Instructions to use MayBashendy/ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run2_AugV5_k17_task1_organization with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use MayBashendy/ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run2_AugV5_k17_task1_organization with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="MayBashendy/ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run2_AugV5_k17_task1_organization")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("MayBashendy/ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run2_AugV5_k17_task1_organization") model = AutoModelForSequenceClassification.from_pretrained("MayBashendy/ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run2_AugV5_k17_task1_organization", device_map="auto") - Notebooks
- Google Colab
- Kaggle
ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run2_AugV5_k17_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: 0.8395
- Qwk: 0.6792
- Mse: 0.8395
- Rmse: 0.9163
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 | 0.0211 | 2 | 5.6537 | -0.0076 | 5.6537 | 2.3778 |
| No log | 0.0421 | 4 | 3.3508 | 0.0695 | 3.3508 | 1.8305 |
| No log | 0.0632 | 6 | 2.2924 | 0.1487 | 2.2924 | 1.5141 |
| No log | 0.0842 | 8 | 1.3195 | 0.2202 | 1.3195 | 1.1487 |
| No log | 0.1053 | 10 | 1.2226 | 0.2216 | 1.2226 | 1.1057 |
| No log | 0.1263 | 12 | 1.1008 | 0.4187 | 1.1008 | 1.0492 |
| No log | 0.1474 | 14 | 1.0538 | 0.3833 | 1.0538 | 1.0266 |
| No log | 0.1684 | 16 | 1.1307 | 0.3196 | 1.1307 | 1.0634 |
| No log | 0.1895 | 18 | 1.4065 | 0.0786 | 1.4065 | 1.1860 |
| No log | 0.2105 | 20 | 1.3202 | 0.2186 | 1.3202 | 1.1490 |
| No log | 0.2316 | 22 | 1.0550 | 0.3180 | 1.0550 | 1.0271 |
| No log | 0.2526 | 24 | 0.9350 | 0.3842 | 0.9350 | 0.9669 |
| No log | 0.2737 | 26 | 0.8115 | 0.4924 | 0.8115 | 0.9008 |
| No log | 0.2947 | 28 | 0.7440 | 0.5330 | 0.7440 | 0.8626 |
| No log | 0.3158 | 30 | 0.7043 | 0.5476 | 0.7043 | 0.8392 |
| No log | 0.3368 | 32 | 0.7027 | 0.5845 | 0.7027 | 0.8383 |
| No log | 0.3579 | 34 | 0.7928 | 0.5225 | 0.7928 | 0.8904 |
| No log | 0.3789 | 36 | 0.9482 | 0.4610 | 0.9482 | 0.9738 |
| No log | 0.4 | 38 | 0.9782 | 0.4952 | 0.9782 | 0.9890 |
| No log | 0.4211 | 40 | 0.8107 | 0.5196 | 0.8107 | 0.9004 |
| No log | 0.4421 | 42 | 0.6912 | 0.5295 | 0.6912 | 0.8314 |
| No log | 0.4632 | 44 | 0.7078 | 0.6043 | 0.7078 | 0.8413 |
| No log | 0.4842 | 46 | 0.6842 | 0.6432 | 0.6842 | 0.8271 |
| No log | 0.5053 | 48 | 0.7172 | 0.5754 | 0.7172 | 0.8469 |
| No log | 0.5263 | 50 | 0.7041 | 0.5371 | 0.7041 | 0.8391 |
| No log | 0.5474 | 52 | 0.6799 | 0.5548 | 0.6799 | 0.8245 |
| No log | 0.5684 | 54 | 0.7140 | 0.5577 | 0.7140 | 0.8450 |
| No log | 0.5895 | 56 | 0.8175 | 0.5659 | 0.8175 | 0.9042 |
| No log | 0.6105 | 58 | 0.7546 | 0.5841 | 0.7546 | 0.8687 |
| No log | 0.6316 | 60 | 0.6888 | 0.6268 | 0.6888 | 0.8299 |
| No log | 0.6526 | 62 | 0.6436 | 0.6229 | 0.6436 | 0.8022 |
| No log | 0.6737 | 64 | 0.7529 | 0.5622 | 0.7529 | 0.8677 |
| No log | 0.6947 | 66 | 0.9228 | 0.4272 | 0.9228 | 0.9606 |
| No log | 0.7158 | 68 | 0.8519 | 0.4531 | 0.8519 | 0.9230 |
| No log | 0.7368 | 70 | 0.6928 | 0.5594 | 0.6928 | 0.8323 |
| No log | 0.7579 | 72 | 0.6500 | 0.6644 | 0.6500 | 0.8062 |
| No log | 0.7789 | 74 | 0.6697 | 0.7046 | 0.6697 | 0.8184 |
| No log | 0.8 | 76 | 0.6299 | 0.6457 | 0.6299 | 0.7937 |
| No log | 0.8211 | 78 | 0.6917 | 0.6226 | 0.6917 | 0.8317 |
| No log | 0.8421 | 80 | 0.6798 | 0.6343 | 0.6798 | 0.8245 |
| No log | 0.8632 | 82 | 0.6151 | 0.6700 | 0.6151 | 0.7843 |
| No log | 0.8842 | 84 | 0.6025 | 0.6563 | 0.6025 | 0.7762 |
| No log | 0.9053 | 86 | 0.6040 | 0.6601 | 0.6040 | 0.7772 |
| No log | 0.9263 | 88 | 0.6575 | 0.5611 | 0.6575 | 0.8109 |
| No log | 0.9474 | 90 | 0.6984 | 0.5444 | 0.6984 | 0.8357 |
| No log | 0.9684 | 92 | 0.6070 | 0.6569 | 0.6070 | 0.7791 |
