Instructions to use MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run3_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_run3_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_run3_AugV5_k18_task1_organization")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run3_AugV5_k18_task1_organization") model = AutoModelForSequenceClassification.from_pretrained("MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run3_AugV5_k18_task1_organization", device_map="auto") - Notebooks
- Google Colab
- Kaggle
ArabicNewSplits5_FineTuningAraBERT_run3_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: 0.6882
- Qwk: 0.6750
- Mse: 0.6882
- Rmse: 0.8296
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 | 0.0179 | 2 | 5.4095 | -0.0085 | 5.4095 | 2.3258 |
| No log | 0.0357 | 4 | 3.5005 | 0.0458 | 3.5005 | 1.8710 |
| No log | 0.0536 | 6 | 2.1528 | 0.0549 | 2.1528 | 1.4673 |
| No log | 0.0714 | 8 | 1.7330 | 0.0345 | 1.7330 | 1.3164 |
| No log | 0.0893 | 10 | 1.7128 | -0.0193 | 1.7128 | 1.3087 |
| No log | 0.1071 | 12 | 2.1969 | 0.0394 | 2.1969 | 1.4822 |
| No log | 0.125 | 14 | 1.6716 | 0.0294 | 1.6716 | 1.2929 |
| No log | 0.1429 | 16 | 1.2669 | 0.1939 | 1.2669 | 1.1256 |
| No log | 0.1607 | 18 | 1.2551 | 0.3155 | 1.2551 | 1.1203 |
| No log | 0.1786 | 20 | 1.3298 | 0.0913 | 1.3298 | 1.1532 |
| No log | 0.1964 | 22 | 1.3924 | 0.0329 | 1.3924 | 1.1800 |
| No log | 0.2143 | 24 | 1.2476 | 0.2115 | 1.2476 | 1.1170 |
| No log | 0.2321 | 26 | 1.0847 | 0.4149 | 1.0847 | 1.0415 |
| No log | 0.25 | 28 | 1.0606 | 0.4251 | 1.0606 | 1.0299 |
| No log | 0.2679 | 30 | 1.1154 | 0.3482 | 1.1154 | 1.0561 |
| No log | 0.2857 | 32 | 1.3471 | 0.1423 | 1.3471 | 1.1606 |
| No log | 0.3036 | 34 | 1.8964 | 0.1538 | 1.8964 | 1.3771 |
| No log | 0.3214 | 36 | 2.4512 | 0.1907 | 2.4512 | 1.5656 |
| No log | 0.3393 | 38 | 2.4127 | 0.2049 | 2.4127 | 1.5533 |
| No log | 0.3571 | 40 | 2.2665 | 0.2124 | 2.2665 | 1.5055 |
| No log | 0.375 | 42 | 1.9524 | 0.1846 | 1.9524 | 1.3973 |
| No log | 0.3929 | 44 | 1.4025 | 0.2798 | 1.4025 | 1.1843 |
| No log | 0.4107 | 46 | 1.0858 | 0.3116 | 1.0858 | 1.0420 |
| No log | 0.4286 | 48 | 1.0092 | 0.3708 | 1.0092 | 1.0046 |
| No log | 0.4464 | 50 | 1.1403 | 0.3240 | 1.1403 | 1.0679 |
| No log | 0.4643 | 52 | 1.4413 | 0.3214 | 1.4413 | 1.2005 |
| No log | 0.4821 | 54 | 1.8450 | 0.3515 | 1.8450 | 1.3583 |
| No log | 0.5 | 56 | 1.8107 | 0.3605 | 1.8107 | 1.3456 |
| No log | 0.5179 | 58 | 1.4938 | 0.3400 | 1.4938 | 1.2222 |
| No log | 0.5357 | 60 | 1.0665 | 0.4343 | 1.0665 | 1.0327 |
| No log | 0.5536 | 62 | 0.8712 | 0.4769 | 0.8712 | 0.9334 |
| No log | 0.5714 | 64 | 0.8651 | 0.4731 | 0.8651 | 0.9301 |
| No log | 0.5893 | 66 | 0.8582 | 0.4094 | 0.8582 | 0.9264 |
| No log | 0.6071 | 68 | 0.8733 | 0.4940 | 0.8733 | 0.9345 |
| No log | 0.625 | 70 | 0.9381 | 0.4949 | 0.9381 | 0.9686 |
| No log | 0.6429 | 72 | 1.0884 | 0.3902 | 1.0884 | 1.0433 |
| No log | 0.6607 | 74 | 1.1904 | 0.3518 | 1.1904 | 1.0911 |
| No log | 0.6786 | 76 | 1.4620 | 0.3509 | 1.4620 | 1.2091 |
| No log | 0.6964 | 78 | 1.9701 | 0.3116 | 1.9701 | 1.4036 |
| No log | 0.7143 | 80 | 1.6889 | 0.3469 | 1.6889 | 1.2996 |
| No log | 0.7321 | 82 | 1.2512 | 0.4155 | 1.2512 | 1.1186 |
| No log | 0.75 | 84 | 1.0262 | 0.5354 | 1.0262 | 1.0130 |
| No log | 0.7679 | 86 | 0.8716 | 0.5772 | 0.8716 | 0.9336 |
| No log | 0.7857 | 88 | 0.9269 | 0.5786 | 0.9269 | 0.9627 |
| No log | 0.8036 | 90 | 0.8983 | 0.5961 | 0.8983 | 0.9478 |
| No log | 0.8214 | 92 | 0.9794 | 0.5065 | 0.9794 | 0.9897 |
| No log | 0.8393 | 94 | 1.1359 | 0.3999 | 1.1359 | 1.0658 |
| No log | 0.8571 | 96 | 1.0303 | 0.4796 | 1.0303 | 1.0150 |
| No log | 0.875 | 98 | 0.9168 | 0.5437 | 0.9168 | 0.9575 |
| No log | 0.8929 | 100 | 0.8445 | 0.5622 | 0.8445 | 0.9189 |
| No log | 0.9107 | 102 | 0.8309 | 0.5938 | 0.8309 | 0.9115 |
| No log | 0.9286 | 104 | 0.7896 | 0.5784 | 0.7896 | 0.8886 |
| No log | 0.9464 | 106 | 0.8142 | 0.5859 | 0.8142 | 0.9023 |
| No log | 0.9643 | 108 | 0.7798 | 0.5729 | 0.7798 | 0.8830 |
| No log | 0.9821 | 110 | 0.8022 | 0.5745 | 0.8022 | 0.8957 |
| No log | 1.0 | 112 | 0.7584 | 0.5975 | 0.7584 | 0.8709 |
| No log | 1.0179 | 114 | 0.7841 | 0.6041 | 0.7841 | 0.8855 |
| No log | 1.0357 | 116 | 0.8575 | 0.5853 | 0.8575 | 0.9260 |
| No log | 1.0536 | 118 | 0.9314 | 0.5425 | 0.9314 | 0.9651 |
| No log | 1.0714 | 120 | 0.8043 | 0.6208 | 0.8043 | 0.8968 |
| No log | 1.0893 | 122 | 0.8114 | 0.6220 | 0.8114 | 0.9008 |
