Instructions to use MayBashendy/ArabicNewSplits8_usingWellWrittenEssays_FineTuningAraBERT_run3_AugV5_k7_task1_organization with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use MayBashendy/ArabicNewSplits8_usingWellWrittenEssays_FineTuningAraBERT_run3_AugV5_k7_task1_organization with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="MayBashendy/ArabicNewSplits8_usingWellWrittenEssays_FineTuningAraBERT_run3_AugV5_k7_task1_organization")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("MayBashendy/ArabicNewSplits8_usingWellWrittenEssays_FineTuningAraBERT_run3_AugV5_k7_task1_organization") model = AutoModelForSequenceClassification.from_pretrained("MayBashendy/ArabicNewSplits8_usingWellWrittenEssays_FineTuningAraBERT_run3_AugV5_k7_task1_organization", device_map="auto") - Notebooks
- Google Colab
- Kaggle
ArabicNewSplits8_usingWellWrittenEssays_FineTuningAraBERT_run3_AugV5_k7_task1_organization
This model is a fine-tuned version of aubmindlab/bert-base-arabertv02 on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.9576
- Qwk: 0.5239
- Mse: 0.9576
- Rmse: 0.9786
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 | 0.0556 | 2 | 5.3471 | -0.0348 | 5.3471 | 2.3124 |
| No log | 0.1111 | 4 | 3.2144 | -0.0202 | 3.2144 | 1.7929 |
| No log | 0.1667 | 6 | 2.6013 | -0.1569 | 2.6013 | 1.6128 |
| No log | 0.2222 | 8 | 2.6817 | -0.2590 | 2.6817 | 1.6376 |
| No log | 0.2778 | 10 | 2.2483 | -0.1762 | 2.2483 | 1.4994 |
| No log | 0.3333 | 12 | 1.6686 | -0.0456 | 1.6686 | 1.2917 |
| No log | 0.3889 | 14 | 1.5248 | 0.0396 | 1.5248 | 1.2348 |
| No log | 0.4444 | 16 | 1.4179 | 0.0973 | 1.4179 | 1.1907 |
| No log | 0.5 | 18 | 1.2478 | 0.1195 | 1.2478 | 1.1171 |
| No log | 0.5556 | 20 | 1.3295 | 0.1106 | 1.3295 | 1.1530 |
| No log | 0.6111 | 22 | 1.3750 | 0.0730 | 1.3750 | 1.1726 |
| No log | 0.6667 | 24 | 1.4034 | 0.1046 | 1.4034 | 1.1847 |
| No log | 0.7222 | 26 | 1.5397 | -0.0820 | 1.5397 | 1.2409 |
| No log | 0.7778 | 28 | 1.6862 | -0.0661 | 1.6862 | 1.2985 |
| No log | 0.8333 | 30 | 1.9692 | -0.0460 | 1.9692 | 1.4033 |
| No log | 0.8889 | 32 | 1.9616 | -0.0303 | 1.9616 | 1.4006 |
| No log | 0.9444 | 34 | 1.5053 | 0.0293 | 1.5053 | 1.2269 |
| No log | 1.0 | 36 | 1.2654 | 0.2379 | 1.2654 | 1.1249 |
| No log | 1.0556 | 38 | 1.3628 | 0.1046 | 1.3628 | 1.1674 |
| No log | 1.1111 | 40 | 1.5708 | 0.0403 | 1.5708 | 1.2533 |
| No log | 1.1667 | 42 | 1.5481 | -0.0113 | 1.5481 | 1.2442 |
| No log | 1.2222 | 44 | 1.3653 | 0.0672 | 1.3653 | 1.1685 |
| No log | 1.2778 | 46 | 1.2823 | 0.2115 | 1.2823 | 1.1324 |
| No log | 1.3333 | 48 | 1.2618 | 0.1597 | 1.2618 | 1.1233 |
| No log | 1.3889 | 50 | 1.2704 | 0.0417 | 1.2704 | 1.1271 |
| No log | 1.4444 | 52 | 1.2506 | 0.0967 | 1.2506 | 1.1183 |
| No log | 1.5 | 54 | 1.2244 | 0.0967 | 1.2244 | 1.1065 |
| No log | 1.5556 | 56 | 1.2398 | 0.0417 | 1.2398 | 1.1135 |
| No log | 1.6111 | 58 | 1.2178 | 0.1056 | 1.2178 | 1.1036 |
| No log | 1.6667 | 60 | 1.2052 | 0.2722 | 1.2052 | 1.0978 |
| No log | 1.7222 | 62 | 1.1547 | 0.2951 | 1.1547 | 1.0746 |
| No log | 1.7778 | 64 | 1.1124 | 0.3723 | 1.1124 | 1.0547 |
| No log | 1.8333 | 66 | 1.0731 | 0.3775 | 1.0731 | 1.0359 |
| No log | 1.8889 | 68 | 1.0809 | 0.3880 | 1.0809 | 1.0397 |
| No log | 1.9444 | 70 | 1.1221 | 0.3012 | 1.1221 | 1.0593 |
| No log | 2.0 | 72 | 1.2118 | 0.3361 | 1.2118 | 1.1008 |
| No log | 2.0556 | 74 | 1.0367 | 0.4152 | 1.0367 | 1.0182 |
| No log | 2.1111 | 76 | 1.0385 | 0.3033 | 1.0385 | 1.0191 |
| No log | 2.1667 | 78 | 1.0880 | 0.2788 | 1.0880 | 1.0431 |
| No log | 2.2222 | 80 | 1.0247 | 0.3165 | 1.0247 | 1.0123 |
| No log | 2.2778 | 82 | 0.9499 | 0.3697 | 0.9499 | 0.9746 |
| No log | 2.3333 | 84 | 0.9236 | 0.4255 | 0.9236 | 0.9611 |
| No log | 2.3889 | 86 | 0.9700 | 0.3863 | 0.9700 | 0.9849 |
| No log | 2.4444 | 88 | 1.1044 | 0.3495 | 1.1044 | 1.0509 |
| No log | 2.5 | 90 | 1.1760 | 0.3370 | 1.1760 | 1.0844 |
| No log | 2.5556 | 92 | 1.2287 | 0.3402 | 1.2287 | 1.1085 |
| No log | 2.6111 | 94 | 1.2252 | 0.3769 | 1.2252 | 1.1069 |
| No log | 2.6667 | 96 | 1.2519 | 0.3943 | 1.2519 | 1.1189 |
| No log | 2.7222 | 98 | 1.3390 | 0.4036 | 1.3390 | 1.1572 |
| No log | 2.7778 | 100 | 1.4894 | 0.3885 | 1.4894 | 1.2204 |
| No log | 2.8333 | 102 | 1.4892 | 0.4448 | 1.4892 | 1.2203 |
| No log | 2.8889 | 104 | 1.3829 | 0.4700 | 1.3829 | 1.1760 |