| No log | 0.9895 | 94 | 0.6649 | 0.6333 | 0.6649 | 0.8154 |
| No log | 1.0105 | 96 | 0.7881 | 0.6044 | 0.7881 | 0.8877 |
| No log | 1.0316 | 98 | 0.7246 | 0.5523 | 0.7246 | 0.8512 |
| No log | 1.0526 | 100 | 0.6586 | 0.5690 | 0.6586 | 0.8115 |
| No log | 1.0737 | 102 | 0.6953 | 0.6248 | 0.6953 | 0.8338 |
| No log | 1.0947 | 104 | 0.7309 | 0.5635 | 0.7309 | 0.8549 |
| No log | 1.1158 | 106 | 0.6863 | 0.6117 | 0.6863 | 0.8284 |
| No log | 1.1368 | 108 | 0.6756 | 0.6387 | 0.6756 | 0.8220 |
| No log | 1.1579 | 110 | 0.7584 | 0.6040 | 0.7584 | 0.8709 |
| No log | 1.1789 | 112 | 0.7646 | 0.5720 | 0.7646 | 0.8744 |
| No log | 1.2 | 114 | 0.6963 | 0.6241 | 0.6963 | 0.8344 |
| No log | 1.2211 | 116 | 0.7235 | 0.5982 | 0.7235 | 0.8506 |
| No log | 1.2421 | 118 | 0.7723 | 0.5568 | 0.7723 | 0.8788 |
| No log | 1.2632 | 120 | 0.6888 | 0.6261 | 0.6888 | 0.8300 |
| No log | 1.2842 | 122 | 0.6742 | 0.6420 | 0.6742 | 0.8211 |
| No log | 1.3053 | 124 | 0.8671 | 0.6545 | 0.8671 | 0.9312 |
| No log | 1.3263 | 126 | 0.9816 | 0.6376 | 0.9816 | 0.9907 |
| No log | 1.3474 | 128 | 0.9183 | 0.6574 | 0.9183 | 0.9583 |
| No log | 1.3684 | 130 | 0.8168 | 0.6855 | 0.8168 | 0.9038 |
| No log | 1.3895 | 132 | 0.7990 | 0.7100 | 0.7990 | 0.8939 |
| No log | 1.4105 | 134 | 0.7946 | 0.7093 | 0.7946 | 0.8914 |
| No log | 1.4316 | 136 | 0.7939 | 0.6960 | 0.7939 | 0.8910 |
| No log | 1.4526 | 138 | 0.7654 | 0.6807 | 0.7654 | 0.8749 |
| No log | 1.4737 | 140 | 0.7871 | 0.6482 | 0.7871 | 0.8872 |
| No log | 1.4947 | 142 | 0.7865 | 0.6483 | 0.7865 | 0.8868 |
| No log | 1.5158 | 144 | 0.7827 | 0.6809 | 0.7827 | 0.8847 |
| No log | 1.5368 | 146 | 0.7941 | 0.6780 | 0.7941 | 0.8911 |
| No log | 1.5579 | 148 | 0.7048 | 0.6882 | 0.7048 | 0.8395 |
| No log | 1.5789 | 150 | 0.6773 | 0.7390 | 0.6773 | 0.8230 |
| No log | 1.6 | 152 | 0.6699 | 0.7266 | 0.6699 | 0.8185 |
| No log | 1.6211 | 154 | 0.6925 | 0.7570 | 0.6925 | 0.8322 |
| No log | 1.6421 | 156 | 0.8124 | 0.7022 | 0.8124 | 0.9013 |
| No log | 1.6632 | 158 | 0.9981 | 0.6701 | 0.9981 | 0.9990 |
| No log | 1.6842 | 160 | 1.1653 | 0.6201 | 1.1653 | 1.0795 |
| No log | 1.7053 | 162 | 1.2008 | 0.5918 | 1.2008 | 1.0958 |
| No log | 1.7263 | 164 | 1.0737 | 0.6284 | 1.0737 | 1.0362 |
| No log | 1.7474 | 166 | 0.8743 | 0.6284 | 0.8743 | 0.9350 |
| No log | 1.7684 | 168 | 0.8022 | 0.6811 | 0.8022 | 0.8957 |
| No log | 1.7895 | 170 | 0.9314 | 0.6565 | 0.9314 | 0.9651 |
| No log | 1.8105 | 172 | 1.0252 | 0.6295 | 1.0252 | 1.0125 |
| No log | 1.8316 | 174 | 0.8917 | 0.6972 | 0.8917 | 0.9443 |
| No log | 1.8526 | 176 | 0.8269 | 0.6947 | 0.8269 | 0.9094 |
| No log | 1.8737 | 178 | 0.7621 | 0.7078 | 0.7621 | 0.8730 |
| No log | 1.8947 | 180 | 0.7970 | 0.6962 | 0.7970 | 0.8927 |
| No log | 1.9158 | 182 | 0.7717 | 0.6959 | 0.7717 | 0.8785 |
| No log | 1.9368 | 184 | 0.7127 | 0.7033 | 0.7127 | 0.8442 |
| No log | 1.9579 | 186 | 0.6146 | 0.7421 | 0.6146 | 0.7840 |
| No log | 1.9789 | 188 | 0.5977 | 0.7509 | 0.5977 | 0.7731 |
| No log | 2.0 | 190 | 0.6050 | 0.7434 | 0.6050 | 0.7778 |
| No log | 2.0211 | 192 | 0.7111 | 0.6805 | 0.7111 | 0.8432 |
| No log | 2.0421 | 194 | 0.9576 | 0.6834 | 0.9576 | 0.9786 |
| No log | 2.0632 | 196 | 1.0955 | 0.6584 | 1.0955 | 1.0466 |
| No log | 2.0842 | 198 | 1.0467 | 0.6628 | 1.0467 | 1.0231 |
| No log | 2.1053 | 200 | 0.8859 | 0.6853 | 0.8859 | 0.9412 |
| No log | 2.1263 | 202 | 0.7410 | 0.6762 | 0.7410 | 0.8608 |
| No log | 2.1474 | 204 | 0.7301 | 0.6824 | 0.7301 | 0.8544 |
| No log | 2.1684 | 206 | 0.8049 | 0.6798 | 0.8049 | 0.8972 |
| No log | 2.1895 | 208 | 0.9323 | 0.6820 | 0.9323 | 0.9656 |
| No log | 2.2105 | 210 | 0.8627 | 0.6857 | 0.8627 | 0.9288 |
| No log | 2.2316 | 212 | 0.7395 | 0.6981 | 0.7395 | 0.8600 |
| No log | 2.2526 | 214 | 0.7019 | 0.7201 | 0.7019 | 0.8378 |
| No log | 2.2737 | 216 | 0.6635 | 0.7326 | 0.6635 | 0.8145 |
