--- library_name: transformers base_model: aubmindlab/bert-base-arabertv02 tags: - generated_from_trainer model-index: - name: Arabic_CrossPrompt_FineTuningAraBERT_noAug_TestTask6_grammar results: [] --- # Arabic_CrossPrompt_FineTuningAraBERT_noAug_TestTask6_grammar 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: 0.5716 - Qwk: 0.5757 - Mse: 0.5716 - Rmse: 0.7560 ## 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 | 0.0194 | 2 | 4.6545 | -0.0214 | 4.6545 | 2.1574 | | No log | 0.0388 | 4 | 2.7259 | 0.0440 | 2.7259 | 1.6510 | | No log | 0.0583 | 6 | 1.4363 | 0.0351 | 1.4363 | 1.1984 | | No log | 0.0777 | 8 | 0.8380 | 0.1736 | 0.8380 | 0.9154 | | No log | 0.0971 | 10 | 0.7015 | 0.2479 | 0.7015 | 0.8375 | | No log | 0.1165 | 12 | 0.7047 | 0.1433 | 0.7047 | 0.8395 | | No log | 0.1359 | 14 | 0.7369 | 0.1669 | 0.7369 | 0.8584 | | No log | 0.1553 | 16 | 0.7415 | 0.1648 | 0.7415 | 0.8611 | | No log | 0.1748 | 18 | 0.8791 | 0.1936 | 0.8791 | 0.9376 | | No log | 0.1942 | 20 | 1.5824 | 0.0677 | 1.5824 | 1.2579 | | No log | 0.2136 | 22 | 1.4080 | 0.1148 | 1.4080 | 1.1866 | | No log | 0.2330 | 24 | 0.8231 | 0.2773 | 0.8231 | 0.9073 | | No log | 0.2524 | 26 | 0.5790 | 0.3206 | 0.5790 | 0.7609 | | No log | 0.2718 | 28 | 0.6999 | 0.1758 | 0.6999 | 0.8366 | | No log | 0.2913 | 30 | 0.6414 | 0.2109 | 0.6414 | 0.8009 | | No log | 0.3107 | 32 | 0.5569 | 0.3844 | 0.5569 | 0.7462 | | No log | 0.3301 | 34 | 0.5638 | 0.4470 | 0.5638 | 0.7509 | | No log | 0.3495 | 36 | 0.5842 | 0.3854 | 0.5842 | 0.7644 | | No log | 0.3689 | 38 | 0.5960 | 0.3821 | 0.5960 | 0.7720 | | No log | 0.3883 | 40 | 0.5704 | 0.4008 | 0.5704 | 0.7553 | | No log | 0.4078 | 42 | 0.5522 | 0.4577 | 0.5522 | 0.7431 | | No log | 0.4272 | 44 | 0.5444 | 0.5145 | 0.5444 | 0.7378 | | No log | 0.4466 | 46 | 0.5460 | 0.5089 | 0.5460 | 0.7389 | | No log | 0.4660 | 48 | 0.5958 | 0.5061 | 0.5958 | 0.7719 | | No log | 0.4854 | 50 | 0.6412 | 0.5038 | 0.6412 | 0.8007 | | No log | 0.5049 | 52 | 0.7626 | 0.4769 | 0.7626 | 0.8733 | | No log | 0.5243 | 54 | 0.6720 | 0.4852 | 0.6720 | 0.8197 | | No log | 0.5437 | 56 | 0.6008 | 0.5456 | 0.6008 | 0.7751 | | No log | 0.5631 | 58 | 0.5317 | 0.5351 | 0.5317 | 0.7292 | | No log | 0.5825 | 60 | 0.5529 | 0.3992 | 0.5529 | 0.7435 | | No log | 0.6019 | 62 | 0.6467 | 0.2379 | 0.6467 | 0.8042 | | No log | 0.6214 | 64 | 0.6519 | 0.2038 | 0.6519 | 0.8074 | | No log | 0.6408 | 66 | 0.5984 | 0.2281 | 0.5984 | 0.7736 | | No log | 0.6602 | 68 | 0.5865 | 0.2393 | 0.5865 | 0.7658 | | No log | 0.6796 | 70 | 0.5819 | 0.2638 | 0.5819 | 0.7628 | | No log | 0.6990 | 72 | 0.6064 | 0.2852 | 0.6064 | 0.7787 | | No log | 0.7184 | 74 | 0.6024 | 0.3006 | 0.6024 | 0.7761 | | No log | 0.7379 | 76 | 0.5880 | 0.3303 | 0.5880 | 0.7668 | | No log | 0.7573 | 78 | 0.5543 | 0.4014 | 0.5543 | 0.7445 | | No log | 0.7767 | 80 | 0.6039 | 0.4303 | 0.6039 | 0.7771 | | No log | 0.7961 | 82 | 0.6884 | 0.3854 | 0.6884 | 0.8297 | | No log | 0.8155 | 84 | 0.6038 | 0.4916 | 0.6038 | 0.7770 | | No log | 0.8350 | 86 | 0.5193 | 0.4737 | 0.5193 | 0.7206 | | No log | 0.8544 | 88 | 0.5262 | 0.4757 | 0.5262 | 0.7254 | | No log | 0.8738 | 90 | 0.5654 | 0.4787 | 0.5654 | 0.7519 | | No log | 0.8932 | 92 | 0.5377 | 0.5137 | 0.5377 | 0.7333 | | No log | 0.9126 | 94 | 0.4853 | 0.5394 | 0.4853 | 0.6966 | | No log | 0.9320 | 96 | 0.4972 | 0.5742 | 0.4972 | 0.7051 | | No log | 0.9515 | 98 | 0.5283 | 0.5720 | 0.5283 | 0.7269 | | No log | 0.9709 | 100 | 0.5336 | 0.5732 | 0.5336 | 0.7305 | | No log | 0.9903 | 102 | 0.5841 | 0.5644 | 0.5841 | 0.7643 | | No log | 1.0097 | 104 | 0.6572 | 0.5391 | 0.6572 | 0.8107 | | No log | 1.0291 | 106 | 0.7438 | 0.3423 | 0.7438 | 0.8625 | | No log | 1.0485 | 108 | 0.8559 | 0.2858 | 0.8559 | 0.9252 | | No log | 1.0680 | 110 | 0.7397 | 0.3083 | 0.7397 | 0.8600 | | No log | 1.0874 | 112 | 0.5669 | 0.4512 | 0.5669 | 0.7529 | | No log | 1.1068 | 114 | 0.5004 | 0.5715 | 0.5004 | 0.7074 | | No log | 1.1262 | 116 | 0.4792 | 0.5518 | 0.4792 | 0.6922 | | No log | 1.1456 | 118 | 0.5171 | 0.5388 | 0.5171 | 0.7191 | | No log | 1.1650 | 120 | 0.5677 | 0.4987 | 0.5677 | 0.7534 | | No log | 1.1845 | 122 | 0.5123 | 0.4961 | 0.5123 | 0.7157 | | No log | 1.2039 | 124 | 0.6051 | 0.4994 | 0.6051 | 0.7779 | | No log | 1.2233 | 126 | 0.5715 | 0.5299 | 0.5715 | 0.7560 | | No log | 1.2427 | 128 | 0.5504 | 0.5049 | 0.5504 | 0.7419 | | No log | 1.2621 | 130 | 0.4478 | 0.5278 | 0.4478 | 0.6692 | | No log | 1.2816 | 132 | 0.4424 | 0.5410 | 0.4424 | 0.6651 | | No log | 1.3010 | 134 | 0.5270 | 0.5637 | 0.5270 | 0.7260 | | No log | 1.3204 | 136 | 0.5390 | 0.5421 | 0.5390 | 0.7342 | | No log | 1.3398 | 138 | 0.4542 | 0.5339 | 0.4542 | 0.6739 | | No log | 1.3592 | 140 | 0.4411 | 0.5432 | 0.4411 | 0.6642 | | No log | 1.3786 | 142 | 0.4980 | 0.5417 | 0.4980 | 0.7057 | | No log | 1.3981 | 144 | 0.6240 | 0.5235 | 0.6240 | 0.7900 | | No log | 1.4175 | 