| No log | 2.9444 | 106 | 1.3587 | 0.4582 | 1.3587 | 1.1656 |
| No log | 3.0 | 108 | 1.6402 | 0.3412 | 1.6402 | 1.2807 |
| No log | 3.0556 | 110 | 1.7288 | 0.3378 | 1.7288 | 1.3148 |
| No log | 3.1111 | 112 | 1.4102 | 0.4188 | 1.4102 | 1.1875 |
| No log | 3.1667 | 114 | 0.9980 | 0.5667 | 0.9980 | 0.9990 |
| No log | 3.2222 | 116 | 0.9523 | 0.5941 | 0.9523 | 0.9759 |
| No log | 3.2778 | 118 | 1.2340 | 0.4495 | 1.2340 | 1.1109 |
| No log | 3.3333 | 120 | 1.3655 | 0.4385 | 1.3655 | 1.1686 |
| No log | 3.3889 | 122 | 1.3044 | 0.4665 | 1.3044 | 1.1421 |
| No log | 3.4444 | 124 | 1.3872 | 0.4317 | 1.3872 | 1.1778 |
| No log | 3.5 | 126 | 1.6184 | 0.3629 | 1.6184 | 1.2722 |
| No log | 3.5556 | 128 | 1.6865 | 0.3170 | 1.6865 | 1.2986 |
| No log | 3.6111 | 130 | 1.6480 | 0.3486 | 1.6480 | 1.2837 |
| No log | 3.6667 | 132 | 1.5290 | 0.4028 | 1.5290 | 1.2365 |
| No log | 3.7222 | 134 | 1.3740 | 0.4647 | 1.3740 | 1.1722 |
| No log | 3.7778 | 136 | 1.3257 | 0.4464 | 1.3257 | 1.1514 |
| No log | 3.8333 | 138 | 1.4281 | 0.3983 | 1.4281 | 1.1950 |
| No log | 3.8889 | 140 | 1.3345 | 0.4084 | 1.3345 | 1.1552 |
| No log | 3.9444 | 142 | 1.0692 | 0.5063 | 1.0692 | 1.0340 |
| No log | 4.0 | 144 | 0.8838 | 0.4989 | 0.8838 | 0.9401 |
| No log | 4.0556 | 146 | 0.8680 | 0.5368 | 0.8680 | 0.9317 |
| No log | 4.1111 | 148 | 0.8650 | 0.5476 | 0.8650 | 0.9300 |
| No log | 4.1667 | 150 | 0.9791 | 0.5479 | 0.9791 | 0.9895 |
| No log | 4.2222 | 152 | 1.1970 | 0.4642 | 1.1970 | 1.0941 |
| No log | 4.2778 | 154 | 1.1853 | 0.4271 | 1.1853 | 1.0887 |
| No log | 4.3333 | 156 | 1.0996 | 0.4850 | 1.0996 | 1.0486 |
| No log | 4.3889 | 158 | 0.9330 | 0.5333 | 0.9330 | 0.9659 |
| No log | 4.4444 | 160 | 0.8235 | 0.6225 | 0.8235 | 0.9075 |
| No log | 4.5 | 162 | 0.8048 | 0.6173 | 0.8048 | 0.8971 |
| No log | 4.5556 | 164 | 0.8399 | 0.5923 | 0.8399 | 0.9164 |
| No log | 4.6111 | 166 | 0.9346 | 0.5691 | 0.9346 | 0.9667 |
| No log | 4.6667 | 168 | 0.9532 | 0.5484 | 0.9532 | 0.9763 |
| No log | 4.7222 | 170 | 0.8591 | 0.5716 | 0.8591 | 0.9269 |
| No log | 4.7778 | 172 | 0.8101 | 0.5472 | 0.8101 | 0.9001 |
| No log | 4.8333 | 174 | 0.8142 | 0.5169 | 0.8142 | 0.9024 |
| No log | 4.8889 | 176 | 0.9081 | 0.5628 | 0.9081 | 0.9530 |
| No log | 4.9444 | 178 | 1.1960 | 0.4344 | 1.1960 | 1.0936 |
| No log | 5.0 | 180 | 1.5352 | 0.3206 | 1.5352 | 1.2390 |
| No log | 5.0556 | 182 | 1.7565 | 0.2953 | 1.7565 | 1.3253 |
| No log | 5.1111 | 184 | 1.6751 | 0.3252 | 1.6751 | 1.2942 |
| No log | 5.1667 | 186 | 1.4007 | 0.3621 | 1.4007 | 1.1835 |
| No log | 5.2222 | 188 | 1.0689 | 0.5035 | 1.0689 | 1.0339 |
| No log | 5.2778 | 190 | 0.9536 | 0.5625 | 0.9536 | 0.9765 |
| No log | 5.3333 | 192 | 0.9480 | 0.5915 | 0.9480 | 0.9737 |
| No log | 5.3889 | 194 | 1.0264 | 0.5169 | 1.0264 | 1.0131 |
| No log | 5.4444 | 196 | 1.1146 | 0.4609 | 1.1146 | 1.0557 |
| No log | 5.5 | 198 | 1.0976 | 0.4519 | 1.0976 | 1.0477 |
| No log | 5.5556 | 200 | 1.0391 | 0.5293 | 1.0391 | 1.0194 |
| No log | 5.6111 | 202 | 1.0947 | 0.4918 | 1.0947 | 1.0463 |
| No log | 5.6667 | 204 | 1.1134 | 0.5109 | 1.1134 | 1.0552 |
| No log | 5.7222 | 206 | 1.1436 | 0.5116 | 1.1436 | 1.0694 |
| No log | 5.7778 | 208 | 1.0782 | 0.5184 | 1.0782 | 1.0384 |
| No log | 5.8333 | 210 | 1.0055 | 0.5682 | 1.0055 | 1.0027 |
| No log | 5.8889 | 212 | 0.9170 | 0.6147 | 0.9170 | 0.9576 |
| No log | 5.9444 | 214 | 0.8129 | 0.6296 | 0.8129 | 0.9016 |
| No log | 6.0 | 216 | 0.8017 | 0.6533 | 0.8017 | 0.8954 |
| No log | 6.0556 | 218 | 0.8088 | 0.6419 | 0.8088 | 0.8993 |
| No log | 6.1111 | 220 | 0.7654 | 0.6318 | 0.7654 | 0.8749 |
| No log | 6.1667 | 222 | 0.7150 | 0.6563 | 0.7150 | 0.8456 |
| No log | 6.2222 | 224 | 0.7193 | 0.6392 | 0.7193 | 0.8481 |
| No log | 6.2778 | 226 | 0.7105 | 0.6492 | 0.7105 | 0.8429 |
| No log | 6.3333 | 228 | 0.6721 | 0.6633 | 0.6721 | 0.8198 |
| No log | 6.3889 | 230 | 0.6583 | 0.6441 | 0.6583 | 0.8114 |
| No log | 6.4444 | 232 | 0.6865 | 0.6341 | 0.6865 | 0.8286 |
| No log | 6.5 | 234 | 0.7898 | 0.6223 | 0.7898 | 0.8887 |
| No log | 6.5556 | 236 | 0.9270 | 0.6184 | 0.9270 | 0.9628 |
| No log | 6.6111 | 238 | 1.0295 | 0.5732 | 1.0295 | 1.0146 |
| No log | 6.6667 | 240 | 1.0315 | 0.5814 | 1.0315 | 1.0156 |
| No log | 6.7222 | 242 | 0.9344 | 0.6166 | 0.9344 | 0.9666 |
| No log | 6.7778 | 244 | 0.8177 | 0.6321 | 0.8177 | 0.9043 |