| No log | 2.2947 | 218 | 0.6591 | 0.7270 | 0.6591 | 0.8119 |
| No log | 2.3158 | 220 | 0.6840 | 0.7046 | 0.6840 | 0.8270 |
| No log | 2.3368 | 222 | 0.6881 | 0.7156 | 0.6881 | 0.8295 |
| No log | 2.3579 | 224 | 0.6260 | 0.7315 | 0.6260 | 0.7912 |
| No log | 2.3789 | 226 | 0.6211 | 0.7337 | 0.6211 | 0.7881 |
| No log | 2.4 | 228 | 0.6576 | 0.7356 | 0.6576 | 0.8109 |
| No log | 2.4211 | 230 | 0.7550 | 0.6962 | 0.7550 | 0.8689 |
| No log | 2.4421 | 232 | 0.8779 | 0.6822 | 0.8779 | 0.9369 |
| No log | 2.4632 | 234 | 0.8320 | 0.6938 | 0.8320 | 0.9121 |
| No log | 2.4842 | 236 | 0.7020 | 0.6918 | 0.7020 | 0.8378 |
| No log | 2.5053 | 238 | 0.6485 | 0.7246 | 0.6485 | 0.8053 |
| No log | 2.5263 | 240 | 0.5979 | 0.7578 | 0.5979 | 0.7732 |
| No log | 2.5474 | 242 | 0.6173 | 0.7584 | 0.6173 | 0.7857 |
| No log | 2.5684 | 244 | 0.7060 | 0.7008 | 0.7060 | 0.8402 |
| No log | 2.5895 | 246 | 0.8314 | 0.6605 | 0.8314 | 0.9118 |
| No log | 2.6105 | 248 | 0.8775 | 0.6811 | 0.8775 | 0.9368 |
| No log | 2.6316 | 250 | 0.9642 | 0.6689 | 0.9642 | 0.9819 |
| No log | 2.6526 | 252 | 0.9106 | 0.6747 | 0.9106 | 0.9543 |
| No log | 2.6737 | 254 | 0.9207 | 0.6648 | 0.9207 | 0.9595 |
| No log | 2.6947 | 256 | 0.8396 | 0.6865 | 0.8396 | 0.9163 |
| No log | 2.7158 | 258 | 0.7648 | 0.7133 | 0.7648 | 0.8745 |
| No log | 2.7368 | 260 | 0.7328 | 0.7107 | 0.7328 | 0.8561 |
| No log | 2.7579 | 262 | 0.7176 | 0.6973 | 0.7176 | 0.8471 |
| No log | 2.7789 | 264 | 0.6987 | 0.6940 | 0.6987 | 0.8359 |
| No log | 2.8 | 266 | 0.6713 | 0.6990 | 0.6713 | 0.8193 |
| No log | 2.8211 | 268 | 0.6595 | 0.7112 | 0.6595 | 0.8121 |
| No log | 2.8421 | 270 | 0.6630 | 0.7264 | 0.6630 | 0.8143 |
| No log | 2.8632 | 272 | 0.7274 | 0.6988 | 0.7274 | 0.8529 |
| No log | 2.8842 | 274 | 0.7617 | 0.6931 | 0.7617 | 0.8728 |
| No log | 2.9053 | 276 | 0.7390 | 0.6865 | 0.7390 | 0.8596 |
| No log | 2.9263 | 278 | 0.6422 | 0.7639 | 0.6422 | 0.8014 |
| No log | 2.9474 | 280 | 0.5846 | 0.7641 | 0.5846 | 0.7646 |
| No log | 2.9684 | 282 | 0.5928 | 0.7818 | 0.5928 | 0.7699 |
| No log | 2.9895 | 284 | 0.6517 | 0.7664 | 0.6517 | 0.8073 |
| No log | 3.0105 | 286 | 0.7590 | 0.7247 | 0.7590 | 0.8712 |
| No log | 3.0316 | 288 | 0.8697 | 0.6708 | 0.8697 | 0.9326 |
| No log | 3.0526 | 290 | 0.8290 | 0.6684 | 0.8290 | 0.9105 |
| No log | 3.0737 | 292 | 0.7507 | 0.6487 | 0.7507 | 0.8664 |
| No log | 3.0947 | 294 | 0.6564 | 0.6905 | 0.6564 | 0.8102 |
| No log | 3.1158 | 296 | 0.6435 | 0.7010 | 0.6435 | 0.8022 |
| No log | 3.1368 | 298 | 0.6617 | 0.6957 | 0.6617 | 0.8135 |
| No log | 3.1579 | 300 | 0.7097 | 0.6720 | 0.7097 | 0.8424 |
| No log | 3.1789 | 302 | 0.8199 | 0.6805 | 0.8199 | 0.9055 |
| No log | 3.2 | 304 | 0.8239 | 0.6802 | 0.8239 | 0.9077 |
| No log | 3.2211 | 306 | 0.7477 | 0.6839 | 0.7477 | 0.8647 |
| No log | 3.2421 | 308 | 0.7359 | 0.6732 | 0.7359 | 0.8578 |
| No log | 3.2632 | 310 | 0.7949 | 0.6743 | 0.7949 | 0.8916 |
| No log | 3.2842 | 312 | 0.7975 | 0.6671 | 0.7975 | 0.8930 |
| No log | 3.3053 | 314 | 0.7518 | 0.6743 | 0.7518 | 0.8671 |
| No log | 3.3263 | 316 | 0.6972 | 0.6955 | 0.6972 | 0.8350 |
| No log | 3.3474 | 318 | 0.6775 | 0.7110 | 0.6775 | 0.8231 |
| No log | 3.3684 | 320 | 0.6965 | 0.7027 | 0.6965 | 0.8346 |
| No log | 3.3895 | 322 | 0.7420 | 0.7094 | 0.7420 | 0.8614 |
| No log | 3.4105 | 324 | 0.7857 | 0.7089 | 0.7857 | 0.8864 |
| No log | 3.4316 | 326 | 0.8510 | 0.6939 | 0.8510 | 0.9225 |
| No log | 3.4526 | 328 | 0.8182 | 0.6929 | 0.8182 | 0.9045 |
| No log | 3.4737 | 330 | 0.7569 | 0.7129 | 0.7569 | 0.8700 |
| No log | 3.4947 | 332 | 0.6972 | 0.7217 | 0.6972 | 0.8350 |
| No log | 3.5158 | 334 | 0.6673 | 0.7129 | 0.6673 | 0.8169 |
| No log | 3.5368 | 336 | 0.7015 | 0.7108 | 0.7015 | 0.8375 |
| No log | 3.5579 | 338 | 0.7059 | 0.6985 | 0.7059 | 0.8402 |
