Instructions to use MayBashendy/ArabicNewSplits5_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/ArabicNewSplits5_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/ArabicNewSplits5_FineTuningAraBERT_run2_AugV5_k17_task1_organization")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run2_AugV5_k17_task1_organization") model = AutoModelForSequenceClassification.from_pretrained("MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run2_AugV5_k17_task1_organization", device_map="auto") - Notebooks
- Google Colab
- Kaggle
ArabicNewSplits5_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: 0.7044
- Qwk: 0.7031
- Mse: 0.7044
- Rmse: 0.8393
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 | 0.0189 | 2 | 5.0332 | -0.0354 | 5.0332 | 2.2435 |
| No log | 0.0377 | 4 | 3.1885 | 0.0620 | 3.1885 | 1.7856 |
| No log | 0.0566 | 6 | 2.6679 | -0.1113 | 2.6679 | 1.6334 |
| No log | 0.0755 | 8 | 2.3078 | -0.1293 | 2.3078 | 1.5191 |
| No log | 0.0943 | 10 | 1.7787 | 0.0246 | 1.7787 | 1.3337 |
| No log | 0.1132 | 12 | 1.6193 | 0.0840 | 1.6193 | 1.2725 |
| No log | 0.1321 | 14 | 1.6661 | 0.0492 | 1.6661 | 1.2908 |
| No log | 0.1509 | 16 | 1.9909 | -0.0130 | 1.9909 | 1.4110 |
| No log | 0.1698 | 18 | 2.1570 | -0.0366 | 2.1570 | 1.4687 |
| No log | 0.1887 | 20 | 2.1297 | 0.0457 | 2.1297 | 1.4594 |
| No log | 0.2075 | 22 | 2.2543 | 0.0190 | 2.2543 | 1.5014 |
| No log | 0.2264 | 24 | 1.9714 | 0.0542 | 1.9714 | 1.4041 |
| No log | 0.2453 | 26 | 1.6376 | 0.0802 | 1.6376 | 1.2797 |
| No log | 0.2642 | 28 | 1.6676 | 0.0864 | 1.6676 | 1.2914 |
| No log | 0.2830 | 30 | 1.5605 | 0.1043 | 1.5605 | 1.2492 |
| No log | 0.3019 | 32 | 1.7388 | 0.0977 | 1.7388 | 1.3186 |
| No log | 0.3208 | 34 | 1.7729 | 0.1192 | 1.7729 | 1.3315 |
| No log | 0.3396 | 36 | 2.1252 | 0.1479 | 2.1252 | 1.4578 |
| No log | 0.3585 | 38 | 2.4244 | 0.1261 | 2.4244 | 1.5570 |
| No log | 0.3774 | 40 | 2.0324 | 0.1787 | 2.0324 | 1.4256 |
| No log | 0.3962 | 42 | 1.8863 | 0.2021 | 1.8863 | 1.3734 |
| No log | 0.4151 | 44 | 1.8905 | 0.2212 | 1.8905 | 1.3749 |
| No log | 0.4340 | 46 | 2.0003 | 0.1896 | 2.0003 | 1.4143 |
| No log | 0.4528 | 48 | 2.5473 | 0.1576 | 2.5473 | 1.5960 |
| No log | 0.4717 | 50 | 2.8864 | 0.1401 | 2.8864 | 1.6989 |
| No log | 0.4906 | 52 | 2.6678 | 0.1637 | 2.6678 | 1.6333 |
| No log | 0.5094 | 54 | 1.8201 | 0.2377 | 1.8201 | 1.3491 |
| No log | 0.5283 | 56 | 1.1681 | 0.3499 | 1.1681 | 1.0808 |
| No log | 0.5472 | 58 | 1.0778 | 0.4384 | 1.0778 | 1.0382 |
| No log | 0.5660 | 60 | 1.1036 | 0.4073 | 1.1036 | 1.0505 |
| No log | 0.5849 | 62 | 1.1303 | 0.3439 | 1.1302 | 1.0631 |
| No log | 0.6038 | 64 | 1.3730 | 0.1746 | 1.3730 | 1.1718 |
| No log | 0.6226 | 66 | 1.6774 | 0.1599 | 1.6774 | 1.2951 |
| No log | 0.6415 | 68 | 1.7734 | 0.1814 | 1.7734 | 1.3317 |
| No log | 0.6604 | 70 | 1.9019 | 0.1565 | 1.9019 | 1.3791 |
| No log | 0.6792 | 72 | 1.6456 | 0.1901 | 1.6456 | 1.2828 |
| No log | 0.6981 | 74 | 1.6626 | 0.2293 | 1.6627 | 1.2894 |
| No log | 0.7170 | 76 | 1.6242 | 0.2754 | 1.6242 | 1.2744 |
| No log | 0.7358 | 78 | 1.3644 | 0.4008 | 1.3644 | 1.1681 |
| No log | 0.7547 | 80 | 1.0280 | 0.5259 | 1.0280 | 1.0139 |
| No log | 0.7736 | 82 | 1.1728 | 0.4327 | 1.1728 | 1.0830 |
| No log | 0.7925 | 84 | 1.3427 | 0.4184 | 1.3427 | 1.1588 |
| No log | 0.8113 | 86 | 1.3150 | 0.4170 | 1.3150 | 1.1467 |
| No log | 0.8302 | 88 | 0.9398 | 0.5835 | 0.9398 | 0.9695 |
| No log | 0.8491 | 90 | 0.7391 | 0.6053 | 0.7391 | 0.8597 |
| No log | 0.8679 | 92 | 0.8177 | 0.5335 | 0.8177 | 0.9043 |
| No log | 0.8868 | 94 | 0.8438 | 0.5515 | 0.8438 | 0.9186 |
| No log | 0.9057 | 96 | 0.7994 | 0.5754 | 0.7994 | 0.8941 |
| No log | 0.9245 | 98 | 0.8536 | 0.5580 | 0.8536 | 0.9239 |
| No log | 0.9434 | 100 | 1.1257 | 0.5489 | 1.1257 | 1.0610 |
| No log | 0.9623 | 102 | 1.4657 | 0.4601 | 1.4657 | 1.2107 |
| No log | 0.9811 | 104 | 1.6540 | 0.3890 | 1.6540 | 1.2861 |
| No log | 1.0 | 106 | 1.4700 | 0.4765 | 1.4700 | 1.2125 |
| No log | 1.0189 | 108 | 1.2166 | 0.5397 | 1.2166 | 1.1030 |
| No log | 1.0377 | 110 | 0.8781 | 0.5730 | 0.8781 | 0.9371 |
| No log | 1.0566 | 112 | 0.7629 | 0.6176 | 0.7629 | 0.8735 |
| No log | 1.0755 | 114 | 0.7595 | 0.5989 | 0.7595 | 0.8715 |
