--- library_name: transformers base_model: aubmindlab/bert-base-arabertv02 tags: - generated_from_trainer model-index: - name: ArabicNewSplits7_OSS_usingWellWrittenEssays_FineTuningAraBERT_run1_AugV5_k18_task1_organization results: [] --- # ArabicNewSplits7_OSS_usingWellWrittenEssays_FineTuningAraBERT_run1_AugV5_k18_task1_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: 0.9071 - Qwk: 0.6711 - Mse: 0.9071 - Rmse: 0.9524 ## 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 | 0.0148 | 2 | 7.2094 | 0.0 | 7.2094 | 2.6850 | | No log | 0.0296 | 4 | 4.4999 | 0.0317 | 4.4999 | 2.1213 | | No log | 0.0444 | 6 | 3.0911 | 0.0702 | 3.0911 | 1.7581 | | No log | 0.0593 | 8 | 2.0861 | 0.2154 | 2.0861 | 1.4443 | | No log | 0.0741 | 10 | 1.6485 | 0.1905 | 1.6485 | 1.2839 | | No log | 0.0889 | 12 | 1.5300 | 0.1165 | 1.5300 | 1.2369 | | No log | 0.1037 | 14 | 1.5615 | 0.3036 | 1.5615 | 1.2496 | | No log | 0.1185 | 16 | 1.8795 | 0.0943 | 1.8795 | 1.3709 | | No log | 0.1333 | 18 | 2.0483 | 0.0367 | 2.0483 | 1.4312 | | No log | 0.1481 | 20 | 1.9804 | 0.0885 | 1.9804 | 1.4073 | | No log | 0.1630 | 22 | 1.6360 | 0.1905 | 1.6360 | 1.2791 | | No log | 0.1778 | 24 | 1.4786 | 0.2593 | 1.4786 | 1.2160 | | No log | 0.1926 | 26 | 1.3512 | 0.3273 | 1.3512 | 1.1624 | | No log | 0.2074 | 28 | 1.2347 | 0.3091 | 1.2347 | 1.1112 | | No log | 0.2222 | 30 | 1.2483 | 0.3894 | 1.2483 | 1.1173 | | No log | 0.2370 | 32 | 1.2839 | 0.4628 | 1.2839 | 1.1331 | | No log | 0.2519 | 34 | 1.4541 | 0.3710 | 1.4541 | 1.2058 | | No log | 0.2667 | 36 | 1.2385 | 0.5161 | 1.2385 | 1.1129 | | No log | 0.2815 | 38 | 1.1288 | 0.4921 | 1.1288 | 1.0624 | | No log | 0.2963 | 40 | 1.2642 | 0.5 | 1.2642 | 1.1244 | | No log | 0.3111 | 42 | 1.1511 | 0.4677 | 1.1511 | 1.0729 | | No log | 0.3259 | 44 | 1.6397 | 0.2879 | 1.6397 | 1.2805 | | No log | 0.3407 | 46 | 2.2597 | 0.2703 | 2.2597 | 1.5032 | | No log | 0.3556 | 48 | 1.9599 | 0.3286 | 1.9599 | 1.4000 | | No log | 0.3704 | 50 | 1.2978 | 0.5077 | 1.2978 | 1.1392 | | No log | 0.3852 | 52 | 1.1541 | 0.5082 | 1.1541 | 1.0743 | | No log | 0.4 | 54 | 1.2172 | 0.5 | 1.2172 | 1.1033 | | No log | 0.4148 | 56 | 1.1111 | 0.5692 | 1.1111 | 1.0541 | | No log | 0.4296 | 58 | 0.9940 | 0.6 | 0.9940 | 0.9970 | | No log | 0.4444 | 60 | 1.0997 | 0.6260 | 1.0997 | 1.0487 | | No log | 0.4593 | 62 | 0.9688 | 0.6519 | 0.9688 | 0.9843 | | No log | 0.4741 | 64 | 0.7771 | 0.7075 | 0.7771 | 0.8815 | | No log | 0.4889 | 66 | 0.8605 | 0.6713 | 0.8605 | 0.9276 | | No log | 0.5037 | 68 | 1.0001 | 0.6338 | 1.0001 | 1.0000 | | No log | 0.5185 | 70 | 0.9324 | 0.5865 | 0.9324 | 0.9656 | | No log | 0.5333 | 72 | 0.7580 | 0.7114 | 0.7580 | 0.8706 | | No log | 0.5481 | 74 | 0.8020 | 0.7421 | 0.8020 | 0.8956 | | No log | 0.5630 | 76 | 0.9190 | 0.7174 | 0.9190 | 0.9586 | | No log | 0.5778 | 78 | 0.8297 | 0.7528 | 0.8297 | 0.9109 | | No log | 0.5926 | 80 | 0.6835 | 0.7485 | 0.6835 | 0.8267 | | No log | 0.6074 | 82 | 0.9638 | 0.7119 | 0.9638 | 0.9817 | | No log | 0.6222 | 84 | 1.4393 | 0.5682 | 1.4393 | 1.1997 | | No log | 0.6370 | 86 | 1.3695 | 0.5542 | 1.3695 | 1.1702 | | No log | 0.6519 | 88 | 1.0242 | 0.6788 | 1.0242 | 1.0120 | | No log | 0.6667 | 90 | 0.8098 | 0.6803 | 0.8098 | 0.8999 | | No log | 0.6815 | 92 | 0.8027 | 0.6479 | 0.8027 | 0.8959 | | No log | 0.6963 | 94 | 0.7648 | 0.6525 | 0.7648 | 0.8745 | | No log | 0.7111 | 96 | 0.7192 | 0.7206 | 0.7192 | 0.8480 | | No log | 0.7259 | 98 | 0.7919 | 0.6892 | 0.7919 | 0.8899 | | No log | 0.7407 | 100 | 0.8892 | 0.6974 | 0.8892 | 0.9430 | | No log | 0.7556 | 102 | 1.0115 | 0.7160 | 1.0115 | 1.0057 | | No log | 0.7704 | 104 | 0.9600 | 0.7089 | 0.9600 | 0.9798 | | No log | 0.7852 | 106 | 0.7631 | 0.7013 | 0.7631 | 0.8736 | | No log | 0.8 | 108 | 0.8149 | 0.6803 | 0.8149 | 0.9027 | | No log | 0.8148 | 110 | 0.9861 | 0.6626 | 0.9861 | 0.9930 | | No log | 0.8296 | 112 | 0.9715 | 0.6711 | 0.9715 | 0.9856 | | No log | 0.8444 | 114 | 0.8875 | 0.6803 | 0.8875 | 0.9421 | | No log | 0.8593 | 116 | 0.8303 | 0.6812 | 0.8303 | 0.9112 | | No log | 0.8741 | 118 | 0.8089 | 0.6567 | 0.8089 | 0.8994 | | No log | 0.8889 | 120 | 0.7725 | 0.6667 | 0.7725 | 0.8789 | | No log | 0.9037 | 122 | 0.7533 | 0.6906 | 0.7533 | 0.8680 | | No log | 0.9185 | 124 | 0.7312 | 0.7413 | 0.7312 | 0.8551 | | No log | 0.9333 | 126 | 0.7135 | 0.7724 | 0.7135 | 0.8447 | | No log | 0.9481 | 128 | 0.7318 | 0.7310 | 0.7318 | 0.8555 | | No log | 0.9630 | 130 | 0.7811 | 0.7105 | 0.7811 | 0.8838 | | No log | 0.9778 | 132 | 0.8369 | 0.6933 | 0.8369 | 0.9148 | | No log | 0.9926 | 134 | 0.8859 | 0.6755 | 0.8859 | 0.9412 | | No log | 1.0074 | 136 | 0.9810 | 0.6490 | 0.9810 | 0.9905 | | No log | 1.0222 | 138 | 0.8886 | 0.6667 | 0.8886 | 0.9426 | | No log | 1.0370 | 140 | 0.8412 | 0.6438 | 0.8412 | 0.9172 | | No log | 1.0519 | 142 | 0.8018 | 0.6577 | 0.8018 | 0.8954 | | No log | 1.0667 | 144 | 0.8305 | 0.6883 | 0.8305 | 0.9113 | | No log | 1.0815 | 146 | 1.0035 | 0.6795 | 1.0035 | 1.0017 | | No log | 1.0963 | 148 | 1.0503 | 0.6184 | 1.0503 | 1.0249 | | No log | 1.1111 | 150 | 0.8970 | 0.6918 | 0.8970 | 0.9471 | | No log | 1.1259 | 152 | 0.6259 | 0.7590 | 0.6259 | 0.7912 | | No log | 1.1407 | 154 | 0.5795 | 0.7882 | 0.5795 | 0.7613 | | No log | 1.1556 | 156 | 0.6064 | 0.8333 | 0.6064 | 0.7787 | | No log | 1.1704 | 158 | 0.5856 | 0.7853 | 0.5856 | 0.7653 | | No log | 1.1852 | 160 | 0.6471 | 0.7143 | 0.6471 | 0.8044 | | No log | 1.2 | 162 | 0.7533 | 0.6800 | 0.7533 | 0.8679 | | No log | 1.2148 | 164 | 0.6733 | 0.7453 | 0.6733 | 0.8206 | | No