Instructions to use MayBashendy/ArabicNewSplits8_usingWellWrittenEssays_FineTuningAraBERT_run1_AugV5_k4_task2_organization with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use MayBashendy/ArabicNewSplits8_usingWellWrittenEssays_FineTuningAraBERT_run1_AugV5_k4_task2_organization with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="MayBashendy/ArabicNewSplits8_usingWellWrittenEssays_FineTuningAraBERT_run1_AugV5_k4_task2_organization")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("MayBashendy/ArabicNewSplits8_usingWellWrittenEssays_FineTuningAraBERT_run1_AugV5_k4_task2_organization") model = AutoModelForSequenceClassification.from_pretrained("MayBashendy/ArabicNewSplits8_usingWellWrittenEssays_FineTuningAraBERT_run1_AugV5_k4_task2_organization", device_map="auto") - Notebooks
- Google Colab
- Kaggle
ArabicNewSplits8_usingWellWrittenEssays_FineTuningAraBERT_run1_AugV5_k4_task2_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: 0.6126
- Qwk: 0.5475
- Mse: 0.6126
- Rmse: 0.7827
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 | 0.0833 | 2 | 4.3548 | -0.0232 | 4.3548 | 2.0868 |
| No log | 0.1667 | 4 | 2.3513 | 0.0794 | 2.3513 | 1.5334 |
| No log | 0.25 | 6 | 1.3698 | 0.1044 | 1.3698 | 1.1704 |
| No log | 0.3333 | 8 | 0.8925 | 0.0912 | 0.8925 | 0.9447 |
| No log | 0.4167 | 10 | 0.7967 | 0.1808 | 0.7967 | 0.8926 |
| No log | 0.5 | 12 | 0.8014 | 0.2097 | 0.8014 | 0.8952 |
| No log | 0.5833 | 14 | 0.8091 | 0.1786 | 0.8091 | 0.8995 |
| No log | 0.6667 | 16 | 0.9034 | 0.1557 | 0.9034 | 0.9505 |
| No log | 0.75 | 18 | 0.9844 | 0.0288 | 0.9844 | 0.9922 |
| No log | 0.8333 | 20 | 0.9448 | 0.1655 | 0.9448 | 0.9720 |
| No log | 0.9167 | 22 | 0.8984 | 0.2034 | 0.8984 | 0.9478 |
| No log | 1.0 | 24 | 0.8756 | 0.1825 | 0.8756 | 0.9358 |
| No log | 1.0833 | 26 | 0.8365 | 0.1922 | 0.8365 | 0.9146 |
| No log | 1.1667 | 28 | 0.8186 | 0.0989 | 0.8186 | 0.9048 |
| No log | 1.25 | 30 | 0.8162 | 0.0927 | 0.8162 | 0.9035 |
| No log | 1.3333 | 32 | 0.8189 | 0.1621 | 0.8189 | 0.9050 |
| No log | 1.4167 | 34 | 0.9358 | 0.0736 | 0.9358 | 0.9674 |
| No log | 1.5 | 36 | 1.1212 | 0.0462 | 1.1212 | 1.0588 |
| No log | 1.5833 | 38 | 1.1317 | 0.0739 | 1.1317 | 1.0638 |
| No log | 1.6667 | 40 | 0.9743 | 0.1580 | 0.9743 | 0.9871 |
| No log | 1.75 | 42 | 0.8184 | 0.1761 | 0.8184 | 0.9047 |
| No log | 1.8333 | 44 | 0.8041 | 0.1801 | 0.8041 | 0.8967 |
| No log | 1.9167 | 46 | 0.8025 | 0.2191 | 0.8025 | 0.8958 |
| No log | 2.0 | 48 | 0.7951 | 0.2254 | 0.7951 | 0.8917 |
| No log | 2.0833 | 50 | 0.7257 | 0.3075 | 0.7257 | 0.8519 |
| No log | 2.1667 | 52 | 0.7040 | 0.3763 | 0.7040 | 0.8390 |
| No log | 2.25 | 54 | 0.7346 | 0.3724 | 0.7346 | 0.8571 |
| No log | 2.3333 | 56 | 0.9100 | 0.1062 | 0.9100 | 0.9540 |
| No log | 2.4167 | 58 | 0.9943 | 0.0939 | 0.9943 | 0.9971 |
| No log | 2.5 | 60 | 0.9371 | 0.1086 | 0.9371 | 0.9680 |
| No log | 2.5833 | 62 | 0.7941 | 0.3030 | 0.7941 | 0.8911 |
| No log | 2.6667 | 64 | 0.8644 | 0.2669 | 0.8644 | 0.9297 |
| No log | 2.75 | 66 | 0.8693 | 0.2792 | 0.8693 | 0.9324 |
| No log | 2.8333 | 68 | 0.7060 | 0.3793 | 0.7060 | 0.8402 |
| No log | 2.9167 | 70 | 0.6601 | 0.3650 | 0.6601 | 0.8125 |
| No log | 3.0 | 72 | 0.6573 | 0.4009 | 0.6573 | 0.8107 |
| No log | 3.0833 | 74 | 0.6452 | 0.3999 | 0.6452 | 0.8032 |
| No log | 3.1667 | 76 | 0.6405 | 0.3526 | 0.6405 | 0.8003 |
| No log | 3.25 | 78 | 0.6598 | 0.4025 | 0.6598 | 0.8123 |
| No log | 3.3333 | 80 | 0.6815 | 0.4003 | 0.6815 | 0.8256 |
| No log | 3.4167 | 82 | 0.6744 | 0.4321 | 0.6744 | 0.8212 |
| No log | 3.5 | 84 | 0.6290 | 0.3936 | 0.6290 | 0.7931 |
| No log | 3.5833 | 86 | 0.6216 | 0.4255 | 0.6216 | 0.7884 |
| No log | 3.6667 | 88 | 0.6338 | 0.4160 | 0.6338 | 0.7961 |
| No log | 3.75 | 90 | 0.6565 | 0.4048 | 0.6565 | 0.8103 |
| No log | 3.8333 | 92 | 0.7257 | 0.3088 | 0.7257 | 0.8519 |
| No log | 3.9167 | 94 | 0.6843 | 0.3429 | 0.6843 | 0.8272 |
| No log | 4.0 | 96 | 0.6184 | 0.4644 | 0.6184 | 0.7864 |
| No log | 4.0833 | 98 | 0.6036 | 0.4710 | 0.6036 | 0.7769 |
| No log | 4.1667 | 100 | 0.6106 | 0.4102 | 0.6106 | 0.7814 |