| No log | 3.5789 | 340 | 0.6559 | 0.7171 | 0.6559 | 0.8099 |
| No log | 3.6 | 342 | 0.6658 | 0.7087 | 0.6658 | 0.8159 |
| No log | 3.6211 | 344 | 0.6365 | 0.7517 | 0.6365 | 0.7978 |
| No log | 3.6421 | 346 | 0.6855 | 0.7278 | 0.6855 | 0.8280 |
| No log | 3.6632 | 348 | 0.8196 | 0.7005 | 0.8196 | 0.9053 |
| No log | 3.6842 | 350 | 1.0002 | 0.6626 | 1.0002 | 1.0001 |
| No log | 3.7053 | 352 | 1.0426 | 0.6565 | 1.0426 | 1.0211 |
| No log | 3.7263 | 354 | 0.9620 | 0.6570 | 0.9620 | 0.9808 |
| No log | 3.7474 | 356 | 0.8924 | 0.6671 | 0.8924 | 0.9447 |
| No log | 3.7684 | 358 | 0.9071 | 0.6770 | 0.9071 | 0.9524 |
| No log | 3.7895 | 360 | 0.9927 | 0.6471 | 0.9927 | 0.9963 |
| No log | 3.8105 | 362 | 0.9579 | 0.6505 | 0.9579 | 0.9787 |
| No log | 3.8316 | 364 | 0.9813 | 0.6380 | 0.9813 | 0.9906 |
| No log | 3.8526 | 366 | 0.9447 | 0.6709 | 0.9447 | 0.9720 |
| No log | 3.8737 | 368 | 0.8960 | 0.6454 | 0.8960 | 0.9466 |
| No log | 3.8947 | 370 | 0.8727 | 0.6634 | 0.8727 | 0.9342 |
| No log | 3.9158 | 372 | 0.8688 | 0.6972 | 0.8688 | 0.9321 |
| No log | 3.9368 | 374 | 0.8606 | 0.6869 | 0.8606 | 0.9277 |
| No log | 3.9579 | 376 | 0.8467 | 0.6952 | 0.8467 | 0.9201 |
| No log | 3.9789 | 378 | 0.8775 | 0.6952 | 0.8775 | 0.9367 |
| No log | 4.0 | 380 | 0.8476 | 0.7076 | 0.8476 | 0.9207 |
| No log | 4.0211 | 382 | 0.8715 | 0.6952 | 0.8715 | 0.9336 |
| No log | 4.0421 | 384 | 0.9021 | 0.6920 | 0.9021 | 0.9498 |
| No log | 4.0632 | 386 | 0.8690 | 0.6957 | 0.8690 | 0.9322 |
| No log | 4.0842 | 388 | 0.7949 | 0.7118 | 0.7949 | 0.8916 |
| No log | 4.1053 | 390 | 0.7137 | 0.6899 | 0.7137 | 0.8448 |
| No log | 4.1263 | 392 | 0.7054 | 0.6832 | 0.7054 | 0.8399 |
| No log | 4.1474 | 394 | 0.7772 | 0.6916 | 0.7772 | 0.8816 |
| No log | 4.1684 | 396 | 0.8689 | 0.6695 | 0.8689 | 0.9321 |
| No log | 4.1895 | 398 | 0.8990 | 0.6809 | 0.8990 | 0.9482 |
| No log | 4.2105 | 400 | 0.8449 | 0.6842 | 0.8449 | 0.9192 |
| No log | 4.2316 | 402 | 0.8333 | 0.6842 | 0.8333 | 0.9129 |
| No log | 4.2526 | 404 | 0.8986 | 0.6785 | 0.8986 | 0.9479 |
| No log | 4.2737 | 406 | 0.9982 | 0.6582 | 0.9982 | 0.9991 |
| No log | 4.2947 | 408 | 1.0469 | 0.6454 | 1.0469 | 1.0232 |
| No log | 4.3158 | 410 | 0.9548 | 0.6406 | 0.9548 | 0.9771 |
| No log | 4.3368 | 412 | 0.8425 | 0.6485 | 0.8425 | 0.9179 |
| No log | 4.3579 | 414 | 0.7254 | 0.6819 | 0.7254 | 0.8517 |
| No log | 4.3789 | 416 | 0.7038 | 0.7003 | 0.7038 | 0.8389 |
| No log | 4.4 | 418 | 0.7519 | 0.7135 | 0.7519 | 0.8671 |
| No log | 4.4211 | 420 | 0.9197 | 0.6943 | 0.9197 | 0.9590 |
| No log | 4.4421 | 422 | 1.0286 | 0.6803 | 1.0286 | 1.0142 |
| No log | 4.4632 | 424 | 0.9886 | 0.6982 | 0.9886 | 0.9943 |
| No log | 4.4842 | 426 | 0.8896 | 0.6958 | 0.8896 | 0.9432 |
| No log | 4.5053 | 428 | 0.8273 | 0.6955 | 0.8273 | 0.9095 |
| No log | 4.5263 | 430 | 0.7235 | 0.7090 | 0.7235 | 0.8506 |
| No log | 4.5474 | 432 | 0.7041 | 0.7053 | 0.7041 | 0.8391 |
| No log | 4.5684 | 434 | 0.7480 | 0.7139 | 0.7480 | 0.8649 |
| No log | 4.5895 | 436 | 0.8083 | 0.6867 | 0.8083 | 0.8991 |
| No log | 4.6105 | 438 | 0.7850 | 0.6990 | 0.7850 | 0.8860 |
| No log | 4.6316 | 440 | 0.7124 | 0.7210 | 0.7124 | 0.8441 |
| No log | 4.6526 | 442 | 0.6776 | 0.7350 | 0.6776 | 0.8232 |
| No log | 4.6737 | 444 | 0.6396 | 0.7357 | 0.6396 | 0.7997 |
| No log | 4.6947 | 446 | 0.6107 | 0.7220 | 0.6107 | 0.7815 |
| No log | 4.7158 | 448 | 0.6076 | 0.7201 | 0.6076 | 0.7795 |
| No log | 4.7368 | 450 | 0.6052 | 0.7118 | 0.6052 | 0.7780 |
| No log | 4.7579 | 452 | 0.5992 | 0.7163 | 0.5992 | 0.7741 |
| No log | 4.7789 | 454 | 0.5955 | 0.7344 | 0.5955 | 0.7717 |
| No log | 4.8 | 456 | 0.6347 | 0.7139 | 0.6347 | 0.7967 |
| No log | 4.8211 | 458 | 0.6685 | 0.7055 | 0.6685 | 0.8176 |
| No log | 4.8421 | 460 | 0.6492 | 0.6912 | 0.6492 | 0.8057 |
| No log | 4.8632 | 462 | 0.6057 | 0.7062 | 0.6057 | 0.7783 |
