Instructions to use MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run1_AugV5_k18_task1_organization with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run1_AugV5_k18_task1_organization with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run1_AugV5_k18_task1_organization")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run1_AugV5_k18_task1_organization") model = AutoModelForSequenceClassification.from_pretrained("MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run1_AugV5_k18_task1_organization", device_map="auto") - Notebooks
- Google Colab
- Kaggle
ArabicNewSplits5_FineTuningAraBERT_run1_AugV5_k18_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: 0.5877
- Qwk: 0.7369
- Mse: 0.5877
- Rmse: 0.7666
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: 10
Training results
| Training Loss | Epoch | Step | Validation Loss | Qwk | Mse | Rmse |
|---|---|---|---|---|---|---|
| No log | 0.0180 | 2 | 5.3618 | -0.0413 | 5.3619 | 2.3156 |
| No log | 0.0360 | 4 | 3.3734 | 0.0699 | 3.3734 | 1.8367 |
| No log | 0.0541 | 6 | 2.3684 | -0.0212 | 2.3684 | 1.5390 |
| No log | 0.0721 | 8 | 2.6392 | -0.1851 | 2.6392 | 1.6246 |
| No log | 0.0901 | 10 | 2.5389 | -0.1988 | 2.5389 | 1.5934 |
| No log | 0.1081 | 12 | 2.1834 | -0.0716 | 2.1834 | 1.4776 |
| No log | 0.1261 | 14 | 1.9325 | -0.0193 | 1.9325 | 1.3901 |
| No log | 0.1441 | 16 | 1.6023 | 0.0440 | 1.6023 | 1.2658 |
| No log | 0.1622 | 18 | 1.2376 | 0.2855 | 1.2376 | 1.1125 |
| No log | 0.1802 | 20 | 1.1512 | 0.2880 | 1.1512 | 1.0729 |
| No log | 0.1982 | 22 | 1.2869 | 0.1166 | 1.2869 | 1.1344 |
| No log | 0.2162 | 24 | 1.7487 | 0.0587 | 1.7487 | 1.3224 |
| No log | 0.2342 | 26 | 2.1241 | 0.1657 | 2.1241 | 1.4574 |
| No log | 0.2523 | 28 | 2.4457 | 0.1368 | 2.4457 | 1.5639 |
| No log | 0.2703 | 30 | 2.5946 | 0.1290 | 2.5946 | 1.6108 |
| No log | 0.2883 | 32 | 2.2730 | 0.1339 | 2.2730 | 1.5076 |
| No log | 0.3063 | 34 | 2.0955 | 0.1678 | 2.0955 | 1.4476 |
| No log | 0.3243 | 36 | 1.8482 | 0.1744 | 1.8482 | 1.3595 |
| No log | 0.3423 | 38 | 1.9289 | 0.1824 | 1.9289 | 1.3889 |
| No log | 0.3604 | 40 | 1.9175 | 0.1764 | 1.9175 | 1.3848 |
| No log | 0.3784 | 42 | 2.0197 | 0.1862 | 2.0197 | 1.4212 |
| No log | 0.3964 | 44 | 2.0306 | 0.1687 | 2.0306 | 1.4250 |
| No log | 0.4144 | 46 | 2.1262 | 0.2176 | 2.1262 | 1.4582 |
| No log | 0.4324 | 48 | 1.9138 | 0.2330 | 1.9138 | 1.3834 |
| No log | 0.4505 | 50 | 1.6719 | 0.2095 | 1.6719 | 1.2930 |
| No log | 0.4685 | 52 | 1.5316 | 0.2481 | 1.5316 | 1.2376 |
| No log | 0.4865 | 54 | 1.4499 | 0.2733 | 1.4499 | 1.2041 |
| No log | 0.5045 | 56 | 1.5408 | 0.3003 | 1.5408 | 1.2413 |
| No log | 0.5225 | 58 | 1.9616 | 0.2558 | 1.9616 | 1.4006 |
| No log | 0.5405 | 60 | 2.2130 | 0.2157 | 2.2130 | 1.4876 |
| No log | 0.5586 | 62 | 1.9069 | 0.2711 | 1.9069 | 1.3809 |
| No log | 0.5766 | 64 | 1.5813 | 0.2987 | 1.5813 | 1.2575 |
| No log | 0.5946 | 66 | 1.6302 | 0.3025 | 1.6302 | 1.2768 |
| No log | 0.6126 | 68 | 1.5869 | 0.3313 | 1.5869 | 1.2597 |
| No log | 0.6306 | 70 | 1.6973 | 0.2862 | 1.6973 | 1.3028 |
| No log | 0.6486 | 72 | 1.5605 | 0.3475 | 1.5605 | 1.2492 |
| No log | 0.6667 | 74 | 1.3988 | 0.4077 | 1.3988 | 1.1827 |
| No log | 0.6847 | 76 | 1.5753 | 0.4 | 1.5753 | 1.2551 |
| No log | 0.7027 | 78 | 1.2528 | 0.4560 | 1.2528 | 1.1193 |
| No log | 0.7207 | 80 | 0.9684 | 0.5597 | 0.9684 | 0.9841 |
| No log | 0.7387 | 82 | 1.1044 | 0.3282 | 1.1044 | 1.0509 |
| No log | 0.7568 | 84 | 1.0052 | 0.3247 | 1.0052 | 1.0026 |
| No log | 0.7748 | 86 | 0.6574 | 0.5999 | 0.6574 | 0.8108 |
| No log | 0.7928 | 88 | 0.6953 | 0.6522 | 0.6953 | 0.8338 |
| No log | 0.8108 | 90 | 0.6677 | 0.6984 | 0.6677 | 0.8171 |
| No log | 0.8288 | 92 | 0.6263 | 0.6713 | 0.6263 | 0.7914 |
| No log | 0.8468 | 94 | 0.6496 | 0.6384 | 0.6496 | 0.8060 |
| No log | 0.8649 | 96 | 0.8424 | 0.5573 | 0.8424 | 0.9178 |
| No log | 0.8829 | 98 | 1.1021 | 0.4913 | 1.1021 | 1.0498 |
| No log | 0.9009 | 100 | 1.3054 | 0.4430 | 1.3054 | 1.1426 |
| No log | 0.9189 | 102 | 1.0576 | 0.5286 | 1.0576 | 1.0284 |
| No log | 0.9369 | 104 | 0.8005 | 0.5809 | 0.8005 | 0.8947 |
| No log | 0.9550 | 106 | 0.8422 | 0.5707 | 0.8422 | 0.9177 |
| No log | 0.9730 | 108 | 1.0488 | 0.5561 | 1.0488 | 1.0241 |
| No log | 0.9910 | 110 | 1.3239 | 0.5137 | 1.3239 | 1.1506 |
| No log | 1.0090 | 112 | 1.7478 | 0.3783 | 1.7478 | 1.3220 |
| No log | 1.0270 | 114 | 1.4914 | 0.4326 | 1.4914 | 1.2212 |
| No log | 1.0450 | 116 | 0.8778 | 0.6253 | 0.8778 | 0.9369 |