| No log | 4.25 | 102 | 0.6300 | 0.4312 | 0.6300 | 0.7937 |
| No log | 4.3333 | 104 | 0.6376 | 0.4508 | 0.6376 | 0.7985 |
| No log | 4.4167 | 106 | 0.6174 | 0.4661 | 0.6174 | 0.7858 |
| No log | 4.5 | 108 | 0.5857 | 0.4029 | 0.5857 | 0.7653 |
| No log | 4.5833 | 110 | 0.6030 | 0.4075 | 0.6030 | 0.7765 |
| No log | 4.6667 | 112 | 0.6451 | 0.3921 | 0.6451 | 0.8032 |
| No log | 4.75 | 114 | 0.6309 | 0.4706 | 0.6309 | 0.7943 |
| No log | 4.8333 | 116 | 0.6572 | 0.4410 | 0.6572 | 0.8107 |
| No log | 4.9167 | 118 | 0.6224 | 0.4943 | 0.6224 | 0.7889 |
| No log | 5.0 | 120 | 0.6051 | 0.5385 | 0.6051 | 0.7779 |
| No log | 5.0833 | 122 | 0.6394 | 0.5392 | 0.6394 | 0.7996 |
| No log | 5.1667 | 124 | 0.7050 | 0.5388 | 0.7050 | 0.8396 |
| No log | 5.25 | 126 | 0.6924 | 0.5336 | 0.6924 | 0.8321 |
| No log | 5.3333 | 128 | 0.6605 | 0.5837 | 0.6605 | 0.8127 |
| No log | 5.4167 | 130 | 0.6767 | 0.5336 | 0.6767 | 0.8226 |
| No log | 5.5 | 132 | 0.6895 | 0.5330 | 0.6895 | 0.8303 |
| No log | 5.5833 | 134 | 0.7112 | 0.5075 | 0.7112 | 0.8433 |
| No log | 5.6667 | 136 | 0.6963 | 0.5241 | 0.6963 | 0.8344 |
| No log | 5.75 | 138 | 0.6238 | 0.5463 | 0.6238 | 0.7898 |
| No log | 5.8333 | 140 | 0.6272 | 0.4820 | 0.6272 | 0.7920 |
| No log | 5.9167 | 142 | 0.7264 | 0.4467 | 0.7264 | 0.8523 |
| No log | 6.0 | 144 | 0.7694 | 0.4385 | 0.7694 | 0.8771 |
| No log | 6.0833 | 146 | 0.8691 | 0.3854 | 0.8691 | 0.9322 |
| No log | 6.1667 | 148 | 0.8049 | 0.4861 | 0.8049 | 0.8971 |
| No log | 6.25 | 150 | 0.7563 | 0.4763 | 0.7563 | 0.8697 |
| No log | 6.3333 | 152 | 0.7402 | 0.5078 | 0.7402 | 0.8603 |
| No log | 6.4167 | 154 | 0.8015 | 0.5026 | 0.8015 | 0.8952 |
| No log | 6.5 | 156 | 0.8388 | 0.5205 | 0.8388 | 0.9159 |
| No log | 6.5833 | 158 | 0.8084 | 0.5213 | 0.8084 | 0.8991 |
| No log | 6.6667 | 160 | 0.8157 | 0.5247 | 0.8157 | 0.9031 |
| No log | 6.75 | 162 | 0.7526 | 0.5420 | 0.7526 | 0.8675 |
| No log | 6.8333 | 164 | 0.6827 | 0.5565 | 0.6827 | 0.8262 |
| No log | 6.9167 | 166 | 0.6550 | 0.5486 | 0.6550 | 0.8093 |
| No log | 7.0 | 168 | 0.6799 | 0.5562 | 0.6799 | 0.8246 |
| No log | 7.0833 | 170 | 0.7502 | 0.5515 | 0.7502 | 0.8661 |
| No log | 7.1667 | 172 | 0.8632 | 0.4340 | 0.8632 | 0.9291 |
| No log | 7.25 | 174 | 0.9277 | 0.3563 | 0.9277 | 0.9632 |
| No log | 7.3333 | 176 | 0.7703 | 0.4008 | 0.7703 | 0.8777 |
| No log | 7.4167 | 178 | 0.7356 | 0.4230 | 0.7356 | 0.8577 |
| No log | 7.5 | 180 | 0.7387 | 0.5029 | 0.7387 | 0.8595 |
| No log | 7.5833 | 182 | 0.7042 | 0.5029 | 0.7042 | 0.8392 |
| No log | 7.6667 | 184 | 0.6005 | 0.4805 | 0.6005 | 0.7749 |
| No log | 7.75 | 186 | 0.5620 | 0.5682 | 0.5620 | 0.7497 |
| No log | 7.8333 | 188 | 0.5841 | 0.4815 | 0.5841 | 0.7643 |
| No log | 7.9167 | 190 | 0.6015 | 0.4980 | 0.6015 | 0.7756 |
| No log | 8.0 | 192 | 0.6490 | 0.5291 | 0.6490 | 0.8056 |
| No log | 8.0833 | 194 | 0.6424 | 0.4565 | 0.6424 | 0.8015 |
| No log | 8.1667 | 196 | 0.6292 | 0.4895 | 0.6292 | 0.7932 |
| No log | 8.25 | 198 | 0.5762 | 0.5174 | 0.5762 | 0.7591 |
| No log | 8.3333 | 200 | 0.5434 | 0.5818 | 0.5434 | 0.7372 |
| No log | 8.4167 | 202 | 0.6691 | 0.5013 | 0.6691 | 0.8180 |
| No log | 8.5 | 204 | 0.7390 | 0.4762 | 0.7390 | 0.8596 |
| No log | 8.5833 | 206 | 0.6954 | 0.4895 | 0.6954 | 0.8339 |
| No log | 8.6667 | 208 | 0.6505 | 0.5299 | 0.6505 | 0.8066 |
| No log | 8.75 | 210 | 0.6303 | 0.5299 | 0.6303 | 0.7939 |
| No log | 8.8333 | 212 | 0.6086 | 0.5422 | 0.6086 | 0.7801 |
| No log | 8.9167 | 214 | 0.6575 | 0.5566 | 0.6575 | 0.8109 |
| No log | 9.0 | 216 | 0.6985 | 0.5421 | 0.6985 | 0.8357 |
| No log | 9.0833 | 218 | 0.6864 | 0.5421 | 0.6864 | 0.8285 |
| No log | 9.1667 | 220 | 0.6873 | 0.5521 | 0.6873 | 0.8290 |
| No log | 9.25 | 222 | 0.7267 | 0.5634 | 0.7267 | 0.8525 |
| No log | 9.3333 | 224 | 0.7579 | 0.5561 | 0.7579 | 0.8706 |
| No log | 9.4167 | 226 | 0.7719 | 0.5320 | 0.7719 | 0.8786 |
| No log | 9.5 | 228 | 0.7001 | 0.5615 | 0.7001 | 0.8367 |
| No log | 9.5833 | 230 | 0.6698 | 0.5461 | 0.6698 | 0.8184 |
| No log | 9.6667 | 232 | 0.6995 | 0.4985 | 0.6995 | 0.8364 |
| No log | 9.75 | 234 | 0.6888 | 0.5119 | 0.6888 | 0.8299 |