log | 1.2296 | 166 | 0.6718 | 0.7683 | 0.6718 | 0.8196 | | No log | 1.2444 | 168 | 0.6916 | 0.7590 | 0.6916 | 0.8316 | | No log | 1.2593 | 170 | 0.7289 | 0.7485 | 0.7289 | 0.8538 | | No log | 1.2741 | 172 | 0.6647 | 0.7730 | 0.6647 | 0.8153 | | No log | 1.2889 | 174 | 0.7121 | 0.7239 | 0.7121 | 0.8438 | | No log | 1.3037 | 176 | 0.7032 | 0.7081 | 0.7032 | 0.8386 | | No log | 1.3185 | 178 | 0.6424 | 0.7211 | 0.6424 | 0.8015 | | No log | 1.3333 | 180 | 0.6460 | 0.7075 | 0.6460 | 0.8037 | | No log | 1.3481 | 182 | 0.5884 | 0.7821 | 0.5884 | 0.7671 | | No log | 1.3630 | 184 | 0.5330 | 0.8129 | 0.5330 | 0.7300 | | No log | 1.3778 | 186 | 0.5168 | 0.8284 | 0.5168 | 0.7189 | | No log | 1.3926 | 188 | 0.5245 | 0.8284 | 0.5245 | 0.7242 | | No log | 1.4074 | 190 | 0.5945 | 0.8111 | 0.5945 | 0.7710 | | No log | 1.4222 | 192 | 0.7519 | 0.7725 | 0.7519 | 0.8671 | | No log | 1.4370 | 194 | 0.7935 | 0.7381 | 0.7935 | 0.8908 | | No log | 1.4519 | 196 | 0.7201 | 0.7134 | 0.7201 | 0.8486 | | No log | 1.4667 | 198 | 0.7476 | 0.6849 | 0.7476 | 0.8646 | | No log | 1.4815 | 200 | 0.8062 | 0.6383 | 0.8062 | 0.8979 | | No log | 1.4963 | 202 | 0.8911 | 0.6294 | 0.8911 | 0.9440 | | No log | 1.5111 | 204 | 1.0070 | 0.6164 | 1.0070 | 1.0035 | | No log | 1.5259 | 206 | 0.9685 | 0.6309 | 0.9685 | 0.9841 | | No log | 1.5407 | 208 | 0.8034 | 0.6711 | 0.8034 | 0.8963 | | No log | 1.5556 | 210 | 0.7393 | 0.7092 | 0.7393 | 0.8598 | | No log | 1.5704 | 212 | 0.6903 | 0.7586 | 0.6903 | 0.8308 | | No log | 1.5852 | 214 | 0.5954 | 0.7785 | 0.5954 | 0.7716 | | No log | 1.6 | 216 | 0.5340 | 0.8129 | 0.5340 | 0.7307 | | No log | 1.6148 | 218 | 0.5408 | 0.8129 | 0.5408 | 0.7354 | | No log | 1.6296 | 220 | 0.5837 | 0.7763 | 0.5837 | 0.7640 | | No log | 1.6444 | 222 | 0.5659 | 0.7763 | 0.5659 | 0.7523 | | No log | 1.6593 | 224 | 0.5774 | 0.7763 | 0.5774 | 0.7599 | | No log | 1.6741 | 226 | 0.5762 | 0.7947 | 0.5762 | 0.7591 | | No log | 1.6889 | 228 | 0.5873 | 0.8026 | 0.5873 | 0.7663 | | No log | 1.7037 | 230 | 0.6041 | 0.8079 | 0.6041 | 0.7772 | | No log | 1.7185 | 232 | 0.6038 | 0.7974 | 0.6038 | 0.7770 | | No log | 1.7333 | 234 | 0.6806 | 0.7248 | 0.6806 | 0.8250 | | No log | 1.7481 | 236 | 0.8632 | 0.6839 | 0.8632 | 0.9291 | | No log | 1.7630 | 238 | 0.9172 | 0.6792 | 0.9172 | 0.9577 | | No log | 1.7778 | 240 | 0.7551 | 0.6923 | 0.7551 | 0.8690 | | No log | 1.7926 | 242 | 0.6474 | 0.7703 | 0.6474 | 0.8046 | | No log | 1.8074 | 244 | 0.6889 | 0.7639 | 0.6889 | 0.8300 | | No log | 1.8222 | 246 | 0.7176 | 0.7324 | 0.7176 | 0.8471 | | No log | 1.8370 | 248 | 0.7013 | 0.6928 | 0.7013 | 0.8374 | | No log | 1.8519 | 250 | 0.6184 | 0.7439 | 0.6184 | 0.7864 | | No log | 1.8667 | 252 | 0.5728 | 0.775 | 0.5728 | 0.7568 | | No log | 1.8815 | 254 | 