| No log | 1.0943 | 116 | 0.8035 | 0.5452 | 0.8035 | 0.8964 |
| No log | 1.1132 | 118 | 0.9831 | 0.5280 | 0.9831 | 0.9915 |
| No log | 1.1321 | 120 | 1.0868 | 0.5397 | 1.0868 | 1.0425 |
| No log | 1.1509 | 122 | 0.9949 | 0.5241 | 0.9949 | 0.9975 |
| No log | 1.1698 | 124 | 0.9140 | 0.5936 | 0.9140 | 0.9560 |
| No log | 1.1887 | 126 | 0.8232 | 0.5763 | 0.8232 | 0.9073 |
| No log | 1.2075 | 128 | 0.7928 | 0.6314 | 0.7928 | 0.8904 |
| No log | 1.2264 | 130 | 0.9641 | 0.5307 | 0.9641 | 0.9819 |
| No log | 1.2453 | 132 | 0.9514 | 0.5261 | 0.9514 | 0.9754 |
| No log | 1.2642 | 134 | 0.8967 | 0.5601 | 0.8967 | 0.9469 |
| No log | 1.2830 | 136 | 0.7207 | 0.6471 | 0.7207 | 0.8489 |
| No log | 1.3019 | 138 | 0.7166 | 0.6906 | 0.7166 | 0.8465 |
| No log | 1.3208 | 140 | 0.6908 | 0.6757 | 0.6908 | 0.8312 |
| No log | 1.3396 | 142 | 0.7077 | 0.6453 | 0.7077 | 0.8413 |
| No log | 1.3585 | 144 | 0.7913 | 0.6122 | 0.7913 | 0.8895 |
| No log | 1.3774 | 146 | 0.8350 | 0.6084 | 0.8350 | 0.9138 |
| No log | 1.3962 | 148 | 0.7684 | 0.6615 | 0.7684 | 0.8766 |
| No log | 1.4151 | 150 | 0.8218 | 0.6146 | 0.8218 | 0.9065 |
| No log | 1.4340 | 152 | 0.9242 | 0.5825 | 0.9242 | 0.9613 |
| No log | 1.4528 | 154 | 0.9433 | 0.5920 | 0.9433 | 0.9713 |
| No log | 1.4717 | 156 | 0.8106 | 0.6401 | 0.8106 | 0.9004 |
| No log | 1.4906 | 158 | 0.7671 | 0.6573 | 0.7671 | 0.8759 |
| No log | 1.5094 | 160 | 1.2888 | 0.4949 | 1.2888 | 1.1353 |
| No log | 1.5283 | 162 | 1.5969 | 0.4781 | 1.5969 | 1.2637 |
| No log | 1.5472 | 164 | 1.2735 | 0.5059 | 1.2735 | 1.1285 |
| No log | 1.5660 | 166 | 0.8030 | 0.6383 | 0.8030 | 0.8961 |
| No log | 1.5849 | 168 | 0.6924 | 0.6892 | 0.6924 | 0.8321 |
| No log | 1.6038 | 170 | 0.8277 | 0.6335 | 0.8277 | 0.9098 |
| No log | 1.6226 | 172 | 0.8772 | 0.6087 | 0.8772 | 0.9366 |
| No log | 1.6415 | 174 | 0.8494 | 0.6296 | 0.8494 | 0.9216 |
| No log | 1.6604 | 176 | 0.8183 | 0.6264 | 0.8183 | 0.9046 |
| No log | 1.6792 | 178 | 0.7915 | 0.6468 | 0.7915 | 0.8896 |
| No log | 1.6981 | 180 | 0.7733 | 0.6387 | 0.7733 | 0.8794 |
| No log | 1.7170 | 182 | 0.7611 | 0.6689 | 0.7611 | 0.8724 |
| No log | 1.7358 | 184 | 0.8375 | 0.6521 | 0.8375 | 0.9152 |
| No log | 1.7547 | 186 | 1.1141 | 0.5307 | 1.1141 | 1.0555 |
| No log | 1.7736 | 188 | 1.2535 | 0.4841 | 1.2535 | 1.1196 |
| No log | 1.7925 | 190 | 1.0930 | 0.5373 | 1.0930 | 1.0455 |
| No log | 1.8113 | 192 | 0.8876 | 0.5832 | 0.8876 | 0.9422 |
| No log | 1.8302 | 194 | 0.8139 | 0.6147 | 0.8139 | 0.9022 |
| No log | 1.8491 | 196 | 0.8074 | 0.6120 | 0.8074 | 0.8986 |
| No log | 1.8679 | 198 | 0.8203 | 0.6015 | 0.8203 | 0.9057 |
| No log | 1.8868 | 200 | 0.9131 | 0.5741 | 0.9131 | 0.9556 |
| No log | 1.9057 | 202 | 0.9469 | 0.5875 | 0.9469 | 0.9731 |
| No log | 1.9245 | 204 | 0.9507 | 0.6000 | 0.9507 | 0.9750 |
| No log | 1.9434 | 206 | 0.9019 | 0.5811 | 0.9019 | 0.9497 |
| No log | 1.9623 | 208 | 0.8399 | 0.6266 | 0.8399 | 0.9164 |
| No log | 1.9811 | 210 | 0.8180 | 0.6108 | 0.8180 | 0.9044 |
| No log | 2.0 | 212 | 0.8138 | 0.6072 | 0.8138 | 0.9021 |
| No log | 2.0189 | 214 | 0.8218 | 0.6177 | 0.8218 | 0.9065 |
| No log | 2.0377 | 216 | 0.8302 | 0.6451 | 0.8302 | 0.9111 |
| No log | 2.0566 | 218 | 0.7987 | 0.6219 | 0.7987 | 0.8937 |
| No log | 2.0755 | 220 | 0.7957 | 0.6294 | 0.7957 | 0.8920 |
| No log | 2.0943 | 222 | 0.8144 | 0.6231 | 0.8144 | 0.9025 |
| No log | 2.1132 | 224 | 0.8148 | 0.6157 | 0.8148 | 0.9027 |
| No log | 2.1321 | 226 | 0.8176 | 0.6459 | 0.8176 | 0.9042 |
| No log | 2.1509 | 228 | 0.8396 | 0.6451 | 0.8396 | 0.9163 |
| No log | 2.1698 | 230 | 0.8721 | 0.6387 | 0.8721 | 0.9338 |
| No log | 2.1887 | 232 | 0.9139 | 0.6274 | 0.9139 | 0.9560 |
| No log | 2.2075 | 234 | 0.9044 | 0.6252 | 0.9044 | 0.9510 |
| No log | 2.2264 | 236 | 0.8829 | 0.6366 | 0.8829 | 0.9396 |
| No log | 2.2453 | 238 | 0.8739 | 0.6298 | 0.8739 | 0.9348 |
| No log | 2.2642 | 240 | 0.8793 | 0.6404 | 0.8793 | 0.9377 |
| No log | 2.2830 | 242 | 0.8413 | 0.6627 | 0.8413 | 0.9172 |
| No log | 2.3019 | 244 | 0.8607 | 0.5879 | 0.8607 | 0.9278 |
| No log | 2.3208 | 246 | 0.8883 | 0.5749 | 0.8883 | 0.9425 |
| No log | 2.3396 | 248 | 0.8226 | 0.5938 | 0.8226 | 0.9070 |
| No log | 2.3585 | 250 | 0.8122 | 0.6395 | 0.8122 | 0.9012 |