| No log | 9.8333 | 236 | 0.6643 | 0.5485 | 0.6643 | 0.8151 |
| No log | 9.9167 | 238 | 0.7384 | 0.5433 | 0.7384 | 0.8593 |
| No log | 10.0 | 240 | 0.7385 | 0.5339 | 0.7385 | 0.8594 |
| No log | 10.0833 | 242 | 0.6398 | 0.5447 | 0.6398 | 0.7999 |
| No log | 10.1667 | 244 | 0.5786 | 0.5594 | 0.5786 | 0.7607 |
| No log | 10.25 | 246 | 0.5920 | 0.4545 | 0.5920 | 0.7694 |
| No log | 10.3333 | 248 | 0.6496 | 0.4513 | 0.6496 | 0.8060 |
| No log | 10.4167 | 250 | 0.6995 | 0.5368 | 0.6995 | 0.8364 |
| No log | 10.5 | 252 | 0.7498 | 0.5438 | 0.7498 | 0.8659 |
| No log | 10.5833 | 254 | 0.7351 | 0.5251 | 0.7351 | 0.8574 |
| No log | 10.6667 | 256 | 0.6625 | 0.5575 | 0.6625 | 0.8139 |
| No log | 10.75 | 258 | 0.6320 | 0.5601 | 0.6320 | 0.7950 |
| No log | 10.8333 | 260 | 0.7158 | 0.5142 | 0.7158 | 0.8461 |
| No log | 10.9167 | 262 | 0.8205 | 0.4816 | 0.8205 | 0.9058 |
| No log | 11.0 | 264 | 0.9047 | 0.4558 | 0.9047 | 0.9512 |
| No log | 11.0833 | 266 | 0.9192 | 0.4393 | 0.9192 | 0.9587 |
| No log | 11.1667 | 268 | 0.8144 | 0.4789 | 0.8144 | 0.9024 |
| No log | 11.25 | 270 | 0.6697 | 0.4883 | 0.6697 | 0.8184 |
| No log | 11.3333 | 272 | 0.6354 | 0.5732 | 0.6354 | 0.7971 |
| No log | 11.4167 | 274 | 0.7269 | 0.5106 | 0.7269 | 0.8526 |
| No log | 11.5 | 276 | 0.7589 | 0.5160 | 0.7589 | 0.8712 |
| No log | 11.5833 | 278 | 0.6815 | 0.5720 | 0.6815 | 0.8256 |
| No log | 11.6667 | 280 | 0.6068 | 0.6043 | 0.6068 | 0.7790 |
| No log | 11.75 | 282 | 0.6186 | 0.5964 | 0.6186 | 0.7865 |
| No log | 11.8333 | 284 | 0.7021 | 0.5759 | 0.7021 | 0.8379 |
| No log | 11.9167 | 286 | 0.6982 | 0.5437 | 0.6982 | 0.8356 |
| No log | 12.0 | 288 | 0.6079 | 0.5905 | 0.6079 | 0.7797 |
| No log | 12.0833 | 290 | 0.6081 | 0.6006 | 0.6081 | 0.7798 |
| No log | 12.1667 | 292 | 0.6514 | 0.5711 | 0.6514 | 0.8071 |
| No log | 12.25 | 294 | 0.6773 | 0.5337 | 0.6773 | 0.8230 |
| No log | 12.3333 | 296 | 0.6571 | 0.5337 | 0.6571 | 0.8106 |
| No log | 12.4167 | 298 | 0.5964 | 0.5298 | 0.5964 | 0.7722 |
| No log | 12.5 | 300 | 0.5737 | 0.5951 | 0.5737 | 0.7574 |
| No log | 12.5833 | 302 | 0.6363 | 0.5351 | 0.6363 | 0.7977 |
| No log | 12.6667 | 304 | 0.7175 | 0.5001 | 0.7175 | 0.8471 |
| No log | 12.75 | 306 | 0.7453 | 0.4823 | 0.7453 | 0.8633 |
| No log | 12.8333 | 308 | 0.8135 | 0.4561 | 0.8135 | 0.9020 |
| No log | 12.9167 | 310 | 0.6978 | 0.5044 | 0.6978 | 0.8353 |
| No log | 13.0 | 312 | 0.5881 | 0.5902 | 0.5881 | 0.7669 |
| No log | 13.0833 | 314 | 0.5754 | 0.5701 | 0.5754 | 0.7586 |
| No log | 13.1667 | 316 | 0.5959 | 0.5620 | 0.5959 | 0.7720 |
| No log | 13.25 | 318 | 0.6348 | 0.5577 | 0.6348 | 0.7968 |
| No log | 13.3333 | 320 | 0.5767 | 0.5453 | 0.5767 | 0.7594 |
| No log | 13.4167 | 322 | 0.5413 | 0.4744 | 0.5413 | 0.7358 |
| No log | 13.5 | 324 | 0.5520 | 0.4970 | 0.5520 | 0.7430 |
| No log | 13.5833 | 326 | 0.6139 | 0.5206 | 0.6139 | 0.7835 |
| No log | 13.6667 | 328 | 0.7042 | 0.5165 | 0.7042 | 0.8392 |
| No log | 13.75 | 330 | 0.7133 | 0.5107 | 0.7133 | 0.8446 |
| No log | 13.8333 | 332 | 0.6616 | 0.5451 | 0.6616 | 0.8134 |
| No log | 13.9167 | 334 | 0.6175 | 0.4933 | 0.6175 | 0.7858 |
| No log | 14.0 | 336 | 0.5704 | 0.5123 | 0.5704 | 0.7552 |
| No log | 14.0833 | 338 | 0.5650 | 0.4948 | 0.5650 | 0.7517 |
| No log | 14.1667 | 340 | 0.6337 | 0.5257 | 0.6337 | 0.7961 |
| No log | 14.25 | 342 | 0.6925 | 0.5191 | 0.6925 | 0.8322 |
| No log | 14.3333 | 344 | 0.6329 | 0.5417 | 0.6329 | 0.7956 |
| No log | 14.4167 | 346 | 0.6159 | 0.5510 | 0.6159 | 0.7848 |
| No log | 14.5 | 348 | 0.6233 | 0.5573 | 0.6233 | 0.7895 |
| No log | 14.5833 | 350 | 0.6750 | 0.5079 | 0.6750 | 0.8216 |
| No log | 14.6667 | 352 | 0.6642 | 0.5195 | 0.6642 | 0.8150 |
| No log | 14.75 | 354 | 0.6610 | 0.5209 | 0.6610 | 0.8130 |
| No log | 14.8333 | 356 | 0.6268 | 0.5317 | 0.6268 | 0.7917 |
| No log | 14.9167 | 358 | 0.6996 | 0.5450 | 0.6996 | 0.8364 |
| No log | 15.0 | 360 | 0.7427 | 0.5173 | 0.7427 | 0.8618 |
| No log | 15.0833 | 362 | 0.7113 | 0.5579 | 0.7113 | 0.8434 |
| No log | 15.1667 | 364 | 0.6481 | 0.5494 | 0.6481 | 0.8050 |