0.5691 | 0.7898 | 0.5691 | 0.7544 | | No log | 1.8963 | 256 | 0.6011 | 0.8235 | 0.6011 | 0.7753 | | No log | 1.9111 | 258 | 0.6651 | 0.7397 | 0.6651 | 0.8155 | | No log | 1.9259 | 260 | 0.7263 | 0.7101 | 0.7263 | 0.8523 | | No log | 1.9407 | 262 | 0.8264 | 0.6906 | 0.8264 | 0.9091 | | No log | 1.9556 | 264 | 0.8511 | 0.6383 | 0.8511 | 0.9226 | | No log | 1.9704 | 266 | 0.7842 | 0.6620 | 0.7842 | 0.8856 | | No log | 1.9852 | 268 | 0.7072 | 0.7432 | 0.7072 | 0.8410 | | No log | 2.0 | 270 | 0.7428 | 0.7483 | 0.7428 | 0.8619 | | No log | 2.0148 | 272 | 0.7069 | 0.7397 | 0.7069 | 0.8407 | | No log | 2.0296 | 274 | 0.7200 | 0.7234 | 0.7200 | 0.8485 | | No log | 2.0444 | 276 | 0.7869 | 0.6714 | 0.7869 | 0.8870 | | No log | 2.0593 | 278 | 0.8697 | 0.6429 | 0.8697 | 0.9326 | | No log | 2.0741 | 280 | 0.8388 | 0.6621 | 0.8388 | 0.9159 | | No log | 2.0889 | 282 | 0.7600 | 0.7 | 0.7600 | 0.8718 | | No log | 2.1037 | 284 | 0.7472 | 0.7 | 0.7472 | 0.8644 | | No log | 2.1185 | 286 | 0.6706 | 0.75 | 0.6706 | 0.8189 | | No log | 2.1333 | 288 | 0.5817 | 0.7785 | 0.5817 | 0.7627 | | No log | 2.1481 | 290 | 0.5932 | 0.7843 | 0.5932 | 0.7702 | | No log | 2.1630 | 292 | 0.7632 | 0.7407 | 0.7632 | 0.8736 | | No log | 2.1778 | 294 | 0.7612 | 0.7578 | 0.7612 | 0.8724 | | No log | 2.1926 | 296 | 0.6201 | 0.7397 | 0.6201 | 0.7875 | | No log | 2.2074 | 298 | 0.5673 | 0.7838 | 0.5673 | 0.7532 | | No log | 2.2222 | 300 | 0.5956 | 0.7917 | 0.5956 | 0.7717 | | No log | 2.2370 | 302 | 0.6210 | 0.7606 | 0.6210 | 0.7881 | | No log | 2.2519 | 304 | 0.7117 | 0.7183 | 0.7117 | 0.8436 | | No log | 2.2667 | 306 | 0.9280 | 0.6707 | 0.9280 | 0.9633 | | No log | 2.2815 | 308 | 0.9269 | 0.6744 | 0.9269 | 0.9627 | | No log | 2.2963 | 310 | 0.7184 | 0.7134 | 0.7184 | 0.8476 | | No log | 2.3111 | 312 | 0.6112 | 0.7901 | 0.6112 | 0.7818 | | No log | 2.3259 | 314 | 0.6383 | 0.7746 | 0.6383 | 0.7989 | | No log | 2.3407 | 316 | 0.7700 | 0.7143 | 0.7700 | 0.8775 | | No log | 2.3556 | 318 | 0.7542 | 0.6993 | 0.7542 | 0.8684 | | No log | 2.3704 | 320 | 0.7797 | 0.6901 | 0.7797 | 0.8830 | | No log | 2.3852 | 322 | 0.7794 | 0.6806 | 0.7794 | 0.8828 | | No log | 2.4 | 324 | 0.7577 | 0.6993 | 0.7577 | 0.8704 | | No log | 2.4148 | 326 | 0.6504 | 0.7273 | 0.6504 | 0.8065 | | No log | 2.4296 | 328 | 0.6202 | 0.7376 | 0.6202 | 0.7875 | | No log | 2.4444 | 330 | 0.6567 | 0.7463 | 0.6567 | 0.8104 | | No log | 2.4593 | 332 | 0.6986 | 0.7313 | 0.6986 | 0.8358 | | No log | 2.4741 | 334 | 0.7371 | 0.6667 | 0.7371 | 0.8586 | | No log | 2.4889 | 336 | 0.7389 | 0.6716 | 0.7389 | 0.8596 | | No log | 2.5037 | 338 | 0.6506 | 0.7015 | 0.6506 | 0.8066 | | No log | 2.5185 | 340 | 0.5797 | 0.7353 | 0.5797 | 0.7614 | | No log | 2.5333 | 342 | 0.5637 | 0.7556 | 0.5637 | 0.7508 | | No log | 2.5481 | 344 | 0.5853 | 0.7568 | 0.5853 | 0.7650 | | No log | 2.5630 | 346 | 0.6733 | 0.7273 | 0.6733 | 0.8206 | | No log | 2.5778 | 348 | 0.6631 | 0.7383 | 0.6631 | 0.8143 | | No log | 2.5926 | 350 | 0.6070 | 0.7536 | 0.6070 | 0.7791 | | No log | 2.6074 | 352 | 0.6347 | 0.7465 | 0.6347 | 0.7967 | | No log | 2.6222 | 354 | 0.6740 | 0.7692 | 0.6740 | 0.8209 | | No log | 2.6370 | 356 | 0.6170 | 0.7571 | 0.6170 | 0.7855 | | No log | 2.6519 | 358 | 0.6325 | 0.7286 | 0.6325 | 0.7953 | | No log | 2.6667 | 360 | 0.6375 | 0.7448 | 0.6375 | 0.7985 | | No log | 2.6815 | 362 | 0.6192 | 0.7619 | 0.6192 | 0.7869 | | No log | 2.6963 | 364 | 0.6720 | 0.7324 | 0.6720 | 0.8198 | | No log | 2.7111 | 366 | 0.7472 | 0.6993 | 0.7472 | 0.8644 | | No log | 2.7259 | 368 | 0.7930 | 0.6763 | 0.7930 | 0.8905 | | No log | 2.7407 | 370 | 0.8236 | 0.6901 | 0.8236 | 0.9075 | | No log | 2.7556 | 372 | 0.8377 | 0.6763 | 0.8377 | 0.9152 | | No log | 2.7704 | 374 | 0.7612 | 0.7183 | 0.7612 | 0.8725 | | No log | 2.7852 | 376 | 0.7188 | 0.7465 | 0.7188 | 0.8478 | | No log | 2.8 | 378 | 0.7019 | 0.75 | 0.7019 | 0.8378 | | No log | 2.8148 | 380 | 0.7014 | 0.7465 | 0.7014 | 0.8375 | | No log | 2.8296 | 382 | 0.7493 | 0.7333 | 0.7493 | 0.8656 | | No log | 2.8444 | 384 | 0.7393 | 0.7636 | 0.7393 | 0.8598 | | No log | 2.8593 | 386 | 0.6599 | 0.8049 | 0.6599 | 0.8124 | | No log | 2.8741 | 388 | 0.6421 | 0.8166 | 0.6421 | 0.8013 | | No log | 2.8889 | 390 | 0.6139 | 0.7975 | 0.6139 | 0.7835 | | No log | 2.9037 | 392 | 0.6457 | 0.7875 | 0.6457 | 0.8036 | | No log | 2.9185 | 394 | 0.7614 | 0.7067 | 0.7614 | 0.8726 | | No log | 2.9333 | 396 | 0.8127 | 0.6713 | 0.8127 | 0.9015 | | No log | 2.9481 | 398 | 0.7720 | 0.7050 | 0.7720 | 0.8787 | | No log | 2.9630 | 400 | 0.6987 | 0.7376 | 0.6987 | 0.8359 | | No log | 2.9778 | 402 | 0.6678 | 0.7606 | 0.6678 | 0.8172 | | No log | 2.9926 | 404 | 0.6327 | 0.7413 | 0.6327 | 0.7954 | | No log | 3.0074 | 406 | 0.6120 | 0.7792 | 0.6120 | 0.7823 | | No log | 3.0222 | 408 | 0.6344 | 0.7792 | 0.6344 | 0.7965 | | No log | 3.0370 | 410 | 0.7226 | 0.7657 | 0.7226 | 0.8501 | | No log | 3.0519 | 412 | 0.7057 | 0.7657 | 0.7057 | 0.8400 | | No log | 3.0667 | 414 | 0.6136 | 0.8072 | 0.6136 | 0.7833 | | No log | 3.0815 | 416 | 0.5917 | 0.7792 | 0.5917 | 0.7692 | | No log | 3.0963 | 418 | 0.6087 | 0.8 | 0.6087 | 0.7802 | | No log | 3.1111 | 420 | 0.6323 | 0.7785 | 0.6323 | 0.7951 | | No log | 3.1259 | 422 | 0.6391 | 0.7724 | 0.6391 | 0.7995 | | No log | 3.1407 | 424 | 0.6669 | 0.7429 | 0.6669 | 0.8166 | | No log | 3.1556 | 426 | 0.6626 | 0.7429 | 0.6626 | 0.8140 | | No log | 3.1704 | 428 | 0.5991 | 0.7785 | 0.5991 | 0.7740 | | No log | 3.1852 | 430 | 0.5259 | 0.8026 | 0.5259 | 0.7252 | | No log | 3.2 | 432 | 