| No log | 6.8333 | 246 | 0.7901 | 0.6329 | 0.7901 | 0.8889 |
| No log | 6.8889 | 248 | 0.8124 | 0.6344 | 0.8124 | 0.9013 |
| No log | 6.9444 | 250 | 0.9307 | 0.6031 | 0.9307 | 0.9647 |
| No log | 7.0 | 252 | 0.9488 | 0.6147 | 0.9488 | 0.9741 |
| No log | 7.0556 | 254 | 0.9053 | 0.6281 | 0.9053 | 0.9515 |
| No log | 7.1111 | 256 | 0.9429 | 0.6041 | 0.9429 | 0.9710 |
| No log | 7.1667 | 258 | 1.1226 | 0.5160 | 1.1226 | 1.0595 |
| No log | 7.2222 | 260 | 1.3032 | 0.4635 | 1.3032 | 1.1416 |
| No log | 7.2778 | 262 | 1.3236 | 0.4827 | 1.3236 | 1.1505 |
| No log | 7.3333 | 264 | 1.1872 | 0.5237 | 1.1872 | 1.0896 |
| No log | 7.3889 | 266 | 1.0115 | 0.5607 | 1.0115 | 1.0057 |
| No log | 7.4444 | 268 | 1.0064 | 0.5531 | 1.0064 | 1.0032 |
| No log | 7.5 | 270 | 1.1412 | 0.4510 | 1.1412 | 1.0683 |
| No log | 7.5556 | 272 | 1.2386 | 0.4273 | 1.2386 | 1.1129 |
| No log | 7.6111 | 274 | 1.2252 | 0.4438 | 1.2252 | 1.1069 |
| No log | 7.6667 | 276 | 1.0974 | 0.5291 | 1.0974 | 1.0476 |
| No log | 7.7222 | 278 | 0.9900 | 0.5693 | 0.9900 | 0.9950 |
| No log | 7.7778 | 280 | 0.9739 | 0.5807 | 0.9739 | 0.9869 |
| No log | 7.8333 | 282 | 1.0762 | 0.5322 | 1.0762 | 1.0374 |
| No log | 7.8889 | 284 | 1.3171 | 0.4717 | 1.3171 | 1.1477 |
| No log | 7.9444 | 286 | 1.4707 | 0.4415 | 1.4707 | 1.2127 |
| No log | 8.0 | 288 | 1.4219 | 0.4646 | 1.4219 | 1.1924 |
| No log | 8.0556 | 290 | 1.2049 | 0.5238 | 1.2049 | 1.0977 |
| No log | 8.1111 | 292 | 0.9110 | 0.6017 | 0.9110 | 0.9545 |
| No log | 8.1667 | 294 | 0.7390 | 0.6208 | 0.7390 | 0.8596 |
| No log | 8.2222 | 296 | 0.7153 | 0.6120 | 0.7153 | 0.8458 |
| No log | 8.2778 | 298 | 0.7835 | 0.6083 | 0.7835 | 0.8852 |
| No log | 8.3333 | 300 | 0.9231 | 0.5952 | 0.9231 | 0.9608 |
| No log | 8.3889 | 302 | 1.0094 | 0.5317 | 1.0094 | 1.0047 |
| No log | 8.4444 | 304 | 1.0146 | 0.5682 | 1.0146 | 1.0073 |
| No log | 8.5 | 306 | 0.9413 | 0.5806 | 0.9413 | 0.9702 |
| No log | 8.5556 | 308 | 0.9182 | 0.5961 | 0.9182 | 0.9582 |
| No log | 8.6111 | 310 | 0.9843 | 0.5831 | 0.9843 | 0.9921 |
| No log | 8.6667 | 312 | 0.9602 | 0.5758 | 0.9602 | 0.9799 |
| No log | 8.7222 | 314 | 0.8990 | 0.5717 | 0.8990 | 0.9482 |
| No log | 8.7778 | 316 | 0.9507 | 0.5692 | 0.9507 | 0.9751 |
| No log | 8.8333 | 318 | 0.9353 | 0.5705 | 0.9353 | 0.9671 |
| No log | 8.8889 | 320 | 0.8804 | 0.5974 | 0.8804 | 0.9383 |
| No log | 8.9444 | 322 | 0.8556 | 0.5980 | 0.8556 | 0.9250 |
| No log | 9.0 | 324 | 0.9433 | 0.6192 | 0.9433 | 0.9712 |
| No log | 9.0556 | 326 | 0.9600 | 0.6037 | 0.9600 | 0.9798 |
| No log | 9.1111 | 328 | 0.9812 | 0.6172 | 0.9812 | 0.9906 |
| No log | 9.1667 | 330 | 0.8823 | 0.6493 | 0.8823 | 0.9393 |
| No log | 9.2222 | 332 | 0.8556 | 0.6251 | 0.8556 | 0.9250 |
| No log | 9.2778 | 334 | 0.8767 | 0.6113 | 0.8767 | 0.9363 |
| No log | 9.3333 | 336 | 0.8816 | 0.6085 | 0.8816 | 0.9389 |
| No log | 9.3889 | 338 | 0.9918 | 0.5472 | 0.9918 | 0.9959 |
| No log | 9.4444 | 340 | 1.1096 | 0.4952 | 1.1096 | 1.0534 |
| No log | 9.5 | 342 | 1.0497 | 0.5156 | 1.0497 | 1.0245 |
| No log | 9.5556 | 344 | 0.9647 | 0.5560 | 0.9647 | 0.9822 |
| No log | 9.6111 | 346 | 0.9967 | 0.5319 | 0.9967 | 0.9984 |
| No log | 9.6667 | 348 | 1.1277 | 0.4912 | 1.1277 | 1.0619 |
| No log | 9.7222 | 350 | 1.1807 | 0.4900 | 1.1807 | 1.0866 |
| No log | 9.7778 | 352 | 1.0727 | 0.5418 | 1.0727 | 1.0357 |
| No log | 9.8333 | 354 | 0.8801 | 0.6274 | 0.8801 | 0.9382 |
| No log | 9.8889 | 356 | 0.8307 | 0.6233 | 0.8307 | 0.9114 |
| No log | 9.9444 | 358 | 0.9093 | 0.5526 | 0.9093 | 0.9535 |
| No log | 10.0 | 360 | 0.9960 | 0.5270 | 0.9960 | 0.9980 |
| No log | 10.0556 | 362 | 1.0108 | 0.5132 | 1.0108 | 1.0054 |
| No log | 10.1111 | 364 | 0.9668 | 0.5556 | 0.9668 | 0.9833 |
| No log | 10.1667 | 366 | 0.8562 | 0.6269 | 0.8562 | 0.9253 |
| No log | 10.2222 | 368 | 0.7643 | 0.6408 | 0.7643 | 0.8742 |
| No log | 10.2778 | 370 | 0.7618 | 0.6328 | 0.7618 | 0.8728 |
| No log | 10.3333 | 372 | 0.8428 | 0.6065 | 0.8428 | 0.9181 |
| No log | 10.3889 | 374 | 1.0438 | 0.5288 | 1.0438 | 1.0217 |
| No log | 10.4444 | 376 | 1.2308 | 0.4669 | 1.2308 | 1.1094 |
| No log | 10.5 | 378 | 1.1767 | 0.5118 | 1.1767 | 1.0847 |
| No log | 10.5556 | 380 | 1.0303 | 0.5543 | 1.0303 | 1.0150 |
| No log | 10.6111 | 382 | 0.9345 | 0.6253 | 0.9345 | 0.9667 |
| No log | 10.6667 | 384 | 0.9399 | 0.5940 | 0.9399 | 0.9695 |