| No log | 1.1071 | 124 | 0.7916 | 0.6281 | 0.7916 | 0.8897 |
| No log | 1.125 | 126 | 0.7642 | 0.6393 | 0.7642 | 0.8742 |
| No log | 1.1429 | 128 | 0.7711 | 0.6411 | 0.7711 | 0.8781 |
| No log | 1.1607 | 130 | 0.7282 | 0.6271 | 0.7282 | 0.8533 |
| No log | 1.1786 | 132 | 0.7147 | 0.5939 | 0.7147 | 0.8454 |
| No log | 1.1964 | 134 | 0.7057 | 0.6373 | 0.7057 | 0.8400 |
| No log | 1.2143 | 136 | 0.7168 | 0.6235 | 0.7168 | 0.8467 |
| No log | 1.2321 | 138 | 0.8005 | 0.6381 | 0.8005 | 0.8947 |
| No log | 1.25 | 140 | 0.7778 | 0.6168 | 0.7778 | 0.8819 |
| No log | 1.2679 | 142 | 0.8078 | 0.5867 | 0.8078 | 0.8988 |
| No log | 1.2857 | 144 | 0.8756 | 0.5820 | 0.8756 | 0.9357 |
| No log | 1.3036 | 146 | 0.8604 | 0.5950 | 0.8604 | 0.9276 |
| No log | 1.3214 | 148 | 0.9063 | 0.5681 | 0.9063 | 0.9520 |
| No log | 1.3393 | 150 | 1.1295 | 0.5278 | 1.1295 | 1.0628 |
| No log | 1.3571 | 152 | 1.3356 | 0.4429 | 1.3356 | 1.1557 |
| No log | 1.375 | 154 | 1.8164 | 0.3729 | 1.8164 | 1.3477 |
| No log | 1.3929 | 156 | 1.5472 | 0.4118 | 1.5472 | 1.2439 |
| No log | 1.4107 | 158 | 0.8680 | 0.6068 | 0.8680 | 0.9316 |
| No log | 1.4286 | 160 | 0.7128 | 0.6480 | 0.7128 | 0.8443 |
| No log | 1.4464 | 162 | 0.7643 | 0.6347 | 0.7643 | 0.8742 |
| No log | 1.4643 | 164 | 0.6770 | 0.6953 | 0.6770 | 0.8228 |
| No log | 1.4821 | 166 | 0.6429 | 0.6546 | 0.6429 | 0.8018 |
| No log | 1.5 | 168 | 0.6587 | 0.6518 | 0.6587 | 0.8116 |
| No log | 1.5179 | 170 | 0.6343 | 0.6469 | 0.6343 | 0.7964 |
| No log | 1.5357 | 172 | 0.6870 | 0.6451 | 0.6870 | 0.8289 |
| No log | 1.5536 | 174 | 0.7775 | 0.6273 | 0.7775 | 0.8818 |
| No log | 1.5714 | 176 | 0.7771 | 0.5624 | 0.7771 | 0.8816 |
| No log | 1.5893 | 178 | 0.7083 | 0.6531 | 0.7083 | 0.8416 |
| No log | 1.6071 | 180 | 0.6782 | 0.6240 | 0.6782 | 0.8235 |
| No log | 1.625 | 182 | 0.6999 | 0.6783 | 0.6999 | 0.8366 |
| No log | 1.6429 | 184 | 0.7388 | 0.6654 | 0.7388 | 0.8595 |
| No log | 1.6607 | 186 | 0.7178 | 0.6598 | 0.7178 | 0.8472 |
| No log | 1.6786 | 188 | 0.6812 | 0.6793 | 0.6812 | 0.8254 |
| No log | 1.6964 | 190 | 0.6579 | 0.6827 | 0.6579 | 0.8111 |
| No log | 1.7143 | 192 | 0.6558 | 0.6933 | 0.6558 | 0.8098 |
| No log | 1.7321 | 194 | 0.6384 | 0.7165 | 0.6384 | 0.7990 |
| No log | 1.75 | 196 | 0.6373 | 0.7118 | 0.6373 | 0.7983 |
| No log | 1.7679 | 198 | 0.6547 | 0.6809 | 0.6547 | 0.8092 |
| No log | 1.7857 | 200 | 0.6920 | 0.6735 | 0.6920 | 0.8319 |
| No log | 1.8036 | 202 | 0.6658 | 0.6663 | 0.6658 | 0.8160 |
| No log | 1.8214 | 204 | 0.6244 | 0.6463 | 0.6244 | 0.7902 |
| No log | 1.8393 | 206 | 0.6133 | 0.6651 | 0.6133 | 0.7831 |
| No log | 1.8571 | 208 | 0.6194 | 0.6646 | 0.6194 | 0.7870 |
| No log | 1.875 | 210 | 0.6282 | 0.6642 | 0.6282 | 0.7926 |
| No log | 1.8929 | 212 | 0.6415 | 0.6869 | 0.6415 | 0.8010 |
| No log | 1.9107 | 214 | 0.6622 | 0.6791 | 0.6622 | 0.8138 |
| No log | 1.9286 | 216 | 0.6884 | 0.6925 | 0.6884 | 0.8297 |
| No log | 1.9464 | 218 | 0.7138 | 0.6642 | 0.7138 | 0.8448 |
| No log | 1.9643 | 220 | 0.6853 | 0.6774 | 0.6853 | 0.8278 |
| No log | 1.9821 | 222 | 0.6674 | 0.6737 | 0.6674 | 0.8169 |
| No log | 2.0 | 224 | 0.6429 | 0.6844 | 0.6429 | 0.8018 |
| No log | 2.0179 | 226 | 0.6295 | 0.7160 | 0.6295 | 0.7934 |
| No log | 2.0357 | 228 | 0.6203 | 0.7061 | 0.6203 | 0.7876 |
| No log | 2.0536 | 230 | 0.6126 | 0.7094 | 0.6126 | 0.7827 |
| No log | 2.0714 | 232 | 0.6395 | 0.7111 | 0.6395 | 0.7997 |
| No log | 2.0893 | 234 | 0.6301 | 0.7050 | 0.6301 | 0.7938 |
| No log | 2.1071 | 236 | 0.6074 | 0.7043 | 0.6074 | 0.7794 |
| No log | 2.125 | 238 | 0.6029 | 0.7142 | 0.6029 | 0.7765 |
| No log | 2.1429 | 240 | 0.6032 | 0.7262 | 0.6032 | 0.7767 |
| No log | 2.1607 | 242 | 0.6257 | 0.7072 | 0.6257 | 0.7910 |
| No log | 2.1786 | 244 | 0.6890 | 0.6965 | 0.6890 | 0.8301 |
| No log | 2.1964 | 246 | 0.7269 | 0.6641 | 0.7269 | 0.8526 |
| No log | 2.2143 | 248 | 0.6936 | 0.6924 | 0.6936 | 0.8328 |
| No log | 2.2321 | 250 | 0.6638 | 0.7035 | 0.6638 | 0.8148 |
| No log | 2.25 | 252 | 0.6496 | 0.7023 | 0.6496 | 0.8060 |
| No log | 2.2679 | 254 | 0.6271 | 0.6895 | 0.6271 | 0.7919 |
| No log | 2.2857 | 256 | 0.6304 | 0.6817 | 0.6304 | 0.7940 |
| No log | 2.3036 | 258 | 0.6337 | 0.6722 | 0.6337 | 0.7960 |
| No log | 2.3214 | 260 | 0.6546 | 0.6899 | 0.6546 | 0.8091 |
| No log | 2.3393 | 262 | 0.7236 | 0.6382 | 0.7236 | 0.8506 |
| No log | 2.3571 | 264 | 0.6892 | 0.6872 | 0.6892 | 0.8302 |