| No log | 15.25 | 366 | 0.6709 | 0.5874 | 0.6709 | 0.8191 |
| No log | 15.3333 | 368 | 0.7145 | 0.5526 | 0.7145 | 0.8453 |
| No log | 15.4167 | 370 | 0.6726 | 0.5654 | 0.6727 | 0.8202 |
| No log | 15.5 | 372 | 0.6281 | 0.5883 | 0.6281 | 0.7926 |
| No log | 15.5833 | 374 | 0.5850 | 0.5688 | 0.5850 | 0.7649 |
| No log | 15.6667 | 376 | 0.5976 | 0.5450 | 0.5976 | 0.7730 |
| No log | 15.75 | 378 | 0.6303 | 0.5479 | 0.6303 | 0.7939 |
| No log | 15.8333 | 380 | 0.5955 | 0.5475 | 0.5955 | 0.7717 |
| No log | 15.9167 | 382 | 0.6018 | 0.5775 | 0.6018 | 0.7758 |
| No log | 16.0 | 384 | 0.6525 | 0.5257 | 0.6525 | 0.8078 |
| No log | 16.0833 | 386 | 0.7179 | 0.5275 | 0.7179 | 0.8473 |
| No log | 16.1667 | 388 | 0.6763 | 0.5379 | 0.6763 | 0.8224 |
| No log | 16.25 | 390 | 0.6241 | 0.5394 | 0.6241 | 0.7900 |
| No log | 16.3333 | 392 | 0.6396 | 0.5378 | 0.6396 | 0.7997 |
| No log | 16.4167 | 394 | 0.6976 | 0.5422 | 0.6976 | 0.8352 |
| No log | 16.5 | 396 | 0.7628 | 0.5242 | 0.7628 | 0.8734 |
| No log | 16.5833 | 398 | 0.7188 | 0.5422 | 0.7188 | 0.8478 |
| No log | 16.6667 | 400 | 0.6159 | 0.5684 | 0.6159 | 0.7848 |
| No log | 16.75 | 402 | 0.5693 | 0.5529 | 0.5693 | 0.7545 |
| No log | 16.8333 | 404 | 0.5610 | 0.5677 | 0.5610 | 0.7490 |
| No log | 16.9167 | 406 | 0.5917 | 0.5696 | 0.5917 | 0.7692 |
| No log | 17.0 | 408 | 0.6769 | 0.5727 | 0.6769 | 0.8227 |
| No log | 17.0833 | 410 | 0.7284 | 0.5559 | 0.7284 | 0.8534 |
| No log | 17.1667 | 412 | 0.7440 | 0.5546 | 0.7440 | 0.8625 |
| No log | 17.25 | 414 | 0.7434 | 0.5682 | 0.7434 | 0.8622 |
| No log | 17.3333 | 416 | 0.6995 | 0.5757 | 0.6995 | 0.8364 |
| No log | 17.4167 | 418 | 0.6402 | 0.5500 | 0.6402 | 0.8001 |
| No log | 17.5 | 420 | 0.6110 | 0.5805 | 0.6110 | 0.7817 |
| No log | 17.5833 | 422 | 0.6539 | 0.5365 | 0.6539 | 0.8086 |
| No log | 17.6667 | 424 | 0.6231 | 0.5416 | 0.6231 | 0.7893 |
| No log | 17.75 | 426 | 0.5400 | 0.5422 | 0.5400 | 0.7349 |
| No log | 17.8333 | 428 | 0.5249 | 0.5215 | 0.5249 | 0.7245 |
| No log | 17.9167 | 430 | 0.5352 | 0.4932 | 0.5352 | 0.7316 |
| No log | 18.0 | 432 | 0.5574 | 0.5453 | 0.5574 | 0.7466 |
| No log | 18.0833 | 434 | 0.5623 | 0.5254 | 0.5623 | 0.7499 |
| No log | 18.1667 | 436 | 0.6137 | 0.5427 | 0.6137 | 0.7834 |
| No log | 18.25 | 438 | 0.6214 | 0.5247 | 0.6214 | 0.7883 |
| No log | 18.3333 | 440 | 0.5812 | 0.5219 | 0.5812 | 0.7624 |
| No log | 18.4167 | 442 | 0.5554 | 0.5221 | 0.5554 | 0.7453 |
| No log | 18.5 | 444 | 0.5510 | 0.5549 | 0.5510 | 0.7423 |
| No log | 18.5833 | 446 | 0.5750 | 0.5648 | 0.5750 | 0.7583 |
| No log | 18.6667 | 448 | 0.6798 | 0.5411 | 0.6798 | 0.8245 |
| No log | 18.75 | 450 | 0.7602 | 0.4520 | 0.7602 | 0.8719 |
| No log | 18.8333 | 452 | 0.7425 | 0.4741 | 0.7425 | 0.8617 |
| No log | 18.9167 | 454 | 0.6156 | 0.5573 | 0.6156 | 0.7846 |
| No log | 19.0 | 456 | 0.5466 | 0.5704 | 0.5466 | 0.7393 |
| No log | 19.0833 | 458 | 0.5525 | 0.5643 | 0.5525 | 0.7433 |
| No log | 19.1667 | 460 | 0.5786 | 0.5742 | 0.5786 | 0.7607 |
| No log | 19.25 | 462 | 0.6442 | 0.5349 | 0.6442 | 0.8026 |
| No log | 19.3333 | 464 | 0.6796 | 0.5318 | 0.6796 | 0.8244 |
| No log | 19.4167 | 466 | 0.6653 | 0.5450 | 0.6653 | 0.8157 |
| No log | 19.5 | 468 | 0.6991 | 0.5356 | 0.6991 | 0.8361 |
| No log | 19.5833 | 470 | 0.7268 | 0.5356 | 0.7268 | 0.8525 |
| No log | 19.6667 | 472 | 0.7056 | 0.5316 | 0.7056 | 0.8400 |
| No log | 19.75 | 474 | 0.7412 | 0.5228 | 0.7412 | 0.8610 |
| No log | 19.8333 | 476 | 0.7243 | 0.5438 | 0.7243 | 0.8511 |
| No log | 19.9167 | 478 | 0.6906 | 0.5142 | 0.6906 | 0.8310 |
| No log | 20.0 | 480 | 0.6863 | 0.5146 | 0.6863 | 0.8284 |
| No log | 20.0833 | 482 | 0.7032 | 0.5312 | 0.7032 | 0.8386 |
| No log | 20.1667 | 484 | 0.6808 | 0.5050 | 0.6808 | 0.8251 |
| No log | 20.25 | 486 | 0.6808 | 0.5312 | 0.6808 | 0.8251 |
| No log | 20.3333 | 488 | 0.7408 | 0.5200 | 0.7408 | 0.8607 |
| No log | 20.4167 | 490 | 0.8395 | 0.4634 | 0.8395 | 0.9163 |
| No log | 20.5 | 492 | 0.8484 | 0.4880 | 0.8484 | 0.9211 |
| No log | 20.5833 | 494 | 0.7978 | 0.53 | 0.7978 | 0.8932 |
| No log | 20.6667 | 496 | 0.7873 | 0.5268 | 0.7873 | 0.8873 |