| No log | 4.8842 | 464 | 0.5947 | 0.7290 | 0.5947 | 0.7712 |
| No log | 4.9053 | 466 | 0.6032 | 0.7355 | 0.6032 | 0.7766 |
| No log | 4.9263 | 468 | 0.6481 | 0.7303 | 0.6481 | 0.8050 |
| No log | 4.9474 | 470 | 0.7531 | 0.7066 | 0.7531 | 0.8678 |
| No log | 4.9684 | 472 | 0.8382 | 0.6871 | 0.8382 | 0.9155 |
| No log | 4.9895 | 474 | 0.8251 | 0.7126 | 0.8251 | 0.9083 |
| No log | 5.0105 | 476 | 0.7611 | 0.7051 | 0.7611 | 0.8724 |
| No log | 5.0316 | 478 | 0.7193 | 0.7222 | 0.7193 | 0.8481 |
| No log | 5.0526 | 480 | 0.6906 | 0.7163 | 0.6906 | 0.8310 |
| No log | 5.0737 | 482 | 0.7219 | 0.6963 | 0.7219 | 0.8497 |
| No log | 5.0947 | 484 | 0.7643 | 0.6992 | 0.7643 | 0.8743 |
| No log | 5.1158 | 486 | 0.8170 | 0.6751 | 0.8170 | 0.9039 |
| No log | 5.1368 | 488 | 0.8000 | 0.6909 | 0.8000 | 0.8944 |
| No log | 5.1579 | 490 | 0.7566 | 0.6963 | 0.7566 | 0.8698 |
| No log | 5.1789 | 492 | 0.7011 | 0.6960 | 0.7011 | 0.8373 |
| No log | 5.2 | 494 | 0.6966 | 0.6978 | 0.6966 | 0.8346 |
| No log | 5.2211 | 496 | 0.7089 | 0.6972 | 0.7089 | 0.8419 |
| No log | 5.2421 | 498 | 0.7066 | 0.7072 | 0.7066 | 0.8406 |
| 0.5068 | 5.2632 | 500 | 0.7128 | 0.7111 | 0.7128 | 0.8443 |
| 0.5068 | 5.2842 | 502 | 0.7354 | 0.7135 | 0.7354 | 0.8576 |
| 0.5068 | 5.3053 | 504 | 0.7162 | 0.7452 | 0.7162 | 0.8463 |
| 0.5068 | 5.3263 | 506 | 0.6844 | 0.7288 | 0.6844 | 0.8273 |
| 0.5068 | 5.3474 | 508 | 0.6558 | 0.7232 | 0.6558 | 0.8098 |
| 0.5068 | 5.3684 | 510 | 0.6532 | 0.7147 | 0.6532 | 0.8082 |
| 0.5068 | 5.3895 | 512 | 0.6747 | 0.7228 | 0.6747 | 0.8214 |
| 0.5068 | 5.4105 | 514 | 0.6899 | 0.7365 | 0.6899 | 0.8306 |
| 0.5068 | 5.4316 | 516 | 0.6905 | 0.7345 | 0.6905 | 0.8309 |
| 0.5068 | 5.4526 | 518 | 0.6755 | 0.7385 | 0.6755 | 0.8219 |
| 0.5068 | 5.4737 | 520 | 0.6992 | 0.7397 | 0.6992 | 0.8362 |
| 0.5068 | 5.4947 | 522 | 0.7586 | 0.7262 | 0.7586 | 0.8710 |
| 0.5068 | 5.5158 | 524 | 0.8069 | 0.7121 | 0.8069 | 0.8983 |
| 0.5068 | 5.5368 | 526 | 0.8471 | 0.6893 | 0.8471 | 0.9204 |
| 0.5068 | 5.5579 | 528 | 0.8063 | 0.6926 | 0.8063 | 0.8979 |
| 0.5068 | 5.5789 | 530 | 0.7407 | 0.6927 | 0.7407 | 0.8606 |
| 0.5068 | 5.6 | 532 | 0.6883 | 0.7303 | 0.6883 | 0.8296 |
| 0.5068 | 5.6211 | 534 | 0.6864 | 0.7129 | 0.6864 | 0.8285 |
| 0.5068 | 5.6421 | 536 | 0.7397 | 0.6857 | 0.7397 | 0.8601 |
| 0.5068 | 5.6632 | 538 | 0.8242 | 0.6613 | 0.8242 | 0.9078 |
| 0.5068 | 5.6842 | 540 | 0.8810 | 0.6562 | 0.8810 | 0.9386 |
| 0.5068 | 5.7053 | 542 | 0.8485 | 0.6613 | 0.8485 | 0.9211 |
| 0.5068 | 5.7263 | 544 | 0.7826 | 0.6651 | 0.7826 | 0.8846 |
| 0.5068 | 5.7474 | 546 | 0.7830 | 0.6651 | 0.7830 | 0.8849 |
| 0.5068 | 5.7684 | 548 | 0.7922 | 0.6773 | 0.7922 | 0.8901 |
| 0.5068 | 5.7895 | 550 | 0.7829 | 0.6863 | 0.7829 | 0.8848 |
| 0.5068 | 5.8105 | 552 | 0.7654 | 0.6857 | 0.7654 | 0.8749 |
| 0.5068 | 5.8316 | 554 | 0.7686 | 0.6880 | 0.7686 | 0.8767 |
| 0.5068 | 5.8526 | 556 | 0.7472 | 0.6799 | 0.7472 | 0.8644 |
| 0.5068 | 5.8737 | 558 | 0.7903 | 0.6880 | 0.7903 | 0.8890 |
| 0.5068 | 5.8947 | 560 | 0.8059 | 0.6903 | 0.8059 | 0.8977 |
| 0.5068 | 5.9158 | 562 | 0.7800 | 0.7015 | 0.7800 | 0.8832 |
| 0.5068 | 5.9368 | 564 | 0.7329 | 0.7011 | 0.7329 | 0.8561 |
| 0.5068 | 5.9579 | 566 | 0.7260 | 0.7029 | 0.7260 | 0.8521 |
| 0.5068 | 5.9789 | 568 | 0.7145 | 0.7206 | 0.7145 | 0.8453 |
| 0.5068 | 6.0 | 570 | 0.7059 | 0.7206 | 0.7059 | 0.8402 |
| 0.5068 | 6.0211 | 572 | 0.7190 | 0.7207 | 0.7190 | 0.8480 |
| 0.5068 | 6.0421 | 574 | 0.7060 | 0.7226 | 0.7060 | 0.8403 |
| 0.5068 | 6.0632 | 576 | 0.6877 | 0.7211 | 0.6877 | 0.8293 |
| 0.5068 | 6.0842 | 578 | 0.6650 | 0.7215 | 0.6650 | 0.8155 |
| 0.5068 | 6.1053 | 580 | 0.6107 | 0.7620 | 0.6107 | 0.7815 |
| 0.5068 | 6.1263 | 582 | 0.6029 | 0.7615 | 0.6029 | 0.7765 |
| 0.5068 | 6.1474 | 584 | 0.6005 | 0.7659 | 0.6005 | 0.7749 |
| 0.5068 | 6.1684 | 586 | 0.6089 | 0.7615 | 0.6089 | 0.7803 |
