--- library_name: transformers base_model: aubmindlab/bert-base-arabertv02 tags: - generated_from_trainer model-index: - name: ArabicNewSplits8_usingALLEssays_FineTuningAraBERT_run1_AugV5_k18_task2_organization results: [] --- # ArabicNewSplits8_usingALLEssays_FineTuningAraBERT_run1_AugV5_k18_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: 0.5999 - Qwk: 0.4729 - Mse: 0.5999 - Rmse: 0.7745 ## 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: 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 | 0.0217 | 2 | 4.4755 | -0.0182 | 4.4755 | 2.1155 | | No log | 0.0435 | 4 | 2.5785 | -0.0311 | 2.5785 | 1.6058 | | No log | 0.0652 | 6 | 1.5327 | 0.0107 | 1.5327 | 1.2380 | | No log | 0.0870 | 8 | 0.9215 | 0.0112 | 0.9215 | 0.9600 | | No log | 0.1087 | 10 | 0.7554 | 0.1989 | 0.7554 | 0.8692 | | No log | 0.1304 | 12 | 0.7954 | 0.1761 | 0.7954 | 0.8918 | | No log | 0.1522 | 14 | 0.7669 | 0.2863 | 0.7669 | 0.8758 | | No log | 0.1739 | 16 | 0.7581 | 0.2950 | 0.7581 | 0.8707 | | No log | 0.1957 | 18 | 0.9114 | 0.3127 | 0.9114 | 0.9547 | | No log | 0.2174 | 20 | 1.5961 | 0.1776 | 1.5961 | 1.2634 | | No log | 0.2391 | 22 | 1.4258 | 0.2409 | 1.4258 | 1.1940 | | No log | 0.2609 | 24 | 0.9936 | 0.3063 | 0.9936 | 0.9968 | | No log | 0.2826 | 26 | 0.8759 | 0.2610 | 0.8759 | 0.9359 | | No log | 0.3043 | 28 | 0.9690 | 0.248 | 0.9690 | 0.9844 | | No log | 0.3261 | 30 | 0.9485 | 0.2807 | 0.9485 | 0.9739 | | No log | 0.3478 | 32 | 0.9661 | 0.2807 | 0.9661 | 0.9829 | | No log | 0.3696 | 34 | 0.7324 | 0.4511 | 0.7324 | 0.8558 | | No log | 0.3913 | 36 | 0.7103 | 0.4749 | 0.7103 | 0.8428 | | No log | 0.4130 | 38 | 1.0714 | 0.2719 | 1.0714 | 1.0351 | | No log | 0.4348 | 40 | 1.3635 | 0.2395 | 1.3635 | 1.1677 | | No log | 0.4565 | 42 | 1.2104 | 0.3335 | 1.2104 | 1.1002 | | No log | 0.4783 | 44 | 0.8032 | 0.5201 | 0.8032 | 0.8962 | | No log | 0.5 | 46 | 0.6329 | 0.4895 | 0.6329 | 0.7955 | | No log | 0.5217 | 48 | 0.7703 | 0.3785 | 0.7703 | 0.8777 | | No log | 0.5435 | 50 | 0.8004 | 0.3348 | 0.8004 | 0.8947 | | No log | 0.5652 | 52 | 0.8132 | 0.4617 | 0.8132 | 0.9017 | | No log | 0.5870 | 54 | 1.0158 | 0.4151 | 1.0158 | 1.0079 | | No log | 0.6087 | 56 | 1.0812 | 0.3787 | 1.0812 | 1.0398 | | No log | 0.6304 | 58 | 0.9299 | 0.4668 | 0.9299 | 0.9643 | | No log | 0.6522 | 60 | 0.6429 | 0.4905 | 0.6429 | 0.8018 | | No log | 0.6739 | 62 | 0.5667 | 0.4573 | 0.5667 | 0.7528 | | No log | 0.6957 | 64 | 0.5821 | 0.5065 | 0.5821 | 0.7629 | | No log | 0.7174 | 66 | 0.5890 | 0.5496 | 0.5890 | 0.7675 | | No log | 0.7391 | 68 | 0.5501 | 0.5222 | 0.5501 | 0.7417 | | No log | 0.7609 | 70 | 0.6946 | 0.4673 | 0.6946 | 0.8335 | | No log | 0.7826 | 72 | 1.1268 | 0.4068 | 1.1268 | 1.0615 | | No log | 0.8043 | 74 | 1.3513 | 0.3602 | 1.3513 | 1.1624 | | No log | 0.8261 | 76 | 1.2013 | 0.4126 | 1.2013 | 1.0960 | | No log | 0.8478 | 78 | 0.9217 | 0.4446 | 0.9217 | 0.9601 | | No log | 0.8696 | 80 | 0.8619 | 0.4546 | 0.8619 | 0.9284 | | No log | 0.8913 | 82 | 0.7562 | 0.5145 | 0.7562 | 0.8696 | | No log | 0.9130 | 84 | 0.7483 | 0.5250 | 0.7483 | 0.8651 | | No log | 0.9348 | 86 | 0.7401 | 0.5099 | 0.7401 | 0.8603 | | No log | 0.9565 | 88 | 0.7755 | 0.4642 | 0.7755 | 0.8806 | | No log | 0.9783 | 90 | 0.7854 | 0.4701 | 0.7854 | 0.8862 | | No log | 1.0 | 92 | 0.7081 | 0.5145 | 0.7081 | 0.8415 | | No log | 1.0217 | 94 | 0.6405 | 0.5004 | 0.6405 | 0.8003 | | No log | 1.0435 | 96 | 0.6606 | 0.5402 | 0.6606 | 0.8128 | | No log | 1.0652 | 98 | 0.7107 | 0.5232 | 0.7107 | 0.8431 | | No log | 1.0870 | 100 | 0.7390 | 0.5717 | 0.7390 | 0.8596 | | No log | 1.1087 | 102 | 0.7150 | 0.5496 | 0.7150 | 0.8456 | | No log | 1.1304 | 104 | 0.7347 | 0.4854 | 0.7347 | 0.8571 | | No log | 1.1522 | 106 | 0.7103 | 0.5598 | 0.7103 | 0.8428 | | No log | 1.1739 | 108 | 0.7524 | 0.5357 | 0.7524 | 0.8674 | | No log | 1.1957 | 110 | 0.8977 | 0.4867 | 0.8977 | 0.9475 | | No log | 1.2174 | 112 | 0.8473 | 0.5447 | 0.8473 | 0.9205 | | No log | 1.2391 | 114 | 0.7036 | 0.5124 | 0.7036 | 0.8388 | | No log | 1.2609 | 116 | 0.6730 | 0.5322 | 0.6730 | 0.8204 | | No log | 1.2826 | 118 | 0.6736 | 0.5129 | 0.6736 | 0.8207 | | No log | 1.3043 | 120 | 0.6857 | 0.4898 | 0.6857 | 0.8280 | | No log | 1.3261 | 122 | 0.6725 | 0.4921 | 0.6725 | 0.8200 | | No log | 1.3478 | 124 | 0.7127 | 0.5077 | 0.7127 | 0.8442 | | No log | 1.3696 | 126 | 0.6528 | 0.4721 | 0.6528 | 0.8079 | | No log | 1.3913 | 128 | 0.6565 | 0.4880 | 0.6565 | 0.8102 | | No log | 1.4130 | 130 | 0.6378 | 0.4998 | 0.6378 | 0.7986 | | No log | 1.4348 | 132 | 0.6440 | 0.4779 | 0.6440 | 0.8025 | | No log | 1.4565 | 134 | 0.6357 | 0.5158 | 0.6357 | 0.7973 | | No log | 1.4783 | 136 | 0.6257 | 0.5162 | 0.6257 | 0.7910 | | No log | 1.5 | 138 | 0.6453 | 0.4807 | 0.6453 | 0.8033 | | No log | 1.5217 | 140 | 0.6374 | 0.4711 | 0.6374 | 0.7984 | | No log | 1.5435 | 142 | 0.7102 | 0.5208 | 0.7102 | 0.8427 | | No log | 1.5652 | 144 | 0.8421 | 0.5120 | 0.8421 | 0.9177 | | No log | 1.5870 | 146 | 0.7337 | 0.5066 | 0.7337 | 0.8566 | | No log | 1.6087 | 148 | 0.7579 | 0.5431 | 0.7579 | 0.8706 | | No log | 1.6304 | 150 | 0.7645 | 0.5108 | 0.7645 | 0.8743 | | No log | 1.6522 | 152 | 0.8169 | 0.5347 | 0.8169 | 0.9038 | | No log | 1.6739 | 154 | 0.8666 | 0.5251 | 0.8666 | 0.9309 | | No log | 1.6957 | 156 | 0.7571 | 0.5045 | 0.7571 | 0.8701 | | No log | 1.7174 | 158 | 0.7130 | 0.5066 | 0.7130 | 0.8444 | | No log | 1.7391 | 160 | 0.7535 | 0.5464 | 0.7535 | 0.8680 | | No log | 1.7609 | 162 | 0.8011 | 0.5066 | 0.8011 | 0.8951 | | No log | 1.7826 | 164 | 0.7444 | 0.5564 | 0.7444 | 0.8628 | | No log | 1.8043 | 166 | 0.6537 | 0.5398 | 0.6537 | 0.8085 | | No log | 1.8261 | 168 | 0.6463 | 0.4779 | 0.6463 | 0.8039 | | No log | 1.8478 | 170 | 0.6609 | 0.5555 | 0.6609 | 0.8130 | | No log | 1.8696 | 172 | 0.8188 | 0.4798 | 0.8188 | 0.9049 | | No log | 1.8913 | 174 | 0.7376 | 0.4815 | 0.7376 | 0.8588 | | No log | 1.9130 | 176 | 0.6160 | 0.5475 | 0.6160 | 0.7849 | | No log | 1.9348 | 178 | 0.6283 | 0.5355 | 0.6283 | 0.7927 | | No log | 1.9565 | 180 | 0.6199 | 0.4909 | 0.6199 | 0.7874 | | No log | 1.9783 | 182 | 0.6708 | 0.5634 | 0.6708 | 0.8190 | | No log | 2.0 | 184 | 1.0537 | 0.3513 | 1.0537 | 1.0265 | | No log | 2.0217 | 186 | 1.3159 | 0.3190 | 1.3159 | 1.1471 | | No log | 2.0435 | 188 | 1.1424 | 0.3017 | 1.1424 | 1.0688 | | No log | 2.0652 | 190 | 0.7831 | 0.5185 | 0.7831 | 0.8849 | | No log | 2.0870 | 192 | 0.6712 | 0.5076 | 0.6712 | 0.8193 | | No log | 2.1087 | 194 | 0.6744 | 0.5248 | 0.6744 | 0.8212 | | No log | 2.1304 | 196 | 0.7026 | 0.5563 | 0.7026 | 0.8382 | | No log | 2.1522 | 198 | 0.7320 | 0.5479 | 0.7320 | 0.8555 | | No log | 2.1739 | 200 | 0.6724 | 0.4919 | 0.6724 | 0.8200 | | No log | 2.1957 | 202 | 0.6699 | 0.5289 | 0.6699 | 0.8185 | | No log | 2.2174 | 204 | 0.7057 | 0.4478 | 0.7057 | 0.8401 | | No log | 2.2391 | 206 | 0.6530 | 0.5306 | 0.6530 | 0.8081 | | No log | 2.2609 | 208 | 0.6552 | 0.5028 | 0.6552 | 0.8095 | | No log | 2.2826 | 210 | 0.6854 | 0.5179 | 0.6854 | 0.8279 | | No log | 2.3043 | 212 | 0.6292 | 0.5048 | 0.6292 | 0.7932 | | No log | 2.3261 | 214 | 0.6122 | 0.5378 | 0.6122 | 0.7824 | | No log | 2.3478 | 216 | 0.5978 | 0.4948 | 0.5978 | 0.7732 | | No log | 2.3696 | 218 | 0.5894 | 0.4576 | 0.5894 | 0.7677 | | No log | 2.3913 | 220 | 0.5921 | 0.4408 | 0.5921 | 0.7695 | | No log | 2.4130 | 222 | 0.6028 | 0.4726 | 0.6028 | 0.7764 | | No log | 2.4348 | 224 | 0.6187 | 0.5258 | 0.6187 | 0.7866 | | No log | 2.4565 | 226 | 0.6515 | 0.5408 | 0.6515 | 0.8071 | | No log | 2.4783 | 228 | 0.6535 | 0.5353 | 0.6535 | 0.8084 | | No log | 2.5 | 230 | 0.6408 | 0.5336 | 0.6408 | 0.8005 | | No log | 2.5217 | 232 | 0.6459 | 0.5149 | 0.6459 | 0.8037 | | No log | 2.5435 | 234 | 0.6606 | 0.5213 | 0.6606 | 0.8128 | | No log | 2.5652 | 236 | 0.6701 | 0.5475 | 0.6701 | 0.8186 | | No log | 2.5870 | 238 | 0.6759 | 0.5303 | 0.6759 | 0.8221 | | No log | 2.6087 | 240 | 0.7164 | 0.5466 | 0.7164 | 0.8464 | | No log | 2.6304 | 242 | 0.7211 | 0.5590 | 0.7211 | 0.8492 | | No log | 2.6522 | 244 | 0.6597 | 0.5616 | 0.6597 | 0.8122 | | No log | 2.6739 | 246 | 0.6412 | 0.5264 | 0.6412 | 0.8008 | | No log | 2.6957 | 248 | 0.6380 | 0.5548 | 0.6380 | 0.7988 | | No log | 2.7174 | 250 | 0.6565 | 0.5793 | 0.6565 | 0.8102 | | No log | 2.7391 | 252 | 0.6687 | 0.5799 | 0.6687 | 0.8177 | | No log | 2.7609 | 254 | 0.7328 | 0.5324 | 0.7328 | 0.8560 | | No log | 2.7826 | 256 | 0.8840 | 0.4164 | 0.8840 | 0.9402 | | No log | 2.8043 | 258 | 1.1472 | 0.3276 | 1.1472 | 1.0711 | | No log | 2.8261 | 260 | 1.1223 | 0.3539 | 1.1223 | 1.0594 | | No log | 2.8478 | 262 | 0.9535 | 0.4276 | 0.9535 | 0.9765 | | No log | 2.8696 | 264 | 0.8000 | 0.4760 | 0.8000 | 0.8944 | | No log | 2.8913 | 266 | 0.7087 | 0.5262 | 0.7087 | 0.8418 | | No log | 2.9130 | 268 | 0.6779 | 0.5919 | 0.6779 | 0.8234 | | No log | 2.9348 | 270 | 0.6172 | 0.6196 | 0.6172 | 0.7856 | | No log | 2.9565 | 272 | 0.6113 | 0.6084 | 0.6113 | 0.7818 | | No log | 2.9783 | 274 | 0.6249 | 0.5986 | 0.6249 | 0.7905 | | No log | 3.0 | 276 | 0.6665 | 0.5590 | 0.6665 | 0.8164 | | No log | 3.0217 | 278 | 0.7998 | 0.5120 | 0.7998 | 0.8943 | | No log | 3.0435 | 280 | 0.9150 | 0.4323 | 0.9150 | 0.9566 | | No log | 3.0652 | 282 | 0.8291 | 0.4985 | 0.8291 | 0.9105 | | No log | 3.0870 | 284 | 0.6780 | 0.5186 | 0.6780 | 0.8234 | | No log | 3.1087 | 286 | 0.5657 | 0.5556 | 0.5657 | 0.7521 | | No log | 3.1304 | 288 | 0.5673 | 0.5026 | 0.5673 | 0.7532 | | No log | 3.1522 | 290 | 0.5735 | 0.5319 | 0.5735 | 0.7573 | | No log | 3.1739 | 292 | 0.5776 | 0.5063 | 0.5776 | 0.7600 | | No log | 3.1957 | 294 | 0.6022 | 0.5614 | 0.6022 | 0.7760 | | No log | 3.2174 | 296 | 0.6055 | 0.5356 | 0.6055 | 0.7781 | | No log | 3.2391 | 298 | 0.6045 | 0.5534 | 0.6045 | 0.7775 | | No log | 3.2609 | 300 | 0.6234 | 0.5201 | 0.6234 | 0.7896 | | No log | 3.2826 | 302 | 0.6360 | 0.5201 | 0.6360 | 0.7975 | | No log | 3.3043 | 304 | 0.7113 | 0.5133 | 0.7113 | 0.8434 | | No log | 3.3261 | 306 | 0.6486 | 0.5217 | 0.6486 | 0.8053 | | No log | 3.3478 | 308 | 0.5948 | 0.5595 | 0.5948 | 0.7712 | | No log | 3.3696 | 310 | 0.6315 | 0.5121 | 0.6315 | 0.7947 | | No log | 3.3913 | 312 | 0.6244 | 0.5528 | 0.6244 | 0.7902 | | No log | 3.4130 | 314 | 0.6193 | 0.5528 | 0.6193 | 0.7870 | | No log | 3.4348 | 316 | 0.5971 | 0.5587 | 0.5971 | 0.7727 | | No log | 3.4565 | 318 | 0.6555 | 0.5329 | 0.6555 | 0.8096 | | No log | 3.4783 | 320 | 0.7068 | 0.5569 | 0.7068 | 0.8407 | | No log | 3.5 | 322 | 0.6325 | 0.5186 | 0.6325 | 0.7953 | | No log | 3.5217 | 324 | 0.5767 | 0.4918 | 0.5767 | 0.7594 | | No log | 3.5435 | 326 | 0.6252 | 0.5111 | 0.6252 | 0.7907 | | No log | 3.5652 | 328 | 0.6068 | 0.5371 | 0.6068 | 0.7790 | | No log | 3.5870 | 330 | 0.5819 | 0.5561 | 0.5819 | 0.7628 | | No log | 3.6087 | 332 | 0.6270 | 0.5306 | 0.6270 | 0.7918 | | No log | 3.6304 | 334 | 0.6816 | 0.5355 | 0.6816 | 0.8256 | | No log | 3.6522 | 336 | 0.6788 | 0.5502 | 0.6788 | 0.8239 | | No log | 3.6739 | 338 | 0.6662 | 0.5304 | 0.6662 | 0.8162 | | No log | 3.6957 | 340 | 0.6170 | 0.5520 | 0.6170 | 0.7855 | | No log | 3.7174 | 342 | 0.6180 | 0.5362 | 0.6180 | 0.7861 | | No log | 3.7391 | 344 | 0.6189 | 0.5463 | 0.6189 | 0.7867 | | No log | 3.7609 | 346 | 0.6201 | 0.5221 | 0.6201 | 0.7875 | | No log | 3.7826 | 348 | 0.6704 | 0.5096 | 0.6704 | 0.8188 | | No log | 3.8043 | 350 | 0.6256 | 0.5036 | 0.6256 | 0.7910 | | No log | 3.8261 | 352 | 0.5805 | 0.4367 | 0.5805 | 0.7619 | | No log | 3.8478 | 354 | 0.5856 | 0.4227 | 0.5856 | 0.7653 | | No log | 3.8696 | 356 | 0.5752 | 0.4329 | 0.5752 | 0.7584 | | No log | 3.8913 | 358 | 0.5738 | 0.4387 | 0.5738 | 0.7575 | | No log | 3.9130 | 360 | 0.6211 | 0.5084 | 0.6211 | 0.7881 | | No log | 3.9348 | 362 | 0.6213 | 0.5449 | 0.6213 | 0.7882 | | No log | 3.9565 | 364 | 0.6150 | 0.5881 | 0.6150 | 0.7842 | | No log | 3.9783 | 366 | 0.6006 | 0.5640 | 0.6006 | 0.7750 | | No log | 4.0 | 368 | 0.5939 | 0.5290 | 0.5939 | 0.7706 | | No log | 4.0217 | 370 | 0.5988 | 0.5723 | 0.5988 | 0.7738 | | No log | 4.0435 | 372 | 0.6693 | 0.5009 | 0.6693 | 0.8181 | | No log | 4.0652 | 374 | 0.8070 | 0.4601 | 0.8070 | 0.8983 | | No log | 4.0870 | 376 | 0.8670 | 0.4438 | 0.8670 | 0.9311 | | No log | 