| No log | 20.75 | 498 | 0.7808 | 0.4247 | 0.7808 | 0.8836 |
| 0.3526 | 20.8333 | 500 | 0.7942 | 0.3799 | 0.7942 | 0.8912 |
| 0.3526 | 20.9167 | 502 | 0.8034 | 0.3899 | 0.8034 | 0.8963 |
| 0.3526 | 21.0 | 504 | 0.7777 | 0.5059 | 0.7777 | 0.8819 |
| 0.3526 | 21.0833 | 506 | 0.7623 | 0.5232 | 0.7623 | 0.8731 |
| 0.3526 | 21.1667 | 508 | 0.7246 | 0.4986 | 0.7246 | 0.8512 |
| 0.3526 | 21.25 | 510 | 0.7041 | 0.4961 | 0.7041 | 0.8391 |
| 0.3526 | 21.3333 | 512 | 0.6764 | 0.5042 | 0.6764 | 0.8224 |
| 0.3526 | 21.4167 | 514 | 0.6718 | 0.5042 | 0.6718 | 0.8196 |
| 0.3526 | 21.5 | 516 | 0.6935 | 0.5330 | 0.6935 | 0.8328 |
| 0.3526 | 21.5833 | 518 | 0.7331 | 0.5583 | 0.7331 | 0.8562 |
| 0.3526 | 21.6667 | 520 | 0.7911 | 0.5303 | 0.7911 | 0.8894 |
| 0.3526 | 21.75 | 522 | 0.8037 | 0.5245 | 0.8037 | 0.8965 |
| 0.3526 | 21.8333 | 524 | 0.7494 | 0.5602 | 0.7494 | 0.8657 |
| 0.3526 | 21.9167 | 526 | 0.6980 | 0.5546 | 0.6980 | 0.8355 |
| 0.3526 | 22.0 | 528 | 0.6696 | 0.5564 | 0.6696 | 0.8183 |
| 0.3526 | 22.0833 | 530 | 0.6552 | 0.5620 | 0.6552 | 0.8095 |
| 0.3526 | 22.1667 | 532 | 0.6271 | 0.5668 | 0.6271 | 0.7919 |
| 0.3526 | 22.25 | 534 | 0.6227 | 0.5358 | 0.6227 | 0.7891 |
| 0.3526 | 22.3333 | 536 | 0.6105 | 0.5404 | 0.6105 | 0.7814 |
| 0.3526 | 22.4167 | 538 | 0.6065 | 0.5508 | 0.6065 | 0.7788 |
| 0.3526 | 22.5 | 540 | 0.6025 | 0.5513 | 0.6025 | 0.7762 |
| 0.3526 | 22.5833 | 542 | 0.6369 | 0.5452 | 0.6369 | 0.7981 |
| 0.3526 | 22.6667 | 544 | 0.7058 | 0.5116 | 0.7058 | 0.8401 |
| 0.3526 | 22.75 | 546 | 0.6879 | 0.5130 | 0.6879 | 0.8294 |
| 0.3526 | 22.8333 | 548 | 0.6513 | 0.5239 | 0.6513 | 0.8070 |
| 0.3526 | 22.9167 | 550 | 0.6460 | 0.5239 | 0.6460 | 0.8037 |
| 0.3526 | 23.0 | 552 | 0.6276 | 0.5393 | 0.6276 | 0.7922 |
| 0.3526 | 23.0833 | 554 | 0.6087 | 0.5061 | 0.6087 | 0.7802 |
| 0.3526 | 23.1667 | 556 | 0.5854 | 0.5530 | 0.5854 | 0.7651 |
| 0.3526 | 23.25 | 558 | 0.5813 | 0.5505 | 0.5813 | 0.7624 |
| 0.3526 | 23.3333 | 560 | 0.5764 | 0.5353 | 0.5764 | 0.7592 |
| 0.3526 | 23.4167 | 562 | 0.5787 | 0.5565 | 0.5787 | 0.7607 |
| 0.3526 | 23.5 | 564 | 0.5825 | 0.5210 | 0.5825 | 0.7632 |
| 0.3526 | 23.5833 | 566 | 0.5759 | 0.5210 | 0.5759 | 0.7589 |
| 0.3526 | 23.6667 | 568 | 0.5546 | 0.5565 | 0.5546 | 0.7447 |
| 0.3526 | 23.75 | 570 | 0.5569 | 0.5697 | 0.5569 | 0.7462 |
| 0.3526 | 23.8333 | 572 | 0.6049 | 0.5366 | 0.6049 | 0.7777 |
| 0.3526 | 23.9167 | 574 | 0.6575 | 0.5185 | 0.6575 | 0.8109 |
| 0.3526 | 24.0 | 576 | 0.6466 | 0.5224 | 0.6466 | 0.8041 |
| 0.3526 | 24.0833 | 578 | 0.5816 | 0.4743 | 0.5816 | 0.7626 |
| 0.3526 | 24.1667 | 580 | 0.5455 | 0.5291 | 0.5455 | 0.7386 |
| 0.3526 | 24.25 | 582 | 0.5301 | 0.5456 | 0.5301 | 0.7281 |
| 0.3526 | 24.3333 | 584 | 0.5247 | 0.4904 | 0.5247 | 0.7244 |
| 0.3526 | 24.4167 | 586 | 0.5283 | 0.4800 | 0.5283 | 0.7268 |
| 0.3526 | 24.5 | 588 | 0.5489 | 0.4769 | 0.5489 | 0.7409 |
| 0.3526 | 24.5833 | 590 | 0.6269 | 0.4915 | 0.6269 | 0.7917 |
| 0.3526 | 24.6667 | 592 | 0.6933 | 0.4844 | 0.6933 | 0.8327 |
| 0.3526 | 24.75 | 594 | 0.7085 | 0.4788 | 0.7085 | 0.8417 |
| 0.3526 | 24.8333 | 596 | 0.6663 | 0.5319 | 0.6663 | 0.8163 |
| 0.3526 | 24.9167 | 598 | 0.6358 | 0.5358 | 0.6358 | 0.7974 |
| 0.3526 | 25.0 | 600 | 0.6081 | 0.5253 | 0.6081 | 0.7798 |
| 0.3526 | 25.0833 | 602 | 0.6180 | 0.4825 | 0.6180 | 0.7862 |
| 0.3526 | 25.1667 | 604 | 0.6381 | 0.4998 | 0.6381 | 0.7988 |
| 0.3526 | 25.25 | 606 | 0.6334 | 0.4632 | 0.6334 | 0.7959 |
| 0.3526 | 25.3333 | 608 | 0.6172 | 0.5056 | 0.6172 | 0.7856 |
| 0.3526 | 25.4167 | 610 | 0.6208 | 0.4707 | 0.6208 | 0.7879 |
| 0.3526 | 25.5 | 612 | 0.6329 | 0.5145 | 0.6329 | 0.7955 |
| 0.3526 | 25.5833 | 614 | 0.6227 | 0.5098 | 0.6227 | 0.7891 |
| 0.3526 | 25.6667 | 616 | 0.6385 | 0.5115 | 0.6385 | 0.7990 |
| 0.3526 | 25.75 | 618 | 0.6389 | 0.5186 | 0.6389 | 0.7993 |
| 0.3526 | 25.8333 | 620 | 0.6835 | 0.4869 | 0.6835 | 0.8267 |
| 0.3526 | 25.9167 | 622 | 0.7444 | 0.4951 | 0.7444 | 0.8628 |
| 0.3526 | 26.0 | 624 | 0.7204 | 0.4782 | 0.7204 | 0.8488 |
| 0.3526 | 26.0833 | 626 | 0.6672 | 0.5200 | 0.6672 | 0.8168 |