| No log | 1.0631 | 118 | 0.7116 | 0.6928 | 0.7116 | 0.8435 |
| No log | 1.0811 | 120 | 0.8055 | 0.6629 | 0.8055 | 0.8975 |
| No log | 1.0991 | 122 | 1.2128 | 0.5363 | 1.2128 | 1.1013 |
| No log | 1.1171 | 124 | 1.4842 | 0.4679 | 1.4842 | 1.2183 |
| No log | 1.1351 | 126 | 1.4557 | 0.4672 | 1.4557 | 1.2065 |
| No log | 1.1532 | 128 | 1.1526 | 0.5253 | 1.1526 | 1.0736 |
| No log | 1.1712 | 130 | 0.9500 | 0.5749 | 0.9500 | 0.9747 |
| No log | 1.1892 | 132 | 0.7814 | 0.6321 | 0.7814 | 0.8840 |
| No log | 1.2072 | 134 | 0.7118 | 0.6729 | 0.7118 | 0.8437 |
| No log | 1.2252 | 136 | 0.6287 | 0.7324 | 0.6287 | 0.7929 |
| No log | 1.2432 | 138 | 0.6089 | 0.7341 | 0.6089 | 0.7803 |
| No log | 1.2613 | 140 | 0.5963 | 0.7159 | 0.5963 | 0.7722 |
| No log | 1.2793 | 142 | 0.6558 | 0.6797 | 0.6558 | 0.8098 |
| No log | 1.2973 | 144 | 0.6693 | 0.6604 | 0.6693 | 0.8181 |
| No log | 1.3153 | 146 | 0.6441 | 0.6729 | 0.6441 | 0.8026 |
| No log | 1.3333 | 148 | 0.6173 | 0.7268 | 0.6173 | 0.7857 |
| No log | 1.3514 | 150 | 0.7788 | 0.6429 | 0.7788 | 0.8825 |
| No log | 1.3694 | 152 | 0.7754 | 0.6524 | 0.7754 | 0.8806 |
| No log | 1.3874 | 154 | 0.6393 | 0.7355 | 0.6393 | 0.7996 |
| No log | 1.4054 | 156 | 0.6068 | 0.7541 | 0.6068 | 0.7790 |
| No log | 1.4234 | 158 | 0.5973 | 0.7667 | 0.5973 | 0.7728 |
| No log | 1.4414 | 160 | 0.6087 | 0.7738 | 0.6087 | 0.7802 |
| No log | 1.4595 | 162 | 0.6203 | 0.7692 | 0.6203 | 0.7876 |
| No log | 1.4775 | 164 | 0.6459 | 0.7383 | 0.6459 | 0.8037 |
| No log | 1.4955 | 166 | 0.6905 | 0.7426 | 0.6905 | 0.8310 |
| No log | 1.5135 | 168 | 0.6515 | 0.7263 | 0.6515 | 0.8072 |
| No log | 1.5315 | 170 | 0.6292 | 0.7121 | 0.6292 | 0.7932 |
| No log | 1.5495 | 172 | 0.7852 | 0.6379 | 0.7852 | 0.8861 |
| No log | 1.5676 | 174 | 1.0895 | 0.5715 | 1.0895 | 1.0438 |
| No log | 1.5856 | 176 | 1.0849 | 0.5682 | 1.0849 | 1.0416 |
| No log | 1.6036 | 178 | 0.9610 | 0.5754 | 0.9610 | 0.9803 |
| No log | 1.6216 | 180 | 0.7623 | 0.6493 | 0.7623 | 0.8731 |
| No log | 1.6396 | 182 | 0.6633 | 0.6802 | 0.6633 | 0.8144 |
| No log | 1.6577 | 184 | 0.6615 | 0.6613 | 0.6615 | 0.8133 |
| No log | 1.6757 | 186 | 0.7392 | 0.6511 | 0.7392 | 0.8598 |
| No log | 1.6937 | 188 | 0.7515 | 0.6579 | 0.7515 | 0.8669 |
| No log | 1.7117 | 190 | 0.6724 | 0.6562 | 0.6724 | 0.8200 |
| No log | 1.7297 | 192 | 0.5956 | 0.6950 | 0.5956 | 0.7717 |
| No log | 1.7477 | 194 | 0.5716 | 0.7431 | 0.5716 | 0.7560 |
| No log | 1.7658 | 196 | 0.5891 | 0.7176 | 0.5891 | 0.7675 |
| No log | 1.7838 | 198 | 0.7306 | 0.6657 | 0.7306 | 0.8547 |
| No log | 1.8018 | 200 | 0.8890 | 0.6219 | 0.8890 | 0.9429 |
| No log | 1.8198 | 202 | 0.7838 | 0.6815 | 0.7838 | 0.8853 |
| No log | 1.8378 | 204 | 0.5837 | 0.7532 | 0.5837 | 0.7640 |
| No log | 1.8559 | 206 | 0.5159 | 0.7435 | 0.5159 | 0.7182 |
| No log | 1.8739 | 208 | 0.5042 | 0.7443 | 0.5042 | 0.7101 |
| No log | 1.8919 | 210 | 0.5394 | 0.7676 | 0.5394 | 0.7345 |
| No log | 1.9099 | 212 | 0.6802 | 0.7039 | 0.6802 | 0.8247 |
| No log | 1.9279 | 214 | 0.8104 | 0.6357 | 0.8104 | 0.9002 |
| No log | 1.9459 | 216 | 0.8027 | 0.6395 | 0.8027 | 0.8960 |
| No log | 1.9640 | 218 | 0.9173 | 0.5950 | 0.9173 | 0.9578 |
| No log | 1.9820 | 220 | 0.9198 | 0.5954 | 0.9198 | 0.9590 |
| No log | 2.0 | 222 | 0.8682 | 0.6147 | 0.8682 | 0.9318 |
| No log | 2.0180 | 224 | 0.6510 | 0.7225 | 0.6510 | 0.8068 |
| No log | 2.0360 | 226 | 0.5609 | 0.7400 | 0.5609 | 0.7489 |
| No log | 2.0541 | 228 | 0.5595 | 0.7275 | 0.5595 | 0.7480 |
| No log | 2.0721 | 230 | 0.5588 | 0.7269 | 0.5588 | 0.7475 |
| No log | 2.0901 | 232 | 0.5444 | 0.7353 | 0.5444 | 0.7378 |
| No log | 2.1081 | 234 | 0.5405 | 0.7371 | 0.5405 | 0.7352 |
| No log | 2.1261 | 236 | 0.5379 | 0.7298 | 0.5379 | 0.7334 |
| No log | 2.1441 | 238 | 0.5353 | 0.7255 | 0.5353 | 0.7316 |
| No log | 2.1622 | 240 | 0.5340 | 0.7272 | 0.5340 | 0.7308 |
| No log | 2.1802 | 242 | 0.5394 | 0.7323 | 0.5394 | 0.7345 |
| No log | 2.1982 | 244 | 0.5426 | 0.7186 | 0.5426 | 0.7366 |
| No log | 2.2162 | 246 | 0.5483 | 0.7186 | 0.5483 | 0.7404 |
| No log | 2.2342 | 248 | 0.5790 | 0.7168 | 0.5790 | 0.7609 |
| No log | 2.2523 | 250 | 0.5712 | 0.7269 | 0.5712 | 0.7557 |
| No log | 2.2703 | 252 | 0.5658 | 0.7219 | 0.5658 | 0.7522 |
| No log | 2.2883 | 254 | 0.5665 | 0.7129 | 0.5665 | 0.7527 |
| No log | 2.3063 | 256 | 0.5674 | 0.7237 | 0.5674 | 0.7532 |
| No log | 2.3243 | 258 | 0.5798 | 0.7167 | 0.5798 | 0.7615 |