| 0.5068 | 6.1895 | 588 | 0.6429 | 0.7333 | 0.6429 | 0.8018 |
| 0.5068 | 6.2105 | 590 | 0.6974 | 0.7088 | 0.6974 | 0.8351 |
| 0.5068 | 6.2316 | 592 | 0.7700 | 0.7000 | 0.7700 | 0.8775 |
| 0.5068 | 6.2526 | 594 | 0.7919 | 0.7000 | 0.7919 | 0.8899 |
| 0.5068 | 6.2737 | 596 | 0.7714 | 0.6995 | 0.7714 | 0.8783 |
| 0.5068 | 6.2947 | 598 | 0.7664 | 0.7158 | 0.7664 | 0.8754 |
| 0.5068 | 6.3158 | 600 | 0.7504 | 0.7220 | 0.7504 | 0.8662 |
| 0.5068 | 6.3368 | 602 | 0.7501 | 0.7220 | 0.7501 | 0.8661 |
| 0.5068 | 6.3579 | 604 | 0.7914 | 0.7142 | 0.7914 | 0.8896 |
| 0.5068 | 6.3789 | 606 | 0.8470 | 0.7040 | 0.8470 | 0.9203 |
| 0.5068 | 6.4 | 608 | 0.9175 | 0.6580 | 0.9175 | 0.9579 |
| 0.5068 | 6.4211 | 610 | 0.9389 | 0.6481 | 0.9389 | 0.9690 |
| 0.5068 | 6.4421 | 612 | 0.9043 | 0.6553 | 0.9043 | 0.9509 |
| 0.5068 | 6.4632 | 614 | 0.8324 | 0.6652 | 0.8324 | 0.9124 |
| 0.5068 | 6.4842 | 616 | 0.7348 | 0.7049 | 0.7348 | 0.8572 |
| 0.5068 | 6.5053 | 618 | 0.6828 | 0.7129 | 0.6828 | 0.8263 |
| 0.5068 | 6.5263 | 620 | 0.6837 | 0.7179 | 0.6837 | 0.8268 |
| 0.5068 | 6.5474 | 622 | 0.6866 | 0.7313 | 0.6866 | 0.8286 |
| 0.5068 | 6.5684 | 624 | 0.7089 | 0.7257 | 0.7089 | 0.8420 |
| 0.5068 | 6.5895 | 626 | 0.7832 | 0.7065 | 0.7832 | 0.8850 |
| 0.5068 | 6.6105 | 628 | 0.8373 | 0.6765 | 0.8373 | 0.9150 |
| 0.5068 | 6.6316 | 630 | 0.8280 | 0.6840 | 0.8280 | 0.9100 |
| 0.5068 | 6.6526 | 632 | 0.7645 | 0.7120 | 0.7645 | 0.8744 |
| 0.5068 | 6.6737 | 634 | 0.6858 | 0.7333 | 0.6858 | 0.8281 |
| 0.5068 | 6.6947 | 636 | 0.6614 | 0.7630 | 0.6614 | 0.8133 |
| 0.5068 | 6.7158 | 638 | 0.6722 | 0.7333 | 0.6722 | 0.8199 |
| 0.5068 | 6.7368 | 640 | 0.7160 | 0.7156 | 0.7160 | 0.8462 |
| 0.5068 | 6.7579 | 642 | 0.7803 | 0.7062 | 0.7803 | 0.8834 |
| 0.5068 | 6.7789 | 644 | 0.8322 | 0.6735 | 0.8322 | 0.9122 |
| 0.5068 | 6.8 | 646 | 0.8345 | 0.6735 | 0.8345 | 0.9135 |
| 0.5068 | 6.8211 | 648 | 0.8132 | 0.6821 | 0.8132 | 0.9018 |
| 0.5068 | 6.8421 | 650 | 0.7962 | 0.7065 | 0.7962 | 0.8923 |
| 0.5068 | 6.8632 | 652 | 0.7606 | 0.7138 | 0.7606 | 0.8721 |
| 0.5068 | 6.8842 | 654 | 0.7147 | 0.7174 | 0.7147 | 0.8454 |
| 0.5068 | 6.9053 | 656 | 0.7156 | 0.7172 | 0.7156 | 0.8459 |
| 0.5068 | 6.9263 | 658 | 0.7583 | 0.6943 | 0.7583 | 0.8708 |
| 0.5068 | 6.9474 | 660 | 0.7759 | 0.6995 | 0.7759 | 0.8809 |
| 0.5068 | 6.9684 | 662 | 0.7591 | 0.6938 | 0.7591 | 0.8713 |
| 0.5068 | 6.9895 | 664 | 0.7246 | 0.7074 | 0.7246 | 0.8512 |
| 0.5068 | 7.0105 | 666 | 0.7011 | 0.7112 | 0.7011 | 0.8373 |
| 0.5068 | 7.0316 | 668 | 0.7155 | 0.7172 | 0.7155 | 0.8459 |
| 0.5068 | 7.0526 | 670 | 0.7534 | 0.7192 | 0.7534 | 0.8680 |
| 0.5068 | 7.0737 | 672 | 0.8018 | 0.7079 | 0.8018 | 0.8955 |
| 0.5068 | 7.0947 | 674 | 0.8495 | 0.7033 | 0.8495 | 0.9217 |
| 0.5068 | 7.1158 | 676 | 0.8437 | 0.7050 | 0.8437 | 0.9185 |
| 0.5068 | 7.1368 | 678 | 0.8150 | 0.7091 | 0.8150 | 0.9028 |
| 0.5068 | 7.1579 | 680 | 0.7551 | 0.7069 | 0.7551 | 0.8690 |
| 0.5068 | 7.1789 | 682 | 0.6975 | 0.7106 | 0.6975 | 0.8352 |
| 0.5068 | 7.2 | 684 | 0.6839 | 0.7048 | 0.6839 | 0.8270 |
| 0.5068 | 7.2211 | 686 | 0.6957 | 0.7042 | 0.6957 | 0.8341 |
| 0.5068 | 7.2421 | 688 | 0.7334 | 0.7125 | 0.7334 | 0.8564 |
| 0.5068 | 7.2632 | 690 | 0.7993 | 0.7037 | 0.7993 | 0.8940 |
| 0.5068 | 7.2842 | 692 | 0.8781 | 0.6736 | 0.8781 | 0.9371 |
| 0.5068 | 7.3053 | 694 | 0.9186 | 0.6555 | 0.9186 | 0.9584 |
| 0.5068 | 7.3263 | 696 | 0.9180 | 0.6555 | 0.9180 | 0.9581 |
| 0.5068 | 7.3474 | 698 | 0.8629 | 0.6796 | 0.8629 | 0.9289 |
| 0.5068 | 7.3684 | 700 | 0.7999 | 0.7037 | 0.7999 | 0.8944 |
| 0.5068 | 7.3895 | 702 | 0.7455 | 0.7136 | 0.7455 | 0.8635 |
| 0.5068 | 7.4105 | 704 | 0.7328 | 0.7152 | 0.7328 | 0.8561 |
| 0.5068 | 7.4316 | 706 | 0.7323 | 0.7134 | 0.7323 | 0.8557 |
| 0.5068 | 7.4526 | 708 | 0.7359 | 0.7134 | 0.7359 | 0.8578 |
| 0.5068 | 7.4737 | 710 | 0.7467 | 0.7041 | 0.7467 | 0.8641 |