0.5792 | 0.7755 | 0.5792 | 0.7610 | | No log | 3.2148 | 434 | 0.5286 | 0.8105 | 0.5286 | 0.7271 | | No log | 3.2296 | 436 | 0.5394 | 0.8263 | 0.5394 | 0.7345 | | No log | 3.2444 | 438 | 0.8613 | 0.7243 | 0.8613 | 0.9281 | | No log | 3.2593 | 440 | 0.9753 | 0.7151 | 0.9753 | 0.9876 | | No log | 3.2741 | 442 | 0.7919 | 0.6988 | 0.7919 | 0.8899 | | No log | 3.2889 | 444 | 0.6106 | 0.7871 | 0.6106 | 0.7814 | | No log | 3.3037 | 446 | 0.6532 | 0.7867 | 0.6532 | 0.8082 | | No log | 3.3185 | 448 | 0.7119 | 0.7297 | 0.7119 | 0.8438 | | No log | 3.3333 | 450 | 0.6736 | 0.7619 | 0.6736 | 0.8207 | | No log | 3.3481 | 452 | 0.6463 | 0.7619 | 0.6463 | 0.8039 | | No log | 3.3630 | 454 | 0.7938 | 0.6887 | 0.7938 | 0.8909 | | No log | 3.3778 | 456 | 0.9957 | 0.6282 | 0.9957 | 0.9979 | | No log | 3.3926 | 458 | 1.0058 | 0.6282 | 1.0058 | 1.0029 | | No log | 3.4074 | 460 | 0.8571 | 0.6711 | 0.8571 | 0.9258 | | No log | 3.4222 | 462 | 0.7333 | 0.7248 | 0.7333 | 0.8563 | | No log | 3.4370 | 464 | 0.6852 | 0.7448 | 0.6852 | 0.8278 | | No log | 3.4519 | 466 | 0.6950 | 0.7324 | 0.6950 | 0.8337 | | No log | 3.4667 | 468 | 0.7293 | 0.7234 | 0.7293 | 0.8540 | | No log | 3.4815 | 470 | 0.7666 | 0.7260 | 0.7666 | 0.8755 | | No log | 3.4963 | 472 | 0.7499 | 0.7248 | 0.7499 | 0.8659 | | No log | 3.5111 | 474 | 0.7424 | 0.7083 | 0.7424 | 0.8616 | | No log | 3.5259 | 476 | 0.6997 | 0.7222 | 0.6997 | 0.8365 | | No log | 3.5407 | 478 | 0.6850 | 0.7324 | 0.6850 | 0.8277 | | No log | 3.5556 | 480 | 0.7419 | 0.7075 | 0.7419 | 0.8613 | | No log | 3.5704 | 482 | 0.8193 | 0.7 | 0.8193 | 0.9051 | | No log | 3.5852 | 484 | 0.8468 | 0.7 | 0.8468 | 0.9202 | | No log | 3.6 | 486 | 0.7221 | 0.7320 | 0.7221 | 0.8497 | | No log | 3.6148 | 488 | 0.6177 | 0.7536 | 0.6177 | 0.7860 | | No log | 3.6296 | 490 | 0.6072 | 0.7626 | 0.6072 | 0.7792 | | No log | 3.6444 | 492 | 0.5950 | 0.7714 | 0.5950 | 0.7714 | | No log | 3.6593 | 494 | 0.6361 | 0.7586 | 0.6361 | 0.7975 | | No log | 3.6741 | 496 | 0.8104 | 0.7006 | 0.8104 | 0.9002 | | No log | 3.6889 | 498 | 0.8997 | 0.6667 | 0.8997 | 0.9485 | | 0.4369 | 3.7037 | 500 | 0.8255 | 0.6879 | 0.8255 | 0.9086 | | 0.4369 | 3.7185 | 502 | 0.6613 | 0.7432 | 0.6613 | 0.8132 | | 0.4369 | 3.7333 | 504 | 0.5909 | 0.7947 | 0.5909 | 0.7687 | | 0.4369 | 3.7481 | 506 | 0.5908 | 0.8026 | 0.5908 | 0.7686 | | 0.4369 | 3.7630 | 508 | 0.6307 | 0.775 | 0.6307 | 0.7942 | | 0.4369 | 3.7778 | 510 | 0.7066 | 0.7308 | 0.7066 | 0.8406 | | 0.4369 | 3.7926 | 512 | 0.7690 | 0.7089 | 0.7690 | 0.8769 | | 0.4369 | 3.8074 | 514 | 0.7229 | 0.7261 | 0.7229 | 0.8502 | | 0.4369 | 3.8222 | 516 | 0.6507 | 0.7467 | 0.6507 | 0.8067 | | 0.4369 | 3.8370 | 518 | 0.6159 | 0.7755 | 0.6159 | 0.7848 | | 0.4369 | 3.8519 | 520 | 0.5827 | 0.8 | 0.5827 | 