| No log | 2.3423 | 260 | 0.6225 | 0.7147 | 0.6225 | 0.7890 |
| No log | 2.3604 | 262 | 0.6940 | 0.7141 | 0.6940 | 0.8331 |
| No log | 2.3784 | 264 | 0.7055 | 0.7040 | 0.7055 | 0.8399 |
| No log | 2.3964 | 266 | 0.7122 | 0.6696 | 0.7122 | 0.8439 |
| No log | 2.4144 | 268 | 0.7020 | 0.6676 | 0.7020 | 0.8379 |
| No log | 2.4324 | 270 | 0.6579 | 0.7028 | 0.6579 | 0.8111 |
| No log | 2.4505 | 272 | 0.6042 | 0.7028 | 0.6042 | 0.7773 |
| No log | 2.4685 | 274 | 0.5915 | 0.7148 | 0.5915 | 0.7691 |
| No log | 2.4865 | 276 | 0.5905 | 0.7284 | 0.5905 | 0.7685 |
| No log | 2.5045 | 278 | 0.6116 | 0.7327 | 0.6116 | 0.7820 |
| No log | 2.5225 | 280 | 0.5955 | 0.7555 | 0.5955 | 0.7717 |
| No log | 2.5405 | 282 | 0.5840 | 0.7122 | 0.5840 | 0.7642 |
| No log | 2.5586 | 284 | 0.5981 | 0.7100 | 0.5981 | 0.7734 |
| No log | 2.5766 | 286 | 0.6106 | 0.7400 | 0.6106 | 0.7814 |
| No log | 2.5946 | 288 | 0.6593 | 0.7118 | 0.6593 | 0.8120 |
| No log | 2.6126 | 290 | 0.6402 | 0.7223 | 0.6402 | 0.8001 |
| No log | 2.6306 | 292 | 0.5962 | 0.7469 | 0.5962 | 0.7721 |
| No log | 2.6486 | 294 | 0.5953 | 0.7399 | 0.5953 | 0.7715 |
| No log | 2.6667 | 296 | 0.6367 | 0.7484 | 0.6367 | 0.7979 |
| No log | 2.6847 | 298 | 0.6672 | 0.7312 | 0.6672 | 0.8168 |
| No log | 2.7027 | 300 | 0.6227 | 0.7479 | 0.6227 | 0.7891 |
| No log | 2.7207 | 302 | 0.5962 | 0.7679 | 0.5962 | 0.7722 |
| No log | 2.7387 | 304 | 0.5979 | 0.7579 | 0.5979 | 0.7733 |
| No log | 2.7568 | 306 | 0.6081 | 0.7479 | 0.6081 | 0.7798 |
| No log | 2.7748 | 308 | 0.7040 | 0.7055 | 0.7040 | 0.8390 |
| No log | 2.7928 | 310 | 0.8100 | 0.6591 | 0.8100 | 0.9000 |
| No log | 2.8108 | 312 | 0.8979 | 0.6156 | 0.8979 | 0.9476 |
| No log | 2.8288 | 314 | 0.7607 | 0.6659 | 0.7607 | 0.8722 |
| No log | 2.8468 | 316 | 0.5594 | 0.7582 | 0.5594 | 0.7479 |
| No log | 2.8649 | 318 | 0.5638 | 0.7367 | 0.5638 | 0.7509 |
| No log | 2.8829 | 320 | 0.5581 | 0.7478 | 0.5581 | 0.7471 |
| No log | 2.9009 | 322 | 0.5467 | 0.7385 | 0.5467 | 0.7394 |
| No log | 2.9189 | 324 | 0.5520 | 0.7447 | 0.5520 | 0.7430 |
| No log | 2.9369 | 326 | 0.5620 | 0.7447 | 0.5620 | 0.7497 |
| No log | 2.9550 | 328 | 0.5705 | 0.7580 | 0.5705 | 0.7553 |
| No log | 2.9730 | 330 | 0.5918 | 0.7391 | 0.5918 | 0.7693 |
| No log | 2.9910 | 332 | 0.6121 | 0.7274 | 0.6121 | 0.7824 |
| No log | 3.0090 | 334 | 0.6116 | 0.7399 | 0.6116 | 0.7821 |
| No log | 3.0270 | 336 | 0.6432 | 0.7185 | 0.6432 | 0.8020 |
| No log | 3.0450 | 338 | 0.6493 | 0.7297 | 0.6493 | 0.8058 |
| No log | 3.0631 | 340 | 0.6529 | 0.7308 | 0.6529 | 0.8080 |
| No log | 3.0811 | 342 | 0.6554 | 0.7145 | 0.6554 | 0.8096 |
| No log | 3.0991 | 344 | 0.6601 | 0.7138 | 0.6601 | 0.8125 |
| No log | 3.1171 | 346 | 0.6920 | 0.7015 | 0.6920 | 0.8319 |
| No log | 3.1351 | 348 | 0.6825 | 0.7147 | 0.6825 | 0.8261 |
| No log | 3.1532 | 350 | 0.6853 | 0.6741 | 0.6853 | 0.8278 |
| No log | 3.1712 | 352 | 0.6933 | 0.6673 | 0.6933 | 0.8326 |
| No log | 3.1892 | 354 | 0.6550 | 0.6823 | 0.6550 | 0.8094 |
| No log | 3.2072 | 356 | 0.6426 | 0.7338 | 0.6426 | 0.8016 |
| No log | 3.2252 | 358 | 0.6289 | 0.7273 | 0.6289 | 0.7931 |
| No log | 3.2432 | 360 | 0.6435 | 0.7216 | 0.6435 | 0.8022 |
| No log | 3.2613 | 362 | 0.6908 | 0.6676 | 0.6908 | 0.8312 |
| No log | 3.2793 | 364 | 0.6613 | 0.6963 | 0.6613 | 0.8132 |
| No log | 3.2973 | 366 | 0.6391 | 0.7071 | 0.6391 | 0.7995 |
| No log | 3.3153 | 368 | 0.5957 | 0.7155 | 0.5957 | 0.7718 |
| No log | 3.3333 | 370 | 0.5829 | 0.7186 | 0.5829 | 0.7635 |
| No log | 3.3514 | 372 | 0.6390 | 0.6564 | 0.6390 | 0.7994 |
| No log | 3.3694 | 374 | 0.6625 | 0.6704 | 0.6625 | 0.8139 |
| No log | 3.3874 | 376 | 0.6138 | 0.7327 | 0.6138 | 0.7834 |
| No log | 3.4054 | 378 | 0.5945 | 0.7306 | 0.5945 | 0.7710 |
| No log | 3.4234 | 380 | 0.6246 | 0.7234 | 0.6246 | 0.7903 |
| No log | 3.4414 | 382 | 0.6304 | 0.7116 | 0.6304 | 0.7940 |
| No log | 3.4595 | 384 | 0.6332 | 0.7116 | 0.6332 | 0.7957 |
| No log | 3.4775 | 386 | 0.6261 | 0.7147 | 0.6261 | 0.7913 |
| No log | 3.4955 | 388 | 0.6252 | 0.7251 | 0.6252 | 0.7907 |
| No log | 3.5135 | 390 | 0.6255 | 0.7324 | 0.6255 | 0.7909 |
| No log | 3.5315 | 392 | 0.6288 | 0.7431 | 0.6288 | 0.7930 |
| No log | 3.5495 | 394 | 0.6244 | 0.7467 | 0.6244 | 0.7902 |
| No log | 3.5676 | 396 | 0.6201 | 0.7443 | 0.6201 | 0.7875 |
| No log | 3.5856 | 398 | 0.6177 | 0.7381 | 0.6177 | 0.7859 |
| No log | 3.6036 | 400 | 0.6156 | 0.7281 | 0.6156 | 0.7846 |
| No log | 3.6216 | 402 | 0.6303 | 0.7178 | 0.6303 | 0.7939 |