| No log | 2.3774 | 252 | 0.8319 | 0.6391 | 0.8319 | 0.9121 |
| No log | 2.3962 | 254 | 0.7972 | 0.6545 | 0.7972 | 0.8929 |
| No log | 2.4151 | 256 | 0.7831 | 0.6552 | 0.7831 | 0.8849 |
| No log | 2.4340 | 258 | 0.7935 | 0.6740 | 0.7935 | 0.8908 |
| No log | 2.4528 | 260 | 0.8011 | 0.6401 | 0.8011 | 0.8951 |
| No log | 2.4717 | 262 | 0.8217 | 0.6191 | 0.8217 | 0.9065 |
| No log | 2.4906 | 264 | 0.7887 | 0.6638 | 0.7887 | 0.8881 |
| No log | 2.5094 | 266 | 0.7384 | 0.6753 | 0.7384 | 0.8593 |
| No log | 2.5283 | 268 | 0.7734 | 0.6152 | 0.7734 | 0.8794 |
| No log | 2.5472 | 270 | 0.7884 | 0.6232 | 0.7884 | 0.8879 |
| No log | 2.5660 | 272 | 0.7432 | 0.6404 | 0.7432 | 0.8621 |
| No log | 2.5849 | 274 | 0.7313 | 0.6308 | 0.7313 | 0.8552 |
| No log | 2.6038 | 276 | 0.7048 | 0.6557 | 0.7048 | 0.8395 |
| No log | 2.6226 | 278 | 0.7597 | 0.6956 | 0.7597 | 0.8716 |
| No log | 2.6415 | 280 | 0.7939 | 0.6532 | 0.7939 | 0.8910 |
| No log | 2.6604 | 282 | 0.7840 | 0.6246 | 0.7840 | 0.8855 |
| No log | 2.6792 | 284 | 0.7279 | 0.6880 | 0.7279 | 0.8532 |
| No log | 2.6981 | 286 | 0.7061 | 0.6919 | 0.7061 | 0.8403 |
| No log | 2.7170 | 288 | 0.7197 | 0.7 | 0.7197 | 0.8484 |
| No log | 2.7358 | 290 | 0.7279 | 0.7018 | 0.7279 | 0.8532 |
| No log | 2.7547 | 292 | 0.6901 | 0.7101 | 0.6901 | 0.8307 |
| No log | 2.7736 | 294 | 0.7017 | 0.6891 | 0.7017 | 0.8377 |
| No log | 2.7925 | 296 | 0.7249 | 0.7024 | 0.7249 | 0.8514 |
| No log | 2.8113 | 298 | 0.7401 | 0.6947 | 0.7401 | 0.8603 |
| No log | 2.8302 | 300 | 0.8117 | 0.6491 | 0.8117 | 0.9009 |
| No log | 2.8491 | 302 | 0.8376 | 0.6383 | 0.8376 | 0.9152 |
| No log | 2.8679 | 304 | 0.7926 | 0.6534 | 0.7926 | 0.8903 |
| No log | 2.8868 | 306 | 0.7657 | 0.6559 | 0.7657 | 0.8751 |
| No log | 2.9057 | 308 | 0.7234 | 0.6940 | 0.7234 | 0.8505 |
| No log | 2.9245 | 310 | 0.7116 | 0.7134 | 0.7116 | 0.8436 |
| No log | 2.9434 | 312 | 0.7257 | 0.7066 | 0.7257 | 0.8519 |
| No log | 2.9623 | 314 | 0.7153 | 0.7261 | 0.7153 | 0.8458 |
| No log | 2.9811 | 316 | 0.6898 | 0.7355 | 0.6898 | 0.8305 |
| No log | 3.0 | 318 | 0.6702 | 0.7367 | 0.6702 | 0.8187 |
| No log | 3.0189 | 320 | 0.6695 | 0.7407 | 0.6695 | 0.8182 |
| No log | 3.0377 | 322 | 0.6939 | 0.7371 | 0.6939 | 0.8330 |
| No log | 3.0566 | 324 | 0.6914 | 0.7331 | 0.6914 | 0.8315 |
| No log | 3.0755 | 326 | 0.7057 | 0.7221 | 0.7057 | 0.8401 |
| No log | 3.0943 | 328 | 0.7307 | 0.7047 | 0.7307 | 0.8548 |
| No log | 3.1132 | 330 | 0.8048 | 0.6646 | 0.8048 | 0.8971 |
| No log | 3.1321 | 332 | 0.8520 | 0.6291 | 0.8520 | 0.9230 |
| No log | 3.1509 | 334 | 0.8346 | 0.6332 | 0.8346 | 0.9136 |
| No log | 3.1698 | 336 | 0.7522 | 0.6984 | 0.7522 | 0.8673 |
| No log | 3.1887 | 338 | 0.7177 | 0.6836 | 0.7177 | 0.8472 |
| No log | 3.2075 | 340 | 0.7017 | 0.7084 | 0.7017 | 0.8377 |
| No log | 3.2264 | 342 | 0.7011 | 0.7231 | 0.7011 | 0.8373 |
| No log | 3.2453 | 344 | 0.7518 | 0.6767 | 0.7518 | 0.8671 |
| No log | 3.2642 | 346 | 0.7791 | 0.6769 | 0.7791 | 0.8827 |
| No log | 3.2830 | 348 | 0.7883 | 0.6769 | 0.7883 | 0.8879 |
| No log | 3.3019 | 350 | 0.7548 | 0.6891 | 0.7548 | 0.8688 |
| No log | 3.3208 | 352 | 0.7019 | 0.7009 | 0.7019 | 0.8378 |
| No log | 3.3396 | 354 | 0.6982 | 0.7022 | 0.6982 | 0.8356 |
| No log | 3.3585 | 356 | 0.6966 | 0.7073 | 0.6966 | 0.8346 |
| No log | 3.3774 | 358 | 0.7158 | 0.7147 | 0.7158 | 0.8460 |
| No log | 3.3962 | 360 | 0.7313 | 0.7089 | 0.7313 | 0.8552 |
| No log | 3.4151 | 362 | 0.7557 | 0.6814 | 0.7557 | 0.8693 |
| No log | 3.4340 | 364 | 0.7853 | 0.6348 | 0.7853 | 0.8861 |
| No log | 3.4528 | 366 | 0.7766 | 0.6607 | 0.7766 | 0.8812 |
| No log | 3.4717 | 368 | 0.8156 | 0.6390 | 0.8156 | 0.9031 |
| No log | 3.4906 | 370 | 0.9247 | 0.5879 | 0.9247 | 0.9616 |
| No log | 3.5094 | 372 | 0.9493 | 0.5757 | 0.9493 | 0.9743 |
| No log | 3.5283 | 374 | 0.8798 | 0.6073 | 0.8798 | 0.9380 |
| No log | 3.5472 | 376 | 0.7530 | 0.6684 | 0.7530 | 0.8677 |
| No log | 3.5660 | 378 | 0.6893 | 0.7183 | 0.6893 | 0.8302 |
| No log | 3.5849 | 380 | 0.6660 | 0.7315 | 0.6660 | 0.8161 |
| No log | 3.6038 | 382 | 0.6925 | 0.6912 | 0.6925 | 0.8322 |
| No log | 3.6226 | 384 | 0.7456 | 0.6539 | 0.7456 | 0.8635 |
| No log | 3.6415 | 386 | 0.7656 | 0.6502 | 0.7656 | 0.8750 |