| No log | 2.375 | 266 | 0.6510 | 0.6906 | 0.6510 | 0.8068 |
| No log | 2.3929 | 268 | 0.6693 | 0.7075 | 0.6693 | 0.8181 |
| No log | 2.4107 | 270 | 0.6671 | 0.7265 | 0.6671 | 0.8167 |
| No log | 2.4286 | 272 | 0.7035 | 0.6764 | 0.7035 | 0.8388 |
| No log | 2.4464 | 274 | 0.8343 | 0.6029 | 0.8343 | 0.9134 |
| No log | 2.4643 | 276 | 0.8025 | 0.6166 | 0.8025 | 0.8958 |
| No log | 2.4821 | 278 | 0.6830 | 0.6824 | 0.6830 | 0.8264 |
| No log | 2.5 | 280 | 0.6432 | 0.6734 | 0.6432 | 0.8020 |
| No log | 2.5179 | 282 | 0.6929 | 0.6786 | 0.6929 | 0.8324 |
| No log | 2.5357 | 284 | 0.6822 | 0.6699 | 0.6822 | 0.8260 |
| No log | 2.5536 | 286 | 0.6447 | 0.7327 | 0.6447 | 0.8029 |
| No log | 2.5714 | 288 | 0.6896 | 0.7064 | 0.6896 | 0.8304 |
| No log | 2.5893 | 290 | 0.7495 | 0.6487 | 0.7495 | 0.8657 |
| No log | 2.6071 | 292 | 0.7063 | 0.6892 | 0.7063 | 0.8404 |
| No log | 2.625 | 294 | 0.6393 | 0.7174 | 0.6393 | 0.7996 |
| No log | 2.6429 | 296 | 0.6476 | 0.6892 | 0.6476 | 0.8047 |
| No log | 2.6607 | 298 | 0.7131 | 0.6304 | 0.7131 | 0.8444 |
| No log | 2.6786 | 300 | 0.6955 | 0.6439 | 0.6955 | 0.8339 |
| No log | 2.6964 | 302 | 0.6474 | 0.6696 | 0.6474 | 0.8046 |
| No log | 2.7143 | 304 | 0.7301 | 0.6536 | 0.7301 | 0.8544 |
| No log | 2.7321 | 306 | 0.9607 | 0.5503 | 0.9607 | 0.9802 |
| No log | 2.75 | 308 | 1.0458 | 0.5335 | 1.0458 | 1.0227 |
| No log | 2.7679 | 310 | 0.9357 | 0.5587 | 0.9357 | 0.9673 |
| No log | 2.7857 | 312 | 0.7378 | 0.6337 | 0.7378 | 0.8589 |
| No log | 2.8036 | 314 | 0.6424 | 0.6914 | 0.6424 | 0.8015 |
| No log | 2.8214 | 316 | 0.6268 | 0.7154 | 0.6268 | 0.7917 |
| No log | 2.8393 | 318 | 0.6355 | 0.7206 | 0.6355 | 0.7972 |
| No log | 2.8571 | 320 | 0.6439 | 0.7183 | 0.6439 | 0.8024 |
| No log | 2.875 | 322 | 0.6300 | 0.7226 | 0.6300 | 0.7937 |
| No log | 2.8929 | 324 | 0.6504 | 0.7165 | 0.6504 | 0.8065 |
| No log | 2.9107 | 326 | 0.6869 | 0.6717 | 0.6869 | 0.8288 |
| No log | 2.9286 | 328 | 0.6653 | 0.6734 | 0.6653 | 0.8156 |
| No log | 2.9464 | 330 | 0.6437 | 0.6339 | 0.6437 | 0.8023 |
| No log | 2.9643 | 332 | 0.6563 | 0.6736 | 0.6563 | 0.8101 |
| No log | 2.9821 | 334 | 0.6575 | 0.6797 | 0.6575 | 0.8108 |
| No log | 3.0 | 336 | 0.6576 | 0.6870 | 0.6576 | 0.8110 |
| No log | 3.0179 | 338 | 0.6473 | 0.7080 | 0.6473 | 0.8045 |
| No log | 3.0357 | 340 | 0.6375 | 0.7249 | 0.6375 | 0.7984 |
| No log | 3.0536 | 342 | 0.6338 | 0.7314 | 0.6338 | 0.7961 |
| No log | 3.0714 | 344 | 0.6258 | 0.7111 | 0.6258 | 0.7911 |
| No log | 3.0893 | 346 | 0.6240 | 0.7136 | 0.6240 | 0.7899 |
| No log | 3.1071 | 348 | 0.6428 | 0.7196 | 0.6428 | 0.8017 |
| No log | 3.125 | 350 | 0.6316 | 0.7364 | 0.6316 | 0.7947 |
| No log | 3.1429 | 352 | 0.5943 | 0.7148 | 0.5943 | 0.7709 |
| No log | 3.1607 | 354 | 0.5875 | 0.7148 | 0.5875 | 0.7665 |
| No log | 3.1786 | 356 | 0.5859 | 0.7194 | 0.5859 | 0.7654 |
| No log | 3.1964 | 358 | 0.5874 | 0.7290 | 0.5874 | 0.7665 |
| No log | 3.2143 | 360 | 0.5947 | 0.7258 | 0.5947 | 0.7712 |
| No log | 3.2321 | 362 | 0.6169 | 0.7207 | 0.6169 | 0.7854 |
| No log | 3.25 | 364 | 0.6464 | 0.7203 | 0.6464 | 0.8040 |
| No log | 3.2679 | 366 | 0.6337 | 0.7226 | 0.6337 | 0.7960 |
| No log | 3.2857 | 368 | 0.6129 | 0.7308 | 0.6129 | 0.7829 |
| No log | 3.3036 | 370 | 0.5942 | 0.7270 | 0.5942 | 0.7708 |
| No log | 3.3214 | 372 | 0.6026 | 0.6960 | 0.6026 | 0.7763 |
| No log | 3.3393 | 374 | 0.6086 | 0.6994 | 0.6086 | 0.7801 |
| No log | 3.3571 | 376 | 0.6035 | 0.6930 | 0.6035 | 0.7768 |
| No log | 3.375 | 378 | 0.6114 | 0.7165 | 0.6114 | 0.7819 |
| No log | 3.3929 | 380 | 0.6280 | 0.7073 | 0.6280 | 0.7925 |
| No log | 3.4107 | 382 | 0.6618 | 0.7009 | 0.6618 | 0.8135 |
| No log | 3.4286 | 384 | 0.6776 | 0.6908 | 0.6776 | 0.8232 |
| No log | 3.4464 | 386 | 0.6497 | 0.6979 | 0.6497 | 0.8060 |
| No log | 3.4643 | 388 | 0.6409 | 0.7076 | 0.6409 | 0.8006 |
| No log | 3.4821 | 390 | 0.6603 | 0.6844 | 0.6603 | 0.8126 |
| No log | 3.5 | 392 | 0.6682 | 0.6501 | 0.6682 | 0.8175 |
| No log | 3.5179 | 394 | 0.6726 | 0.6584 | 0.6726 | 0.8201 |
| No log | 3.5357 | 396 | 0.6878 | 0.6536 | 0.6878 | 0.8294 |
| No log | 3.5536 | 398 | 0.6872 | 0.6426 | 0.6872 | 0.8290 |
| No log | 3.5714 | 400 | 0.6917 | 0.6212 | 0.6917 | 0.8317 |
| No log | 3.5893 | 402 | 0.7253 | 0.6484 | 0.7253 | 0.8516 |
| No log | 3.6071 | 404 | 0.7596 | 0.6243 | 0.7596 | 0.8715 |
| No log | 3.625 | 406 | 0.7656 | 0.6243 | 0.7656 | 0.8750 |
| No log | 3.6429 | 408 | 0.7361 | 0.6323 | 0.7361 | 0.8580 |