| No log | 10.7222 | 386 | 0.9394 | 0.5589 | 0.9394 | 0.9692 |
| No log | 10.7778 | 388 | 0.8713 | 0.5929 | 0.8713 | 0.9334 |
| No log | 10.8333 | 390 | 0.8320 | 0.5941 | 0.8320 | 0.9122 |
| No log | 10.8889 | 392 | 0.8027 | 0.5930 | 0.8027 | 0.8960 |
| No log | 10.9444 | 394 | 0.8377 | 0.5996 | 0.8377 | 0.9152 |
| No log | 11.0 | 396 | 0.8863 | 0.5932 | 0.8863 | 0.9414 |
| No log | 11.0556 | 398 | 0.9519 | 0.5471 | 0.9519 | 0.9756 |
| No log | 11.1111 | 400 | 0.9440 | 0.5809 | 0.9440 | 0.9716 |
| No log | 11.1667 | 402 | 0.8677 | 0.6464 | 0.8677 | 0.9315 |
| No log | 11.2222 | 404 | 0.7941 | 0.6046 | 0.7941 | 0.8911 |
| No log | 11.2778 | 406 | 0.8356 | 0.6229 | 0.8356 | 0.9141 |
| No log | 11.3333 | 408 | 1.0396 | 0.5044 | 1.0396 | 1.0196 |
| No log | 11.3889 | 410 | 1.1995 | 0.4991 | 1.1995 | 1.0952 |
| No log | 11.4444 | 412 | 1.2492 | 0.5178 | 1.2492 | 1.1177 |
| No log | 11.5 | 414 | 1.2055 | 0.5190 | 1.2055 | 1.0980 |
| No log | 11.5556 | 416 | 0.9670 | 0.5671 | 0.9670 | 0.9833 |
| No log | 11.6111 | 418 | 0.8052 | 0.6478 | 0.8052 | 0.8974 |
| No log | 11.6667 | 420 | 0.7700 | 0.6544 | 0.7700 | 0.8775 |
| No log | 11.7222 | 422 | 0.8562 | 0.6344 | 0.8562 | 0.9253 |
| No log | 11.7778 | 424 | 1.0559 | 0.5094 | 1.0559 | 1.0276 |
| No log | 11.8333 | 426 | 1.1867 | 0.5193 | 1.1867 | 1.0894 |
| No log | 11.8889 | 428 | 1.1131 | 0.5059 | 1.1131 | 1.0550 |
| No log | 11.9444 | 430 | 0.9746 | 0.5423 | 0.9746 | 0.9872 |
| No log | 12.0 | 432 | 0.8855 | 0.5980 | 0.8855 | 0.9410 |
| No log | 12.0556 | 434 | 0.8989 | 0.5941 | 0.8989 | 0.9481 |
| No log | 12.1111 | 436 | 0.9669 | 0.5666 | 0.9669 | 0.9833 |
| No log | 12.1667 | 438 | 0.9965 | 0.5361 | 0.9965 | 0.9982 |
| No log | 12.2222 | 440 | 1.0063 | 0.5361 | 1.0063 | 1.0032 |
| No log | 12.2778 | 442 | 0.9468 | 0.5785 | 0.9468 | 0.9730 |
| No log | 12.3333 | 444 | 0.9076 | 0.6047 | 0.9076 | 0.9527 |
| No log | 12.3889 | 446 | 0.8581 | 0.6211 | 0.8581 | 0.9264 |
| No log | 12.4444 | 448 | 0.8537 | 0.6175 | 0.8537 | 0.9240 |
| No log | 12.5 | 450 | 0.9277 | 0.5823 | 0.9277 | 0.9632 |
| No log | 12.5556 | 452 | 1.0642 | 0.5376 | 1.0642 | 1.0316 |
| No log | 12.6111 | 454 | 1.2358 | 0.4566 | 1.2358 | 1.1117 |
| No log | 12.6667 | 456 | 1.2679 | 0.4601 | 1.2679 | 1.1260 |
| No log | 12.7222 | 458 | 1.2452 | 0.4619 | 1.2452 | 1.1159 |
| No log | 12.7778 | 460 | 1.0975 | 0.4801 | 1.0975 | 1.0476 |
| No log | 12.8333 | 462 | 1.0490 | 0.5221 | 1.0490 | 1.0242 |
| No log | 12.8889 | 464 | 0.9757 | 0.5911 | 0.9757 | 0.9878 |
| No log | 12.9444 | 466 | 0.9505 | 0.5940 | 0.9505 | 0.9750 |
| No log | 13.0 | 468 | 0.9653 | 0.5851 | 0.9653 | 0.9825 |
| No log | 13.0556 | 470 | 1.0140 | 0.5772 | 1.0140 | 1.0070 |
| No log | 13.1111 | 472 | 1.1833 | 0.4522 | 1.1833 | 1.0878 |
| No log | 13.1667 | 474 | 1.2566 | 0.4570 | 1.2566 | 1.1210 |
| No log | 13.2222 | 476 | 1.2865 | 0.4389 | 1.2865 | 1.1342 |
| No log | 13.2778 | 478 | 1.2276 | 0.4527 | 1.2276 | 1.1080 |
| No log | 13.3333 | 480 | 1.0897 | 0.4891 | 1.0897 | 1.0439 |
| No log | 13.3889 | 482 | 1.0682 | 0.5081 | 1.0682 | 1.0335 |
| No log | 13.4444 | 484 | 1.1806 | 0.4642 | 1.1806 | 1.0865 |
| No log | 13.5 | 486 | 1.3422 | 0.4589 | 1.3422 | 1.1585 |
| No log | 13.5556 | 488 | 1.2446 | 0.5039 | 1.2446 | 1.1156 |
| No log | 13.6111 | 490 | 1.0311 | 0.5346 | 1.0311 | 1.0155 |
| No log | 13.6667 | 492 | 0.8646 | 0.5545 | 0.8646 | 0.9298 |
| No log | 13.7222 | 494 | 0.8275 | 0.5570 | 0.8275 | 0.9097 |
| No log | 13.7778 | 496 | 0.8601 | 0.5601 | 0.8601 | 0.9274 |
| No log | 13.8333 | 498 | 0.9925 | 0.5383 | 0.9925 | 0.9963 |
| 0.4788 | 13.8889 | 500 | 1.2157 | 0.4842 | 1.2157 | 1.1026 |
| 0.4788 | 13.9444 | 502 | 1.2711 | 0.4635 | 1.2711 | 1.1274 |
| 0.4788 | 14.0 | 504 | 1.1390 | 0.5035 | 1.1390 | 1.0672 |
| 0.4788 | 14.0556 | 506 | 0.9509 | 0.5829 | 0.9509 | 0.9751 |
| 0.4788 | 14.1111 | 508 | 0.9193 | 0.5944 | 0.9193 | 0.9588 |
| 0.4788 | 14.1667 | 510 | 0.9931 | 0.5556 | 0.9931 | 0.9965 |
| 0.4788 | 14.2222 | 512 | 1.1878 | 0.4974 | 1.1878 | 1.0898 |
| 0.4788 | 14.2778 | 514 | 1.3694 | 0.4580 | 1.3694 | 1.1702 |
| 0.4788 | 14.3333 | 516 | 1.3738 | 0.4425 | 1.3738 | 1.1721 |
| 0.4788 | 14.3889 | 518 | 1.2040 | 0.4596 | 1.2040 | 1.0973 |
| 0.4788 | 14.4444 | 520 | 1.0041 | 0.5596 | 1.0041 | 1.0020 |
| 0.4788 | 14.5 | 522 | 0.9189 | 0.5899 | 0.9189 | 0.9586 |