| No log | 3.6604 | 388 | 0.6968 | 0.7177 | 0.6968 | 0.8348 |
| No log | 3.6792 | 390 | 0.6458 | 0.7258 | 0.6458 | 0.8036 |
| No log | 3.6981 | 392 | 0.6556 | 0.7404 | 0.6556 | 0.8097 |
| No log | 3.7170 | 394 | 0.6771 | 0.7381 | 0.6771 | 0.8228 |
| No log | 3.7358 | 396 | 0.7066 | 0.7064 | 0.7066 | 0.8406 |
| No log | 3.7547 | 398 | 0.7412 | 0.7003 | 0.7412 | 0.8609 |
| No log | 3.7736 | 400 | 0.7521 | 0.6839 | 0.7521 | 0.8672 |
| No log | 3.7925 | 402 | 0.8103 | 0.6422 | 0.8103 | 0.9002 |
| No log | 3.8113 | 404 | 0.8992 | 0.6311 | 0.8992 | 0.9483 |
| No log | 3.8302 | 406 | 0.8932 | 0.6220 | 0.8932 | 0.9451 |
| No log | 3.8491 | 408 | 0.7819 | 0.6243 | 0.7819 | 0.8842 |
| No log | 3.8679 | 410 | 0.6842 | 0.7109 | 0.6842 | 0.8271 |
| No log | 3.8868 | 412 | 0.6587 | 0.7314 | 0.6587 | 0.8116 |
| No log | 3.9057 | 414 | 0.6551 | 0.7268 | 0.6551 | 0.8094 |
| No log | 3.9245 | 416 | 0.6703 | 0.7223 | 0.6703 | 0.8187 |
| No log | 3.9434 | 418 | 0.6745 | 0.7331 | 0.6745 | 0.8213 |
| No log | 3.9623 | 420 | 0.6665 | 0.7192 | 0.6665 | 0.8164 |
| No log | 3.9811 | 422 | 0.7053 | 0.6905 | 0.7053 | 0.8398 |
| No log | 4.0 | 424 | 0.7875 | 0.6490 | 0.7875 | 0.8874 |
| No log | 4.0189 | 426 | 0.8280 | 0.6324 | 0.8280 | 0.9099 |
| No log | 4.0377 | 428 | 0.8452 | 0.6367 | 0.8452 | 0.9194 |
| No log | 4.0566 | 430 | 0.8602 | 0.6119 | 0.8602 | 0.9275 |
| No log | 4.0755 | 432 | 0.8554 | 0.5958 | 0.8554 | 0.9249 |
| No log | 4.0943 | 434 | 0.7988 | 0.6316 | 0.7988 | 0.8938 |
| No log | 4.1132 | 436 | 0.8163 | 0.6185 | 0.8163 | 0.9035 |
| No log | 4.1321 | 438 | 0.8495 | 0.5850 | 0.8495 | 0.9217 |
| No log | 4.1509 | 440 | 0.8014 | 0.6274 | 0.8014 | 0.8952 |
| No log | 4.1698 | 442 | 0.7384 | 0.6703 | 0.7384 | 0.8593 |
| No log | 4.1887 | 444 | 0.7120 | 0.6548 | 0.7120 | 0.8438 |
| No log | 4.2075 | 446 | 0.6866 | 0.6718 | 0.6866 | 0.8286 |
| No log | 4.2264 | 448 | 0.6875 | 0.7179 | 0.6875 | 0.8292 |
| No log | 4.2453 | 450 | 0.6889 | 0.7264 | 0.6889 | 0.8300 |
| No log | 4.2642 | 452 | 0.6529 | 0.6990 | 0.6529 | 0.8080 |
| No log | 4.2830 | 454 | 0.6525 | 0.6518 | 0.6525 | 0.8078 |
| No log | 4.3019 | 456 | 0.6957 | 0.6480 | 0.6957 | 0.8341 |
| No log | 4.3208 | 458 | 0.7443 | 0.6312 | 0.7443 | 0.8628 |
| No log | 4.3396 | 460 | 0.7028 | 0.6522 | 0.7028 | 0.8384 |
| No log | 4.3585 | 462 | 0.6706 | 0.6800 | 0.6706 | 0.8189 |
| No log | 4.3774 | 464 | 0.7525 | 0.6906 | 0.7525 | 0.8674 |
| No log | 4.3962 | 466 | 0.8203 | 0.6732 | 0.8203 | 0.9057 |
| No log | 4.4151 | 468 | 0.7925 | 0.6610 | 0.7925 | 0.8902 |
| No log | 4.4340 | 470 | 0.7502 | 0.6649 | 0.7502 | 0.8662 |
| No log | 4.4528 | 472 | 0.6965 | 0.7041 | 0.6965 | 0.8346 |
| No log | 4.4717 | 474 | 0.6612 | 0.7097 | 0.6612 | 0.8131 |
| No log | 4.4906 | 476 | 0.6711 | 0.6999 | 0.6711 | 0.8192 |
| No log | 4.5094 | 478 | 0.7236 | 0.6754 | 0.7236 | 0.8506 |
| No log | 4.5283 | 480 | 0.8525 | 0.5741 | 0.8525 | 0.9233 |
| No log | 4.5472 | 482 | 0.9413 | 0.5498 | 0.9413 | 0.9702 |
| No log | 4.5660 | 484 | 0.9402 | 0.5452 | 0.9402 | 0.9696 |
| No log | 4.5849 | 486 | 0.9397 | 0.5443 | 0.9397 | 0.9694 |
| No log | 4.6038 | 488 | 0.8766 | 0.5988 | 0.8766 | 0.9363 |
| No log | 4.6226 | 490 | 0.8525 | 0.6287 | 0.8525 | 0.9233 |
| No log | 4.6415 | 492 | 0.8171 | 0.6463 | 0.8171 | 0.9039 |
| No log | 4.6604 | 494 | 0.7653 | 0.6462 | 0.7653 | 0.8748 |
| No log | 4.6792 | 496 | 0.7606 | 0.6323 | 0.7606 | 0.8721 |
| No log | 4.6981 | 498 | 0.8320 | 0.6142 | 0.8320 | 0.9121 |
| 0.4769 | 4.7170 | 500 | 0.9098 | 0.5847 | 0.9098 | 0.9538 |
| 0.4769 | 4.7358 | 502 | 1.0245 | 0.5389 | 1.0245 | 1.0122 |
| 0.4769 | 4.7547 | 504 | 1.0087 | 0.5461 | 1.0087 | 1.0043 |
| 0.4769 | 4.7736 | 506 | 0.8961 | 0.5811 | 0.8961 | 0.9466 |
| 0.4769 | 4.7925 | 508 | 0.8151 | 0.6072 | 0.8151 | 0.9029 |
| 0.4769 | 4.8113 | 510 | 0.7669 | 0.6505 | 0.7669 | 0.8757 |
| 0.4769 | 4.8302 | 512 | 0.7579 | 0.6460 | 0.7579 | 0.8706 |
| 0.4769 | 4.8491 | 514 | 0.7831 | 0.6146 | 0.7831 | 0.8849 |
| 0.4769 | 4.8679 | 516 | 0.8256 | 0.5869 | 0.8256 | 0.9086 |
| 0.4769 | 4.8868 | 518 | 0.8143 | 0.6067 | 0.8143 | 0.9024 |
| 0.4769 | 4.9057 | 520 | 0.7546 | 0.6578 | 0.7546 | 0.8687 |
| 0.4769 | 4.9245 | 522 | 0.6944 | 0.7237 | 0.6944 | 0.8333 |