| No log | 3.6607 | 410 | 0.6830 | 0.7053 | 0.6830 | 0.8264 |
| No log | 3.6786 | 412 | 0.6497 | 0.6963 | 0.6497 | 0.8060 |
| No log | 3.6964 | 414 | 0.6805 | 0.7014 | 0.6805 | 0.8249 |
| No log | 3.7143 | 416 | 0.6712 | 0.6868 | 0.6712 | 0.8193 |
| No log | 3.7321 | 418 | 0.6311 | 0.6729 | 0.6311 | 0.7944 |
| No log | 3.75 | 420 | 0.6427 | 0.6635 | 0.6427 | 0.8017 |
| No log | 3.7679 | 422 | 0.6981 | 0.6518 | 0.6981 | 0.8355 |
| No log | 3.7857 | 424 | 0.6876 | 0.6735 | 0.6876 | 0.8292 |
| No log | 3.8036 | 426 | 0.6376 | 0.6742 | 0.6376 | 0.7985 |
| No log | 3.8214 | 428 | 0.6400 | 0.6864 | 0.6400 | 0.8000 |
| No log | 3.8393 | 430 | 0.6645 | 0.6868 | 0.6645 | 0.8152 |
| No log | 3.8571 | 432 | 0.7060 | 0.6892 | 0.7060 | 0.8402 |
| No log | 3.875 | 434 | 0.6772 | 0.6838 | 0.6772 | 0.8229 |
| No log | 3.8929 | 436 | 0.6314 | 0.6896 | 0.6314 | 0.7946 |
| No log | 3.9107 | 438 | 0.6268 | 0.7419 | 0.6268 | 0.7917 |
| No log | 3.9286 | 440 | 0.6485 | 0.7575 | 0.6485 | 0.8053 |
| No log | 3.9464 | 442 | 0.6888 | 0.6850 | 0.6888 | 0.8299 |
| No log | 3.9643 | 444 | 0.6734 | 0.6980 | 0.6734 | 0.8206 |
| No log | 3.9821 | 446 | 0.6305 | 0.7347 | 0.6305 | 0.7940 |
| No log | 4.0 | 448 | 0.6161 | 0.7351 | 0.6161 | 0.7849 |
| No log | 4.0179 | 450 | 0.6360 | 0.7090 | 0.6360 | 0.7975 |
| No log | 4.0357 | 452 | 0.6460 | 0.7185 | 0.6460 | 0.8037 |
| No log | 4.0536 | 454 | 0.6524 | 0.7052 | 0.6524 | 0.8077 |
| No log | 4.0714 | 456 | 0.6352 | 0.7264 | 0.6352 | 0.7970 |
| No log | 4.0893 | 458 | 0.6301 | 0.7409 | 0.6301 | 0.7938 |
| No log | 4.1071 | 460 | 0.6341 | 0.7354 | 0.6341 | 0.7963 |
| No log | 4.125 | 462 | 0.6437 | 0.7213 | 0.6437 | 0.8023 |
| No log | 4.1429 | 464 | 0.6514 | 0.7314 | 0.6514 | 0.8071 |
| No log | 4.1607 | 466 | 0.6529 | 0.7114 | 0.6529 | 0.8080 |
| No log | 4.1786 | 468 | 0.6602 | 0.7120 | 0.6602 | 0.8125 |
| No log | 4.1964 | 470 | 0.6604 | 0.7225 | 0.6604 | 0.8127 |
| No log | 4.2143 | 472 | 0.6628 | 0.7199 | 0.6628 | 0.8141 |
| No log | 4.2321 | 474 | 0.6758 | 0.7141 | 0.6758 | 0.8220 |
| No log | 4.25 | 476 | 0.6752 | 0.6963 | 0.6752 | 0.8217 |
| No log | 4.2679 | 478 | 0.6649 | 0.7175 | 0.6649 | 0.8154 |
| No log | 4.2857 | 480 | 0.6576 | 0.7283 | 0.6576 | 0.8109 |
| No log | 4.3036 | 482 | 0.6627 | 0.7315 | 0.6627 | 0.8140 |
| No log | 4.3214 | 484 | 0.7047 | 0.6899 | 0.7047 | 0.8395 |
| No log | 4.3393 | 486 | 0.7377 | 0.6472 | 0.7377 | 0.8589 |
| No log | 4.3571 | 488 | 0.7554 | 0.6508 | 0.7554 | 0.8691 |
| No log | 4.375 | 490 | 0.7610 | 0.6457 | 0.7610 | 0.8724 |
| No log | 4.3929 | 492 | 0.7280 | 0.6399 | 0.7280 | 0.8532 |
| No log | 4.4107 | 494 | 0.6915 | 0.6727 | 0.6915 | 0.8316 |
| No log | 4.4286 | 496 | 0.6775 | 0.6958 | 0.6775 | 0.8231 |
| No log | 4.4464 | 498 | 0.6922 | 0.6355 | 0.6922 | 0.8320 |
| 0.4122 | 4.4643 | 500 | 0.7493 | 0.6399 | 0.7493 | 0.8656 |
| 0.4122 | 4.4821 | 502 | 0.7836 | 0.6366 | 0.7836 | 0.8852 |
| 0.4122 | 4.5 | 504 | 0.7858 | 0.6700 | 0.7858 | 0.8865 |
| 0.4122 | 4.5179 | 506 | 0.7270 | 0.6899 | 0.7270 | 0.8527 |
| 0.4122 | 4.5357 | 508 | 0.7053 | 0.6961 | 0.7053 | 0.8398 |
| 0.4122 | 4.5536 | 510 | 0.7134 | 0.6850 | 0.7134 | 0.8447 |
| 0.4122 | 4.5714 | 512 | 0.7119 | 0.6756 | 0.7119 | 0.8438 |
| 0.4122 | 4.5893 | 514 | 0.6793 | 0.6957 | 0.6793 | 0.8242 |
| 0.4122 | 4.6071 | 516 | 0.6418 | 0.7650 | 0.6418 | 0.8011 |
| 0.4122 | 4.625 | 518 | 0.6338 | 0.7194 | 0.6338 | 0.7961 |
| 0.4122 | 4.6429 | 520 | 0.6443 | 0.6993 | 0.6443 | 0.8027 |
| 0.4122 | 4.6607 | 522 | 0.6359 | 0.7040 | 0.6359 | 0.7974 |
| 0.4122 | 4.6786 | 524 | 0.6285 | 0.7183 | 0.6285 | 0.7928 |
| 0.4122 | 4.6964 | 526 | 0.6542 | 0.7257 | 0.6542 | 0.8088 |
| 0.4122 | 4.7143 | 528 | 0.6894 | 0.6712 | 0.6894 | 0.8303 |
| 0.4122 | 4.7321 | 530 | 0.6876 | 0.6504 | 0.6876 | 0.8292 |
| 0.4122 | 4.75 | 532 | 0.6592 | 0.6904 | 0.6592 | 0.8119 |
| 0.4122 | 4.7679 | 534 | 0.6474 | 0.7031 | 0.6474 | 0.8046 |
| 0.4122 | 4.7857 | 536 | 0.6382 | 0.7152 | 0.6382 | 0.7989 |
| 0.4122 | 4.8036 | 538 | 0.6314 | 0.7328 | 0.6314 | 0.7946 |
| 0.4122 | 4.8214 | 540 | 0.6491 | 0.7336 | 0.6491 | 0.8056 |
| 0.4122 | 4.8393 | 542 | 0.6517 | 0.7271 | 0.6517 | 0.8073 |
| 0.4122 | 4.8571 | 544 | 0.6496 | 0.7285 | 0.6496 | 0.8060 |
| 0.4122 | 4.875 | 546 | 0.6708 | 0.6722 | 0.6708 | 0.8190 |
| 0.4122 | 4.8929 | 548 | 0.6983 | 0.6593 | 0.6983 | 0.8356 |
| 0.4122 | 4.9107 | 550 | 0.7146 | 0.6657 | 0.7146 | 0.8453 |
| 0.4122 | 4.9286 | 552 | 0.7381 | 0.6622 | 0.7381 | 0.8591 |