146 | 0.6735 | 0.5291 | 0.6735 | 0.8207 | | No log | 1.4369 | 148 | 0.5989 | 0.5301 | 0.5989 | 0.7739 | | No log | 1.4563 | 150 | 0.5410 | 0.5244 | 0.5410 | 0.7355 | | No log | 1.4757 | 152 | 0.6051 | 0.5085 | 0.6051 | 0.7779 | | No log | 1.4951 | 154 | 0.6147 | 0.5084 | 0.6147 | 0.7840 | | No log | 1.5146 | 156 | 0.6051 | 0.4768 | 0.6051 | 0.7779 | | No log | 1.5340 | 158 | 0.6878 | 0.4858 | 0.6878 | 0.8293 | | No log | 1.5534 | 160 | 0.8004 | 0.4865 | 0.8004 | 0.8946 | | No log | 1.5728 | 162 | 0.7777 | 0.5131 | 0.7777 | 0.8819 | | No log | 1.5922 | 164 | 0.6453 | 0.5721 | 0.6453 | 0.8033 | | No log | 1.6117 | 166 | 0.6097 | 0.5718 | 0.6097 | 0.7809 | | No log | 1.6311 | 168 | 0.5600 | 0.5813 | 0.5600 | 0.7484 | | No log | 1.6505 | 170 | 0.5061 | 0.5766 | 0.5061 | 0.7114 | | No log | 1.6699 | 172 | 0.4845 | 0.5491 | 0.4845 | 0.6960 | | No log | 1.6893 | 174 | 0.4818 | 0.5497 | 0.4818 | 0.6942 | | No log | 1.7087 | 176 | 0.4678 | 0.5319 | 0.4678 | 0.6840 | | No log | 1.7282 | 178 | 0.4889 | 0.5356 | 0.4889 | 0.6992 | | No log | 1.7476 | 180 | 0.5018 | 0.5429 | 0.5018 | 0.7083 | | No log | 1.7670 | 182 | 0.5020 | 0.5682 | 0.5020 | 0.7085 | | No log | 1.7864 | 184 | 0.4740 | 0.5979 | 0.4740 | 0.6885 | | No log | 1.8058 | 186 | 0.5502 | 0.5223 | 0.5502 | 0.7417 | | No log | 1.8252 | 188 | 0.5452 | 0.5580 | 0.5452 | 0.7384 | | No log | 1.8447 | 190 | 0.5029 | 0.5953 | 0.5029 | 0.7092 | | No log | 1.8641 | 192 | 0.4626 | 0.5878 | 0.4626 | 0.6801 | | No log | 1.8835 | 194 | 0.4846 | 0.5286 | 0.4846 | 0.6961 | | No log | 1.9029 | 196 | 0.5039 | 0.4473 | 0.5039 | 0.7098 | | No log | 1.9223 | 198 | 0.5397 | 0.5014 | 0.5397 | 0.7347 | | No log | 1.9417 | 200 | 0.5410 | 0.5068 | 0.5410 | 0.7355 | | No log | 1.9612 | 202 | 0.4834 | 0.5456 | 0.4834 | 0.6952 | | No log | 1.9806 | 204 | 0.4564 | 0.5993 | 0.4564 | 0.6756 | | No log | 2.0 | 206 | 0.5032 | 0.6130 | 0.5032 | 0.7094 | | No log | 2.0194 | 208 | 0.5107 | 0.6141 | 0.5107 | 0.7146 | | No log | 2.0388 | 210 | 0.5354 | 0.5934 | 0.5354 | 0.7317 | | No log | 2.0583 | 212 | 0.6298 | 0.5544 | 0.6298 | 0.7936 | | No log | 2.0777 | 214 | 0.6518 | 0.5299 | 0.6518 | 0.8073 | | No log | 2.0971 | 216 | 0.5772 | 0.5484 | 0.5772 | 0.7597 | | No log | 2.1165 | 218 | 0.4868 | 0.6097 | 0.4868 | 0.6977 | | No log | 2.1359 | 220 | 0.4603 | 0.5497 | 0.4603 | 0.6784 | | No log | 2.1553 | 222 | 0.4669 | 0.5136 | 0.4669 | 0.6833 | | No log | 2.1748 | 224 | 0.4767 | 0.5825 | 0.4767 | 0.6905 | | No log | 2.1942 | 226 | 0.5362 | 0.5868 | 0.5362 | 0.7322 | | No log | 2.2136 | 228 | 0.5987 | 0.5293 | 0.5987 | 0.7738 | | No log | 2.2330 | 230 | 0.6892 | 0.5273 | 0.6892 | 0.8302 | | No log | 2.2524 | 232 | 0.7109 | 0.5452 | 0.7109 | 0.8431 | | No log | 2.2718 | 234 | 0.6664 | 0.5634 | 0.6664 | 0.8163 | | No log | 2.2913 | 236 | 0.7045 | 0.5180 | 0.7045 | 0.8393 | | No log | 2.3107 | 238 | 0.7991 | 0.5335 | 0.7991 | 0.8939 | | No log | 2.3301 | 240 | 0.7188 | 0.5624 | 0.7188 | 0.8478 | | No log | 2.3495 | 242 | 0.5465 | 0.5943 | 0.5465 | 0.7393 | | No log | 2.3689 | 244 | 0.4863 | 0.5975 | 0.4863 | 0.6974 | | No log | 2.3883 | 246 | 0.4878 | 0.5633 | 0.4878 | 0.6984 | | No log | 2.4078 | 248 | 0.4951 | 0.5247 | 0.4951 | 0.7037 | | No log | 2.4272 | 250 | 0.5445 | 0.5491 | 0.5445 | 0.7379 | | No log | 2.4466 | 252 | 0.5991 | 0.4937 | 0.5991 | 0.7740 | | No log | 2.4660 | 254 | 0.5941 | 0.5084 | 0.5941 | 0.7708 | | No log | 2.4854 | 256 | 0.5324 | 0.5057 | 0.5324 | 0.7296 | | No log | 2.5049 | 258 | 0.4877 | 0.5353 | 0.4877 | 0.6983 | | No log | 2.5243 | 260 | 0.4715 | 0.5469 | 0.4715 | 0.6866 | | No log | 2.5437 | 262 | 0.4589 | 0.5627 | 0.4589 | 0.6774 | | No log | 2.5631 | 264 | 0.5118 | 0.5565 | 0.5118 | 0.7154 | | No log | 2.5825 | 266 | 0.5824 | 0.5223 | 0.5824 | 0.7632 | | No log | 2.6019 | 268 | 0.5401 | 0.5565 | 0.5401 | 0.7349 | | No log | 2.6214 | 270 | 0.4580 | 0.5610 | 0.4580 | 0.6768 | | No log | 2.6408 | 272 | 0.4690 | 0.5792 | 0.4690 | 0.6849 | | No log | 2.6602 | 274 | 0.4957 | 0.5878 | 0.4957 | 0.7041 | | No log | 2.6796 | 276 | 0.5316 | 0.5752 | 0.5316 | 0.7291 | | No log | 2.6990 | 278 | 0.5905 | 0.5645 | 0.5905 | 0.7684 | | No log | 2.7184 | 280 | 0.6116 | 0.5303 | 0.6116 | 0.7820 | | No log | 2.7379 | 282 | 0.5301 | 0.5694 | 0.5301 | 0.7281 | | No log | 2.7573 | 284 | 0.4703 | 0.6349 | 0.4703 | 0.6858 | | No log | 2.7767 | 286 | 0.4633 | 0.6324 | 0.4633 | 0.6806 | | No log | 2.7961 | 288 | 0.4918 | 0.6007 | 0.4918 | 0.7013 | | No log | 2.8155 | 290 | 0.5483 | 0.5627 | 0.5483 | 0.7405 | | No log | 2.8350 | 292 | 0.6367 | 0.5160 | 0.6367 | 0.7979 | | No log | 2.8544 | 294 | 0.6195 | 0.5578 | 0.6195 | 0.7871 | | No log | 2.8738 | 296 | 0.5627 | 0.5896 | 0.5627 | 0.7502 | | No log | 2.8932 | 298 | 0.5472 | 0.5927 | 0.5472 | 0.7398 | | No log | 2.9126 | 300 | 0.5601 | 0.5869 | 0.5601 | 0.7484 | | No log | 2.9320 | 302 | 0.5745 | 0.5934 | 0.5745 | 0.7580 | | No log | 2.9515 | 304 | 0.5770 | 0.5821 | 0.5770 | 0.7596 | | No log | 2.9709 | 306 | 0.4609 | 0.6320 | 0.4609 | 0.6789 | | No log | 2.9903 | 308 | 0.4359 | 0.5807 | 0.4359 | 0.6602 | | No log | 3.0097 | 310 | 0.4531 | 0.5308 | 0.4531 | 0.6731 | | No log | 3.0291 | 312 | 0.4365 | 0.5746 | 0.4365 | 0.6607 | | No log | 3.0485 | 314 | 0.5167 | 0.5513 | 0.5167 | 0.7188 | | No log | 3.0680 | 316 | 0.6775 | 0.4924 | 0.6775 | 0.8231 | | No log | 3.0874 | 318 | 0.7080 | 0.4916 | 0.7080 | 0.8414 | | No log | 3.1068 | 320 | 0.5510 | 0.5634 | 0.5510 | 0.7423 | | No log | 3.1262 | 322 | 0.4830 | 0.6149 | 0.4830 | 0.6950 | | No log | 3.1456 | 324 | 0.4578 | 0.6345 | 0.4578 | 0.6766 | | No log | 3.1650 | 326 | 0.4658 | 0.6258 | 0.4658 | 0.6825 | | No log | 3.1845 | 328 | 0.4954 | 0.6346 | 0.4954 | 0.7038 | | No log | 3.2039 | 330 | 0.4748 | 0.6427 | 0.4748 | 0.6891 | | No log | 3.2233 | 332 | 0.4469 | 0.6646 | 0.4469 | 0.6685 | | No log | 3.2427 | 334 | 0.4544 | 0.6455 | 0.4544 | 0.6741 | | No log | 3.2621 | 336 | 0.4646 | 0.6187 | 0.4646 | 0.6816 | | No log | 3.2816 | 338 | 0.5084 | 0.5853 | 0.5084 | 0.7130 | | No log | 3.3010 | 340 | 0.5481 | 0.5621 | 0.5481 | 0.7403 | | No log | 3.3204 | 342 | 0.5867 | 0.5422 | 0.5867 | 0.7660 | | No log | 3.3398 | 344 | 0.5339 | 0.5650 | 0.5339 | 0.7307 | | No log | 3.3592 | 346 | 0.4708 | 0.6416 | 0.4708 | 0.6861 | | No log | 3.3786 | 348 | 0.4752 | 0.6357 | 0.4752 | 0.6894 | | No log | 3.3981 | 350 | 0.4780 | 0.6276 | 0.4780 | 0.6913 | | No log | 3.4175 | 352 | 0.5024 | 0.6132 | 0.5024 | 0.7088 | | No log | 3.4369 | 354 | 0.5332 | 0.5940 | 0.5332 | 0.7302 | | No log | 3.4563 | 356 | 0.5591 | 0.5682 | 0.5591 | 0.7477 | | No log | 3.4757 | 358 | 0.5566 | 0.5704 | 0.5566 | 0.7461 | | No log | 3.4951 | 360 | 0.5596 | 0.5456 | 0.5596 | 0.7480 | | No log | 3.5146 | 362 | 0.5304 | 0.5464 | 0.5304 | 0.7283 | | No log | 3.5340 | 364 | 0.5426 | 0.5552 | 0.5426 | 0.7366 | | No log | 3.5534 | 366 | 0.5885 | 0.5402 | 0.5885 | 0.7672 | | No log | 3.5728 | 368 | 0.6248 | 0.5048 | 0.6248 | 0.7904 | | No log | 3.5922 | 370 | 0.5326 | 0.5680 | 0.5326 | 0.7298 | | No log | 3.6117 | 372 | 0.4745 | 0.5689 | 0.4745 | 0.6889 | | No log | 3.6311 | 374 | 0.4612 | 0.5776 | 0.4612 | 0.6791 | | No log | 3.6505 | 376 | 0.4595 | 0.5968 | 0.4595 | 0.6779 | | No log | 3.6699 | 378 | 0.5115 | 0.5590 | 0.5115 | 0.7152 | | No log | 3.6893 | 380 | 0.5568 | 0.5329 | 0.5568 | 0.7462 | | No log | 3.7087 | 382 | 0.5341 | 0.5713 | 0.5341 | 0.7308 | | No log | 3.7282 | 384 | 0.4777 | 0.5978 | 0.4777 | 0.6912 | | No log | 3.7476 | 386 | 0.4856 | 0.6393 | 0.4856 | 0.6969 | | No log | 3.7670 | 388 | 0.4701 | 0.6397 | 0.4701 | 0.6856 | | No log | 3.7864 | 390 | 0.4745 | 0.6210 | 0.4745 | 0.6889 | | No log | 3.8058 | 392 | 0.5133 | 0.5870 | 0.5133 | 0.7164 | | No log | 3.8252 | 394 | 0.5393 | 0.5845 | 0.5393 | 0.7344 | | No log | 3.8447 | 396 | 0.5209 | 0.5874 | 0.5209 | 0.7218 | | No log | 3.8641 | 398 | 0.4869 | 0.6136 | 0.4869 | 0.6978 | | No log | 3.8835 | 400 | 0.5143 | 0.6148 | 0.5143 | 0.7171 | | No log | 3.9029 | 402 | 0.5088 | 0.6156 | 0.5088 | 0.7133 | | No log | 3.9223 | 404 | 0.5327 | 0.5760 | 0.5327 | 0.7299 | | No log | 3.9417 | 406 | 0.6752 | 0.5536 | 0.6752 | 0.8217 | | No log | 3.9612 | 408 | 0.6384 | 0.5615 | 0.6384 | 0.7990 | | No log | 3.9806 | 410 | 0.5492 | 0.5368 | 0.5492 | 0.7411 | | No log | 4.0 | 412 | 0.5137 | 0.5769 | 0.5137 | 0.7167 | | No log | 4.0194 | 414 | 0.4946 | 0.5898 | 0.4946 | 0.7033 | | No log | 4.0388 | 416 | 0.5414 | 0.5737 | 0.5414 | 0.7358 | | No log | 4.0583 | 418 | 0.7217 | 0.5596 | 0.7217 | 0.8496 | | No log | 4.0777 | 420 | 0.7358 | 0.5580 | 0.7358 | 0.8578 | | No log | 4.0971 | 422 | 0.6055 | 0.5672 | 0.6055 | 0.7781 | | No log | 4.1165 | 424 | 0.5514 | 0.5833 | 0.5514 | 0.7426 | | No log | 4.1359 | 426 | 0.5632 | 0.5857 | 0.5632 | 0.7505 | | No log | 4.1553 | 428 | 0.5653 | 0.5728 | 0.5653 | 0.7519 | | No log | 4.1748 | 430 | 0.7886 | 0.5806 | 0.7886 | 0.8880 | | No log | 4.1942 | 432 | 0.9425 | 0.5621 | 0.9425 | 0.9708 | | No log | 4.2136 | 434 | 0.7834 | 0.5612 | 0.7834 | 0.8851 | | No log | 4.2330 | 436 | 0.5045 | 0.5930 | 0.5045 | 0.7103 | | No log | 4.2524 | 438 | 0.4787 | 0.6151 | 0.4787 | 0.6919 | | No log | 4.2718 | 440 | 0.4525 | 0.6314 | 0.4525 | 0.6727 | | No log | 4.2913 | 442 | 0.5405 | 0.5804 | 0.5405 | 0.7352 | | No log | 4.3107 | 444 | 0.7829 | 0.5530 | 0.7829 | 0.8848 | | No log | 4.3301 | 446 | 0.7624 | 0.5382 | 0.7624 | 0.8731 | | No log | 4.3495 | 448 | 0.5518 | 0.5940 | 0.5518 | 0.7428 | | No log | 4.3689 | 450 | 0.4466 | 0.6150 | 0.4466 | 0.6683 | | No log | 4.3883 | 452 | 0.4626 | 0.5760 | 0.4626 | 0.6801 | | No log | 4.4078 | 454 | 0.4597 | 0.5911 | 0.4597 | 0.6780 | | No log | 4.4272 | 456 | 0.4537 | 0.5898 | 0.4537 | 0.6736 | | No log | 4.4466 | 458 | 0.4605 | 0.6325 | 0.4605 | 0.6786 | | No log | 4.4660 | 460 | 0.4995 | 0.6250 | 0.4995 | 0.7067 | | No log | 4.4854 | 462 | 0.4679 | 0.6342 | 0.4679 | 0.6840 | | No log | 4.5049 | 464 | 0.4824 | 0.6461 | 0.4824 | 0.6945 | | No log | 4.5243 | 466 | 0.5036 | 0.6415 | 0.5036 | 0.7097 | | No log | 4.5437 | 468 | 0.4977 | 0.6382 | 0.4977 | 0.7055 | | No log | 4.5631 | 470 | 0.5532 | 0.6175 | 0.5532 | 0.7438 | | No log | 4.5825 | 472 | 0.5259 | 0.5839 | 0.5259 | 0.7252 | | No log | 4.6019 | 474 | 0.5735 | 0.5797 | 0.5735 | 0.7573 | | No log | 4.6214 | 476 | 0.6616 | 0.5669 | 0.6616 | 0.8134 | | No log | 4.6408 | 478 | 0.7244 | 0.5504 | 0.7244 | 0.8511 | | No log | 4.6602 | 480 | 0.6635 | 0.5653 | 0.6635 | 0.8145 | | No log | 4.6796 | 482 | 0.5177 | 0.5902 | 0.5177 | 0.7195 | | No log | 4.6990 | 484 | 0.4558 | 0.5988 | 0.4558 | 0.6751 | | No log | 4.7184 | 486 | 0.4547 | 0.5895 | 0.4547 | 0.6743 | | No log | 4.7379 | 488 | 0.4688 | 0.5756 | 0.4688 | 0.6847 | | No log | 4.7573 | 490 | 0.5761 | 0.5615 | 0.5761 | 0.7590 | | No log | 4.7767 | 492 | 0.6651 | 0.5222 | 0.6651 | 0.8156 | | No log | 4.7961 | 494 | 0.6016 | 0.5245 | 0.6016 | 0.7756 | | No log | 4.8155 | 496 | 0.5011 | 0.5653 | 0.5011 | 0.7079 | | No log | 4.8350 | 498 | 0.4574 | 0.5667 | 0.4574 | 0.6763 | | 0.53 | 4.8544 | 500 | 0.4520 | 0.5761 | 0.4520 | 0.6723 | | 0.53 | 4.8738 | 502 | 0.4726 | 0.5993 | 0.4726 | 0.6874 | | 0.53 | 4.8932 | 504 | 0.5501 | 0.5582 | 0.5501 | 0.7417 | | 0.53 | 4.9126 | 506 | 0.5831 | 0.5671 | 0.5831 | 0.7636 | | 0.53 | 4.9320 | 508 | 0.5097 | 0.5817 | 0.5097 | 0.7139 | | 0.53 | 4.9515 | 510 | 0.5021 | 0.6048 | 0.5021 | 0.7086 | | 0.53 | 4.9709 | 512 | 0.5653 | 0.5900 | 0.5653 | 0.7519 | | 0.53 | 4.9903 | 514 | 0.6278 | 0.5830 | 0.6278 | 0.7924 | | 0.53 | 5.0097 | 516 | 0.6706 | 0.5531 | 0.6706 | 0.8189 | | 0.53 | 5.0291 | 518 | 0.5891 | 0.5773 | 0.5891 | 0.7676 | | 0.53 | 5.0485 | 520 | 0.4875 | 0.6380 | 0.4875 | 0.6982 | | 0.53 | 5.0680 | 522 | 0.4882 | 0.6250 | 0.4882 | 0.6987 | | 0.53 | 5.0874 | 524 | 0.5620 | 0.5813 | 0.5620 | 0.7497 | | 0.53 | 5.1068 | 526 | 0.6514 | 0.5633 | 0.6514 | 0.8071 | | 0.53 | 5.1262 | 528 | 0.6162 | 0.5737 | 0.6162 | 0.7850 | | 0.53 | 5.1456 | 530 | 0.5488 | 0.5685 | 0.5488 | 0.7408 | | 0.53 | 5.1650 | 532 | 0.5820 | 0.5751 | 0.5820 | 0.7629 | | 0.53 | 5.1845 | 534 | 0.5716 | 0.5757 | 0.5716 | 0.7560 | ### Framework versions - Transformers 4.44.2 - Pytorch 2.4.0+cu118 - Datasets 2.21.0 - Tokenizers 0.19.1