| 0.4788 | 14.5556 | 524 | 0.9739 | 0.5745 | 0.9739 | 0.9869 |
| 0.4788 | 14.6111 | 526 | 1.1127 | 0.4881 | 1.1127 | 1.0548 |
| 0.4788 | 14.6667 | 528 | 1.2412 | 0.4770 | 1.2412 | 1.1141 |
| 0.4788 | 14.7222 | 530 | 1.2864 | 0.4747 | 1.2864 | 1.1342 |
| 0.4788 | 14.7778 | 532 | 1.2632 | 0.4529 | 1.2632 | 1.1239 |
| 0.4788 | 14.8333 | 534 | 1.2434 | 0.4864 | 1.2434 | 1.1151 |
| 0.4788 | 14.8889 | 536 | 1.0896 | 0.4979 | 1.0896 | 1.0438 |
| 0.4788 | 14.9444 | 538 | 0.8982 | 0.5577 | 0.8982 | 0.9477 |
| 0.4788 | 15.0 | 540 | 0.8245 | 0.5960 | 0.8245 | 0.9080 |
| 0.4788 | 15.0556 | 542 | 0.8449 | 0.6152 | 0.8449 | 0.9192 |
| 0.4788 | 15.1111 | 544 | 0.9478 | 0.5758 | 0.9478 | 0.9735 |
| 0.4788 | 15.1667 | 546 | 1.0014 | 0.5494 | 1.0014 | 1.0007 |
| 0.4788 | 15.2222 | 548 | 1.0733 | 0.5363 | 1.0733 | 1.0360 |
| 0.4788 | 15.2778 | 550 | 1.0329 | 0.5402 | 1.0329 | 1.0163 |
| 0.4788 | 15.3333 | 552 | 0.9468 | 0.5883 | 0.9468 | 0.9730 |
| 0.4788 | 15.3889 | 554 | 0.8215 | 0.5985 | 0.8215 | 0.9063 |
| 0.4788 | 15.4444 | 556 | 0.7438 | 0.6180 | 0.7438 | 0.8624 |
| 0.4788 | 15.5 | 558 | 0.7082 | 0.6421 | 0.7082 | 0.8416 |
| 0.4788 | 15.5556 | 560 | 0.7059 | 0.6578 | 0.7059 | 0.8402 |
| 0.4788 | 15.6111 | 562 | 0.7372 | 0.6484 | 0.7372 | 0.8586 |
| 0.4788 | 15.6667 | 564 | 0.8065 | 0.6647 | 0.8065 | 0.8980 |
| 0.4788 | 15.7222 | 566 | 0.9564 | 0.5757 | 0.9564 | 0.9779 |
| 0.4788 | 15.7778 | 568 | 1.0541 | 0.5498 | 1.0541 | 1.0267 |
| 0.4788 | 15.8333 | 570 | 1.0024 | 0.5782 | 1.0024 | 1.0012 |
| 0.4788 | 15.8889 | 572 | 0.8622 | 0.6187 | 0.8622 | 0.9285 |
| 0.4788 | 15.9444 | 574 | 0.7899 | 0.6134 | 0.7899 | 0.8888 |
| 0.4788 | 16.0 | 576 | 0.8037 | 0.5968 | 0.8037 | 0.8965 |
| 0.4788 | 16.0556 | 578 | 0.8554 | 0.6280 | 0.8554 | 0.9249 |
| 0.4788 | 16.1111 | 580 | 0.9920 | 0.5683 | 0.9920 | 0.9960 |
| 0.4788 | 16.1667 | 582 | 1.1550 | 0.5450 | 1.1550 | 1.0747 |
| 0.4788 | 16.2222 | 584 | 1.2355 | 0.5516 | 1.2355 | 1.1115 |
| 0.4788 | 16.2778 | 586 | 1.1636 | 0.5389 | 1.1636 | 1.0787 |
| 0.4788 | 16.3333 | 588 | 1.0010 | 0.6094 | 1.0010 | 1.0005 |
| 0.4788 | 16.3889 | 590 | 0.9378 | 0.6070 | 0.9378 | 0.9684 |
| 0.4788 | 16.4444 | 592 | 0.9242 | 0.6015 | 0.9242 | 0.9613 |
| 0.4788 | 16.5 | 594 | 0.8627 | 0.6021 | 0.8627 | 0.9288 |
| 0.4788 | 16.5556 | 596 | 0.8657 | 0.6021 | 0.8657 | 0.9304 |
| 0.4788 | 16.6111 | 598 | 0.9079 | 0.5827 | 0.9079 | 0.9528 |
| 0.4788 | 16.6667 | 600 | 1.0122 | 0.5453 | 1.0122 | 1.0061 |
| 0.4788 | 16.7222 | 602 | 1.0003 | 0.5555 | 1.0003 | 1.0002 |
| 0.4788 | 16.7778 | 604 | 0.9124 | 0.5808 | 0.9124 | 0.9552 |
| 0.4788 | 16.8333 | 606 | 0.8215 | 0.6192 | 0.8215 | 0.9064 |
| 0.4788 | 16.8889 | 608 | 0.8421 | 0.6081 | 0.8421 | 0.9177 |
| 0.4788 | 16.9444 | 610 | 0.9278 | 0.5654 | 0.9278 | 0.9632 |
| 0.4788 | 17.0 | 612 | 1.0464 | 0.5388 | 1.0464 | 1.0229 |
| 0.4788 | 17.0556 | 614 | 1.0431 | 0.4979 | 1.0431 | 1.0213 |
| 0.4788 | 17.1111 | 616 | 0.9474 | 0.5244 | 0.9474 | 0.9733 |
| 0.4788 | 17.1667 | 618 | 0.8497 | 0.5917 | 0.8497 | 0.9218 |
| 0.4788 | 17.2222 | 620 | 0.7830 | 0.6152 | 0.7830 | 0.8849 |
| 0.4788 | 17.2778 | 622 | 0.7630 | 0.6208 | 0.7630 | 0.8735 |
| 0.4788 | 17.3333 | 624 | 0.7764 | 0.6118 | 0.7764 | 0.8811 |
| 0.4788 | 17.3889 | 626 | 0.8018 | 0.6139 | 0.8018 | 0.8954 |
| 0.4788 | 17.4444 | 628 | 0.8895 | 0.5626 | 0.8895 | 0.9431 |
| 0.4788 | 17.5 | 630 | 0.9207 | 0.5641 | 0.9207 | 0.9595 |
| 0.4788 | 17.5556 | 632 | 1.0124 | 0.5069 | 1.0124 | 1.0062 |
| 0.4788 | 17.6111 | 634 | 0.9891 | 0.5123 | 0.9891 | 0.9945 |
| 0.4788 | 17.6667 | 636 | 0.9663 | 0.5355 | 0.9663 | 0.9830 |
| 0.4788 | 17.7222 | 638 | 1.0298 | 0.5000 | 1.0298 | 1.0148 |
| 0.4788 | 17.7778 | 640 | 1.0422 | 0.5381 | 1.0422 | 1.0209 |
| 0.4788 | 17.8333 | 642 | 1.0421 | 0.5423 | 1.0421 | 1.0208 |
| 0.4788 | 17.8889 | 644 | 1.1607 | 0.4879 | 1.1607 | 1.0774 |
| 0.4788 | 17.9444 | 646 | 1.2752 | 0.4802 | 1.2752 | 1.1293 |
| 0.4788 | 18.0 | 648 | 1.2103 | 0.4954 | 1.2103 | 1.1001 |
| 0.4788 | 18.0556 | 650 | 1.1608 | 0.5223 | 1.1608 | 1.0774 |
| 0.4788 | 18.1111 | 652 | 1.1059 | 0.5257 | 1.1059 | 1.0516 |
| 0.4788 | 18.1667 | 654 | 1.0530 | 0.5411 | 1.0530 | 1.0262 |
| 0.4788 | 18.2222 | 656 | 1.0952 | 0.5065 | 1.0952 | 1.0465 |
| 0.4788 | 18.2778 | 658 | 1.0597 | 0.5261 | 1.0597 | 1.0294 |
| 0.4788 | 18.3333 | 660 | 1.0105 | 0.5987 | 1.0105 | 1.0053 |