0.7634 | | 0.4369 | 3.8667 | 522 | 0.5657 | 0.8 | 0.5657 | 0.7521 | | 0.4369 | 3.8815 | 524 | 0.5621 | 0.7947 | 0.5621 | 0.7497 | | 0.4369 | 3.8963 | 526 | 0.5638 | 0.7871 | 0.5638 | 0.7508 | | 0.4369 | 3.9111 | 528 | 0.6174 | 0.7673 | 0.6174 | 0.7857 | | 0.4369 | 3.9259 | 530 | 0.7814 | 0.7303 | 0.7814 | 0.8840 | | 0.4369 | 3.9407 | 532 | 0.8597 | 0.7151 | 0.8597 | 0.9272 | | 0.4369 | 3.9556 | 534 | 0.7841 | 0.7051 | 0.7841 | 0.8855 | | 0.4369 | 3.9704 | 536 | 0.6775 | 0.7552 | 0.6775 | 0.8231 | | 0.4369 | 3.9852 | 538 | 0.6430 | 0.7353 | 0.6430 | 0.8019 | | 0.4369 | 4.0 | 540 | 0.6428 | 0.7482 | 0.6428 | 0.8017 | | 0.4369 | 4.0148 | 542 | 0.6859 | 0.7059 | 0.6859 | 0.8282 | | 0.4369 | 4.0296 | 544 | 0.7765 | 0.6763 | 0.7765 | 0.8812 | | 0.4369 | 4.0444 | 546 | 0.8083 | 0.6143 | 0.8083 | 0.8990 | | 0.4369 | 4.0593 | 548 | 0.8023 | 0.6569 | 0.8023 | 0.8957 | | 0.4369 | 4.0741 | 550 | 0.7293 | 0.7286 | 0.7293 | 0.8540 | | 0.4369 | 4.0889 | 552 | 0.7112 | 0.7639 | 0.7112 | 0.8433 | | 0.4369 | 4.1037 | 554 | 0.7219 | 0.7606 | 0.7219 | 0.8496 | | 0.4369 | 4.1185 | 556 | 0.7218 | 0.7246 | 0.7218 | 0.8496 | | 0.4369 | 4.1333 | 558 | 0.7898 | 0.6957 | 0.7898 | 0.8887 | | 0.4369 | 4.1481 | 560 | 0.8484 | 0.6286 | 0.8484 | 0.9211 | | 0.4369 | 4.1630 | 562 | 0.8123 | 0.6714 | 0.8123 | 0.9013 | | 0.4369 | 4.1778 | 564 | 0.7134 | 0.7083 | 0.7134 | 0.8446 | | 0.4369 | 4.1926 | 566 | 0.6091 | 0.7733 | 0.6091 | 0.7804 | | 0.4369 | 4.2074 | 568 | 0.5637 | 0.8077 | 0.5637 | 0.7508 | | 0.4369 | 4.2222 | 570 | 0.5654 | 0.7898 | 0.5654 | 0.7519 | | 0.4369 | 4.2370 | 572 | 0.5839 | 0.7898 | 0.5839 | 0.7642 | | 0.4369 | 4.2519 | 574 | 0.6496 | 0.7763 | 0.6496 | 0.8060 | | 0.4369 | 4.2667 | 576 | 0.7127 | 0.6974 | 0.7127 | 0.8442 | | 0.4369 | 4.2815 | 578 | 0.7136 | 0.6712 | 0.7136 | 0.8448 | | 0.4369 | 4.2963 | 580 | 0.7083 | 0.6767 | 0.7083 | 0.8416 | | 0.4369 | 4.3111 | 582 | 0.6704 | 0.7153 | 0.6704 | 0.8188 | | 0.4369 | 4.3259 | 584 | 0.6676 | 0.7445 | 0.6676 | 0.8171 | | 0.4369 | 4.3407 | 586 | 0.6841 | 0.7429 | 0.6841 | 0.8271 | | 0.4369 | 4.3556 | 588 | 0.6929 | 0.7259 | 0.6929 | 0.8324 | | 0.4369 | 4.3704 | 590 | 0.6934 | 0.7259 | 0.6934 | 0.8327 | | 0.4369 | 4.3852 | 592 | 0.6915 | 0.7353 | 0.6915 | 0.8315 | | 0.4369 | 4.4 | 594 | 0.7119 | 0.7050 | 0.7119 | 0.8438 | | 0.4369 | 4.4148 | 596 | 0.7524 | 0.7383 | 0.7524 | 0.8674 | | 0.4369 | 4.4296 | 598 | 0.7357 | 0.7467 | 0.7357 | 0.8577 | | 0.4369 | 4.4444 | 600 | 0.7084 | 0.7484 | 0.7084 | 0.8417 | | 0.4369 | 4.4593 | 602 | 0.6835 | 0.7662 | 0.6835 | 0.8267 | | 0.4369 | 4.4741 | 604 | 0.7242 | 0.7075 | 0.7242 | 0.8510 | | 0.4369 | 4.4889 | 606 | 0.8236 | 0.6667 | 0.8236 | 0.9075 | | 0.4369 | 4.5037 | 608 | 0.8074 | 0.6857 | 0.8074 | 0.8986 | | 0.4369 | 4.5185 | 