| No log | 3.6396 | 404 | 0.6084 | 0.7342 | 0.6084 | 0.7800 |
| No log | 3.6577 | 406 | 0.5958 | 0.7310 | 0.5958 | 0.7719 |
| No log | 3.6757 | 408 | 0.6035 | 0.7374 | 0.6035 | 0.7769 |
| No log | 3.6937 | 410 | 0.6213 | 0.7120 | 0.6213 | 0.7882 |
| No log | 3.7117 | 412 | 0.6800 | 0.6529 | 0.6800 | 0.8246 |
| No log | 3.7297 | 414 | 0.7285 | 0.6298 | 0.7285 | 0.8535 |
| No log | 3.7477 | 416 | 0.7774 | 0.6228 | 0.7774 | 0.8817 |
| No log | 3.7658 | 418 | 0.7054 | 0.6356 | 0.7054 | 0.8399 |
| No log | 3.7838 | 420 | 0.6395 | 0.6269 | 0.6395 | 0.7997 |
| No log | 3.8018 | 422 | 0.6249 | 0.6579 | 0.6249 | 0.7905 |
| No log | 3.8198 | 424 | 0.6182 | 0.6817 | 0.6182 | 0.7862 |
| No log | 3.8378 | 426 | 0.6154 | 0.7080 | 0.6154 | 0.7845 |
| No log | 3.8559 | 428 | 0.6593 | 0.6510 | 0.6593 | 0.8120 |
| No log | 3.8739 | 430 | 0.7698 | 0.6585 | 0.7698 | 0.8774 |
| No log | 3.8919 | 432 | 0.7989 | 0.6387 | 0.7989 | 0.8938 |
| No log | 3.9099 | 434 | 0.7516 | 0.6418 | 0.7516 | 0.8670 |
| No log | 3.9279 | 436 | 0.6536 | 0.6768 | 0.6536 | 0.8085 |
| No log | 3.9459 | 438 | 0.5918 | 0.7179 | 0.5918 | 0.7693 |
| No log | 3.9640 | 440 | 0.6195 | 0.7155 | 0.6195 | 0.7871 |
| No log | 3.9820 | 442 | 0.6292 | 0.7263 | 0.6292 | 0.7932 |
| No log | 4.0 | 444 | 0.5925 | 0.7399 | 0.5925 | 0.7698 |
| No log | 4.0180 | 446 | 0.5757 | 0.7263 | 0.5757 | 0.7587 |
| No log | 4.0360 | 448 | 0.6194 | 0.7014 | 0.6194 | 0.7870 |
| No log | 4.0541 | 450 | 0.6231 | 0.6885 | 0.6231 | 0.7893 |
| No log | 4.0721 | 452 | 0.5929 | 0.7136 | 0.5929 | 0.7700 |
| No log | 4.0901 | 454 | 0.5591 | 0.7376 | 0.5591 | 0.7477 |
| No log | 4.1081 | 456 | 0.5817 | 0.7301 | 0.5817 | 0.7627 |
| No log | 4.1261 | 458 | 0.5881 | 0.7301 | 0.5881 | 0.7669 |
| No log | 4.1441 | 460 | 0.5662 | 0.7176 | 0.5662 | 0.7525 |
| No log | 4.1622 | 462 | 0.5629 | 0.7281 | 0.5629 | 0.7502 |
| No log | 4.1802 | 464 | 0.5695 | 0.7127 | 0.5695 | 0.7546 |
| No log | 4.1982 | 466 | 0.5847 | 0.7337 | 0.5847 | 0.7647 |
| No log | 4.2162 | 468 | 0.5833 | 0.7359 | 0.5833 | 0.7637 |
| No log | 4.2342 | 470 | 0.6164 | 0.7146 | 0.6164 | 0.7851 |
| No log | 4.2523 | 472 | 0.6622 | 0.6931 | 0.6622 | 0.8137 |
| No log | 4.2703 | 474 | 0.7350 | 0.6647 | 0.7350 | 0.8573 |
| No log | 4.2883 | 476 | 0.7507 | 0.6785 | 0.7507 | 0.8664 |
| No log | 4.3063 | 478 | 0.6763 | 0.6771 | 0.6763 | 0.8224 |
| No log | 4.3243 | 480 | 0.6224 | 0.6874 | 0.6224 | 0.7889 |
| No log | 4.3423 | 482 | 0.6283 | 0.6795 | 0.6283 | 0.7927 |
| No log | 4.3604 | 484 | 0.6525 | 0.6770 | 0.6525 | 0.8078 |
| No log | 4.3784 | 486 | 0.6558 | 0.6790 | 0.6558 | 0.8098 |
| No log | 4.3964 | 488 | 0.6122 | 0.6795 | 0.6122 | 0.7824 |
| No log | 4.4144 | 490 | 0.5711 | 0.7115 | 0.5711 | 0.7557 |
| No log | 4.4324 | 492 | 0.5653 | 0.7255 | 0.5653 | 0.7519 |
| No log | 4.4505 | 494 | 0.5618 | 0.7279 | 0.5618 | 0.7496 |
| No log | 4.4685 | 496 | 0.5609 | 0.7312 | 0.5609 | 0.7490 |
| No log | 4.4865 | 498 | 0.5777 | 0.7128 | 0.5777 | 0.7601 |
| 0.4239 | 4.5045 | 500 | 0.5824 | 0.7067 | 0.5824 | 0.7632 |
| 0.4239 | 4.5225 | 502 | 0.6071 | 0.6984 | 0.6071 | 0.7792 |
| 0.4239 | 4.5405 | 504 | 0.6188 | 0.6971 | 0.6188 | 0.7866 |
| 0.4239 | 4.5586 | 506 | 0.6137 | 0.6893 | 0.6137 | 0.7834 |
| 0.4239 | 4.5766 | 508 | 0.6189 | 0.6842 | 0.6189 | 0.7867 |
| 0.4239 | 4.5946 | 510 | 0.6157 | 0.6998 | 0.6157 | 0.7846 |
| 0.4239 | 4.6126 | 512 | 0.5918 | 0.7305 | 0.5918 | 0.7693 |
| 0.4239 | 4.6306 | 514 | 0.5731 | 0.7123 | 0.5731 | 0.7570 |
| 0.4239 | 4.6486 | 516 | 0.5672 | 0.7391 | 0.5672 | 0.7531 |
| 0.4239 | 4.6667 | 518 | 0.5449 | 0.7425 | 0.5449 | 0.7381 |
| 0.4239 | 4.6847 | 520 | 0.5345 | 0.7296 | 0.5345 | 0.7311 |
| 0.4239 | 4.7027 | 522 | 0.5422 | 0.7418 | 0.5422 | 0.7364 |
| 0.4239 | 4.7207 | 524 | 0.5402 | 0.7437 | 0.5402 | 0.7350 |
| 0.4239 | 4.7387 | 526 | 0.5297 | 0.7541 | 0.5297 | 0.7278 |
| 0.4239 | 4.7568 | 528 | 0.5486 | 0.7325 | 0.5486 | 0.7406 |
| 0.4239 | 4.7748 | 530 | 0.5706 | 0.7049 | 0.5706 | 0.7554 |
| 0.4239 | 4.7928 | 532 | 0.5854 | 0.6889 | 0.5854 | 0.7651 |
| 0.4239 | 4.8108 | 534 | 0.6098 | 0.6689 | 0.6098 | 0.7809 |
| 0.4239 | 4.8288 | 536 | 0.6042 | 0.6763 | 0.6042 | 0.7773 |
| 0.4239 | 4.8468 | 538 | 0.5797 | 0.7047 | 0.5797 | 0.7614 |
| 0.4239 | 4.8649 | 540 | 0.5643 | 0.7147 | 0.5643 | 0.7512 |
| 0.4239 | 4.8829 | 542 | 0.5991 | 0.7253 | 0.5991 | 0.7740 |
| 0.4239 | 4.9009 | 544 | 0.6201 | 0.7121 | 0.6201 | 0.7875 |