| 0.5068 | 7.4947 | 712 | 0.7695 | 0.6992 | 0.7695 | 0.8772 |
| 0.5068 | 7.5158 | 714 | 0.7787 | 0.7120 | 0.7787 | 0.8825 |
| 0.5068 | 7.5368 | 716 | 0.7549 | 0.7176 | 0.7549 | 0.8689 |
| 0.5068 | 7.5579 | 718 | 0.7530 | 0.7360 | 0.7530 | 0.8677 |
| 0.5068 | 7.5789 | 720 | 0.7875 | 0.7266 | 0.7875 | 0.8874 |
| 0.5068 | 7.6 | 722 | 0.8557 | 0.6793 | 0.8557 | 0.9250 |
| 0.5068 | 7.6211 | 724 | 0.8898 | 0.6622 | 0.8898 | 0.9433 |
| 0.5068 | 7.6421 | 726 | 0.8826 | 0.6704 | 0.8826 | 0.9395 |
| 0.5068 | 7.6632 | 728 | 0.8751 | 0.6719 | 0.8751 | 0.9355 |
| 0.5068 | 7.6842 | 730 | 0.8354 | 0.6903 | 0.8354 | 0.9140 |
| 0.5068 | 7.7053 | 732 | 0.8240 | 0.6849 | 0.8240 | 0.9077 |
| 0.5068 | 7.7263 | 734 | 0.7867 | 0.6920 | 0.7867 | 0.8869 |
| 0.5068 | 7.7474 | 736 | 0.7547 | 0.7027 | 0.7547 | 0.8687 |
| 0.5068 | 7.7684 | 738 | 0.7410 | 0.7045 | 0.7410 | 0.8608 |
| 0.5068 | 7.7895 | 740 | 0.7598 | 0.7027 | 0.7598 | 0.8717 |
| 0.5068 | 7.8105 | 742 | 0.8066 | 0.6843 | 0.8066 | 0.8981 |
| 0.5068 | 7.8316 | 744 | 0.8626 | 0.6796 | 0.8626 | 0.9288 |
| 0.5068 | 7.8526 | 746 | 0.9118 | 0.6558 | 0.9118 | 0.9549 |
| 0.5068 | 7.8737 | 748 | 0.9294 | 0.6454 | 0.9294 | 0.9641 |
| 0.5068 | 7.8947 | 750 | 0.9201 | 0.6534 | 0.9201 | 0.9592 |
| 0.5068 | 7.9158 | 752 | 0.9010 | 0.6542 | 0.9010 | 0.9492 |
| 0.5068 | 7.9368 | 754 | 0.8841 | 0.6555 | 0.8841 | 0.9403 |
| 0.5068 | 7.9579 | 756 | 0.8780 | 0.6494 | 0.8780 | 0.9370 |
| 0.5068 | 7.9789 | 758 | 0.9006 | 0.6512 | 0.9006 | 0.9490 |
| 0.5068 | 8.0 | 760 | 0.9339 | 0.6399 | 0.9339 | 0.9664 |
| 0.5068 | 8.0211 | 762 | 0.9433 | 0.6380 | 0.9433 | 0.9712 |
| 0.5068 | 8.0421 | 764 | 0.9347 | 0.6380 | 0.9347 | 0.9668 |
| 0.5068 | 8.0632 | 766 | 0.9227 | 0.6603 | 0.9227 | 0.9606 |
| 0.5068 | 8.0842 | 768 | 0.8939 | 0.6677 | 0.8939 | 0.9455 |
| 0.5068 | 8.1053 | 770 | 0.8584 | 0.6730 | 0.8584 | 0.9265 |
| 0.5068 | 8.1263 | 772 | 0.8219 | 0.6863 | 0.8219 | 0.9066 |
| 0.5068 | 8.1474 | 774 | 0.7739 | 0.6909 | 0.7739 | 0.8797 |
| 0.5068 | 8.1684 | 776 | 0.7603 | 0.6926 | 0.7603 | 0.8720 |
| 0.5068 | 8.1895 | 778 | 0.7513 | 0.6926 | 0.7513 | 0.8668 |
| 0.5068 | 8.2105 | 780 | 0.7654 | 0.6926 | 0.7654 | 0.8749 |
| 0.5068 | 8.2316 | 782 | 0.7650 | 0.6926 | 0.7650 | 0.8746 |
| 0.5068 | 8.2526 | 784 | 0.7575 | 0.6926 | 0.7575 | 0.8704 |
| 0.5068 | 8.2737 | 786 | 0.7596 | 0.6926 | 0.7596 | 0.8716 |
| 0.5068 | 8.2947 | 788 | 0.7760 | 0.6926 | 0.7760 | 0.8809 |
| 0.5068 | 8.3158 | 790 | 0.8074 | 0.6892 | 0.8074 | 0.8985 |
| 0.5068 | 8.3368 | 792 | 0.8670 | 0.6729 | 0.8670 | 0.9311 |
| 0.5068 | 8.3579 | 794 | 0.9036 | 0.6646 | 0.9036 | 0.9506 |
| 0.5068 | 8.3789 | 796 | 0.9051 | 0.6646 | 0.9051 | 0.9514 |
| 0.5068 | 8.4 | 798 | 0.8992 | 0.6646 | 0.8992 | 0.9483 |
| 0.5068 | 8.4211 | 800 | 0.8857 | 0.6729 | 0.8857 | 0.9411 |
| 0.5068 | 8.4421 | 802 | 0.8487 | 0.6790 | 0.8487 | 0.9213 |
| 0.5068 | 8.4632 | 804 | 0.8056 | 0.6784 | 0.8056 | 0.8976 |
| 0.5068 | 8.4842 | 806 | 0.7777 | 0.6743 | 0.7777 | 0.8819 |
| 0.5068 | 8.5053 | 808 | 0.7625 | 0.6759 | 0.7625 | 0.8732 |
| 0.5068 | 8.5263 | 810 | 0.7718 | 0.6743 | 0.7718 | 0.8785 |
| 0.5068 | 8.5474 | 812 | 0.7991 | 0.6808 | 0.7991 | 0.8939 |
| 0.5068 | 8.5684 | 814 | 0.8242 | 0.6721 | 0.8242 | 0.9079 |
| 0.5068 | 8.5895 | 816 | 0.8472 | 0.6783 | 0.8472 | 0.9204 |
| 0.5068 | 8.6105 | 818 | 0.8528 | 0.6783 | 0.8528 | 0.9235 |
| 0.5068 | 8.6316 | 820 | 0.8405 | 0.6706 | 0.8405 | 0.9168 |
| 0.5068 | 8.6526 | 822 | 0.8369 | 0.6706 | 0.8369 | 0.9148 |
| 0.5068 | 8.6737 | 824 | 0.8325 | 0.6706 | 0.8325 | 0.9124 |
| 0.5068 | 8.6947 | 826 | 0.8405 | 0.6783 | 0.8405 | 0.9168 |
| 0.5068 | 8.7158 | 828 | 0.8609 | 0.6684 | 0.8609 | 0.9278 |
| 0.5068 | 8.7368 | 830 | 0.8638 | 0.6684 | 0.8638 | 0.9294 |
| 0.5068 | 8.7579 | 832 | 0.8485 | 0.6675 | 0.8485 | 0.9211 |
