0.7137 | | 0.392 | 8.16 | 612 | 0.5643 | 0.2326 | 0.5643 | 0.7512 | | 0.392 | 8.1867 | 614 | 0.6067 | 0.2326 | 0.6067 | 0.7789 | | 0.392 | 8.2133 | 616 | 0.5982 | 0.2326 | 0.5982 | 0.7734 | | 0.392 | 8.24 | 618 | 0.6058 | 0.2326 | 0.6058 | 0.7783 | | 0.392 | 8.2667 | 620 | 0.5863 | 0.2326 | 0.5863 | 0.7657 | | 0.392 | 8.2933 | 622 | 0.5564 | 0.2414 | 0.5564 | 0.7459 | | 0.392 | 8.32 | 624 | 0.5173 | 0.2667 | 0.5173 | 0.7192 | | 0.392 | 8.3467 | 626 | 0.4856 | 0.2667 | 0.4856 | 0.6969 | | 0.392 | 8.3733 | 628 | 0.4882 | 0.2667 | 0.4882 | 0.6987 | | 0.392 | 8.4 | 630 | 0.5207 | 0.2667 | 0.5207 | 0.7216 | | 0.392 | 8.4267 | 632 | 0.5641 | 0.2667 | 0.5641 | 0.7511 | | 0.392 | 8.4533 | 634 | 0.5881 | 0.2414 | 0.5881 | 0.7669 | | 0.392 | 8.48 | 636 | 0.5763 | 0.2524 | 0.5763 | 0.7592 | | 0.392 | 8.5067 | 638 | 0.5462 | 0.2667 | 0.5462 | 0.7391 | | 0.392 | 8.5333 | 640 | 0.5002 | 0.2667 | 0.5002 | 0.7072 | | 0.392 | 8.56 | 642 | 0.4704 | 0.2667 | 0.4704 | 0.6859 | | 0.392 | 8.5867 | 644 | 0.4634 | 0.2667 | 0.4634 | 0.6807 | | 0.392 | 8.6133 | 646 | 0.4615 | 0.4444 | 0.4615 | 0.6793 | | 0.392 | 8.64 | 648 | 0.4772 | 0.2667 | 0.4772 | 0.6908 | | 0.392 | 8.6667 | 650 | 0.5151 | 0.2667 | 0.5151 | 0.7177 | | 0.392 | 8.6933 | 652 | 0.5591 | 0.2667 | 0.5591 | 0.7477 | | 0.392 | 8.72 | 654 | 0.5796 | 0.2667 | 0.5796 | 0.7613 | | 0.392 | 8.7467 | 656 | 0.5775 | 0.2667 | 0.5775 | 0.7600 | | 0.392 | 8.7733 | 658 | 0.5436 | 0.2667 | 0.5436 | 0.7373 | | 0.392 | 8.8 | 660 | 0.5039 | 0.2667 | 0.5039 | 0.7098 | | 0.392 | 8.8267 | 662 | 0.4854 | 0.4444 | 0.4854 | 0.6967 | | 0.392 | 8.8533 | 664 | 0.4899 | 0.4444 | 0.4899 | 0.6999 | | 0.392 | 8.88 | 666 | 0.5049 | 0.2667 | 0.5049 | 0.7105 | | 0.392 | 8.9067 | 668 | 0.5137 | 0.2667 | 0.5137 | 0.7167 | | 0.392 | 8.9333 | 670 | 0.5492 | 0.2667 | 0.5492 | 0.7411 | | 0.392 | 8.96 | 672 | 0.5919 | 0.2667 | 0.5919 | 0.7694 | | 0.392 | 8.9867 | 674 | 0.6133 | 0.2414 | 0.6133 | 0.7831 | | 0.392 | 9.0133 | 676 | 0.6509 | 0.2326 | 0.6509 | 0.8068 | | 0.392 | 9.04 | 678 | 0.6866 | 0.2326 | 0.6866 | 0.8286 | | 0.392 | 9.0667 | 680 | 0.6942 | 0.2326 | 0.6942 | 0.8332 | | 0.392 | 9.0933 | 682 | 0.6761 | 0.2326 | 0.6761 | 0.8222 | | 0.392 | 9.12 | 684 | 0.6344 | 0.2414 | 0.6344 | 0.7965 | | 0.392 | 9.1467 | 686 | 0.5859 | 0.2667 | 0.5859 | 0.7655 | | 0.392 | 9.1733 | 688 | 0.5441 | 0.2667 | 0.5441 | 0.7376 | | 0.392 | 9.2 | 690 | 0.5148 | 0.2667 | 0.5148 | 0.7175 | | 0.392 | 9.2267 | 692 | 0.4975 | 0.4444 | 0.4975 | 0.7053 | | 0.392 | 9.2533 | 694 | 0.4937 | 0.4444 | 0.4937 | 0.7027 | | 0.392 | 9.28 | 696 | 0.4981 | 0.4444 | 0.4981 | 0.7058 | | 0.392 | 9.3067 | 698 | 0.5096 | 0.2667 | 0.5096 | 0.7139 | | 0.392 | 9.3333 | 700 | 0.5346 | 0.2667 | 0.5346 | 0.7312 | | 0.392 | 9.36 | 702 | 0.5640 | 0.2667 | 0.5640 | 0.7510 | | 0.392 | 9.3867 | 704 | 0.5735 | 0.2667 | 0.5735 | 0.7573 | | 0.392 | 9.4133 | 706 | 0.5726 | 0.2667 | 0.5726 | 0.7567 | | 0.392 | 9.44 | 708 | 0.5704 | 0.2667 | 0.5704 | 0.7552 | | 0.392 | 9.4667 | 710 | 0.5649 | 0.2667 | 0.5649 | 0.7516 | | 0.392 | 9.4933 | 712 | 0.5725 | 0.2667 | 0.5725 | 0.7566 | | 0.392 | 9.52 | 714 | 0.5741 | 0.2667 | 0.5741 | 0.7577 | | 0.392 | 9.5467 | 716 | 0.5689 | 0.2667 | 0.5689 | 0.7542 | | 0.392 | 9.5733 | 718 | 0.5583 | 0.2667 | 0.5583 | 0.7472 | | 0.392 | 9.6 | 720 | 0.5518 | 0.2667 | 0.5518 | 0.7428 | | 0.392 | 9.6267 | 722 | 0.5524 | 0.2667 | 0.5524 | 0.7432 | | 0.392 | 9.6533 | 724 | 0.5595 | 0.2667 | 0.5595 | 0.7480 | | 0.392 | 9.68 | 726 | 0.5666 | 0.2667 | 0.5666 | 0.7527 | | 0.392 | 9.7067 | 728 | 0.5707 | 0.2667 | 0.5707 | 0.7555 | | 0.392 | 9.7333 | 730 | 0.5742 | 0.2667 | 0.5742 | 0.7578 | | 0.392 | 9.76 | 732 | 0.5737 | 0.2667 | 0.5737 | 0.7574 | | 0.392 | 9.7867 | 734 | 0.5766 | 0.2667 | 0.5766 | 0.7593 | | 0.392 | 9.8133 | 736 | 0.5785 | 0.2667 | 0.5785 | 0.7606 | | 0.392 | 9.84 | 738 | 0.5765 | 0.2667 | 0.5765 | 0.7593 | | 0.392 | 9.8667 | 740 | 0.5724 | 0.2667 | 0.5724 | 0.7566 | | 0.392 | 9.8933 | 742 | 0.5696 | 0.2667 | 0.5696 | 0.7547 | | 0.392 | 9.92 | 744 | 0.5681 | 0.2667 | 0.5681 | 0.7537 | | 0.392 | 9.9467 | 746 | 0.5681 | 0.2667 | 0.5681 | 0.7537 | | 0.392 | 9.9733 | 748 | 0.5684 | 0.2667 | 0.5684 | 0.7539 | | 0.392 | 10.0 | 750 | 0.5688 | 0.2667 | 0.5688 | 0.7542 | ### Framework versions - Transformers 4.44.2 - Pytorch 2.4.0+cu118 - Datasets 2.21.0 - Tokenizers 0.19.1