| 0.4239 | 4.9189 | 546 | 0.6248 | 0.7091 | 0.6248 | 0.7904 |
| 0.4239 | 4.9369 | 548 | 0.6347 | 0.6938 | 0.6347 | 0.7967 |
| 0.4239 | 4.9550 | 550 | 0.6045 | 0.7472 | 0.6045 | 0.7775 |
| 0.4239 | 4.9730 | 552 | 0.5689 | 0.7381 | 0.5689 | 0.7543 |
| 0.4239 | 4.9910 | 554 | 0.5610 | 0.7369 | 0.5610 | 0.7490 |
| 0.4239 | 5.0090 | 556 | 0.5584 | 0.7553 | 0.5584 | 0.7472 |
| 0.4239 | 5.0270 | 558 | 0.5617 | 0.7418 | 0.5617 | 0.7495 |
| 0.4239 | 5.0450 | 560 | 0.5581 | 0.7370 | 0.5581 | 0.7470 |
| 0.4239 | 5.0631 | 562 | 0.5771 | 0.7420 | 0.5771 | 0.7597 |
| 0.4239 | 5.0811 | 564 | 0.6148 | 0.7552 | 0.6148 | 0.7841 |
| 0.4239 | 5.0991 | 566 | 0.6667 | 0.6748 | 0.6667 | 0.8165 |
| 0.4239 | 5.1171 | 568 | 0.7014 | 0.6761 | 0.7014 | 0.8375 |
| 0.4239 | 5.1351 | 570 | 0.6638 | 0.6754 | 0.6638 | 0.8147 |
| 0.4239 | 5.1532 | 572 | 0.5846 | 0.7511 | 0.5846 | 0.7646 |
| 0.4239 | 5.1712 | 574 | 0.5408 | 0.7603 | 0.5408 | 0.7354 |
| 0.4239 | 5.1892 | 576 | 0.5333 | 0.7504 | 0.5333 | 0.7302 |
| 0.4239 | 5.2072 | 578 | 0.5332 | 0.7602 | 0.5332 | 0.7302 |
| 0.4239 | 5.2252 | 580 | 0.5332 | 0.7504 | 0.5332 | 0.7302 |
| 0.4239 | 5.2432 | 582 | 0.5422 | 0.7629 | 0.5422 | 0.7363 |
| 0.4239 | 5.2613 | 584 | 0.5744 | 0.7286 | 0.5744 | 0.7579 |
| 0.4239 | 5.2793 | 586 | 0.6194 | 0.6858 | 0.6194 | 0.7870 |
| 0.4239 | 5.2973 | 588 | 0.6099 | 0.6964 | 0.6099 | 0.7809 |
| 0.4239 | 5.3153 | 590 | 0.5733 | 0.7631 | 0.5733 | 0.7571 |
| 0.4239 | 5.3333 | 592 | 0.5491 | 0.7494 | 0.5491 | 0.7410 |
| 0.4239 | 5.3514 | 594 | 0.5444 | 0.7510 | 0.5444 | 0.7378 |
| 0.4239 | 5.3694 | 596 | 0.5439 | 0.7520 | 0.5439 | 0.7375 |
| 0.4239 | 5.3874 | 598 | 0.5478 | 0.7280 | 0.5478 | 0.7402 |
| 0.4239 | 5.4054 | 600 | 0.5457 | 0.7470 | 0.5457 | 0.7387 |
| 0.4239 | 5.4234 | 602 | 0.5479 | 0.7424 | 0.5479 | 0.7402 |
| 0.4239 | 5.4414 | 604 | 0.5596 | 0.7598 | 0.5596 | 0.7481 |
| 0.4239 | 5.4595 | 606 | 0.5560 | 0.7598 | 0.5560 | 0.7457 |
| 0.4239 | 5.4775 | 608 | 0.5489 | 0.7676 | 0.5489 | 0.7409 |
| 0.4239 | 5.4955 | 610 | 0.5373 | 0.7323 | 0.5373 | 0.7330 |
| 0.4239 | 5.5135 | 612 | 0.5418 | 0.7344 | 0.5418 | 0.7360 |
| 0.4239 | 5.5315 | 614 | 0.5463 | 0.7536 | 0.5463 | 0.7392 |
| 0.4239 | 5.5495 | 616 | 0.5408 | 0.7508 | 0.5408 | 0.7354 |
| 0.4239 | 5.5676 | 618 | 0.5420 | 0.7566 | 0.5420 | 0.7362 |
| 0.4239 | 5.5856 | 620 | 0.5448 | 0.7520 | 0.5448 | 0.7381 |
| 0.4239 | 5.6036 | 622 | 0.5497 | 0.7521 | 0.5497 | 0.7414 |
| 0.4239 | 5.6216 | 624 | 0.5592 | 0.7509 | 0.5592 | 0.7478 |
| 0.4239 | 5.6396 | 626 | 0.5578 | 0.7521 | 0.5578 | 0.7469 |
| 0.4239 | 5.6577 | 628 | 0.5625 | 0.7406 | 0.5625 | 0.75 |
| 0.4239 | 5.6757 | 630 | 0.5755 | 0.7423 | 0.5755 | 0.7586 |
| 0.4239 | 5.6937 | 632 | 0.5904 | 0.7414 | 0.5904 | 0.7684 |
| 0.4239 | 5.7117 | 634 | 0.5898 | 0.7494 | 0.5898 | 0.7680 |
| 0.4239 | 5.7297 | 636 | 0.5816 | 0.7457 | 0.5816 | 0.7626 |
| 0.4239 | 5.7477 | 638 | 0.5835 | 0.7489 | 0.5835 | 0.7639 |
| 0.4239 | 5.7658 | 640 | 0.5894 | 0.7565 | 0.5894 | 0.7677 |
| 0.4239 | 5.7838 | 642 | 0.6081 | 0.7433 | 0.6081 | 0.7798 |
| 0.4239 | 5.8018 | 644 | 0.6159 | 0.7410 | 0.6159 | 0.7848 |
| 0.4239 | 5.8198 | 646 | 0.6360 | 0.7243 | 0.6360 | 0.7975 |
| 0.4239 | 5.8378 | 648 | 0.6274 | 0.7252 | 0.6274 | 0.7921 |
| 0.4239 | 5.8559 | 650 | 0.6158 | 0.7211 | 0.6158 | 0.7847 |
| 0.4239 | 5.8739 | 652 | 0.5930 | 0.7407 | 0.5930 | 0.7701 |
| 0.4239 | 5.8919 | 654 | 0.5708 | 0.7506 | 0.5708 | 0.7555 |
| 0.4239 | 5.9099 | 656 | 0.5573 | 0.7387 | 0.5573 | 0.7465 |
| 0.4239 | 5.9279 | 658 | 0.5676 | 0.7519 | 0.5676 | 0.7534 |
| 0.4239 | 5.9459 | 660 | 0.5721 | 0.7547 | 0.5721 | 0.7564 |
| 0.4239 | 5.9640 | 662 | 0.5580 | 0.7382 | 0.5580 | 0.7470 |
| 0.4239 | 5.9820 | 664 | 0.5490 | 0.7394 | 0.5490 | 0.7409 |
| 0.4239 | 6.0 | 666 | 0.5460 | 0.7616 | 0.5460 | 0.7389 |
| 0.4239 | 6.0180 | 668 | 0.5589 | 0.7574 | 0.5589 | 0.7476 |
| 0.4239 | 6.0360 | 670 | 0.5704 | 0.7454 | 0.5704 | 0.7553 |
| 0.4239 | 6.0541 | 672 | 0.5820 | 0.7485 | 0.5820 | 0.7629 |
| 0.4239 | 6.0721 | 674 | 0.6012 | 0.7365 | 0.6012 | 0.7753 |
| 0.4239 | 6.0901 | 676 | 0.5953 | 0.7414 | 0.5953 | 0.7715 |
| 0.4239 | 6.1081 | 678 | 0.5844 | 0.7465 | 0.5844 | 0.7644 |
| 0.4239 | 6.1261 | 680 | 0.5654 | 0.7250 | 0.5654 | 0.7520 |
| 0.4239 | 6.1441 | 682 | 0.5576 | 0.7149 | 0.5576 | 0.7467 |
| 0.4239 | 6.1622 | 684 | 0.5557 | 0.7260 | 0.5557 | 0.7455 |
| 0.4239 | 6.1802 | 686 | 0.5557 | 0.7407 | 0.5557 | 0.7455 |
| 0.4239 | 6.1982 | 688 | 0.5533 | 0.7310 | 0.5533 | 0.7439 |