| 0.5068 | 8.7789 | 834 | 0.8231 | 0.6792 | 0.8231 | 0.9072 |
| 0.5068 | 8.8 | 836 | 0.8002 | 0.6824 | 0.8002 | 0.8945 |
| 0.5068 | 8.8211 | 838 | 0.7777 | 0.6824 | 0.7777 | 0.8819 |
| 0.5068 | 8.8421 | 840 | 0.7694 | 0.6913 | 0.7694 | 0.8771 |
| 0.5068 | 8.8632 | 842 | 0.7782 | 0.6824 | 0.7782 | 0.8821 |
| 0.5068 | 8.8842 | 844 | 0.8005 | 0.6824 | 0.8005 | 0.8947 |
| 0.5068 | 8.9053 | 846 | 0.8282 | 0.6902 | 0.8282 | 0.9100 |
| 0.5068 | 8.9263 | 848 | 0.8563 | 0.6684 | 0.8563 | 0.9254 |
| 0.5068 | 8.9474 | 850 | 0.8865 | 0.6533 | 0.8865 | 0.9415 |
| 0.5068 | 8.9684 | 852 | 0.9074 | 0.6564 | 0.9074 | 0.9526 |
| 0.5068 | 8.9895 | 854 | 0.9067 | 0.6564 | 0.9067 | 0.9522 |
| 0.5068 | 9.0105 | 856 | 0.8919 | 0.6624 | 0.8919 | 0.9444 |
| 0.5068 | 9.0316 | 858 | 0.8706 | 0.6638 | 0.8706 | 0.9331 |
| 0.5068 | 9.0526 | 860 | 0.8468 | 0.6843 | 0.8468 | 0.9202 |
| 0.5068 | 9.0737 | 862 | 0.8235 | 0.6897 | 0.8235 | 0.9074 |
| 0.5068 | 9.0947 | 864 | 0.8194 | 0.6913 | 0.8194 | 0.9052 |
| 0.5068 | 9.1158 | 866 | 0.8240 | 0.6849 | 0.8240 | 0.9078 |
| 0.5068 | 9.1368 | 868 | 0.8258 | 0.6742 | 0.8258 | 0.9088 |
| 0.5068 | 9.1579 | 870 | 0.8261 | 0.6758 | 0.8261 | 0.9089 |
| 0.5068 | 9.1789 | 872 | 0.8308 | 0.6758 | 0.8308 | 0.9115 |
| 0.5068 | 9.2 | 874 | 0.8220 | 0.6843 | 0.8220 | 0.9066 |
| 0.5068 | 9.2211 | 876 | 0.8172 | 0.6908 | 0.8172 | 0.9040 |
| 0.5068 | 9.2421 | 878 | 0.8099 | 0.6908 | 0.8099 | 0.8999 |
| 0.5068 | 9.2632 | 880 | 0.8076 | 0.6908 | 0.8076 | 0.8987 |
| 0.5068 | 9.2842 | 882 | 0.7917 | 0.6840 | 0.7917 | 0.8898 |
| 0.5068 | 9.3053 | 884 | 0.7753 | 0.6954 | 0.7753 | 0.8805 |
| 0.5068 | 9.3263 | 886 | 0.7621 | 0.6971 | 0.7621 | 0.8730 |
| 0.5068 | 9.3474 | 888 | 0.7602 | 0.6914 | 0.7602 | 0.8719 |
| 0.5068 | 9.3684 | 890 | 0.7625 | 0.6914 | 0.7625 | 0.8732 |
| 0.5068 | 9.3895 | 892 | 0.7650 | 0.6914 | 0.7650 | 0.8746 |
| 0.5068 | 9.4105 | 894 | 0.7685 | 0.6926 | 0.7685 | 0.8766 |
| 0.5068 | 9.4316 | 896 | 0.7743 | 0.6793 | 0.7743 | 0.8800 |
| 0.5068 | 9.4526 | 898 | 0.7788 | 0.6793 | 0.7788 | 0.8825 |
| 0.5068 | 9.4737 | 900 | 0.7861 | 0.6760 | 0.7861 | 0.8866 |
| 0.5068 | 9.4947 | 902 | 0.7923 | 0.6760 | 0.7923 | 0.8901 |
| 0.5068 | 9.5158 | 904 | 0.8011 | 0.6729 | 0.8011 | 0.8950 |
| 0.5068 | 9.5368 | 906 | 0.8133 | 0.6713 | 0.8133 | 0.9018 |
| 0.5068 | 9.5579 | 908 | 0.8284 | 0.6792 | 0.8284 | 0.9101 |
| 0.5068 | 9.5789 | 910 | 0.8376 | 0.6730 | 0.8376 | 0.9152 |
| 0.5068 | 9.6 | 912 | 0.8457 | 0.6730 | 0.8457 | 0.9196 |
| 0.5068 | 9.6211 | 914 | 0.8516 | 0.6738 | 0.8516 | 0.9228 |
| 0.5068 | 9.6421 | 916 | 0.8538 | 0.6738 | 0.8538 | 0.9240 |
| 0.5068 | 9.6632 | 918 | 0.8566 | 0.6738 | 0.8566 | 0.9255 |
| 0.5068 | 9.6842 | 920 | 0.8550 | 0.6730 | 0.8550 | 0.9247 |
| 0.5068 | 9.7053 | 922 | 0.8505 | 0.6730 | 0.8505 | 0.9222 |
| 0.5068 | 9.7263 | 924 | 0.8456 | 0.6730 | 0.8456 | 0.9196 |
| 0.5068 | 9.7474 | 926 | 0.8416 | 0.6730 | 0.8416 | 0.9174 |
| 0.5068 | 9.7684 | 928 | 0.8383 | 0.6792 | 0.8383 | 0.9156 |
| 0.5068 | 9.7895 | 930 | 0.8375 | 0.6792 | 0.8375 | 0.9151 |
| 0.5068 | 9.8105 | 932 | 0.8354 | 0.6792 | 0.8354 | 0.9140 |
| 0.5068 | 9.8316 | 934 | 0.8360 | 0.6792 | 0.8360 | 0.9143 |
| 0.5068 | 9.8526 | 936 | 0.8381 | 0.6792 | 0.8381 | 0.9155 |
| 0.5068 | 9.8737 | 938 | 0.8392 | 0.6792 | 0.8392 | 0.9161 |
| 0.5068 | 9.8947 | 940 | 0.8404 | 0.6792 | 0.8404 | 0.9168 |
| 0.5068 | 9.9158 | 942 | 0.8413 | 0.6730 | 0.8413 | 0.9172 |
| 0.5068 | 9.9368 | 944 | 0.8409 | 0.6792 | 0.8409 | 0.9170 |
| 0.5068 | 9.9579 | 946 | 0.8406 | 0.6792 | 0.8406 | 0.9168 |
| 0.5068 | 9.9789 | 948 | 0.8398 | 0.6792 | 0.8398 | 0.9164 |
| 0.5068 | 10.0 | 950 | 0.8395 | 0.6792 | 0.8395 | 0.9163 |
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/ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run2_AugV5_k17_task1_organization
Base model
aubmindlab/bert-base-arabertv02