| 0.3526 | 26.1667 | 628 | 0.6166 | 0.5676 | 0.6166 | 0.7852 |
| 0.3526 | 26.25 | 630 | 0.5952 | 0.5471 | 0.5952 | 0.7715 |
| 0.3526 | 26.3333 | 632 | 0.5754 | 0.5321 | 0.5754 | 0.7585 |
| 0.3526 | 26.4167 | 634 | 0.5804 | 0.5341 | 0.5804 | 0.7619 |
| 0.3526 | 26.5 | 636 | 0.5877 | 0.5107 | 0.5877 | 0.7666 |
| 0.3526 | 26.5833 | 638 | 0.6008 | 0.5550 | 0.6008 | 0.7751 |
| 0.3526 | 26.6667 | 640 | 0.6014 | 0.5819 | 0.6014 | 0.7755 |
| 0.3526 | 26.75 | 642 | 0.6055 | 0.5434 | 0.6055 | 0.7781 |
| 0.3526 | 26.8333 | 644 | 0.6027 | 0.5434 | 0.6027 | 0.7763 |
| 0.3526 | 26.9167 | 646 | 0.6537 | 0.5191 | 0.6537 | 0.8085 |
| 0.3526 | 27.0 | 648 | 0.6551 | 0.5191 | 0.6551 | 0.8094 |
| 0.3526 | 27.0833 | 650 | 0.5966 | 0.5588 | 0.5966 | 0.7724 |
| 0.3526 | 27.1667 | 652 | 0.5737 | 0.5490 | 0.5737 | 0.7574 |
| 0.3526 | 27.25 | 654 | 0.5978 | 0.5465 | 0.5978 | 0.7732 |
| 0.3526 | 27.3333 | 656 | 0.6430 | 0.5187 | 0.6430 | 0.8019 |
| 0.3526 | 27.4167 | 658 | 0.6329 | 0.5597 | 0.6329 | 0.7956 |
| 0.3526 | 27.5 | 660 | 0.6034 | 0.5885 | 0.6034 | 0.7768 |
| 0.3526 | 27.5833 | 662 | 0.5743 | 0.5422 | 0.5743 | 0.7578 |
| 0.3526 | 27.6667 | 664 | 0.5893 | 0.5397 | 0.5893 | 0.7677 |
| 0.3526 | 27.75 | 666 | 0.6194 | 0.5617 | 0.6194 | 0.7870 |
| 0.3526 | 27.8333 | 668 | 0.6563 | 0.5719 | 0.6563 | 0.8101 |
| 0.3526 | 27.9167 | 670 | 0.6903 | 0.5235 | 0.6903 | 0.8308 |
| 0.3526 | 28.0 | 672 | 0.7174 | 0.5205 | 0.7174 | 0.8470 |
| 0.3526 | 28.0833 | 674 | 0.7073 | 0.5516 | 0.7073 | 0.8410 |
| 0.3526 | 28.1667 | 676 | 0.6822 | 0.5828 | 0.6822 | 0.8260 |
| 0.3526 | 28.25 | 678 | 0.6681 | 0.5264 | 0.6681 | 0.8174 |
| 0.3526 | 28.3333 | 680 | 0.6562 | 0.5322 | 0.6562 | 0.8101 |
| 0.3526 | 28.4167 | 682 | 0.6436 | 0.5598 | 0.6436 | 0.8023 |
| 0.3526 | 28.5 | 684 | 0.6620 | 0.5504 | 0.6620 | 0.8136 |
| 0.3526 | 28.5833 | 686 | 0.7013 | 0.5205 | 0.7013 | 0.8374 |
| 0.3526 | 28.6667 | 688 | 0.6741 | 0.5125 | 0.6741 | 0.8210 |
| 0.3526 | 28.75 | 690 | 0.6178 | 0.5591 | 0.6178 | 0.7860 |
| 0.3526 | 28.8333 | 692 | 0.5722 | 0.5190 | 0.5722 | 0.7564 |
| 0.3526 | 28.9167 | 694 | 0.5494 | 0.4918 | 0.5494 | 0.7412 |
| 0.3526 | 29.0 | 696 | 0.5634 | 0.5190 | 0.5634 | 0.7506 |
| 0.3526 | 29.0833 | 698 | 0.5779 | 0.5353 | 0.5779 | 0.7602 |
| 0.3526 | 29.1667 | 700 | 0.5627 | 0.5441 | 0.5627 | 0.7501 |
| 0.3526 | 29.25 | 702 | 0.5570 | 0.5153 | 0.5570 | 0.7463 |
| 0.3526 | 29.3333 | 704 | 0.5660 | 0.5530 | 0.5660 | 0.7523 |
| 0.3526 | 29.4167 | 706 | 0.5724 | 0.5180 | 0.5724 | 0.7566 |
| 0.3526 | 29.5 | 708 | 0.5753 | 0.4992 | 0.5753 | 0.7585 |
| 0.3526 | 29.5833 | 710 | 0.5845 | 0.4928 | 0.5845 | 0.7645 |
| 0.3526 | 29.6667 | 712 | 0.5969 | 0.5295 | 0.5969 | 0.7726 |
| 0.3526 | 29.75 | 714 | 0.6245 | 0.5807 | 0.6245 | 0.7903 |
| 0.3526 | 29.8333 | 716 | 0.6477 | 0.5637 | 0.6477 | 0.8048 |
| 0.3526 | 29.9167 | 718 | 0.6920 | 0.5031 | 0.6920 | 0.8318 |
| 0.3526 | 30.0 | 720 | 0.6705 | 0.4935 | 0.6705 | 0.8188 |
| 0.3526 | 30.0833 | 722 | 0.6014 | 0.5198 | 0.6014 | 0.7755 |
| 0.3526 | 30.1667 | 724 | 0.5781 | 0.5740 | 0.5781 | 0.7603 |
| 0.3526 | 30.25 | 726 | 0.6110 | 0.5192 | 0.6110 | 0.7817 |
| 0.3526 | 30.3333 | 728 | 0.6416 | 0.5363 | 0.6416 | 0.8010 |
| 0.3526 | 30.4167 | 730 | 0.6981 | 0.5116 | 0.6981 | 0.8355 |
| 0.3526 | 30.5 | 732 | 0.6926 | 0.5247 | 0.6926 | 0.8322 |
| 0.3526 | 30.5833 | 734 | 0.6375 | 0.5538 | 0.6375 | 0.7985 |
| 0.3526 | 30.6667 | 736 | 0.6140 | 0.5846 | 0.6140 | 0.7836 |
| 0.3526 | 30.75 | 738 | 0.6148 | 0.5415 | 0.6148 | 0.7841 |
| 0.3526 | 30.8333 | 740 | 0.6155 | 0.5097 | 0.6155 | 0.7845 |
| 0.3526 | 30.9167 | 742 | 0.6157 | 0.5097 | 0.6157 | 0.7846 |
| 0.3526 | 31.0 | 744 | 0.6320 | 0.5440 | 0.6320 | 0.7950 |
| 0.3526 | 31.0833 | 746 | 0.6359 | 0.5970 | 0.6359 | 0.7974 |
| 0.3526 | 31.1667 | 748 | 0.6245 | 0.6026 | 0.6245 | 0.7902 |
| 0.3526 | 31.25 | 750 | 0.6052 | 0.5729 | 0.6052 | 0.7780 |
| 0.3526 | 31.3333 | 752 | 0.6065 | 0.5952 | 0.6065 | 0.7788 |
| 0.3526 | 31.4167 | 754 | 0.5787 | 0.5278 | 0.5787 | 0.7607 |
| 0.3526 | 31.5 | 756 | 0.5454 | 0.5155 | 0.5454 | 0.7385 |
| 0.3526 | 31.5833 | 758 | 0.5443 | 0.5013 | 0.5443 | 0.7377 |