| 0.4239 | 6.2162 | 690 | 0.5593 | 0.7452 | 0.5593 | 0.7479 |
| 0.4239 | 6.2342 | 692 | 0.5741 | 0.7385 | 0.5741 | 0.7577 |
| 0.4239 | 6.2523 | 694 | 0.5774 | 0.7202 | 0.5774 | 0.7599 |
| 0.4239 | 6.2703 | 696 | 0.5757 | 0.7257 | 0.5757 | 0.7588 |
| 0.4239 | 6.2883 | 698 | 0.5677 | 0.6980 | 0.5677 | 0.7535 |
| 0.4239 | 6.3063 | 700 | 0.5631 | 0.7407 | 0.5631 | 0.7504 |
| 0.4239 | 6.3243 | 702 | 0.5635 | 0.7407 | 0.5635 | 0.7507 |
| 0.4239 | 6.3423 | 704 | 0.5594 | 0.7424 | 0.5594 | 0.7479 |
| 0.4239 | 6.3604 | 706 | 0.5617 | 0.7410 | 0.5617 | 0.7495 |
| 0.4239 | 6.3784 | 708 | 0.5651 | 0.7515 | 0.5651 | 0.7517 |
| 0.4239 | 6.3964 | 710 | 0.5740 | 0.7594 | 0.5740 | 0.7576 |
| 0.4239 | 6.4144 | 712 | 0.5898 | 0.7555 | 0.5898 | 0.7680 |
| 0.4239 | 6.4324 | 714 | 0.5954 | 0.7537 | 0.5954 | 0.7716 |
| 0.4239 | 6.4505 | 716 | 0.5831 | 0.7650 | 0.5831 | 0.7636 |
| 0.4239 | 6.4685 | 718 | 0.5729 | 0.7641 | 0.5729 | 0.7569 |
| 0.4239 | 6.4865 | 720 | 0.5688 | 0.7641 | 0.5688 | 0.7542 |
| 0.4239 | 6.5045 | 722 | 0.5634 | 0.7565 | 0.5634 | 0.7506 |
| 0.4239 | 6.5225 | 724 | 0.5610 | 0.7565 | 0.5610 | 0.7490 |
| 0.4239 | 6.5405 | 726 | 0.5542 | 0.7524 | 0.5542 | 0.7445 |
| 0.4239 | 6.5586 | 728 | 0.5515 | 0.7508 | 0.5515 | 0.7426 |
| 0.4239 | 6.5766 | 730 | 0.5499 | 0.7458 | 0.5499 | 0.7416 |
| 0.4239 | 6.5946 | 732 | 0.5517 | 0.7493 | 0.5517 | 0.7428 |
| 0.4239 | 6.6126 | 734 | 0.5541 | 0.7487 | 0.5541 | 0.7444 |
| 0.4239 | 6.6306 | 736 | 0.5571 | 0.7551 | 0.5571 | 0.7464 |
| 0.4239 | 6.6486 | 738 | 0.5627 | 0.7545 | 0.5627 | 0.7501 |
| 0.4239 | 6.6667 | 740 | 0.5621 | 0.7526 | 0.5621 | 0.7497 |
| 0.4239 | 6.6847 | 742 | 0.5534 | 0.7484 | 0.5534 | 0.7439 |
| 0.4239 | 6.7027 | 744 | 0.5491 | 0.7626 | 0.5491 | 0.7410 |
| 0.4239 | 6.7207 | 746 | 0.5468 | 0.7712 | 0.5468 | 0.7394 |
| 0.4239 | 6.7387 | 748 | 0.5520 | 0.7786 | 0.5520 | 0.7430 |
| 0.4239 | 6.7568 | 750 | 0.5591 | 0.7695 | 0.5591 | 0.7478 |
| 0.4239 | 6.7748 | 752 | 0.5697 | 0.7650 | 0.5697 | 0.7548 |
| 0.4239 | 6.7928 | 754 | 0.5854 | 0.7595 | 0.5854 | 0.7651 |
| 0.4239 | 6.8108 | 756 | 0.6051 | 0.7290 | 0.6051 | 0.7779 |
| 0.4239 | 6.8288 | 758 | 0.5997 | 0.7456 | 0.5997 | 0.7744 |
| 0.4239 | 6.8468 | 760 | 0.5856 | 0.7565 | 0.5856 | 0.7652 |
| 0.4239 | 6.8649 | 762 | 0.5720 | 0.7499 | 0.5720 | 0.7563 |
| 0.4239 | 6.8829 | 764 | 0.5647 | 0.7399 | 0.5647 | 0.7514 |
| 0.4239 | 6.9009 | 766 | 0.5624 | 0.7447 | 0.5624 | 0.7499 |
| 0.4239 | 6.9189 | 768 | 0.5576 | 0.7596 | 0.5576 | 0.7467 |
| 0.4239 | 6.9369 | 770 | 0.5571 | 0.7718 | 0.5571 | 0.7464 |
| 0.4239 | 6.9550 | 772 | 0.5582 | 0.7777 | 0.5582 | 0.7471 |
| 0.4239 | 6.9730 | 774 | 0.5587 | 0.7777 | 0.5587 | 0.7474 |
| 0.4239 | 6.9910 | 776 | 0.5639 | 0.7666 | 0.5639 | 0.7510 |
| 0.4239 | 7.0090 | 778 | 0.5676 | 0.7725 | 0.5676 | 0.7534 |
| 0.4239 | 7.0270 | 780 | 0.5796 | 0.7700 | 0.5796 | 0.7613 |
| 0.4239 | 7.0450 | 782 | 0.6010 | 0.7390 | 0.6010 | 0.7752 |
| 0.4239 | 7.0631 | 784 | 0.6092 | 0.7390 | 0.6092 | 0.7805 |
| 0.4239 | 7.0811 | 786 | 0.6044 | 0.7413 | 0.6044 | 0.7774 |
| 0.4239 | 7.0991 | 788 | 0.5980 | 0.7709 | 0.5980 | 0.7733 |
| 0.4239 | 7.1171 | 790 | 0.5865 | 0.7675 | 0.5865 | 0.7659 |
| 0.4239 | 7.1351 | 792 | 0.5814 | 0.7746 | 0.5814 | 0.7625 |
| 0.4239 | 7.1532 | 794 | 0.5773 | 0.7626 | 0.5773 | 0.7598 |
| 0.4239 | 7.1712 | 796 | 0.5711 | 0.7611 | 0.5711 | 0.7557 |
| 0.4239 | 7.1892 | 798 | 0.5752 | 0.7389 | 0.5752 | 0.7584 |
| 0.4239 | 7.2072 | 800 | 0.5914 | 0.6991 | 0.5914 | 0.7690 |
| 0.4239 | 7.2252 | 802 | 0.6009 | 0.6899 | 0.6009 | 0.7752 |
| 0.4239 | 7.2432 | 804 | 0.5981 | 0.6970 | 0.5981 | 0.7734 |
| 0.4239 | 7.2613 | 806 | 0.5842 | 0.7107 | 0.5842 | 0.7643 |
| 0.4239 | 7.2793 | 808 | 0.5730 | 0.7183 | 0.5730 | 0.7570 |
| 0.4239 | 7.2973 | 810 | 0.5733 | 0.7631 | 0.5733 | 0.7571 |
| 0.4239 | 7.3153 | 812 | 0.5735 | 0.7605 | 0.5735 | 0.7573 |
| 0.4239 | 7.3333 | 814 | 0.5697 | 0.7646 | 0.5697 | 0.7548 |
| 0.4239 | 7.3514 | 816 | 0.5755 | 0.7765 | 0.5755 | 0.7586 |
| 0.4239 | 7.3694 | 818 | 0.5825 | 0.7655 | 0.5825 | 0.7632 |
| 0.4239 | 7.3874 | 820 | 0.5793 | 0.7700 | 0.5793 | 0.7611 |
| 0.4239 | 7.4054 | 822 | 0.5670 | 0.7725 | 0.5670 | 0.7530 |
| 0.4239 | 7.4234 | 824 | 0.5568 | 0.7836 | 0.5568 | 0.7462 |
| 0.4239 | 7.4414 | 826 | 0.5534 | 0.7863 | 0.5534 | 0.7439 |
| 0.4239 | 7.4595 | 828 | 0.5499 | 0.7863 | 0.5499 | 0.7415 |
| 0.4239 | 7.4775 | 830 | 0.5499 | 0.7725 | 0.5499 | 0.7416 |