4.1087 | 378 | 0.7286 | 0.4644 | 0.7286 | 0.8536 | | No log | 4.1304 | 380 | 0.5927 | 0.4810 | 0.5927 | 0.7699 | | No log | 4.1522 | 382 | 0.5890 | 0.4772 | 0.5890 | 0.7675 | | No log | 4.1739 | 384 | 0.6137 | 0.5021 | 0.6137 | 0.7834 | | No log | 4.1957 | 386 | 0.5920 | 0.5403 | 0.5920 | 0.7694 | | No log | 4.2174 | 388 | 0.6020 | 0.4882 | 0.6020 | 0.7759 | | No log | 4.2391 | 390 | 0.7943 | 0.4940 | 0.7943 | 0.8913 | | No log | 4.2609 | 392 | 1.0526 | 0.4151 | 1.0526 | 1.0259 | | No log | 4.2826 | 394 | 1.0880 | 0.4066 | 1.0880 | 1.0431 | | No log | 4.3043 | 396 | 0.9139 | 0.4664 | 0.9139 | 0.9560 | | No log | 4.3261 | 398 | 0.7078 | 0.5172 | 0.7078 | 0.8413 | | No log | 4.3478 | 400 | 0.6309 | 0.5363 | 0.6309 | 0.7943 | | No log | 4.3696 | 402 | 0.6044 | 0.5556 | 0.6044 | 0.7774 | | No log | 4.3913 | 404 | 0.5947 | 0.5474 | 0.5947 | 0.7712 | | No log | 4.4130 | 406 | 0.5897 | 0.5107 | 0.5897 | 0.7679 | | No log | 4.4348 | 408 | 0.6018 | 0.5038 | 0.6018 | 0.7758 | | No log | 4.4565 | 410 | 0.5948 | 0.5164 | 0.5948 | 0.7712 | | No log | 4.4783 | 412 | 0.5953 | 0.5074 | 0.5953 | 0.7715 | | No log | 4.5 | 414 | 0.6267 | 0.5289 | 0.6267 | 0.7916 | | No log | 4.5217 | 416 | 0.6291 | 0.5053 | 0.6291 | 0.7932 | | No log | 4.5435 | 418 | 0.6327 | 0.4743 | 0.6327 | 0.7954 | | No log | 4.5652 | 420 | 0.6297 | 0.4743 | 0.6297 | 0.7936 | | No log | 4.5870 | 422 | 0.5881 | 0.5025 | 0.5881 | 0.7669 | | No log | 4.6087 | 424 | 0.5662 | 0.4548 | 0.5662 | 0.7524 | | No log | 4.6304 | 426 | 0.5653 | 0.4539 | 0.5653 | 0.7519 | | No log | 4.6522 | 428 | 0.5775 | 0.4840 | 0.5775 | 0.7600 | | No log | 4.6739 | 430 | 0.5836 | 0.4704 | 0.5836 | 0.7639 | | No log | 4.6957 | 432 | 0.6074 | 0.4845 | 0.6074 | 0.7794 | | No log | 4.7174 | 434 | 0.6440 | 0.4639 | 0.6440 | 0.8025 | | No log | 4.7391 | 436 | 0.6787 | 0.4984 | 0.6787 | 0.8238 | | No log | 4.7609 | 438 | 0.6285 | 0.5363 | 0.6285 | 0.7928 | | No log | 4.7826 | 440 | 0.6145 | 0.5778 | 0.6145 | 0.7839 | | No log | 4.8043 | 442 | 0.6317 | 0.5237 | 0.6317 | 0.7948 | | No log | 4.8261 | 444 | 0.6222 | 0.5445 | 0.6222 | 0.7888 | | No log | 4.8478 | 446 | 0.5819 | 0.5427 | 0.5819 | 0.7628 | | No log | 4.8696 | 448 | 0.5689 | 0.5475 | 0.5689 | 0.7543 | | No log | 4.8913 | 450 | 0.5795 | 0.4644 | 0.5795 | 0.7612 | | No log | 4.9130 | 452 | 0.5949 | 0.4873 | 0.5949 | 0.7713 | | No log | 4.9348 | 454 | 0.5666 | 0.4833 | 0.5666 | 0.7528 | | No log | 4.9565 | 456 | 0.5647 | 0.4797 | 0.5647 | 0.7515 | | No log | 4.9783 | 458 | 0.5713 | 0.5040 | 0.5713 | 0.7558 | | No log | 5.0 | 460 | 0.5740 | 0.5621 | 0.5740 | 0.7576 | | No log | 5.0217 | 462 | 0.5835 | 0.5234 | 0.5835 | 0.7639 | | No log | 5.0435 | 464 | 0.5848 | 0.4957 | 0.5848 | 0.7647 | | No log | 5.0652 | 466 | 0.5743 | 0.5088 | 0.5743 | 0.7578 | | No log | 5.0870 | 468 | 0.5683 | 0.4489 | 0.5683 | 0.7538 | | No log | 5.1087 | 470 | 0.5709 | 0.4822 | 0.5709 | 0.7556 | | No log | 5.1304 | 472 | 0.5895 | 0.5071 | 0.5895 | 0.7678 | | No log | 5.1522 | 474 | 0.5748 | 0.4726 | 0.5748 | 0.7582 | | No log | 5.1739 | 476 | 0.5587 | 0.5316 | 0.5587 | 0.7474 | | No log | 5.1957 | 478 | 0.5664 | 0.5288 | 0.5664 | 0.7526 | | No log | 5.2174 | 480 | 0.5816 | 0.4794 | 0.5816 | 0.7626 | | No log | 5.2391 | 482 | 0.5707 | 0.4937 | 0.5707 | 0.7554 | | No log | 5.2609 | 484 | 0.5757 | 0.4876 | 0.5757 | 0.7587 | | No log | 5.2826 | 486 | 0.5779 | 0.5123 | 0.5779 | 0.7602 | | No log | 5.3043 | 488 | 0.5710 | 0.5299 | 0.5710 | 0.7557 | | No log | 5.3261 | 490 | 0.5678 | 0.5040 | 0.5678 | 0.7536 | | No log | 5.3478 | 492 | 0.5779 | 0.5058 | 0.5779 | 0.7602 | | No log | 5.3696 | 494 | 0.6011 | 0.5168 | 0.6011 | 0.7753 | | No log | 5.3913 | 496 | 0.5961 | 0.5168 | 0.5961 | 0.7721 | | No log | 5.4130 | 498 | 0.5710 | 0.5310 | 0.5710 | 0.7557 | | 0.352 | 5.4348 | 500 | 0.5853 | 0.5042 | 0.5853 | 0.7651 | | 0.352 | 5.4565 | 502 | 0.6063 | 0.5179 | 0.6063 | 0.7787 | | 0.352 | 5.4783 | 504 | 0.5909 | 0.5587 | 0.5909 | 0.7687 | | 0.352 | 5.5 | 506 | 0.6180 | 0.4866 | 0.6180 | 0.7861 | | 0.352 | 5.5217 | 508 | 0.6526 | 0.5113 | 0.6526 | 0.8078 | | 0.352 | 5.5435 | 510 | 0.6067 | 0.5216 | 0.6067 | 0.7789 | | 0.352 | 5.5652 | 512 | 0.5736 | 0.5248 | 0.5736 | 0.7574 | | 0.352 | 5.5870 | 514 | 0.5770 | 0.5161 | 0.5770 | 0.7596 | | 0.352 | 5.6087 | 516 | 0.5816 | 0.5135 | 0.5816 | 0.7626 | | 0.352 | 5.6304 | 518 | 0.5988 | 0.5428 | 0.5988 | 0.7738 | | 0.352 | 5.6522 | 520 | 0.5896 | 0.5527 | 0.5896 | 0.7678 | | 0.352 | 5.6739 | 522 | 0.5792 | 0.4467 | 0.5792 | 0.7611 | | 0.352 | 5.6957 | 524 | 0.5840 | 0.4251 | 0.5840 | 0.7642 | | 0.352 | 5.7174 | 526 | 0.5797 | 0.4393 | 0.5797 | 0.7614 | | 0.352 | 5.7391 | 528 | 0.5813 | 0.4662 | 0.5813 | 0.7624 | | 0.352 | 5.7609 | 530 | 0.5999 | 0.4729 | 0.5999 | 0.7745 | ### Framework versions - Transformers 4.44.2 - Pytorch 2.4.0+cu118 - Datasets 2.21.0 - Tokenizers 0.19.1