| 0.4122 | 4.9464 | 554 | 0.7164 | 0.6557 | 0.7164 | 0.8464 |
| 0.4122 | 4.9643 | 556 | 0.6790 | 0.6835 | 0.6790 | 0.8240 |
| 0.4122 | 4.9821 | 558 | 0.6680 | 0.6722 | 0.6680 | 0.8173 |
| 0.4122 | 5.0 | 560 | 0.6625 | 0.7083 | 0.6625 | 0.8139 |
| 0.4122 | 5.0179 | 562 | 0.6624 | 0.6886 | 0.6624 | 0.8139 |
| 0.4122 | 5.0357 | 564 | 0.6586 | 0.7086 | 0.6586 | 0.8115 |
| 0.4122 | 5.0536 | 566 | 0.6554 | 0.7303 | 0.6554 | 0.8096 |
| 0.4122 | 5.0714 | 568 | 0.6556 | 0.7300 | 0.6556 | 0.8097 |
| 0.4122 | 5.0893 | 570 | 0.6633 | 0.7149 | 0.6633 | 0.8144 |
| 0.4122 | 5.1071 | 572 | 0.6708 | 0.7177 | 0.6708 | 0.8191 |
| 0.4122 | 5.125 | 574 | 0.6885 | 0.6760 | 0.6885 | 0.8297 |
| 0.4122 | 5.1429 | 576 | 0.6987 | 0.6719 | 0.6987 | 0.8359 |
| 0.4122 | 5.1607 | 578 | 0.6792 | 0.6854 | 0.6792 | 0.8241 |
| 0.4122 | 5.1786 | 580 | 0.6633 | 0.7257 | 0.6633 | 0.8144 |
| 0.4122 | 5.1964 | 582 | 0.6582 | 0.7191 | 0.6582 | 0.8113 |
| 0.4122 | 5.2143 | 584 | 0.6564 | 0.7257 | 0.6564 | 0.8102 |
| 0.4122 | 5.2321 | 586 | 0.6495 | 0.7202 | 0.6495 | 0.8059 |
| 0.4122 | 5.25 | 588 | 0.6636 | 0.6982 | 0.6636 | 0.8146 |
| 0.4122 | 5.2679 | 590 | 0.6951 | 0.6512 | 0.6951 | 0.8337 |
| 0.4122 | 5.2857 | 592 | 0.7091 | 0.6497 | 0.7091 | 0.8421 |
| 0.4122 | 5.3036 | 594 | 0.6755 | 0.6836 | 0.6755 | 0.8219 |
| 0.4122 | 5.3214 | 596 | 0.6392 | 0.7134 | 0.6392 | 0.7995 |
| 0.4122 | 5.3393 | 598 | 0.6339 | 0.7305 | 0.6339 | 0.7962 |
| 0.4122 | 5.3571 | 600 | 0.6389 | 0.7127 | 0.6389 | 0.7993 |
| 0.4122 | 5.375 | 602 | 0.6470 | 0.7121 | 0.6470 | 0.8044 |
| 0.4122 | 5.3929 | 604 | 0.6476 | 0.7121 | 0.6476 | 0.8048 |
| 0.4122 | 5.4107 | 606 | 0.6580 | 0.7232 | 0.6580 | 0.8112 |
| 0.4122 | 5.4286 | 608 | 0.6694 | 0.6838 | 0.6694 | 0.8182 |
| 0.4122 | 5.4464 | 610 | 0.6690 | 0.6838 | 0.6690 | 0.8179 |
| 0.4122 | 5.4643 | 612 | 0.6715 | 0.6743 | 0.6715 | 0.8194 |
| 0.4122 | 5.4821 | 614 | 0.6847 | 0.6736 | 0.6847 | 0.8275 |
| 0.4122 | 5.5 | 616 | 0.7233 | 0.6438 | 0.7233 | 0.8505 |
| 0.4122 | 5.5179 | 618 | 0.7672 | 0.6468 | 0.7672 | 0.8759 |
| 0.4122 | 5.5357 | 620 | 0.7563 | 0.6468 | 0.7563 | 0.8697 |
| 0.4122 | 5.5536 | 622 | 0.7230 | 0.6260 | 0.7230 | 0.8503 |
| 0.4122 | 5.5714 | 624 | 0.6797 | 0.7045 | 0.6797 | 0.8244 |
| 0.4122 | 5.5893 | 626 | 0.6530 | 0.6956 | 0.6530 | 0.8081 |
| 0.4122 | 5.6071 | 628 | 0.6515 | 0.6912 | 0.6515 | 0.8071 |
| 0.4122 | 5.625 | 630 | 0.6691 | 0.7021 | 0.6691 | 0.8180 |
| 0.4122 | 5.6429 | 632 | 0.6702 | 0.6987 | 0.6702 | 0.8187 |
| 0.4122 | 5.6607 | 634 | 0.6613 | 0.7217 | 0.6613 | 0.8132 |
| 0.4122 | 5.6786 | 636 | 0.6679 | 0.7072 | 0.6679 | 0.8173 |
| 0.4122 | 5.6964 | 638 | 0.6923 | 0.7183 | 0.6923 | 0.8321 |
| 0.4122 | 5.7143 | 640 | 0.7140 | 0.6669 | 0.7140 | 0.8450 |
| 0.4122 | 5.7321 | 642 | 0.7113 | 0.6812 | 0.7113 | 0.8434 |
| 0.4122 | 5.75 | 644 | 0.6891 | 0.7133 | 0.6891 | 0.8301 |
| 0.4122 | 5.7679 | 646 | 0.6724 | 0.7275 | 0.6724 | 0.8200 |
| 0.4122 | 5.7857 | 648 | 0.6669 | 0.7061 | 0.6669 | 0.8167 |
| 0.4122 | 5.8036 | 650 | 0.6628 | 0.7104 | 0.6628 | 0.8141 |
| 0.4122 | 5.8214 | 652 | 0.6546 | 0.7275 | 0.6546 | 0.8091 |
| 0.4122 | 5.8393 | 654 | 0.6510 | 0.7291 | 0.6510 | 0.8068 |
| 0.4122 | 5.8571 | 656 | 0.6492 | 0.7247 | 0.6492 | 0.8058 |
| 0.4122 | 5.875 | 658 | 0.6478 | 0.7113 | 0.6478 | 0.8049 |
| 0.4122 | 5.8929 | 660 | 0.6524 | 0.7194 | 0.6524 | 0.8077 |
| 0.4122 | 5.9107 | 662 | 0.6470 | 0.7062 | 0.6470 | 0.8044 |
| 0.4122 | 5.9286 | 664 | 0.6403 | 0.7200 | 0.6403 | 0.8002 |
| 0.4122 | 5.9464 | 666 | 0.6441 | 0.7224 | 0.6441 | 0.8025 |
| 0.4122 | 5.9643 | 668 | 0.6502 | 0.7215 | 0.6502 | 0.8064 |
| 0.4122 | 5.9821 | 670 | 0.6469 | 0.7170 | 0.6469 | 0.8043 |
| 0.4122 | 6.0 | 672 | 0.6409 | 0.7346 | 0.6409 | 0.8005 |
| 0.4122 | 6.0179 | 674 | 0.6448 | 0.7220 | 0.6448 | 0.8030 |
| 0.4122 | 6.0357 | 676 | 0.6592 | 0.7007 | 0.6592 | 0.8119 |
| 0.4122 | 6.0536 | 678 | 0.6804 | 0.7024 | 0.6804 | 0.8249 |
| 0.4122 | 6.0714 | 680 | 0.6796 | 0.6981 | 0.6796 | 0.8244 |
| 0.4122 | 6.0893 | 682 | 0.6594 | 0.7007 | 0.6594 | 0.8120 |
| 0.4122 | 6.1071 | 684 | 0.6415 | 0.7229 | 0.6415 | 0.8009 |
| 0.4122 | 6.125 | 686 | 0.6324 | 0.7261 | 0.6324 | 0.7952 |
| 0.4122 | 6.1429 | 688 | 0.6343 | 0.7267 | 0.6343 | 0.7964 |
| 0.4122 | 6.1607 | 690 | 0.6378 | 0.7006 | 0.6378 | 0.7986 |
| 0.4122 | 6.1786 | 692 | 0.6534 | 0.6978 | 0.6534 | 0.8083 |
| 0.4122 | 6.1964 | 694 | 0.6916 | 0.6775 | 0.6916 | 0.8316 |