| 0.4239 | 7.4955 | 832 | 0.5520 | 0.7765 | 0.5520 | 0.7430 |
| 0.4239 | 7.5135 | 834 | 0.5504 | 0.7739 | 0.5504 | 0.7419 |
| 0.4239 | 7.5315 | 836 | 0.5477 | 0.7739 | 0.5477 | 0.7401 |
| 0.4239 | 7.5495 | 838 | 0.5575 | 0.7670 | 0.5575 | 0.7467 |
| 0.4239 | 7.5676 | 840 | 0.5839 | 0.7553 | 0.5839 | 0.7641 |
| 0.4239 | 7.5856 | 842 | 0.6035 | 0.7290 | 0.6035 | 0.7769 |
| 0.4239 | 7.6036 | 844 | 0.6035 | 0.7268 | 0.6035 | 0.7768 |
| 0.4239 | 7.6216 | 846 | 0.6076 | 0.7268 | 0.6076 | 0.7795 |
| 0.4239 | 7.6396 | 848 | 0.5896 | 0.7406 | 0.5896 | 0.7679 |
| 0.4239 | 7.6577 | 850 | 0.5696 | 0.7562 | 0.5696 | 0.7547 |
| 0.4239 | 7.6757 | 852 | 0.5650 | 0.7562 | 0.5650 | 0.7517 |
| 0.4239 | 7.6937 | 854 | 0.5722 | 0.7562 | 0.5722 | 0.7565 |
| 0.4239 | 7.7117 | 856 | 0.5749 | 0.7581 | 0.5749 | 0.7582 |
| 0.4239 | 7.7297 | 858 | 0.5749 | 0.7539 | 0.5749 | 0.7582 |
| 0.4239 | 7.7477 | 860 | 0.5732 | 0.7539 | 0.5732 | 0.7571 |
| 0.4239 | 7.7658 | 862 | 0.5762 | 0.7645 | 0.5762 | 0.7591 |
| 0.4239 | 7.7838 | 864 | 0.5671 | 0.7650 | 0.5671 | 0.7530 |
| 0.4239 | 7.8018 | 866 | 0.5634 | 0.7744 | 0.5634 | 0.7506 |
| 0.4239 | 7.8198 | 868 | 0.5645 | 0.7711 | 0.5645 | 0.7513 |
| 0.4239 | 7.8378 | 870 | 0.5666 | 0.7652 | 0.5666 | 0.7527 |
| 0.4239 | 7.8559 | 872 | 0.5707 | 0.7591 | 0.5707 | 0.7554 |
| 0.4239 | 7.8739 | 874 | 0.5741 | 0.7657 | 0.5741 | 0.7577 |
| 0.4239 | 7.8919 | 876 | 0.5778 | 0.7611 | 0.5778 | 0.7601 |
| 0.4239 | 7.9099 | 878 | 0.5776 | 0.7611 | 0.5776 | 0.7600 |
| 0.4239 | 7.9279 | 880 | 0.5779 | 0.7651 | 0.5779 | 0.7602 |
| 0.4239 | 7.9459 | 882 | 0.5717 | 0.7657 | 0.5717 | 0.7561 |
| 0.4239 | 7.9640 | 884 | 0.5695 | 0.7657 | 0.5695 | 0.7547 |
| 0.4239 | 7.9820 | 886 | 0.5719 | 0.7543 | 0.5719 | 0.7562 |
| 0.4239 | 8.0 | 888 | 0.5696 | 0.7625 | 0.5696 | 0.7547 |
| 0.4239 | 8.0180 | 890 | 0.5617 | 0.7563 | 0.5617 | 0.7495 |
| 0.4239 | 8.0360 | 892 | 0.5555 | 0.7570 | 0.5555 | 0.7453 |
| 0.4239 | 8.0541 | 894 | 0.5540 | 0.7543 | 0.5540 | 0.7443 |
| 0.4239 | 8.0721 | 896 | 0.5550 | 0.7605 | 0.5550 | 0.7450 |
| 0.4239 | 8.0901 | 898 | 0.5574 | 0.7574 | 0.5574 | 0.7466 |
| 0.4239 | 8.1081 | 900 | 0.5615 | 0.7585 | 0.5615 | 0.7493 |
| 0.4239 | 8.1261 | 902 | 0.5667 | 0.7585 | 0.5667 | 0.7528 |
| 0.4239 | 8.1441 | 904 | 0.5679 | 0.7561 | 0.5679 | 0.7536 |
| 0.4239 | 8.1622 | 906 | 0.5699 | 0.7537 | 0.5699 | 0.7549 |
| 0.4239 | 8.1802 | 908 | 0.5654 | 0.7581 | 0.5654 | 0.7519 |
| 0.4239 | 8.1982 | 910 | 0.5677 | 0.7581 | 0.5677 | 0.7535 |
| 0.4239 | 8.2162 | 912 | 0.5736 | 0.7492 | 0.5736 | 0.7573 |
| 0.4239 | 8.2342 | 914 | 0.5769 | 0.7468 | 0.5769 | 0.7595 |
| 0.4239 | 8.2523 | 916 | 0.5756 | 0.7486 | 0.5756 | 0.7587 |
| 0.4239 | 8.2703 | 918 | 0.5750 | 0.7437 | 0.5750 | 0.7583 |
| 0.4239 | 8.2883 | 920 | 0.5769 | 0.7437 | 0.5769 | 0.7595 |
| 0.4239 | 8.3063 | 922 | 0.5817 | 0.7300 | 0.5817 | 0.7627 |
| 0.4239 | 8.3243 | 924 | 0.5861 | 0.7293 | 0.5861 | 0.7656 |
| 0.4239 | 8.3423 | 926 | 0.5804 | 0.7317 | 0.5804 | 0.7618 |
| 0.4239 | 8.3604 | 928 | 0.5659 | 0.7467 | 0.5659 | 0.7523 |
| 0.4239 | 8.3784 | 930 | 0.5508 | 0.7687 | 0.5508 | 0.7422 |
| 0.4239 | 8.3964 | 932 | 0.5448 | 0.7689 | 0.5448 | 0.7381 |
| 0.4239 | 8.4144 | 934 | 0.5436 | 0.7476 | 0.5436 | 0.7373 |
| 0.4239 | 8.4324 | 936 | 0.5441 | 0.7412 | 0.5441 | 0.7376 |
| 0.4239 | 8.4505 | 938 | 0.5460 | 0.7412 | 0.5460 | 0.7389 |
| 0.4239 | 8.4685 | 940 | 0.5471 | 0.7495 | 0.5471 | 0.7396 |
| 0.4239 | 8.4865 | 942 | 0.5463 | 0.7579 | 0.5463 | 0.7391 |
| 0.4239 | 8.5045 | 944 | 0.5454 | 0.7579 | 0.5454 | 0.7385 |
| 0.4239 | 8.5225 | 946 | 0.5452 | 0.7579 | 0.5452 | 0.7384 |
| 0.4239 | 8.5405 | 948 | 0.5462 | 0.7515 | 0.5462 | 0.7390 |
| 0.4239 | 8.5586 | 950 | 0.5469 | 0.7515 | 0.5469 | 0.7395 |
| 0.4239 | 8.5766 | 952 | 0.5508 | 0.7621 | 0.5508 | 0.7421 |
| 0.4239 | 8.5946 | 954 | 0.5549 | 0.7502 | 0.5549 | 0.7449 |
| 0.4239 | 8.6126 | 956 | 0.5594 | 0.7630 | 0.5594 | 0.7479 |
| 0.4239 | 8.6306 | 958 | 0.5684 | 0.7582 | 0.5684 | 0.7539 |
| 0.4239 | 8.6486 | 960 | 0.5841 | 0.7435 | 0.5841 | 0.7643 |
| 0.4239 | 8.6667 | 962 | 0.6065 | 0.7224 | 0.6065 | 0.7788 |
| 0.4239 | 8.6847 | 964 | 0.6263 | 0.6988 | 0.6263 | 0.7914 |
| 0.4239 | 8.7027 | 966 | 0.6321 | 0.6988 | 0.6321 | 0.7951 |
| 0.4239 | 8.7207 | 968 | 0.6231 | 0.6988 | 0.6231 | 0.7894 |
| 0.4239 | 8.7387 | 970 | 0.6176 | 0.6923 | 0.6176 | 0.7859 |
| 0.4239 | 8.7568 | 972 | 0.6146 | 0.6995 | 0.6146 | 0.7839 |
| 0.4239 | 8.7748 | 974 | 0.6122 | 0.7100 | 0.6122 | 0.7824 |