| 0.4769 | 4.9434 | 524 | 0.6585 | 0.7092 | 0.6585 | 0.8115 |
| 0.4769 | 4.9623 | 526 | 0.6651 | 0.7114 | 0.6651 | 0.8155 |
| 0.4769 | 4.9811 | 528 | 0.6895 | 0.7040 | 0.6895 | 0.8304 |
| 0.4769 | 5.0 | 530 | 0.7038 | 0.6814 | 0.7038 | 0.8389 |
| 0.4769 | 5.0189 | 532 | 0.6740 | 0.7267 | 0.6740 | 0.8210 |
| 0.4769 | 5.0377 | 534 | 0.6449 | 0.7364 | 0.6449 | 0.8031 |
| 0.4769 | 5.0566 | 536 | 0.6278 | 0.7350 | 0.6278 | 0.7923 |
| 0.4769 | 5.0755 | 538 | 0.6201 | 0.7261 | 0.6201 | 0.7874 |
| 0.4769 | 5.0943 | 540 | 0.6238 | 0.7166 | 0.6238 | 0.7898 |
| 0.4769 | 5.1132 | 542 | 0.6217 | 0.7166 | 0.6217 | 0.7885 |
| 0.4769 | 5.1321 | 544 | 0.6356 | 0.7412 | 0.6356 | 0.7972 |
| 0.4769 | 5.1509 | 546 | 0.6527 | 0.7314 | 0.6527 | 0.8079 |
| 0.4769 | 5.1698 | 548 | 0.6324 | 0.7423 | 0.6324 | 0.7952 |
| 0.4769 | 5.1887 | 550 | 0.6160 | 0.7463 | 0.6160 | 0.7848 |
| 0.4769 | 5.2075 | 552 | 0.6184 | 0.7277 | 0.6184 | 0.7864 |
| 0.4769 | 5.2264 | 554 | 0.6216 | 0.7378 | 0.6216 | 0.7884 |
| 0.4769 | 5.2453 | 556 | 0.6385 | 0.7213 | 0.6385 | 0.7990 |
| 0.4769 | 5.2642 | 558 | 0.6616 | 0.7172 | 0.6616 | 0.8134 |
| 0.4769 | 5.2830 | 560 | 0.6656 | 0.7172 | 0.6656 | 0.8158 |
| 0.4769 | 5.3019 | 562 | 0.6604 | 0.7134 | 0.6604 | 0.8127 |
| 0.4769 | 5.3208 | 564 | 0.6849 | 0.7229 | 0.6849 | 0.8276 |
| 0.4769 | 5.3396 | 566 | 0.7361 | 0.6679 | 0.7361 | 0.8579 |
| 0.4769 | 5.3585 | 568 | 0.7759 | 0.6544 | 0.7759 | 0.8809 |
| 0.4769 | 5.3774 | 570 | 0.7376 | 0.6651 | 0.7376 | 0.8589 |
| 0.4769 | 5.3962 | 572 | 0.6733 | 0.6940 | 0.6733 | 0.8205 |
| 0.4769 | 5.4151 | 574 | 0.6512 | 0.7118 | 0.6512 | 0.8069 |
| 0.4769 | 5.4340 | 576 | 0.6556 | 0.6682 | 0.6556 | 0.8097 |
| 0.4769 | 5.4528 | 578 | 0.6532 | 0.7021 | 0.6532 | 0.8082 |
| 0.4769 | 5.4717 | 580 | 0.6527 | 0.7057 | 0.6527 | 0.8079 |
| 0.4769 | 5.4906 | 582 | 0.6629 | 0.7116 | 0.6629 | 0.8142 |
| 0.4769 | 5.5094 | 584 | 0.6797 | 0.7250 | 0.6797 | 0.8244 |
| 0.4769 | 5.5283 | 586 | 0.7162 | 0.6857 | 0.7162 | 0.8463 |
| 0.4769 | 5.5472 | 588 | 0.7178 | 0.6741 | 0.7178 | 0.8473 |
| 0.4769 | 5.5660 | 590 | 0.7324 | 0.6788 | 0.7324 | 0.8558 |
| 0.4769 | 5.5849 | 592 | 0.7109 | 0.6748 | 0.7109 | 0.8431 |
| 0.4769 | 5.6038 | 594 | 0.6689 | 0.7420 | 0.6689 | 0.8179 |
| 0.4769 | 5.6226 | 596 | 0.6506 | 0.7203 | 0.6506 | 0.8066 |
| 0.4769 | 5.6415 | 598 | 0.6524 | 0.7203 | 0.6524 | 0.8077 |
| 0.4769 | 5.6604 | 600 | 0.6726 | 0.7353 | 0.6726 | 0.8201 |
| 0.4769 | 5.6792 | 602 | 0.7074 | 0.7222 | 0.7074 | 0.8411 |
| 0.4769 | 5.6981 | 604 | 0.7619 | 0.6485 | 0.7619 | 0.8729 |
| 0.4769 | 5.7170 | 606 | 0.7654 | 0.6478 | 0.7654 | 0.8749 |
| 0.4769 | 5.7358 | 608 | 0.7157 | 0.7079 | 0.7157 | 0.8460 |
| 0.4769 | 5.7547 | 610 | 0.6535 | 0.7423 | 0.6535 | 0.8084 |
| 0.4769 | 5.7736 | 612 | 0.6364 | 0.7389 | 0.6364 | 0.7977 |
| 0.4769 | 5.7925 | 614 | 0.6301 | 0.7207 | 0.6301 | 0.7938 |
| 0.4769 | 5.8113 | 616 | 0.6377 | 0.7425 | 0.6377 | 0.7986 |
| 0.4769 | 5.8302 | 618 | 0.6610 | 0.7234 | 0.6610 | 0.8130 |
| 0.4769 | 5.8491 | 620 | 0.7384 | 0.6655 | 0.7384 | 0.8593 |
| 0.4769 | 5.8679 | 622 | 0.8292 | 0.6422 | 0.8292 | 0.9106 |
| 0.4769 | 5.8868 | 624 | 0.8600 | 0.6291 | 0.8600 | 0.9274 |
| 0.4769 | 5.9057 | 626 | 0.8309 | 0.6624 | 0.8309 | 0.9115 |
| 0.4769 | 5.9245 | 628 | 0.7604 | 0.6783 | 0.7604 | 0.8720 |
| 0.4769 | 5.9434 | 630 | 0.7162 | 0.6936 | 0.7162 | 0.8463 |
| 0.4769 | 5.9623 | 632 | 0.7108 | 0.6977 | 0.7108 | 0.8431 |
| 0.4769 | 5.9811 | 634 | 0.7327 | 0.6899 | 0.7327 | 0.8560 |
| 0.4769 | 6.0 | 636 | 0.7962 | 0.6417 | 0.7962 | 0.8923 |
| 0.4769 | 6.0189 | 638 | 0.9032 | 0.6082 | 0.9032 | 0.9504 |
| 0.4769 | 6.0377 | 640 | 0.9592 | 0.5915 | 0.9592 | 0.9794 |
| 0.4769 | 6.0566 | 642 | 0.9554 | 0.5905 | 0.9554 | 0.9775 |
| 0.4769 | 6.0755 | 644 | 0.8854 | 0.5959 | 0.8854 | 0.9410 |
| 0.4769 | 6.0943 | 646 | 0.7968 | 0.6261 | 0.7968 | 0.8926 |
| 0.4769 | 6.1132 | 648 | 0.7489 | 0.6400 | 0.7489 | 0.8654 |
| 0.4769 | 6.1321 | 650 | 0.7142 | 0.6610 | 0.7142 | 0.8451 |
| 0.4769 | 6.1509 | 652 | 0.7226 | 0.6602 | 0.7226 | 0.8500 |
| 0.4769 | 6.1698 | 654 | 0.7590 | 0.6444 | 0.7590 | 0.8712 |
| 0.4769 | 6.1887 | 656 | 0.7883 | 0.6241 | 0.7883 | 0.8879 |
| 0.4769 | 6.2075 | 658 | 0.8462 | 0.6235 | 0.8462 | 0.9199 |