| 0.3526 | 31.6667 | 760 | 0.5618 | 0.5034 | 0.5618 | 0.7495 |
| 0.3526 | 31.75 | 762 | 0.5994 | 0.5471 | 0.5994 | 0.7742 |
| 0.3526 | 31.8333 | 764 | 0.6108 | 0.5685 | 0.6108 | 0.7815 |
| 0.3526 | 31.9167 | 766 | 0.6078 | 0.5893 | 0.6078 | 0.7796 |
| 0.3526 | 32.0 | 768 | 0.6432 | 0.5831 | 0.6432 | 0.8020 |
| 0.3526 | 32.0833 | 770 | 0.6839 | 0.5199 | 0.6839 | 0.8270 |
| 0.3526 | 32.1667 | 772 | 0.7133 | 0.5177 | 0.7133 | 0.8446 |
| 0.3526 | 32.25 | 774 | 0.7239 | 0.4834 | 0.7239 | 0.8508 |
| 0.3526 | 32.3333 | 776 | 0.7107 | 0.4934 | 0.7107 | 0.8430 |
| 0.3526 | 32.4167 | 778 | 0.6620 | 0.6080 | 0.6620 | 0.8136 |
| 0.3526 | 32.5 | 780 | 0.6079 | 0.5877 | 0.6079 | 0.7797 |
| 0.3526 | 32.5833 | 782 | 0.5929 | 0.5813 | 0.5929 | 0.7700 |
| 0.3526 | 32.6667 | 784 | 0.5952 | 0.6030 | 0.5952 | 0.7715 |
| 0.3526 | 32.75 | 786 | 0.6280 | 0.5325 | 0.6280 | 0.7925 |
| 0.3526 | 32.8333 | 788 | 0.6716 | 0.5218 | 0.6716 | 0.8195 |
| 0.3526 | 32.9167 | 790 | 0.6661 | 0.5106 | 0.6661 | 0.8161 |
| 0.3526 | 33.0 | 792 | 0.6122 | 0.5709 | 0.6122 | 0.7824 |
| 0.3526 | 33.0833 | 794 | 0.5943 | 0.5708 | 0.5943 | 0.7709 |
| 0.3526 | 33.1667 | 796 | 0.6057 | 0.5687 | 0.6057 | 0.7782 |
| 0.3526 | 33.25 | 798 | 0.6116 | 0.5873 | 0.6116 | 0.7820 |
| 0.3526 | 33.3333 | 800 | 0.6154 | 0.5955 | 0.6154 | 0.7845 |
| 0.3526 | 33.4167 | 802 | 0.6485 | 0.5157 | 0.6485 | 0.8053 |
| 0.3526 | 33.5 | 804 | 0.6329 | 0.5462 | 0.6329 | 0.7955 |
| 0.3526 | 33.5833 | 806 | 0.6015 | 0.5856 | 0.6015 | 0.7756 |
| 0.3526 | 33.6667 | 808 | 0.5813 | 0.5918 | 0.5813 | 0.7624 |
| 0.3526 | 33.75 | 810 | 0.5931 | 0.5779 | 0.5931 | 0.7701 |
| 0.3526 | 33.8333 | 812 | 0.5868 | 0.5958 | 0.5868 | 0.7660 |
| 0.3526 | 33.9167 | 814 | 0.5634 | 0.5914 | 0.5634 | 0.7506 |
| 0.3526 | 34.0 | 816 | 0.5667 | 0.5641 | 0.5667 | 0.7528 |
| 0.3526 | 34.0833 | 818 | 0.5479 | 0.5594 | 0.5479 | 0.7402 |
| 0.3526 | 34.1667 | 820 | 0.5463 | 0.6082 | 0.5463 | 0.7391 |
| 0.3526 | 34.25 | 822 | 0.5553 | 0.6119 | 0.5553 | 0.7452 |
| 0.3526 | 34.3333 | 824 | 0.5855 | 0.5851 | 0.5855 | 0.7652 |
| 0.3526 | 34.4167 | 826 | 0.6154 | 0.5609 | 0.6154 | 0.7845 |
| 0.3526 | 34.5 | 828 | 0.6178 | 0.5748 | 0.6178 | 0.7860 |
| 0.3526 | 34.5833 | 830 | 0.5976 | 0.5748 | 0.5976 | 0.7730 |
| 0.3526 | 34.6667 | 832 | 0.6176 | 0.5748 | 0.6176 | 0.7859 |
| 0.3526 | 34.75 | 834 | 0.6670 | 0.5534 | 0.6670 | 0.8167 |
| 0.3526 | 34.8333 | 836 | 0.6663 | 0.5534 | 0.6663 | 0.8162 |
| 0.3526 | 34.9167 | 838 | 0.6296 | 0.5807 | 0.6296 | 0.7935 |
| 0.3526 | 35.0 | 840 | 0.6208 | 0.5711 | 0.6208 | 0.7879 |
| 0.3526 | 35.0833 | 842 | 0.5732 | 0.5344 | 0.5732 | 0.7571 |
| 0.3526 | 35.1667 | 844 | 0.5416 | 0.5148 | 0.5416 | 0.7359 |
| 0.3526 | 35.25 | 846 | 0.5374 | 0.5335 | 0.5374 | 0.7331 |
| 0.3526 | 35.3333 | 848 | 0.5572 | 0.5570 | 0.5572 | 0.7465 |
| 0.3526 | 35.4167 | 850 | 0.5886 | 0.5634 | 0.5886 | 0.7672 |
| 0.3526 | 35.5 | 852 | 0.5799 | 0.5571 | 0.5799 | 0.7615 |
| 0.3526 | 35.5833 | 854 | 0.5394 | 0.5741 | 0.5394 | 0.7345 |
| 0.3526 | 35.6667 | 856 | 0.5281 | 0.5746 | 0.5281 | 0.7267 |
| 0.3526 | 35.75 | 858 | 0.5218 | 0.5209 | 0.5218 | 0.7224 |
| 0.3526 | 35.8333 | 860 | 0.5199 | 0.4998 | 0.5199 | 0.7210 |
| 0.3526 | 35.9167 | 862 | 0.5334 | 0.5115 | 0.5334 | 0.7303 |
| 0.3526 | 36.0 | 864 | 0.5421 | 0.4978 | 0.5421 | 0.7363 |
| 0.3526 | 36.0833 | 866 | 0.5581 | 0.5596 | 0.5581 | 0.7471 |
| 0.3526 | 36.1667 | 868 | 0.5856 | 0.5698 | 0.5856 | 0.7653 |
| 0.3526 | 36.25 | 870 | 0.5975 | 0.5376 | 0.5975 | 0.7730 |
| 0.3526 | 36.3333 | 872 | 0.6190 | 0.5376 | 0.6190 | 0.7867 |
| 0.3526 | 36.4167 | 874 | 0.5850 | 0.5457 | 0.5850 | 0.7649 |
| 0.3526 | 36.5 | 876 | 0.5558 | 0.5597 | 0.5558 | 0.7455 |
| 0.3526 | 36.5833 | 878 | 0.5438 | 0.5597 | 0.5438 | 0.7374 |
| 0.3526 | 36.6667 | 880 | 0.5543 | 0.5597 | 0.5543 | 0.7445 |
| 0.3526 | 36.75 | 882 | 0.5953 | 0.5457 | 0.5953 | 0.7716 |
| 0.3526 | 36.8333 | 884 | 0.6316 | 0.5405 | 0.6316 | 0.7947 |
| 0.3526 | 36.9167 | 886 | 0.6345 | 0.5581 | 0.6345 | 0.7966 |
| 0.3526 | 37.0 | 888 | 0.6299 | 0.5626 | 0.6299 | 0.7937 |