| 0.4239 | 8.7928 | 976 | 0.6058 | 0.7146 | 0.6058 | 0.7784 |
| 0.4239 | 8.8108 | 978 | 0.5980 | 0.7107 | 0.5980 | 0.7733 |
| 0.4239 | 8.8288 | 980 | 0.5879 | 0.7393 | 0.5879 | 0.7668 |
| 0.4239 | 8.8468 | 982 | 0.5796 | 0.7423 | 0.5796 | 0.7613 |
| 0.4239 | 8.8649 | 984 | 0.5724 | 0.7609 | 0.5724 | 0.7566 |
| 0.4239 | 8.8829 | 986 | 0.5681 | 0.7609 | 0.5681 | 0.7537 |
| 0.4239 | 8.9009 | 988 | 0.5642 | 0.7676 | 0.5642 | 0.7511 |
| 0.4239 | 8.9189 | 990 | 0.5636 | 0.7767 | 0.5636 | 0.7507 |
| 0.4239 | 8.9369 | 992 | 0.5616 | 0.7753 | 0.5616 | 0.7494 |
| 0.4239 | 8.9550 | 994 | 0.5638 | 0.7767 | 0.5638 | 0.7508 |
| 0.4239 | 8.9730 | 996 | 0.5680 | 0.7741 | 0.5680 | 0.7537 |
| 0.4239 | 8.9910 | 998 | 0.5742 | 0.7695 | 0.5742 | 0.7578 |
| 0.0687 | 9.0090 | 1000 | 0.5822 | 0.7561 | 0.5822 | 0.7630 |
| 0.0687 | 9.0270 | 1002 | 0.5876 | 0.7443 | 0.5876 | 0.7665 |
| 0.0687 | 9.0450 | 1004 | 0.5914 | 0.7251 | 0.5914 | 0.7690 |
| 0.0687 | 9.0631 | 1006 | 0.5928 | 0.7385 | 0.5928 | 0.7699 |
| 0.0687 | 9.0811 | 1008 | 0.5922 | 0.7385 | 0.5922 | 0.7696 |
| 0.0687 | 9.0991 | 1010 | 0.5884 | 0.76 | 0.5884 | 0.7671 |
| 0.0687 | 9.1171 | 1012 | 0.5859 | 0.76 | 0.5859 | 0.7655 |
| 0.0687 | 9.1351 | 1014 | 0.5829 | 0.76 | 0.5829 | 0.7635 |
| 0.0687 | 9.1532 | 1016 | 0.5789 | 0.7645 | 0.5789 | 0.7609 |
| 0.0687 | 9.1712 | 1018 | 0.5754 | 0.7630 | 0.5754 | 0.7585 |
| 0.0687 | 9.1892 | 1020 | 0.5728 | 0.7741 | 0.5728 | 0.7569 |
| 0.0687 | 9.2072 | 1022 | 0.5738 | 0.7630 | 0.5738 | 0.7575 |
| 0.0687 | 9.2252 | 1024 | 0.5789 | 0.7604 | 0.5789 | 0.7608 |
| 0.0687 | 9.2432 | 1026 | 0.5835 | 0.7441 | 0.5835 | 0.7638 |
| 0.0687 | 9.2613 | 1028 | 0.5840 | 0.7441 | 0.5840 | 0.7642 |
| 0.0687 | 9.2793 | 1030 | 0.5876 | 0.7441 | 0.5876 | 0.7665 |
| 0.0687 | 9.2973 | 1032 | 0.5895 | 0.7393 | 0.5895 | 0.7678 |
| 0.0687 | 9.3153 | 1034 | 0.5878 | 0.7393 | 0.5878 | 0.7667 |
| 0.0687 | 9.3333 | 1036 | 0.5835 | 0.7393 | 0.5835 | 0.7639 |
| 0.0687 | 9.3514 | 1038 | 0.5781 | 0.7467 | 0.5781 | 0.7603 |
| 0.0687 | 9.3694 | 1040 | 0.5717 | 0.7584 | 0.5717 | 0.7561 |
| 0.0687 | 9.3874 | 1042 | 0.5677 | 0.7650 | 0.5677 | 0.7535 |
| 0.0687 | 9.4054 | 1044 | 0.5653 | 0.7721 | 0.5653 | 0.7519 |
| 0.0687 | 9.4234 | 1046 | 0.5652 | 0.7721 | 0.5652 | 0.7518 |
| 0.0687 | 9.4414 | 1048 | 0.5665 | 0.7650 | 0.5665 | 0.7527 |
| 0.0687 | 9.4595 | 1050 | 0.5686 | 0.7650 | 0.5686 | 0.7541 |
| 0.0687 | 9.4775 | 1052 | 0.5699 | 0.7650 | 0.5699 | 0.7549 |
| 0.0687 | 9.4955 | 1054 | 0.5732 | 0.7604 | 0.5732 | 0.7571 |
| 0.0687 | 9.5135 | 1056 | 0.5768 | 0.7513 | 0.5768 | 0.7595 |
| 0.0687 | 9.5315 | 1058 | 0.5797 | 0.7399 | 0.5797 | 0.7614 |
| 0.0687 | 9.5495 | 1060 | 0.5829 | 0.7393 | 0.5829 | 0.7635 |
| 0.0687 | 9.5676 | 1062 | 0.5873 | 0.7369 | 0.5873 | 0.7663 |
| 0.0687 | 9.5856 | 1064 | 0.5908 | 0.7369 | 0.5908 | 0.7687 |
| 0.0687 | 9.6036 | 1066 | 0.5916 | 0.7409 | 0.5916 | 0.7692 |
| 0.0687 | 9.6216 | 1068 | 0.5930 | 0.7409 | 0.5930 | 0.7700 |
| 0.0687 | 9.6396 | 1070 | 0.5935 | 0.7409 | 0.5935 | 0.7704 |
| 0.0687 | 9.6577 | 1072 | 0.5951 | 0.7214 | 0.5951 | 0.7714 |
| 0.0687 | 9.6757 | 1074 | 0.5949 | 0.7409 | 0.5949 | 0.7713 |
| 0.0687 | 9.6937 | 1076 | 0.5955 | 0.7214 | 0.5955 | 0.7717 |
| 0.0687 | 9.7117 | 1078 | 0.5947 | 0.7409 | 0.5947 | 0.7712 |
| 0.0687 | 9.7297 | 1080 | 0.5945 | 0.7409 | 0.5945 | 0.7710 |
| 0.0687 | 9.7477 | 1082 | 0.5936 | 0.7409 | 0.5936 | 0.7704 |
| 0.0687 | 9.7658 | 1084 | 0.5931 | 0.7409 | 0.5931 | 0.7701 |
| 0.0687 | 9.7838 | 1086 | 0.5943 | 0.7409 | 0.5943 | 0.7709 |
| 0.0687 | 9.8018 | 1088 | 0.5942 | 0.7409 | 0.5942 | 0.7709 |
| 0.0687 | 9.8198 | 1090 | 0.5945 | 0.7409 | 0.5945 | 0.7711 |
| 0.0687 | 9.8378 | 1092 | 0.5946 | 0.7409 | 0.5946 | 0.7711 |
| 0.0687 | 9.8559 | 1094 | 0.5937 | 0.7409 | 0.5937 | 0.7705 |
| 0.0687 | 9.8739 | 1096 | 0.5922 | 0.7409 | 0.5922 | 0.7696 |
| 0.0687 | 9.8919 | 1098 | 0.5910 | 0.7369 | 0.5910 | 0.7688 |
| 0.0687 | 9.9099 | 1100 | 0.5900 | 0.7369 | 0.5900 | 0.7681 |
| 0.0687 | 9.9279 | 1102 | 0.5893 | 0.7369 | 0.5893 | 0.7676 |
| 0.0687 | 9.9459 | 1104 | 0.5887 | 0.7369 | 0.5887 | 0.7673 |
| 0.0687 | 9.9640 | 1106 | 0.5882 | 0.7369 | 0.5882 | 0.7670 |
| 0.0687 | 9.9820 | 1108 | 0.5879 | 0.7369 | 0.5879 | 0.7667 |
| 0.0687 | 10.0 | 1110 | 0.5877 | 0.7369 | 0.5877 | 0.7666 |
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/ArabicNewSplits5_FineTuningAraBERT_run1_AugV5_k18_task1_organization
Base model
aubmindlab/bert-base-arabertv02