| 0.4788 | 18.3889 | 662 | 1.0155 | 0.5746 | 1.0155 | 1.0077 |
| 0.4788 | 18.4444 | 664 | 1.0585 | 0.5385 | 1.0585 | 1.0288 |
| 0.4788 | 18.5 | 666 | 1.0619 | 0.5306 | 1.0619 | 1.0305 |
| 0.4788 | 18.5556 | 668 | 0.9934 | 0.5683 | 0.9934 | 0.9967 |
| 0.4788 | 18.6111 | 670 | 0.9162 | 0.5807 | 0.9162 | 0.9572 |
| 0.4788 | 18.6667 | 672 | 0.8669 | 0.6212 | 0.8669 | 0.9311 |
| 0.4788 | 18.7222 | 674 | 0.8048 | 0.6559 | 0.8048 | 0.8971 |
| 0.4788 | 18.7778 | 676 | 0.7788 | 0.6478 | 0.7788 | 0.8825 |
| 0.4788 | 18.8333 | 678 | 0.7840 | 0.6162 | 0.7840 | 0.8854 |
| 0.4788 | 18.8889 | 680 | 0.8626 | 0.6015 | 0.8626 | 0.9288 |
| 0.4788 | 18.9444 | 682 | 0.9950 | 0.5695 | 0.9950 | 0.9975 |
| 0.4788 | 19.0 | 684 | 1.0345 | 0.5834 | 1.0345 | 1.0171 |
| 0.4788 | 19.0556 | 686 | 1.0577 | 0.5758 | 1.0577 | 1.0285 |
| 0.4788 | 19.1111 | 688 | 0.9805 | 0.5990 | 0.9805 | 0.9902 |
| 0.4788 | 19.1667 | 690 | 0.9004 | 0.6247 | 0.9004 | 0.9489 |
| 0.4788 | 19.2222 | 692 | 0.8543 | 0.6020 | 0.8543 | 0.9243 |
| 0.4788 | 19.2778 | 694 | 0.8783 | 0.5938 | 0.8783 | 0.9372 |
| 0.4788 | 19.3333 | 696 | 0.9646 | 0.5771 | 0.9646 | 0.9822 |
| 0.4788 | 19.3889 | 698 | 1.1205 | 0.5322 | 1.1205 | 1.0586 |
| 0.4788 | 19.4444 | 700 | 1.1531 | 0.5623 | 1.1531 | 1.0738 |
| 0.4788 | 19.5 | 702 | 1.0778 | 0.5547 | 1.0778 | 1.0381 |
| 0.4788 | 19.5556 | 704 | 0.9245 | 0.6083 | 0.9245 | 0.9615 |
| 0.4788 | 19.6111 | 706 | 0.8249 | 0.6495 | 0.8249 | 0.9082 |
| 0.4788 | 19.6667 | 708 | 0.7725 | 0.6803 | 0.7725 | 0.8789 |
| 0.4788 | 19.7222 | 710 | 0.7729 | 0.6668 | 0.7729 | 0.8791 |
| 0.4788 | 19.7778 | 712 | 0.8014 | 0.6648 | 0.8014 | 0.8952 |
| 0.4788 | 19.8333 | 714 | 0.8513 | 0.5903 | 0.8513 | 0.9227 |
| 0.4788 | 19.8889 | 716 | 0.8904 | 0.5772 | 0.8904 | 0.9436 |
| 0.4788 | 19.9444 | 718 | 0.9639 | 0.5746 | 0.9639 | 0.9818 |
| 0.4788 | 20.0 | 720 | 0.9516 | 0.5616 | 0.9516 | 0.9755 |
| 0.4788 | 20.0556 | 722 | 0.9756 | 0.5616 | 0.9756 | 0.9877 |
| 0.4788 | 20.1111 | 724 | 1.0321 | 0.5309 | 1.0321 | 1.0159 |
| 0.4788 | 20.1667 | 726 | 1.0369 | 0.5262 | 1.0369 | 1.0183 |
| 0.4788 | 20.2222 | 728 | 0.9840 | 0.5657 | 0.9840 | 0.9920 |
| 0.4788 | 20.2778 | 730 | 0.9685 | 0.5978 | 0.9685 | 0.9841 |
| 0.4788 | 20.3333 | 732 | 0.9403 | 0.5767 | 0.9403 | 0.9697 |
| 0.4788 | 20.3889 | 734 | 0.9370 | 0.5829 | 0.9370 | 0.9680 |
| 0.4788 | 20.4444 | 736 | 0.9881 | 0.5533 | 0.9881 | 0.9941 |
| 0.4788 | 20.5 | 738 | 1.0750 | 0.5188 | 1.0750 | 1.0368 |
| 0.4788 | 20.5556 | 740 | 1.0987 | 0.5081 | 1.0987 | 1.0482 |
| 0.4788 | 20.6111 | 742 | 1.0378 | 0.5191 | 1.0378 | 1.0187 |
| 0.4788 | 20.6667 | 744 | 0.9969 | 0.5444 | 0.9969 | 0.9985 |
| 0.4788 | 20.7222 | 746 | 0.9218 | 0.6050 | 0.9218 | 0.9601 |
| 0.4788 | 20.7778 | 748 | 0.8831 | 0.6416 | 0.8831 | 0.9397 |
| 0.4788 | 20.8333 | 750 | 0.9082 | 0.6131 | 0.9082 | 0.9530 |
| 0.4788 | 20.8889 | 752 | 0.9756 | 0.5891 | 0.9756 | 0.9877 |
| 0.4788 | 20.9444 | 754 | 1.0230 | 0.5929 | 1.0230 | 1.0114 |
| 0.4788 | 21.0 | 756 | 1.0564 | 0.5929 | 1.0564 | 1.0278 |
| 0.4788 | 21.0556 | 758 | 1.0260 | 0.5731 | 1.0260 | 1.0129 |
| 0.4788 | 21.1111 | 760 | 0.9443 | 0.6003 | 0.9443 | 0.9717 |
| 0.4788 | 21.1667 | 762 | 0.9121 | 0.6066 | 0.9121 | 0.9550 |
| 0.4788 | 21.2222 | 764 | 0.9336 | 0.6120 | 0.9336 | 0.9662 |
| 0.4788 | 21.2778 | 766 | 1.0503 | 0.5479 | 1.0503 | 1.0249 |
| 0.4788 | 21.3333 | 768 | 1.1529 | 0.5086 | 1.1529 | 1.0737 |
| 0.4788 | 21.3889 | 770 | 1.1920 | 0.4894 | 1.1920 | 1.0918 |
| 0.4788 | 21.4444 | 772 | 1.1256 | 0.5271 | 1.1256 | 1.0609 |
| 0.4788 | 21.5 | 774 | 1.0425 | 0.5530 | 1.0425 | 1.0210 |
| 0.4788 | 21.5556 | 776 | 1.0185 | 0.5671 | 1.0185 | 1.0092 |
| 0.4788 | 21.6111 | 778 | 0.9483 | 0.6101 | 0.9483 | 0.9738 |
| 0.4788 | 21.6667 | 780 | 0.9565 | 0.6205 | 0.9565 | 0.9780 |
| 0.4788 | 21.7222 | 782 | 1.0369 | 0.5719 | 1.0369 | 1.0183 |
| 0.4788 | 21.7778 | 784 | 1.1390 | 0.5064 | 1.1390 | 1.0672 |
| 0.4788 | 21.8333 | 786 | 1.2259 | 0.5038 | 1.2259 | 1.1072 |
| 0.4788 | 21.8889 | 788 | 1.2388 | 0.5025 | 1.2388 | 1.1130 |
| 0.4788 | 21.9444 | 790 | 1.2068 | 0.5032 | 1.2068 | 1.0986 |
| 0.4788 | 22.0 | 792 | 1.2027 | 0.5039 | 1.2027 | 1.0967 |
| 0.4788 | 22.0556 | 794 | 1.1885 | 0.5233 | 1.1885 | 1.0902 |
| 0.4788 | 22.1111 | 796 | 1.0721 | 0.5524 | 1.0721 | 1.0354 |
| 0.4788 | 22.1667 | 798 | 1.0001 | 0.5669 | 1.0001 | 1.0000 |