| 0.4769 | 6.2264 | 660 | 0.8558 | 0.6240 | 0.8558 | 0.9251 |
| 0.4769 | 6.2453 | 662 | 0.8360 | 0.6224 | 0.8360 | 0.9143 |
| 0.4769 | 6.2642 | 664 | 0.7678 | 0.6316 | 0.7678 | 0.8762 |
| 0.4769 | 6.2830 | 666 | 0.6864 | 0.7100 | 0.6864 | 0.8285 |
| 0.4769 | 6.3019 | 668 | 0.6467 | 0.7375 | 0.6467 | 0.8042 |
| 0.4769 | 6.3208 | 670 | 0.6451 | 0.7398 | 0.6451 | 0.8032 |
| 0.4769 | 6.3396 | 672 | 0.6498 | 0.7422 | 0.6498 | 0.8061 |
| 0.4769 | 6.3585 | 674 | 0.6561 | 0.7398 | 0.6561 | 0.8100 |
| 0.4769 | 6.3774 | 676 | 0.6534 | 0.7443 | 0.6534 | 0.8083 |
| 0.4769 | 6.3962 | 678 | 0.6575 | 0.7582 | 0.6575 | 0.8109 |
| 0.4769 | 6.4151 | 680 | 0.6760 | 0.7282 | 0.6760 | 0.8222 |
| 0.4769 | 6.4340 | 682 | 0.7000 | 0.6990 | 0.7000 | 0.8366 |
| 0.4769 | 6.4528 | 684 | 0.7283 | 0.6758 | 0.7283 | 0.8534 |
| 0.4769 | 6.4717 | 686 | 0.7424 | 0.6618 | 0.7424 | 0.8616 |
| 0.4769 | 6.4906 | 688 | 0.7277 | 0.6782 | 0.7277 | 0.8531 |
| 0.4769 | 6.5094 | 690 | 0.7033 | 0.6905 | 0.7033 | 0.8386 |
| 0.4769 | 6.5283 | 692 | 0.6904 | 0.7188 | 0.6904 | 0.8309 |
| 0.4769 | 6.5472 | 694 | 0.6940 | 0.7188 | 0.6940 | 0.8331 |
| 0.4769 | 6.5660 | 696 | 0.7316 | 0.6642 | 0.7316 | 0.8553 |
| 0.4769 | 6.5849 | 698 | 0.7574 | 0.6625 | 0.7574 | 0.8703 |
| 0.4769 | 6.6038 | 700 | 0.7737 | 0.6585 | 0.7737 | 0.8796 |
| 0.4769 | 6.6226 | 702 | 0.7479 | 0.6625 | 0.7479 | 0.8648 |
| 0.4769 | 6.6415 | 704 | 0.7005 | 0.6987 | 0.7005 | 0.8369 |
| 0.4769 | 6.6604 | 706 | 0.6700 | 0.7267 | 0.6700 | 0.8186 |
| 0.4769 | 6.6792 | 708 | 0.6470 | 0.7245 | 0.6470 | 0.8044 |
| 0.4769 | 6.6981 | 710 | 0.6373 | 0.7120 | 0.6373 | 0.7983 |
| 0.4769 | 6.7170 | 712 | 0.6376 | 0.7024 | 0.6376 | 0.7985 |
| 0.4769 | 6.7358 | 714 | 0.6526 | 0.7276 | 0.6526 | 0.8078 |
| 0.4769 | 6.7547 | 716 | 0.6889 | 0.7243 | 0.6889 | 0.8300 |
| 0.4769 | 6.7736 | 718 | 0.7526 | 0.6779 | 0.7526 | 0.8675 |
| 0.4769 | 6.7925 | 720 | 0.8169 | 0.6479 | 0.8169 | 0.9038 |
| 0.4769 | 6.8113 | 722 | 0.8181 | 0.6374 | 0.8181 | 0.9045 |
| 0.4769 | 6.8302 | 724 | 0.8185 | 0.6452 | 0.8185 | 0.9047 |
| 0.4769 | 6.8491 | 726 | 0.7886 | 0.6432 | 0.7886 | 0.8880 |
| 0.4769 | 6.8679 | 728 | 0.7628 | 0.6567 | 0.7628 | 0.8734 |
| 0.4769 | 6.8868 | 730 | 0.7683 | 0.6446 | 0.7683 | 0.8765 |
| 0.4769 | 6.9057 | 732 | 0.8156 | 0.6175 | 0.8156 | 0.9031 |
| 0.4769 | 6.9245 | 734 | 0.8548 | 0.6102 | 0.8548 | 0.9246 |
| 0.4769 | 6.9434 | 736 | 0.8547 | 0.6102 | 0.8547 | 0.9245 |
| 0.4769 | 6.9623 | 738 | 0.8317 | 0.6074 | 0.8317 | 0.9120 |
| 0.4769 | 6.9811 | 740 | 0.8166 | 0.6039 | 0.8166 | 0.9037 |
| 0.4769 | 7.0 | 742 | 0.8254 | 0.6043 | 0.8254 | 0.9085 |
| 0.4769 | 7.0189 | 744 | 0.8409 | 0.6030 | 0.8409 | 0.9170 |
| 0.4769 | 7.0377 | 746 | 0.8051 | 0.6215 | 0.8051 | 0.8973 |
| 0.4769 | 7.0566 | 748 | 0.7503 | 0.6686 | 0.7503 | 0.8662 |
| 0.4769 | 7.0755 | 750 | 0.7185 | 0.6691 | 0.7185 | 0.8476 |
| 0.4769 | 7.0943 | 752 | 0.6910 | 0.7218 | 0.6910 | 0.8312 |
| 0.4769 | 7.1132 | 754 | 0.6678 | 0.7056 | 0.6678 | 0.8172 |
| 0.4769 | 7.1321 | 756 | 0.6621 | 0.7108 | 0.6621 | 0.8137 |
| 0.4769 | 7.1509 | 758 | 0.6604 | 0.7108 | 0.6604 | 0.8126 |
| 0.4769 | 7.1698 | 760 | 0.6685 | 0.7052 | 0.6685 | 0.8176 |
| 0.4769 | 7.1887 | 762 | 0.6842 | 0.6866 | 0.6842 | 0.8272 |
| 0.4769 | 7.2075 | 764 | 0.6968 | 0.6773 | 0.6968 | 0.8348 |
| 0.4769 | 7.2264 | 766 | 0.6972 | 0.6698 | 0.6972 | 0.8350 |
| 0.4769 | 7.2453 | 768 | 0.6965 | 0.6698 | 0.6965 | 0.8346 |
| 0.4769 | 7.2642 | 770 | 0.6941 | 0.6698 | 0.6941 | 0.8331 |
| 0.4769 | 7.2830 | 772 | 0.6751 | 0.6677 | 0.6751 | 0.8216 |
| 0.4769 | 7.3019 | 774 | 0.6636 | 0.7102 | 0.6636 | 0.8146 |
| 0.4769 | 7.3208 | 776 | 0.6474 | 0.6949 | 0.6474 | 0.8046 |
| 0.4769 | 7.3396 | 778 | 0.6382 | 0.6726 | 0.6382 | 0.7989 |
| 0.4769 | 7.3585 | 780 | 0.6374 | 0.6916 | 0.6374 | 0.7984 |
| 0.4769 | 7.3774 | 782 | 0.6399 | 0.6936 | 0.6399 | 0.8000 |
| 0.4769 | 7.3962 | 784 | 0.6534 | 0.6900 | 0.6534 | 0.8083 |
| 0.4769 | 7.4151 | 786 | 0.6770 | 0.6938 | 0.6770 | 0.8228 |
| 0.4769 | 7.4340 | 788 | 0.7103 | 0.7024 | 0.7103 | 0.8428 |
| 0.4769 | 7.4528 | 790 | 0.7278 | 0.6650 | 0.7278 | 0.8531 |
| 0.4769 | 7.4717 | 792 | 0.7613 | 0.6485 | 0.7613 | 0.8725 |
| 0.4769 | 7.4906 | 794 | 0.8057 | 0.6489 | 0.8057 | 0.8976 |