610 | 0.7379 | 0.7015 | 0.7379 | 0.8590 | | 0.4369 | 4.5333 | 612 | 0.6936 | 0.7068 | 0.6936 | 0.8328 | | 0.4369 | 4.5481 | 614 | 0.6492 | 0.7164 | 0.6492 | 0.8057 | | 0.4369 | 4.5630 | 616 | 0.6326 | 0.7246 | 0.6326 | 0.7954 | | 0.4369 | 4.5778 | 618 | 0.6414 | 0.7586 | 0.6414 | 0.8009 | | 0.4369 | 4.5926 | 620 | 0.6765 | 0.7651 | 0.6765 | 0.8225 | | 0.4369 | 4.6074 | 622 | 0.7263 | 0.6939 | 0.7263 | 0.8523 | | 0.4369 | 4.6222 | 624 | 0.7563 | 0.6667 | 0.7563 | 0.8696 | | 0.4369 | 4.6370 | 626 | 0.7904 | 0.6667 | 0.7904 | 0.8890 | | 0.4369 | 4.6519 | 628 | 0.8153 | 0.6434 | 0.8153 | 0.9030 | | 0.4369 | 4.6667 | 630 | 0.7695 | 0.6569 | 0.7695 | 0.8772 | | 0.4369 | 4.6815 | 632 | 0.7603 | 0.7015 | 0.7603 | 0.8720 | | 0.4369 | 4.6963 | 634 | 0.7567 | 0.6767 | 0.7567 | 0.8699 | | 0.4369 | 4.7111 | 636 | 0.7357 | 0.7015 | 0.7357 | 0.8578 | | 0.4369 | 4.7259 | 638 | 0.7121 | 0.7059 | 0.7121 | 0.8439 | | 0.4369 | 4.7407 | 640 | 0.7488 | 0.7248 | 0.7488 | 0.8654 | | 0.4369 | 4.7556 | 642 | 0.7775 | 0.7285 | 0.7775 | 0.8818 | | 0.4369 | 4.7704 | 644 | 0.7326 | 0.7368 | 0.7326 | 0.8559 | | 0.4369 | 4.7852 | 646 | 0.6457 | 0.7651 | 0.6457 | 0.8036 | | 0.4369 | 4.8 | 648 | 0.6231 | 0.7703 | 0.6231 | 0.7894 | | 0.4369 | 4.8148 | 650 | 0.6286 | 0.7703 | 0.6286 | 0.7929 | | 0.4369 | 4.8296 | 652 | 0.6687 | 0.7448 | 0.6687 | 0.8177 | | 0.4369 | 4.8444 | 654 | 0.7723 | 0.6892 | 0.7723 | 0.8788 | | 0.4369 | 4.8593 | 656 | 0.9167 | 0.7006 | 0.9167 | 0.9575 | | 0.4369 | 4.8741 | 658 | 0.8982 | 0.6757 | 0.8982 | 0.9478 | | 0.4369 | 4.8889 | 660 | 0.8013 | 0.6567 | 0.8013 | 0.8952 | | 0.4369 | 4.9037 | 662 | 0.7684 | 0.6818 | 0.7684 | 0.8766 | | 0.4369 | 4.9185 | 664 | 0.7334 | 0.6970 | 0.7334 | 0.8564 | | 0.4369 | 4.9333 | 666 | 0.7050 | 0.7407 | 0.7050 | 0.8396 | | 0.4369 | 4.9481 | 668 | 0.6737 | 0.7651 | 0.6737 | 0.8208 | | 0.4369 | 4.9630 | 670 | 0.6807 | 0.7582 | 0.6807 | 0.8250 | | 0.4369 | 4.9778 | 672 | 0.7013 | 0.7613 | 0.7013 | 0.8374 | | 0.4369 | 4.9926 | 674 | 0.7032 | 0.7383 | 0.7032 | 0.8385 | | 0.4369 | 5.0074 | 676 | 0.7091 | 0.7397 | 0.7091 | 0.8421 | | 0.4369 | 5.0222 | 678 | 0.7176 | 0.7234 | 0.7176 | 0.8471 | | 0.4369 | 5.0370 | 680 | 0.6809 | 0.7429 | 0.6809 | 0.8251 | | 0.4369 | 5.0519 | 682 | 0.6843 | 0.7391 | 0.6843 | 0.8272 | | 0.4369 | 5.0667 | 684 | 0.7176 | 0.7153 | 0.7176 | 0.8471 | | 0.4369 | 5.0815 | 686 | 0.7714 | 0.6519 | 0.7714 | 0.8783 | | 0.4369 | 5.0963 | 688 | 0.8905 | 0.6713 | 0.8905 | 0.9436 | | 0.4369 | 5.1111 | 690 | 1.0220 | 0.6424 | 1.0220 | 1.0109 | | 0.4369 | 5.1259 | 692 | 1.0362 | 0.6548 | 1.0362 | 1.0180 | | 0.4369 | 5.1407 | 694 | 0.9071 | 0.6711 | 0.9071 | 0.9524 | ### Framework versions - Transformers 4.44.2 - Pytorch 2.4.0+cu118 - Datasets 2.21.0 - Tokenizers 0.19.1