| 0.4122 | 6.2143 | 696 | 0.7081 | 0.6517 | 0.7081 | 0.8415 |
| 0.4122 | 6.2321 | 698 | 0.6865 | 0.6722 | 0.6865 | 0.8286 |
| 0.4122 | 6.25 | 700 | 0.6622 | 0.6760 | 0.6622 | 0.8138 |
| 0.4122 | 6.2679 | 702 | 0.6475 | 0.7094 | 0.6475 | 0.8047 |
| 0.4122 | 6.2857 | 704 | 0.6396 | 0.7108 | 0.6396 | 0.7997 |
| 0.4122 | 6.3036 | 706 | 0.6406 | 0.7108 | 0.6406 | 0.8004 |
| 0.4122 | 6.3214 | 708 | 0.6475 | 0.6885 | 0.6475 | 0.8047 |
| 0.4122 | 6.3393 | 710 | 0.6447 | 0.6773 | 0.6447 | 0.8029 |
| 0.4122 | 6.3571 | 712 | 0.6418 | 0.6773 | 0.6418 | 0.8011 |
| 0.4122 | 6.375 | 714 | 0.6396 | 0.7161 | 0.6396 | 0.7998 |
| 0.4122 | 6.3929 | 716 | 0.6347 | 0.7271 | 0.6347 | 0.7967 |
| 0.4122 | 6.4107 | 718 | 0.6323 | 0.7155 | 0.6323 | 0.7952 |
| 0.4122 | 6.4286 | 720 | 0.6345 | 0.7194 | 0.6345 | 0.7965 |
| 0.4122 | 6.4464 | 722 | 0.6355 | 0.7151 | 0.6355 | 0.7972 |
| 0.4122 | 6.4643 | 724 | 0.6458 | 0.7107 | 0.6458 | 0.8036 |
| 0.4122 | 6.4821 | 726 | 0.6542 | 0.7160 | 0.6542 | 0.8088 |
| 0.4122 | 6.5 | 728 | 0.6617 | 0.7057 | 0.6617 | 0.8135 |
| 0.4122 | 6.5179 | 730 | 0.6610 | 0.7175 | 0.6610 | 0.8130 |
| 0.4122 | 6.5357 | 732 | 0.6571 | 0.6899 | 0.6571 | 0.8106 |
| 0.4122 | 6.5536 | 734 | 0.6536 | 0.6877 | 0.6536 | 0.8085 |
| 0.4122 | 6.5714 | 736 | 0.6560 | 0.6877 | 0.6560 | 0.8099 |
| 0.4122 | 6.5893 | 738 | 0.6563 | 0.6877 | 0.6563 | 0.8101 |
| 0.4122 | 6.6071 | 740 | 0.6466 | 0.6981 | 0.6466 | 0.8041 |
| 0.4122 | 6.625 | 742 | 0.6455 | 0.6981 | 0.6455 | 0.8034 |
| 0.4122 | 6.6429 | 744 | 0.6518 | 0.6784 | 0.6518 | 0.8073 |
| 0.4122 | 6.6607 | 746 | 0.6508 | 0.6967 | 0.6508 | 0.8067 |
| 0.4122 | 6.6786 | 748 | 0.6493 | 0.7183 | 0.6493 | 0.8058 |
| 0.4122 | 6.6964 | 750 | 0.6530 | 0.7183 | 0.6530 | 0.8081 |
| 0.4122 | 6.7143 | 752 | 0.6624 | 0.7091 | 0.6624 | 0.8139 |
| 0.4122 | 6.7321 | 754 | 0.6680 | 0.7091 | 0.6680 | 0.8173 |
| 0.4122 | 6.75 | 756 | 0.6624 | 0.6958 | 0.6624 | 0.8139 |
| 0.4122 | 6.7679 | 758 | 0.6684 | 0.6815 | 0.6684 | 0.8176 |
| 0.4122 | 6.7857 | 760 | 0.6590 | 0.6671 | 0.6590 | 0.8118 |
| 0.4122 | 6.8036 | 762 | 0.6611 | 0.6800 | 0.6611 | 0.8131 |
| 0.4122 | 6.8214 | 764 | 0.6877 | 0.6866 | 0.6877 | 0.8293 |
| 0.4122 | 6.8393 | 766 | 0.7202 | 0.6649 | 0.7202 | 0.8486 |
| 0.4122 | 6.8571 | 768 | 0.7435 | 0.6714 | 0.7435 | 0.8623 |
| 0.4122 | 6.875 | 770 | 0.7408 | 0.6905 | 0.7408 | 0.8607 |
| 0.4122 | 6.8929 | 772 | 0.7491 | 0.6886 | 0.7491 | 0.8655 |
| 0.4122 | 6.9107 | 774 | 0.7342 | 0.6843 | 0.7342 | 0.8568 |
| 0.4122 | 6.9286 | 776 | 0.6983 | 0.6955 | 0.6983 | 0.8357 |
| 0.4122 | 6.9464 | 778 | 0.6724 | 0.7091 | 0.6724 | 0.8200 |
| 0.4122 | 6.9643 | 780 | 0.6553 | 0.7097 | 0.6553 | 0.8095 |
| 0.4122 | 6.9821 | 782 | 0.6458 | 0.7076 | 0.6458 | 0.8036 |
| 0.4122 | 7.0 | 784 | 0.6372 | 0.7226 | 0.6372 | 0.7982 |
| 0.4122 | 7.0179 | 786 | 0.6340 | 0.7226 | 0.6340 | 0.7962 |
| 0.4122 | 7.0357 | 788 | 0.6355 | 0.7156 | 0.6355 | 0.7972 |
| 0.4122 | 7.0536 | 790 | 0.6454 | 0.6905 | 0.6454 | 0.8034 |
| 0.4122 | 7.0714 | 792 | 0.6569 | 0.6828 | 0.6569 | 0.8105 |
| 0.4122 | 7.0893 | 794 | 0.6576 | 0.6905 | 0.6576 | 0.8109 |
| 0.4122 | 7.1071 | 796 | 0.6570 | 0.6981 | 0.6570 | 0.8105 |
| 0.4122 | 7.125 | 798 | 0.6456 | 0.6940 | 0.6456 | 0.8035 |
| 0.4122 | 7.1429 | 800 | 0.6341 | 0.7150 | 0.6341 | 0.7963 |
| 0.4122 | 7.1607 | 802 | 0.6281 | 0.7127 | 0.6281 | 0.7925 |
| 0.4122 | 7.1786 | 804 | 0.6294 | 0.7262 | 0.6294 | 0.7933 |
| 0.4122 | 7.1964 | 806 | 0.6327 | 0.7231 | 0.6327 | 0.7954 |
| 0.4122 | 7.2143 | 808 | 0.6398 | 0.7354 | 0.6398 | 0.7999 |
| 0.4122 | 7.2321 | 810 | 0.6602 | 0.7057 | 0.6602 | 0.8125 |
| 0.4122 | 7.25 | 812 | 0.6852 | 0.6992 | 0.6852 | 0.8278 |
| 0.4122 | 7.2679 | 814 | 0.7214 | 0.6997 | 0.7214 | 0.8493 |
| 0.4122 | 7.2857 | 816 | 0.7246 | 0.6997 | 0.7246 | 0.8513 |
| 0.4122 | 7.3036 | 818 | 0.6999 | 0.6894 | 0.6999 | 0.8366 |
| 0.4122 | 7.3214 | 820 | 0.6584 | 0.7152 | 0.6584 | 0.8114 |
| 0.4122 | 7.3393 | 822 | 0.6328 | 0.7212 | 0.6328 | 0.7955 |
| 0.4122 | 7.3571 | 824 | 0.6297 | 0.7185 | 0.6297 | 0.7935 |
| 0.4122 | 7.375 | 826 | 0.6289 | 0.7078 | 0.6289 | 0.7930 |
| 0.4122 | 7.3929 | 828 | 0.6277 | 0.7092 | 0.6277 | 0.7923 |
| 0.4122 | 7.4107 | 830 | 0.6268 | 0.7078 | 0.6268 | 0.7917 |
| 0.4122 | 7.4286 | 832 | 0.6275 | 0.7202 | 0.6275 | 0.7922 |
| 0.4122 | 7.4464 | 834 | 0.6311 | 0.7234 | 0.6311 | 0.7944 |
| 0.4122 | 7.4643 | 836 | 0.6406 | 0.7371 | 0.6406 | 0.8004 |
| 0.4122 | 7.4821 | 838 | 0.6578 | 0.7179 | 0.6578 | 0.8111 |