| 0.4788 | 22.2222 | 800 | 1.0009 | 0.5878 | 1.0009 | 1.0005 |
| 0.4788 | 22.2778 | 802 | 1.0804 | 0.5671 | 1.0804 | 1.0394 |
| 0.4788 | 22.3333 | 804 | 1.1852 | 0.5264 | 1.1852 | 1.0887 |
| 0.4788 | 22.3889 | 806 | 1.2183 | 0.4894 | 1.2183 | 1.1038 |
| 0.4788 | 22.4444 | 808 | 1.1379 | 0.4966 | 1.1379 | 1.0667 |
| 0.4788 | 22.5 | 810 | 1.1025 | 0.4834 | 1.1025 | 1.0500 |
| 0.4788 | 22.5556 | 812 | 1.0479 | 0.4852 | 1.0479 | 1.0237 |
| 0.4788 | 22.6111 | 814 | 0.9575 | 0.5827 | 0.9575 | 0.9785 |
| 0.4788 | 22.6667 | 816 | 0.9149 | 0.6132 | 0.9149 | 0.9565 |
| 0.4788 | 22.7222 | 818 | 0.8916 | 0.6229 | 0.8916 | 0.9442 |
| 0.4788 | 22.7778 | 820 | 0.9267 | 0.6225 | 0.9267 | 0.9627 |
| 0.4788 | 22.8333 | 822 | 0.9653 | 0.6241 | 0.9653 | 0.9825 |
| 0.4788 | 22.8889 | 824 | 1.0278 | 0.5975 | 1.0278 | 1.0138 |
| 0.4788 | 22.9444 | 826 | 0.9984 | 0.5889 | 0.9984 | 0.9992 |
| 0.4788 | 23.0 | 828 | 0.9281 | 0.6017 | 0.9281 | 0.9634 |
| 0.4788 | 23.0556 | 830 | 0.8724 | 0.6120 | 0.8724 | 0.9340 |
| 0.4788 | 23.1111 | 832 | 0.8180 | 0.6200 | 0.8180 | 0.9044 |
| 0.4788 | 23.1667 | 834 | 0.8177 | 0.6215 | 0.8177 | 0.9043 |
| 0.4788 | 23.2222 | 836 | 0.8531 | 0.6170 | 0.8531 | 0.9236 |
| 0.4788 | 23.2778 | 838 | 0.9579 | 0.5935 | 0.9579 | 0.9787 |
| 0.4788 | 23.3333 | 840 | 1.0343 | 0.5607 | 1.0343 | 1.0170 |
| 0.4788 | 23.3889 | 842 | 0.9969 | 0.5959 | 0.9969 | 0.9985 |
| 0.4788 | 23.4444 | 844 | 0.9984 | 0.5974 | 0.9984 | 0.9992 |
| 0.4788 | 23.5 | 846 | 0.9494 | 0.6177 | 0.9494 | 0.9744 |
| 0.4788 | 23.5556 | 848 | 0.9230 | 0.5956 | 0.9230 | 0.9607 |
| 0.4788 | 23.6111 | 850 | 0.8975 | 0.5956 | 0.8975 | 0.9474 |
| 0.4788 | 23.6667 | 852 | 0.8783 | 0.6005 | 0.8783 | 0.9372 |
| 0.4788 | 23.7222 | 854 | 0.8858 | 0.5956 | 0.8858 | 0.9411 |
| 0.4788 | 23.7778 | 856 | 0.9136 | 0.5903 | 0.9136 | 0.9558 |
| 0.4788 | 23.8333 | 858 | 0.9743 | 0.5877 | 0.9743 | 0.9871 |
| 0.4788 | 23.8889 | 860 | 0.9926 | 0.5772 | 0.9926 | 0.9963 |
| 0.4788 | 23.9444 | 862 | 0.9661 | 0.5772 | 0.9661 | 0.9829 |
| 0.4788 | 24.0 | 864 | 0.9446 | 0.5838 | 0.9446 | 0.9719 |
| 0.4788 | 24.0556 | 866 | 1.0011 | 0.5759 | 1.0011 | 1.0006 |
| 0.4788 | 24.1111 | 868 | 1.0484 | 0.5384 | 1.0484 | 1.0239 |
| 0.4788 | 24.1667 | 870 | 1.0667 | 0.5186 | 1.0667 | 1.0328 |
| 0.4788 | 24.2222 | 872 | 1.1241 | 0.4778 | 1.1241 | 1.0602 |
| 0.4788 | 24.2778 | 874 | 1.1278 | 0.4958 | 1.1278 | 1.0620 |
| 0.4788 | 24.3333 | 876 | 1.0783 | 0.4922 | 1.0783 | 1.0384 |
| 0.4788 | 24.3889 | 878 | 1.0432 | 0.5529 | 1.0432 | 1.0214 |
| 0.4788 | 24.4444 | 880 | 1.0622 | 0.5423 | 1.0622 | 1.0306 |
| 0.4788 | 24.5 | 882 | 1.0975 | 0.5244 | 1.0975 | 1.0476 |
| 0.4788 | 24.5556 | 884 | 1.0587 | 0.5428 | 1.0587 | 1.0289 |
| 0.4788 | 24.6111 | 886 | 1.0844 | 0.5361 | 1.0844 | 1.0414 |
| 0.4788 | 24.6667 | 888 | 1.1171 | 0.5428 | 1.1171 | 1.0569 |
| 0.4788 | 24.7222 | 890 | 1.1369 | 0.5333 | 1.1369 | 1.0663 |
| 0.4788 | 24.7778 | 892 | 1.0736 | 0.5349 | 1.0736 | 1.0362 |
| 0.4788 | 24.8333 | 894 | 1.0360 | 0.5629 | 1.0360 | 1.0178 |
| 0.4788 | 24.8889 | 896 | 0.9878 | 0.5746 | 0.9878 | 0.9939 |
| 0.4788 | 24.9444 | 898 | 1.0011 | 0.5693 | 1.0011 | 1.0006 |
| 0.4788 | 25.0 | 900 | 0.9794 | 0.5759 | 0.9794 | 0.9897 |
| 0.4788 | 25.0556 | 902 | 0.9712 | 0.5706 | 0.9712 | 0.9855 |
| 0.4788 | 25.1111 | 904 | 1.0600 | 0.5578 | 1.0600 | 1.0296 |
| 0.4788 | 25.1667 | 906 | 1.1121 | 0.5456 | 1.1121 | 1.0546 |
| 0.4788 | 25.2222 | 908 | 1.0562 | 0.5695 | 1.0562 | 1.0277 |
| 0.4788 | 25.2778 | 910 | 0.9276 | 0.6006 | 0.9276 | 0.9631 |
| 0.4788 | 25.3333 | 912 | 0.8854 | 0.6114 | 0.8854 | 0.9410 |
| 0.4788 | 25.3889 | 914 | 0.9043 | 0.6062 | 0.9043 | 0.9510 |
| 0.4788 | 25.4444 | 916 | 0.9049 | 0.5932 | 0.9049 | 0.9513 |
| 0.4788 | 25.5 | 918 | 0.9035 | 0.5932 | 0.9035 | 0.9505 |
| 0.4788 | 25.5556 | 920 | 0.9735 | 0.5903 | 0.9735 | 0.9867 |
| 0.4788 | 25.6111 | 922 | 1.0369 | 0.5822 | 1.0369 | 1.0183 |
| 0.4788 | 25.6667 | 924 | 1.0684 | 0.5508 | 1.0684 | 1.0336 |
| 0.4788 | 25.7222 | 926 | 1.0445 | 0.5541 | 1.0445 | 1.0220 |
| 0.4788 | 25.7778 | 928 | 1.0756 | 0.5381 | 1.0756 | 1.0371 |
| 0.4788 | 25.8333 | 930 | 1.1038 | 0.5321 | 1.1038 | 1.0506 |
| 0.4788 | 25.8889 | 932 | 1.0650 | 0.5428 | 1.0650 | 1.0320 |
| 0.4788 | 25.9444 | 934 | 0.9815 | 0.5731 | 0.9815 | 0.9907 |
| 0.4788 | 26.0 | 936 | 0.9454 | 0.5798 | 0.9454 | 0.9723 |