| 0.4769 | 7.5094 | 796 | 0.8189 | 0.6474 | 0.8189 | 0.9050 |
| 0.4769 | 7.5283 | 798 | 0.7996 | 0.6390 | 0.7996 | 0.8942 |
| 0.4769 | 7.5472 | 800 | 0.7560 | 0.6605 | 0.7560 | 0.8695 |
| 0.4769 | 7.5660 | 802 | 0.7191 | 0.6684 | 0.7191 | 0.8480 |
| 0.4769 | 7.5849 | 804 | 0.6987 | 0.6968 | 0.6987 | 0.8359 |
| 0.4769 | 7.6038 | 806 | 0.6790 | 0.6975 | 0.6790 | 0.8240 |
| 0.4769 | 7.6226 | 808 | 0.6753 | 0.7065 | 0.6753 | 0.8218 |
| 0.4769 | 7.6415 | 810 | 0.6842 | 0.7044 | 0.6842 | 0.8271 |
| 0.4769 | 7.6604 | 812 | 0.7008 | 0.6836 | 0.7008 | 0.8372 |
| 0.4769 | 7.6792 | 814 | 0.7273 | 0.6730 | 0.7273 | 0.8528 |
| 0.4769 | 7.6981 | 816 | 0.7392 | 0.6767 | 0.7392 | 0.8598 |
| 0.4769 | 7.7170 | 818 | 0.7278 | 0.6825 | 0.7278 | 0.8531 |
| 0.4769 | 7.7358 | 820 | 0.7014 | 0.6918 | 0.7014 | 0.8375 |
| 0.4769 | 7.7547 | 822 | 0.6800 | 0.7009 | 0.6800 | 0.8246 |
| 0.4769 | 7.7736 | 824 | 0.6645 | 0.7029 | 0.6645 | 0.8152 |
| 0.4769 | 7.7925 | 826 | 0.6527 | 0.7057 | 0.6527 | 0.8079 |
| 0.4769 | 7.8113 | 828 | 0.6459 | 0.7101 | 0.6459 | 0.8037 |
| 0.4769 | 7.8302 | 830 | 0.6449 | 0.7033 | 0.6449 | 0.8031 |
| 0.4769 | 7.8491 | 832 | 0.6437 | 0.7033 | 0.6437 | 0.8023 |
| 0.4769 | 7.8679 | 834 | 0.6469 | 0.6809 | 0.6469 | 0.8043 |
| 0.4769 | 7.8868 | 836 | 0.6586 | 0.7009 | 0.6586 | 0.8115 |
| 0.4769 | 7.9057 | 838 | 0.6787 | 0.6756 | 0.6787 | 0.8238 |
| 0.4769 | 7.9245 | 840 | 0.7075 | 0.6791 | 0.7075 | 0.8412 |
| 0.4769 | 7.9434 | 842 | 0.7386 | 0.6436 | 0.7386 | 0.8594 |
| 0.4769 | 7.9623 | 844 | 0.7544 | 0.6366 | 0.7544 | 0.8686 |
| 0.4769 | 7.9811 | 846 | 0.7608 | 0.6366 | 0.7608 | 0.8723 |
| 0.4769 | 8.0 | 848 | 0.7599 | 0.6413 | 0.7599 | 0.8717 |
| 0.4769 | 8.0189 | 850 | 0.7670 | 0.6227 | 0.7670 | 0.8758 |
| 0.4769 | 8.0377 | 852 | 0.7639 | 0.6413 | 0.7639 | 0.8740 |
| 0.4769 | 8.0566 | 854 | 0.7664 | 0.6227 | 0.7664 | 0.8755 |
| 0.4769 | 8.0755 | 856 | 0.7741 | 0.6227 | 0.7741 | 0.8798 |
| 0.4769 | 8.0943 | 858 | 0.7794 | 0.6181 | 0.7794 | 0.8828 |
| 0.4769 | 8.1132 | 860 | 0.7753 | 0.6227 | 0.7753 | 0.8805 |
| 0.4769 | 8.1321 | 862 | 0.7612 | 0.6413 | 0.7612 | 0.8725 |
| 0.4769 | 8.1509 | 864 | 0.7400 | 0.6283 | 0.7400 | 0.8602 |
| 0.4769 | 8.1698 | 866 | 0.7254 | 0.6375 | 0.7254 | 0.8517 |
| 0.4769 | 8.1887 | 868 | 0.7092 | 0.6585 | 0.7092 | 0.8422 |
| 0.4769 | 8.2075 | 870 | 0.6934 | 0.7020 | 0.6934 | 0.8327 |
| 0.4769 | 8.2264 | 872 | 0.6891 | 0.7065 | 0.6891 | 0.8301 |
| 0.4769 | 8.2453 | 874 | 0.6924 | 0.6880 | 0.6924 | 0.8321 |
| 0.4769 | 8.2642 | 876 | 0.7098 | 0.6744 | 0.7098 | 0.8425 |
| 0.4769 | 8.2830 | 878 | 0.7202 | 0.6744 | 0.7202 | 0.8487 |
| 0.4769 | 8.3019 | 880 | 0.7150 | 0.6762 | 0.7150 | 0.8456 |
| 0.4769 | 8.3208 | 882 | 0.6985 | 0.6790 | 0.6985 | 0.8357 |
| 0.4769 | 8.3396 | 884 | 0.6897 | 0.6952 | 0.6897 | 0.8305 |
| 0.4769 | 8.3585 | 886 | 0.6862 | 0.6906 | 0.6862 | 0.8284 |
| 0.4769 | 8.3774 | 888 | 0.6806 | 0.6846 | 0.6806 | 0.8250 |
| 0.4769 | 8.3962 | 890 | 0.6837 | 0.6771 | 0.6837 | 0.8269 |
| 0.4769 | 8.4151 | 892 | 0.6798 | 0.6771 | 0.6798 | 0.8245 |
| 0.4769 | 8.4340 | 894 | 0.6729 | 0.7113 | 0.6729 | 0.8203 |
| 0.4769 | 8.4528 | 896 | 0.6721 | 0.6900 | 0.6721 | 0.8198 |
| 0.4769 | 8.4717 | 898 | 0.6714 | 0.6900 | 0.6714 | 0.8194 |
| 0.4769 | 8.4906 | 900 | 0.6778 | 0.6969 | 0.6778 | 0.8233 |
| 0.4769 | 8.5094 | 902 | 0.6830 | 0.6693 | 0.6830 | 0.8265 |
| 0.4769 | 8.5283 | 904 | 0.6834 | 0.6693 | 0.6834 | 0.8267 |
| 0.4769 | 8.5472 | 906 | 0.6777 | 0.6892 | 0.6777 | 0.8232 |
| 0.4769 | 8.5660 | 908 | 0.6697 | 0.6893 | 0.6697 | 0.8184 |
| 0.4769 | 8.5849 | 910 | 0.6684 | 0.6893 | 0.6684 | 0.8175 |
| 0.4769 | 8.6038 | 912 | 0.6708 | 0.6893 | 0.6708 | 0.8190 |
| 0.4769 | 8.6226 | 914 | 0.6743 | 0.7031 | 0.6743 | 0.8212 |
| 0.4769 | 8.6415 | 916 | 0.6760 | 0.7031 | 0.6760 | 0.8222 |
| 0.4769 | 8.6604 | 918 | 0.6856 | 0.7095 | 0.6856 | 0.8280 |
| 0.4769 | 8.6792 | 920 | 0.6951 | 0.6726 | 0.6951 | 0.8337 |
| 0.4769 | 8.6981 | 922 | 0.6962 | 0.6708 | 0.6962 | 0.8344 |
| 0.4769 | 8.7170 | 924 | 0.6943 | 0.6840 | 0.6943 | 0.8332 |
| 0.4769 | 8.7358 | 926 | 0.6924 | 0.6840 | 0.6924 | 0.8321 |
| 0.4769 | 8.7547 | 928 | 0.6931 | 0.6840 | 0.6931 | 0.8325 |
| 0.4769 | 8.7736 | 930 | 0.6947 | 0.6840 | 0.6947 | 0.8335 |