| 0.3526 | 37.0833 | 890 | 0.5969 | 0.5706 | 0.5969 | 0.7726 |
| 0.3526 | 37.1667 | 892 | 0.5571 | 0.5717 | 0.5571 | 0.7464 |
| 0.3526 | 37.25 | 894 | 0.5503 | 0.5683 | 0.5503 | 0.7418 |
| 0.3526 | 37.3333 | 896 | 0.5549 | 0.5717 | 0.5549 | 0.7449 |
| 0.3526 | 37.4167 | 898 | 0.5643 | 0.5938 | 0.5643 | 0.7512 |
| 0.3526 | 37.5 | 900 | 0.6079 | 0.5820 | 0.6079 | 0.7797 |
| 0.3526 | 37.5833 | 902 | 0.6505 | 0.5384 | 0.6505 | 0.8065 |
| 0.3526 | 37.6667 | 904 | 0.6763 | 0.5384 | 0.6763 | 0.8224 |
| 0.3526 | 37.75 | 906 | 0.6782 | 0.5443 | 0.6782 | 0.8235 |
| 0.3526 | 37.8333 | 908 | 0.6588 | 0.5499 | 0.6588 | 0.8117 |
| 0.3526 | 37.9167 | 910 | 0.6551 | 0.5601 | 0.6551 | 0.8094 |
| 0.3526 | 38.0 | 912 | 0.6758 | 0.5268 | 0.6758 | 0.8221 |
| 0.3526 | 38.0833 | 914 | 0.6753 | 0.5268 | 0.6753 | 0.8218 |
| 0.3526 | 38.1667 | 916 | 0.6558 | 0.5682 | 0.6558 | 0.8098 |
| 0.3526 | 38.25 | 918 | 0.6449 | 0.5391 | 0.6449 | 0.8031 |
| 0.3526 | 38.3333 | 920 | 0.6433 | 0.5343 | 0.6433 | 0.8021 |
| 0.3526 | 38.4167 | 922 | 0.6415 | 0.5529 | 0.6415 | 0.8009 |
| 0.3526 | 38.5 | 924 | 0.6363 | 0.5455 | 0.6363 | 0.7977 |
| 0.3526 | 38.5833 | 926 | 0.5949 | 0.5920 | 0.5949 | 0.7713 |
| 0.3526 | 38.6667 | 928 | 0.5868 | 0.5944 | 0.5868 | 0.7661 |
| 0.3526 | 38.75 | 930 | 0.6044 | 0.5968 | 0.6044 | 0.7775 |
| 0.3526 | 38.8333 | 932 | 0.6463 | 0.5163 | 0.6463 | 0.8039 |
| 0.3526 | 38.9167 | 934 | 0.6525 | 0.5163 | 0.6525 | 0.8078 |
| 0.3526 | 39.0 | 936 | 0.6230 | 0.5178 | 0.6230 | 0.7893 |
| 0.3526 | 39.0833 | 938 | 0.5948 | 0.5993 | 0.5948 | 0.7712 |
| 0.3526 | 39.1667 | 940 | 0.5800 | 0.5802 | 0.5800 | 0.7616 |
| 0.3526 | 39.25 | 942 | 0.5603 | 0.5802 | 0.5603 | 0.7485 |
| 0.3526 | 39.3333 | 944 | 0.5571 | 0.5861 | 0.5571 | 0.7464 |
| 0.3526 | 39.4167 | 946 | 0.5768 | 0.6016 | 0.5768 | 0.7595 |
| 0.3526 | 39.5 | 948 | 0.6052 | 0.5904 | 0.6052 | 0.7779 |
| 0.3526 | 39.5833 | 950 | 0.6433 | 0.5412 | 0.6433 | 0.8021 |
| 0.3526 | 39.6667 | 952 | 0.7225 | 0.4802 | 0.7225 | 0.8500 |
| 0.3526 | 39.75 | 954 | 0.7303 | 0.4802 | 0.7303 | 0.8546 |
| 0.3526 | 39.8333 | 956 | 0.6669 | 0.4963 | 0.6669 | 0.8167 |
| 0.3526 | 39.9167 | 958 | 0.5768 | 0.5712 | 0.5768 | 0.7595 |
| 0.3526 | 40.0 | 960 | 0.5222 | 0.5562 | 0.5222 | 0.7226 |
| 0.3526 | 40.0833 | 962 | 0.5102 | 0.5568 | 0.5102 | 0.7143 |
| 0.3526 | 40.1667 | 964 | 0.5273 | 0.5900 | 0.5273 | 0.7262 |
| 0.3526 | 40.25 | 966 | 0.5761 | 0.6009 | 0.5761 | 0.7590 |
| 0.3526 | 40.3333 | 968 | 0.6326 | 0.5519 | 0.6326 | 0.7954 |
| 0.3526 | 40.4167 | 970 | 0.6627 | 0.5445 | 0.6627 | 0.8141 |
| 0.3526 | 40.5 | 972 | 0.6408 | 0.5462 | 0.6408 | 0.8005 |
| 0.3526 | 40.5833 | 974 | 0.5967 | 0.5900 | 0.5967 | 0.7725 |
| 0.3526 | 40.6667 | 976 | 0.5900 | 0.5900 | 0.5900 | 0.7681 |
| 0.3526 | 40.75 | 978 | 0.6179 | 0.5562 | 0.6179 | 0.7861 |
| 0.3526 | 40.8333 | 980 | 0.6584 | 0.5333 | 0.6584 | 0.8114 |
| 0.3526 | 40.9167 | 982 | 0.7457 | 0.5093 | 0.7457 | 0.8635 |
| 0.3526 | 41.0 | 984 | 0.7678 | 0.5063 | 0.7678 | 0.8762 |
| 0.3526 | 41.0833 | 986 | 0.7255 | 0.5291 | 0.7255 | 0.8518 |
| 0.3526 | 41.1667 | 988 | 0.6895 | 0.5088 | 0.6895 | 0.8304 |
| 0.3526 | 41.25 | 990 | 0.6837 | 0.5025 | 0.6837 | 0.8268 |
| 0.3526 | 41.3333 | 992 | 0.6562 | 0.5079 | 0.6562 | 0.8101 |
| 0.3526 | 41.4167 | 994 | 0.6334 | 0.5403 | 0.6334 | 0.7959 |
| 0.3526 | 41.5 | 996 | 0.6178 | 0.5790 | 0.6178 | 0.7860 |
| 0.3526 | 41.5833 | 998 | 0.5998 | 0.5790 | 0.5998 | 0.7744 |
| 0.0631 | 41.6667 | 1000 | 0.5928 | 0.5943 | 0.5928 | 0.7699 |
| 0.0631 | 41.75 | 1002 | 0.5753 | 0.5518 | 0.5753 | 0.7585 |
| 0.0631 | 41.8333 | 1004 | 0.5588 | 0.5683 | 0.5588 | 0.7476 |
| 0.0631 | 41.9167 | 1006 | 0.5594 | 0.5596 | 0.5594 | 0.7479 |
| 0.0631 | 42.0 | 1008 | 0.5847 | 0.5878 | 0.5847 | 0.7647 |
| 0.0631 | 42.0833 | 1010 | 0.6126 | 0.5475 | 0.6126 | 0.7827 |
Framework versions
- Transformers 4.44.2
- Pytorch 2.4.0+cu118
- Datasets 2.21.0
- Tokenizers 0.19.1
- Downloads last month
- 5
Model tree for MayBashendy/ArabicNewSplits8_usingWellWrittenEssays_FineTuningAraBERT_run1_AugV5_k4_task2_organization
Base model
aubmindlab/bert-base-arabertv02