| 0.4788 | 26.0556 | 938 | 0.9066 | 0.6027 | 0.9066 | 0.9521 |
| 0.4788 | 26.1111 | 940 | 0.9258 | 0.5851 | 0.9258 | 0.9622 |
| 0.4788 | 26.1667 | 942 | 1.0056 | 0.5691 | 1.0056 | 1.0028 |
| 0.4788 | 26.2222 | 944 | 1.0815 | 0.5606 | 1.0815 | 1.0400 |
| 0.4788 | 26.2778 | 946 | 1.1320 | 0.4831 | 1.1320 | 1.0640 |
| 0.4788 | 26.3333 | 948 | 1.1327 | 0.4737 | 1.1327 | 1.0643 |
| 0.4788 | 26.3889 | 950 | 1.1062 | 0.5131 | 1.1062 | 1.0517 |
| 0.4788 | 26.4444 | 952 | 1.0705 | 0.5439 | 1.0705 | 1.0346 |
| 0.4788 | 26.5 | 954 | 1.0317 | 0.5464 | 1.0317 | 1.0157 |
| 0.4788 | 26.5556 | 956 | 1.0498 | 0.5145 | 1.0498 | 1.0246 |
| 0.4788 | 26.6111 | 958 | 1.0156 | 0.5362 | 1.0156 | 1.0078 |
| 0.4788 | 26.6667 | 960 | 0.9316 | 0.5840 | 0.9316 | 0.9652 |
| 0.4788 | 26.7222 | 962 | 0.9060 | 0.5932 | 0.9060 | 0.9518 |
| 0.4788 | 26.7778 | 964 | 0.9572 | 0.5995 | 0.9572 | 0.9784 |
| 0.4788 | 26.8333 | 966 | 1.0458 | 0.5577 | 1.0458 | 1.0227 |
| 0.4788 | 26.8889 | 968 | 1.0662 | 0.5565 | 1.0662 | 1.0326 |
| 0.4788 | 26.9444 | 970 | 0.9936 | 0.5706 | 0.9936 | 0.9968 |
| 0.4788 | 27.0 | 972 | 0.9093 | 0.5692 | 0.9093 | 0.9536 |
| 0.4788 | 27.0556 | 974 | 0.8634 | 0.6073 | 0.8634 | 0.9292 |
| 0.4788 | 27.1111 | 976 | 0.8317 | 0.6240 | 0.8317 | 0.9120 |
| 0.4788 | 27.1667 | 978 | 0.8391 | 0.6240 | 0.8391 | 0.9160 |
| 0.4788 | 27.2222 | 980 | 0.9010 | 0.6082 | 0.9010 | 0.9492 |
| 0.4788 | 27.2778 | 982 | 0.9916 | 0.5746 | 0.9916 | 0.9958 |
| 0.4788 | 27.3333 | 984 | 1.1165 | 0.5647 | 1.1165 | 1.0567 |
| 0.4788 | 27.3889 | 986 | 1.1873 | 0.5268 | 1.1873 | 1.0896 |
| 0.4788 | 27.4444 | 988 | 1.1520 | 0.5710 | 1.1520 | 1.0733 |
| 0.4788 | 27.5 | 990 | 1.0273 | 0.5872 | 1.0273 | 1.0136 |
| 0.4788 | 27.5556 | 992 | 0.8838 | 0.6235 | 0.8838 | 0.9401 |
| 0.4788 | 27.6111 | 994 | 0.8394 | 0.6122 | 0.8394 | 0.9162 |
| 0.4788 | 27.6667 | 996 | 0.8652 | 0.6122 | 0.8652 | 0.9301 |
| 0.4788 | 27.7222 | 998 | 0.9522 | 0.6031 | 0.9522 | 0.9758 |
| 0.0725 | 27.7778 | 1000 | 1.1319 | 0.5357 | 1.1319 | 1.0639 |
| 0.0725 | 27.8333 | 1002 | 1.2664 | 0.4881 | 1.2664 | 1.1253 |
| 0.0725 | 27.8889 | 1004 | 1.2808 | 0.5099 | 1.2808 | 1.1317 |
| 0.0725 | 27.9444 | 1006 | 1.1863 | 0.5147 | 1.1863 | 1.0892 |
| 0.0725 | 28.0 | 1008 | 1.0512 | 0.5733 | 1.0512 | 1.0253 |
| 0.0725 | 28.0556 | 1010 | 0.9855 | 0.5931 | 0.9855 | 0.9927 |
| 0.0725 | 28.1111 | 1012 | 0.9925 | 0.5990 | 0.9925 | 0.9963 |
| 0.0725 | 28.1667 | 1014 | 1.0562 | 0.5572 | 1.0562 | 1.0277 |
| 0.0725 | 28.2222 | 1016 | 1.0597 | 0.5435 | 1.0597 | 1.0294 |
| 0.0725 | 28.2778 | 1018 | 0.9818 | 0.6178 | 0.9818 | 0.9909 |
| 0.0725 | 28.3333 | 1020 | 0.9141 | 0.6219 | 0.9141 | 0.9561 |
| 0.0725 | 28.3889 | 1022 | 0.8901 | 0.6372 | 0.8901 | 0.9434 |
| 0.0725 | 28.4444 | 1024 | 0.9024 | 0.6287 | 0.9024 | 0.9499 |
| 0.0725 | 28.5 | 1026 | 0.9692 | 0.5758 | 0.9692 | 0.9845 |
| 0.0725 | 28.5556 | 1028 | 1.0672 | 0.5198 | 1.0672 | 1.0331 |
| 0.0725 | 28.6111 | 1030 | 1.1027 | 0.4883 | 1.1027 | 1.0501 |
| 0.0725 | 28.6667 | 1032 | 1.0928 | 0.4883 | 1.0928 | 1.0454 |
| 0.0725 | 28.7222 | 1034 | 1.0076 | 0.5265 | 1.0076 | 1.0038 |
| 0.0725 | 28.7778 | 1036 | 0.9397 | 0.5637 | 0.9397 | 0.9694 |
| 0.0725 | 28.8333 | 1038 | 0.9082 | 0.5732 | 0.9082 | 0.9530 |
| 0.0725 | 28.8889 | 1040 | 0.9110 | 0.5952 | 0.9110 | 0.9545 |
| 0.0725 | 28.9444 | 1042 | 0.9169 | 0.5827 | 0.9169 | 0.9576 |
| 0.0725 | 29.0 | 1044 | 0.8815 | 0.6495 | 0.8815 | 0.9389 |
| 0.0725 | 29.0556 | 1046 | 0.8667 | 0.6454 | 0.8667 | 0.9310 |
| 0.0725 | 29.1111 | 1048 | 0.8836 | 0.6225 | 0.8836 | 0.9400 |
| 0.0725 | 29.1667 | 1050 | 0.9687 | 0.6275 | 0.9687 | 0.9842 |
| 0.0725 | 29.2222 | 1052 | 1.0786 | 0.5379 | 1.0786 | 1.0386 |
| 0.0725 | 29.2778 | 1054 | 1.1550 | 0.5254 | 1.1550 | 1.0747 |
| 0.0725 | 29.3333 | 1056 | 1.1627 | 0.5157 | 1.1627 | 1.0783 |
| 0.0725 | 29.3889 | 1058 | 1.0734 | 0.4955 | 1.0734 | 1.0361 |
| 0.0725 | 29.4444 | 1060 | 0.9844 | 0.5220 | 0.9844 | 0.9922 |
| 0.0725 | 29.5 | 1062 | 0.9576 | 0.5239 | 0.9576 | 0.9786 |
Framework versions
- Transformers 4.44.2
- Pytorch 2.4.0+cu118
- Datasets 2.21.0
- Tokenizers 0.19.1
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Model tree for MayBashendy/ArabicNewSplits8_usingWellWrittenEssays_FineTuningAraBERT_run3_AugV5_k7_task1_organization
Base model
aubmindlab/bert-base-arabertv02