| 0.4769 | 8.7925 | 932 | 0.7027 | 0.6575 | 0.7027 | 0.8383 |
| 0.4769 | 8.8113 | 934 | 0.7062 | 0.6643 | 0.7062 | 0.8404 |
| 0.4769 | 8.8302 | 936 | 0.7095 | 0.6719 | 0.7095 | 0.8423 |
| 0.4769 | 8.8491 | 938 | 0.7111 | 0.6773 | 0.7111 | 0.8433 |
| 0.4769 | 8.8679 | 940 | 0.7114 | 0.6773 | 0.7114 | 0.8434 |
| 0.4769 | 8.8868 | 942 | 0.7132 | 0.6843 | 0.7132 | 0.8445 |
| 0.4769 | 8.9057 | 944 | 0.7091 | 0.6987 | 0.7091 | 0.8421 |
| 0.4769 | 8.9245 | 946 | 0.7008 | 0.7067 | 0.7008 | 0.8371 |
| 0.4769 | 8.9434 | 948 | 0.6918 | 0.7029 | 0.6918 | 0.8318 |
| 0.4769 | 8.9623 | 950 | 0.6839 | 0.6965 | 0.6839 | 0.8270 |
| 0.4769 | 8.9811 | 952 | 0.6751 | 0.7183 | 0.6751 | 0.8217 |
| 0.4769 | 9.0 | 954 | 0.6657 | 0.6968 | 0.6657 | 0.8159 |
| 0.4769 | 9.0189 | 956 | 0.6617 | 0.6989 | 0.6617 | 0.8135 |
| 0.4769 | 9.0377 | 958 | 0.6589 | 0.7127 | 0.6589 | 0.8117 |
| 0.4769 | 9.0566 | 960 | 0.6589 | 0.7167 | 0.6589 | 0.8117 |
| 0.4769 | 9.0755 | 962 | 0.6588 | 0.6969 | 0.6588 | 0.8116 |
| 0.4769 | 9.0943 | 964 | 0.6610 | 0.6989 | 0.6610 | 0.8130 |
| 0.4769 | 9.1132 | 966 | 0.6676 | 0.6894 | 0.6676 | 0.8170 |
| 0.4769 | 9.1321 | 968 | 0.6774 | 0.7155 | 0.6774 | 0.8230 |
| 0.4769 | 9.1509 | 970 | 0.6873 | 0.7134 | 0.6873 | 0.8290 |
| 0.4769 | 9.1698 | 972 | 0.6954 | 0.7009 | 0.6954 | 0.8339 |
| 0.4769 | 9.1887 | 974 | 0.6998 | 0.6969 | 0.6998 | 0.8365 |
| 0.4769 | 9.2075 | 976 | 0.6977 | 0.6969 | 0.6977 | 0.8353 |
| 0.4769 | 9.2264 | 978 | 0.6931 | 0.6969 | 0.6931 | 0.8325 |
| 0.4769 | 9.2453 | 980 | 0.6875 | 0.6945 | 0.6875 | 0.8291 |
| 0.4769 | 9.2642 | 982 | 0.6809 | 0.7134 | 0.6809 | 0.8251 |
| 0.4769 | 9.2830 | 984 | 0.6760 | 0.7134 | 0.6760 | 0.8222 |
| 0.4769 | 9.3019 | 986 | 0.6727 | 0.7224 | 0.6727 | 0.8202 |
| 0.4769 | 9.3208 | 988 | 0.6716 | 0.7224 | 0.6716 | 0.8195 |
| 0.4769 | 9.3396 | 990 | 0.6748 | 0.7155 | 0.6748 | 0.8215 |
| 0.4769 | 9.3585 | 992 | 0.6807 | 0.7134 | 0.6807 | 0.8250 |
| 0.4769 | 9.3774 | 994 | 0.6877 | 0.6925 | 0.6877 | 0.8293 |
| 0.4769 | 9.3962 | 996 | 0.6956 | 0.6969 | 0.6956 | 0.8340 |
| 0.4769 | 9.4151 | 998 | 0.7022 | 0.6969 | 0.7022 | 0.8379 |
| 0.0771 | 9.4340 | 1000 | 0.7037 | 0.7031 | 0.7037 | 0.8389 |
| 0.0771 | 9.4528 | 1002 | 0.7031 | 0.7031 | 0.7031 | 0.8385 |
| 0.0771 | 9.4717 | 1004 | 0.6991 | 0.6969 | 0.6991 | 0.8361 |
| 0.0771 | 9.4906 | 1006 | 0.6933 | 0.6969 | 0.6933 | 0.8327 |
| 0.0771 | 9.5094 | 1008 | 0.6890 | 0.6925 | 0.6890 | 0.8301 |
| 0.0771 | 9.5283 | 1010 | 0.6867 | 0.6925 | 0.6867 | 0.8287 |
| 0.0771 | 9.5472 | 1012 | 0.6865 | 0.6925 | 0.6865 | 0.8286 |
| 0.0771 | 9.5660 | 1014 | 0.6874 | 0.6925 | 0.6874 | 0.8291 |
| 0.0771 | 9.5849 | 1016 | 0.6916 | 0.6969 | 0.6916 | 0.8316 |
| 0.0771 | 9.6038 | 1018 | 0.6957 | 0.6969 | 0.6957 | 0.8341 |
| 0.0771 | 9.6226 | 1020 | 0.6975 | 0.6969 | 0.6975 | 0.8352 |
| 0.0771 | 9.6415 | 1022 | 0.7005 | 0.6969 | 0.7005 | 0.8370 |
| 0.0771 | 9.6604 | 1024 | 0.7026 | 0.7031 | 0.7026 | 0.8382 |
| 0.0771 | 9.6792 | 1026 | 0.7052 | 0.7031 | 0.7052 | 0.8398 |
| 0.0771 | 9.6981 | 1028 | 0.7074 | 0.7031 | 0.7074 | 0.8411 |
| 0.0771 | 9.7170 | 1030 | 0.7097 | 0.7031 | 0.7097 | 0.8425 |
| 0.0771 | 9.7358 | 1032 | 0.7129 | 0.7031 | 0.7129 | 0.8443 |
| 0.0771 | 9.7547 | 1034 | 0.7143 | 0.7011 | 0.7143 | 0.8452 |
| 0.0771 | 9.7736 | 1036 | 0.7138 | 0.7031 | 0.7138 | 0.8449 |
| 0.0771 | 9.7925 | 1038 | 0.7126 | 0.7031 | 0.7126 | 0.8441 |
| 0.0771 | 9.8113 | 1040 | 0.7118 | 0.7031 | 0.7118 | 0.8437 |
| 0.0771 | 9.8302 | 1042 | 0.7108 | 0.7031 | 0.7108 | 0.8431 |
| 0.0771 | 9.8491 | 1044 | 0.7099 | 0.7031 | 0.7099 | 0.8426 |
| 0.0771 | 9.8679 | 1046 | 0.7093 | 0.7031 | 0.7093 | 0.8422 |
| 0.0771 | 9.8868 | 1048 | 0.7089 | 0.7031 | 0.7089 | 0.8419 |
| 0.0771 | 9.9057 | 1050 | 0.7080 | 0.7031 | 0.7080 | 0.8414 |
| 0.0771 | 9.9245 | 1052 | 0.7069 | 0.7031 | 0.7069 | 0.8408 |
| 0.0771 | 9.9434 | 1054 | 0.7058 | 0.7031 | 0.7058 | 0.8401 |
| 0.0771 | 9.9623 | 1056 | 0.7048 | 0.7031 | 0.7048 | 0.8395 |
| 0.0771 | 9.9811 | 1058 | 0.7045 | 0.7031 | 0.7045 | 0.8393 |
| 0.0771 | 10.0 | 1060 | 0.7044 | 0.7031 | 0.7044 | 0.8393 |
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_run2_AugV5_k17_task1_organization
Base model
aubmindlab/bert-base-arabertv02