| 0.4122 | 7.5 | 840 | 0.6668 | 0.6901 | 0.6668 | 0.8166 |
| 0.4122 | 7.5179 | 842 | 0.6640 | 0.7120 | 0.6640 | 0.8148 |
| 0.4122 | 7.5357 | 844 | 0.6583 | 0.7342 | 0.6583 | 0.8113 |
| 0.4122 | 7.5536 | 846 | 0.6550 | 0.7384 | 0.6550 | 0.8093 |
| 0.4122 | 7.5714 | 848 | 0.6506 | 0.7295 | 0.6506 | 0.8066 |
| 0.4122 | 7.5893 | 850 | 0.6415 | 0.7338 | 0.6415 | 0.8010 |
| 0.4122 | 7.6071 | 852 | 0.6361 | 0.7338 | 0.6361 | 0.7975 |
| 0.4122 | 7.625 | 854 | 0.6281 | 0.7430 | 0.6281 | 0.7925 |
| 0.4122 | 7.6429 | 856 | 0.6273 | 0.7447 | 0.6273 | 0.7920 |
| 0.4122 | 7.6607 | 858 | 0.6256 | 0.7420 | 0.6256 | 0.7909 |
| 0.4122 | 7.6786 | 860 | 0.6231 | 0.7361 | 0.6231 | 0.7894 |
| 0.4122 | 7.6964 | 862 | 0.6256 | 0.7371 | 0.6256 | 0.7909 |
| 0.4122 | 7.7143 | 864 | 0.6322 | 0.7527 | 0.6322 | 0.7951 |
| 0.4122 | 7.7321 | 866 | 0.6438 | 0.7527 | 0.6438 | 0.8024 |
| 0.4122 | 7.75 | 868 | 0.6565 | 0.7067 | 0.6565 | 0.8103 |
| 0.4122 | 7.7679 | 870 | 0.6856 | 0.6917 | 0.6856 | 0.8280 |
| 0.4122 | 7.7857 | 872 | 0.7199 | 0.6769 | 0.7199 | 0.8485 |
| 0.4122 | 7.8036 | 874 | 0.7290 | 0.6689 | 0.7290 | 0.8538 |
| 0.4122 | 7.8214 | 876 | 0.7097 | 0.6910 | 0.7097 | 0.8425 |
| 0.4122 | 7.8393 | 878 | 0.6827 | 0.6961 | 0.6827 | 0.8262 |
| 0.4122 | 7.8571 | 880 | 0.6512 | 0.7269 | 0.6512 | 0.8070 |
| 0.4122 | 7.875 | 882 | 0.6306 | 0.7361 | 0.6306 | 0.7941 |
| 0.4122 | 7.8929 | 884 | 0.6300 | 0.7088 | 0.6300 | 0.7938 |
| 0.4122 | 7.9107 | 886 | 0.6357 | 0.7080 | 0.6357 | 0.7973 |
| 0.4122 | 7.9286 | 888 | 0.6400 | 0.7189 | 0.6400 | 0.8000 |
| 0.4122 | 7.9464 | 890 | 0.6365 | 0.7143 | 0.6365 | 0.7978 |
| 0.4122 | 7.9643 | 892 | 0.6300 | 0.7148 | 0.6300 | 0.7937 |
| 0.4122 | 7.9821 | 894 | 0.6293 | 0.7152 | 0.6293 | 0.7933 |
| 0.4122 | 8.0 | 896 | 0.6363 | 0.7400 | 0.6363 | 0.7977 |
| 0.4122 | 8.0179 | 898 | 0.6468 | 0.7348 | 0.6468 | 0.8042 |
| 0.4122 | 8.0357 | 900 | 0.6525 | 0.7109 | 0.6525 | 0.8078 |
| 0.4122 | 8.0536 | 902 | 0.6516 | 0.7109 | 0.6516 | 0.8072 |
| 0.4122 | 8.0714 | 904 | 0.6572 | 0.7004 | 0.6572 | 0.8107 |
| 0.4122 | 8.0893 | 906 | 0.6574 | 0.7004 | 0.6574 | 0.8108 |
| 0.4122 | 8.1071 | 908 | 0.6496 | 0.7179 | 0.6496 | 0.8060 |
| 0.4122 | 8.125 | 910 | 0.6412 | 0.7371 | 0.6412 | 0.8008 |
| 0.4122 | 8.1429 | 912 | 0.6348 | 0.7371 | 0.6348 | 0.7968 |
| 0.4122 | 8.1607 | 914 | 0.6329 | 0.7371 | 0.6329 | 0.7956 |
| 0.4122 | 8.1786 | 916 | 0.6299 | 0.7393 | 0.6299 | 0.7937 |
| 0.4122 | 8.1964 | 918 | 0.6300 | 0.7393 | 0.6300 | 0.7937 |
| 0.4122 | 8.2143 | 920 | 0.6335 | 0.7439 | 0.6335 | 0.7960 |
| 0.4122 | 8.2321 | 922 | 0.6369 | 0.7479 | 0.6369 | 0.7981 |
| 0.4122 | 8.25 | 924 | 0.6453 | 0.7479 | 0.6453 | 0.8033 |
| 0.4122 | 8.2679 | 926 | 0.6598 | 0.7067 | 0.6598 | 0.8123 |
| 0.4122 | 8.2857 | 928 | 0.6760 | 0.6844 | 0.6760 | 0.8222 |
| 0.4122 | 8.3036 | 930 | 0.6812 | 0.6844 | 0.6812 | 0.8253 |
| 0.4122 | 8.3214 | 932 | 0.6856 | 0.6844 | 0.6856 | 0.8280 |
| 0.4122 | 8.3393 | 934 | 0.6789 | 0.6844 | 0.6789 | 0.8239 |
| 0.4122 | 8.3571 | 936 | 0.6681 | 0.6796 | 0.6681 | 0.8174 |
| 0.4122 | 8.375 | 938 | 0.6541 | 0.7041 | 0.6541 | 0.8088 |
| 0.4122 | 8.3929 | 940 | 0.6449 | 0.7002 | 0.6449 | 0.8031 |
| 0.4122 | 8.4107 | 942 | 0.6420 | 0.7077 | 0.6420 | 0.8012 |
| 0.4122 | 8.4286 | 944 | 0.6442 | 0.7002 | 0.6442 | 0.8026 |
| 0.4122 | 8.4464 | 946 | 0.6486 | 0.6939 | 0.6486 | 0.8053 |
| 0.4122 | 8.4643 | 948 | 0.6532 | 0.6939 | 0.6532 | 0.8082 |
| 0.4122 | 8.4821 | 950 | 0.6508 | 0.7012 | 0.6508 | 0.8067 |
| 0.4122 | 8.5 | 952 | 0.6516 | 0.7012 | 0.6516 | 0.8072 |
| 0.4122 | 8.5179 | 954 | 0.6465 | 0.7231 | 0.6465 | 0.8041 |
| 0.4122 | 8.5357 | 956 | 0.6390 | 0.7371 | 0.6390 | 0.7994 |
| 0.4122 | 8.5536 | 958 | 0.6358 | 0.7463 | 0.6358 | 0.7973 |
| 0.4122 | 8.5714 | 960 | 0.6358 | 0.7314 | 0.6358 | 0.7973 |
| 0.4122 | 8.5893 | 962 | 0.6379 | 0.7355 | 0.6379 | 0.7987 |
| 0.4122 | 8.6071 | 964 | 0.6394 | 0.7355 | 0.6394 | 0.7996 |
| 0.4122 | 8.625 | 966 | 0.6400 | 0.7284 | 0.6400 | 0.8000 |
| 0.4122 | 8.6429 | 968 | 0.6440 | 0.7284 | 0.6440 | 0.8025 |
| 0.4122 | 8.6607 | 970 | 0.6512 | 0.6831 | 0.6512 | 0.8070 |
| 0.4122 | 8.6786 | 972 | 0.6543 | 0.6755 | 0.6543 | 0.8089 |
| 0.4122 | 8.6964 | 974 | 0.6532 | 0.6755 | 0.6532 | 0.8082 |
| 0.4122 | 8.7143 | 976 | 0.6499 | 0.6685 | 0.6499 | 0.8062 |
| 0.4122 | 8.7321 | 978 | 0.6489 | 0.6900 | 0.6489 | 0.8055 |
| 0.4122 | 8.75 | 980 | 0.6521 | 0.6685 | 0.6521 | 0.8075 |
| 0.4122 | 8.7679 | 982 | 0.6502 | 0.6823 | 0.6502 | 0.8064 |
| 0.4122 | 8.7857 | 984 | 0.6468 | 0.6900 | 0.6468 | 0.8043 |
| 0.4122 | 8.8036 | 986 | 0.6413 | 0.6963 | 0.6413 | 0.8008 |
| 0.4122 | 8.8214 | 988 | 0.6384 | 0.7087 | 0.6384 | 0.7990 |
| 0.4122 | 8.8393 | 990 | 0.6355 | 0.7046 | 0.6355 | 0.7972 |
| 0.4122 | 8.8571 | 992 | 0.6334 | 0.7046 | 0.6334 | 0.7959 |
| 0.4122 | 8.875 | 994 | 0.6325 | 0.7186 | 0.6325 | 0.7953 |
| 0.4122 | 8.8929 | 996 | 0.6345 | 0.7250 | 0.6345 | 0.7966 |
| 0.4122 | 8.9107 | 998 | 0.6381 | 0.7503 | 0.6381 | 0.7988 |
| 0.071 | 8.9286 | 1000 | 0.6417 | 0.7262 | 0.6417 | 0.8011 |
| 0.071 | 8.9464 | 1002 | 0.6482 | 0.7192 | 0.6482 | 0.8051 |
| 0.071 | 8.9643 | 1004 | 0.6518 | 0.7192 | 0.6518 | 0.8074 |
| 0.071 | 8.9821 | 1006 | 0.6560 | 0.7170 | 0.6560 | 0.8099 |
| 0.071 | 9.0 | 1008 | 0.6582 | 0.7038 | 0.6582 | 0.8113 |
| 0.071 | 9.0179 | 1010 | 0.6634 | 0.6966 | 0.6634 | 0.8145 |
| 0.071 | 9.0357 | 1012 | 0.6671 | 0.6966 | 0.6671 | 0.8168 |
| 0.071 | 9.0536 | 1014 | 0.6730 | 0.6892 | 0.6730 | 0.8204 |
| 0.071 | 9.0714 | 1016 | 0.6834 | 0.6777 | 0.6834 | 0.8267 |
| 0.071 | 9.0893 | 1018 | 0.6923 | 0.6645 | 0.6923 | 0.8320 |
| 0.071 | 9.1071 | 1020 | 0.6952 | 0.6645 | 0.6952 | 0.8338 |
| 0.071 | 9.125 | 1022 | 0.6924 | 0.6750 | 0.6924 | 0.8321 |
| 0.071 | 9.1429 | 1024 | 0.6844 | 0.6730 | 0.6844 | 0.8273 |
| 0.071 | 9.1607 | 1026 | 0.6793 | 0.6777 | 0.6793 | 0.8242 |
| 0.071 | 9.1786 | 1028 | 0.6751 | 0.6972 | 0.6751 | 0.8217 |
| 0.071 | 9.1964 | 1030 | 0.6718 | 0.6972 | 0.6718 | 0.8196 |
| 0.071 | 9.2143 | 1032 | 0.6710 | 0.6972 | 0.6710 | 0.8191 |
| 0.071 | 9.2321 | 1034 | 0.6710 | 0.6972 | 0.6710 | 0.8192 |
| 0.071 | 9.25 | 1036 | 0.6683 | 0.6972 | 0.6683 | 0.8175 |
| 0.071 | 9.2679 | 1038 | 0.6638 | 0.6892 | 0.6638 | 0.8148 |
| 0.071 | 9.2857 | 1040 | 0.6623 | 0.6892 | 0.6623 | 0.8138 |
| 0.071 | 9.3036 | 1042 | 0.6646 | 0.6993 | 0.6646 | 0.8153 |
| 0.071 | 9.3214 | 1044 | 0.6657 | 0.6972 | 0.6657 | 0.8159 |
| 0.071 | 9.3393 | 1046 | 0.6660 | 0.6972 | 0.6660 | 0.8161 |
| 0.071 | 9.3571 | 1048 | 0.6664 | 0.6972 | 0.6664 | 0.8163 |
| 0.071 | 9.375 | 1050 | 0.6644 | 0.6972 | 0.6644 | 0.8151 |
| 0.071 | 9.3929 | 1052 | 0.6618 | 0.6892 | 0.6618 | 0.8135 |
| 0.071 | 9.4107 | 1054 | 0.6598 | 0.6892 | 0.6598 | 0.8123 |
| 0.071 | 9.4286 | 1056 | 0.6587 | 0.6892 | 0.6587 | 0.8116 |
| 0.071 | 9.4464 | 1058 | 0.6599 | 0.6892 | 0.6599 | 0.8124 |
| 0.071 | 9.4643 | 1060 | 0.6619 | 0.6892 | 0.6619 | 0.8136 |
| 0.071 | 9.4821 | 1062 | 0.6663 | 0.6972 | 0.6663 | 0.8163 |
| 0.071 | 9.5 | 1064 | 0.6680 | 0.6972 | 0.6680 | 0.8173 |
| 0.071 | 9.5179 | 1066 | 0.6676 | 0.6972 | 0.6676 | 0.8171 |
| 0.071 | 9.5357 | 1068 | 0.6704 | 0.6972 | 0.6704 | 0.8188 |
| 0.071 | 9.5536 | 1070 | 0.6746 | 0.6924 | 0.6746 | 0.8213 |
| 0.071 | 9.5714 | 1072 | 0.6788 | 0.6730 | 0.6788 | 0.8239 |
| 0.071 | 9.5893 | 1074 | 0.6814 | 0.6730 | 0.6814 | 0.8255 |
| 0.071 | 9.6071 | 1076 | 0.6822 | 0.6730 | 0.6822 | 0.8259 |
| 0.071 | 9.625 | 1078 | 0.6843 | 0.6750 | 0.6843 | 0.8272 |
| 0.071 | 9.6429 | 1080 | 0.6845 | 0.6750 | 0.6845 | 0.8273 |
| 0.071 | 9.6607 | 1082 | 0.6848 | 0.6750 | 0.6848 | 0.8275 |
| 0.071 | 9.6786 | 1084 | 0.6854 | 0.6750 | 0.6854 | 0.8279 |
| 0.071 | 9.6964 | 1086 | 0.6864 | 0.6750 | 0.6864 | 0.8285 |
| 0.071 | 9.7143 | 1088 | 0.6880 | 0.6750 | 0.6880 | 0.8294 |
| 0.071 | 9.7321 | 1090 | 0.6901 | 0.6750 | 0.6901 | 0.8307 |
| 0.071 | 9.75 | 1092 | 0.6922 | 0.6750 | 0.6922 | 0.8320 |
| 0.071 | 9.7679 | 1094 | 0.6953 | 0.6731 | 0.6953 | 0.8338 |
| 0.071 | 9.7857 | 1096 | 0.6965 | 0.6731 | 0.6965 | 0.8345 |
| 0.071 | 9.8036 | 1098 | 0.6975 | 0.6731 | 0.6975 | 0.8352 |
| 0.071 | 9.8214 | 1100 | 0.6967 | 0.6731 | 0.6967 | 0.8347 |
| 0.071 | 9.8393 | 1102 | 0.6958 | 0.6731 | 0.6958 | 0.8341 |
| 0.071 | 9.8571 | 1104 | 0.6947 | 0.6731 | 0.6947 | 0.8335 |
| 0.071 | 9.875 | 1106 | 0.6934 | 0.6750 | 0.6934 | 0.8327 |
| 0.071 | 9.8929 | 1108 | 0.6917 | 0.6750 | 0.6917 | 0.8317 |
| 0.071 | 9.9107 | 1110 | 0.6904 | 0.6750 | 0.6904 | 0.8309 |
| 0.071 | 9.9286 | 1112 | 0.6893 | 0.6750 | 0.6893 | 0.8302 |
| 0.071 | 9.9464 | 1114 | 0.6886 | 0.6750 | 0.6886 | 0.8298 |
| 0.071 | 9.9643 | 1116 | 0.6882 | 0.6750 | 0.6882 | 0.8296 |
| 0.071 | 9.9821 | 1118 | 0.6881 | 0.6750 | 0.6881 | 0.8295 |
| 0.071 | 10.0 | 1120 | 0.6882 | 0.6750 | 0.6882 | 0.8296 |
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_run3_AugV5_k18_task1_organization
Base model
aubmindlab/bert-base-arabertv02