Instructions to use MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run3_AugV5_k19_task2_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_k19_task2_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_k19_task2_organization")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run3_AugV5_k19_task2_organization") model = AutoModelForSequenceClassification.from_pretrained("MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run3_AugV5_k19_task2_organization", device_map="auto") - Notebooks
- Google Colab
- Kaggle
ArabicNewSplits5_FineTuningAraBERT_run3_AugV5_k19_task2_organization
This model is a fine-tuned version of aubmindlab/bert-base-arabertv02 on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.6987
- Qwk: 0.4701
- Mse: 0.6987
- Rmse: 0.8359
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 | 0.0169 | 2 | 4.0732 | -0.0344 | 4.0732 | 2.0182 |
| No log | 0.0339 | 4 | 2.3466 | -0.0034 | 2.3466 | 1.5319 |
| No log | 0.0508 | 6 | 1.7720 | -0.0959 | 1.7720 | 1.3312 |
| No log | 0.0678 | 8 | 1.7990 | -0.1433 | 1.7990 | 1.3413 |
| No log | 0.0847 | 10 | 1.8241 | -0.1226 | 1.8241 | 1.3506 |
| No log | 0.1017 | 12 | 1.1847 | 0.0224 | 1.1847 | 1.0884 |
| No log | 0.1186 | 14 | 1.2167 | 0.0224 | 1.2167 | 1.1030 |
| No log | 0.1356 | 16 | 1.1110 | 0.0296 | 1.1110 | 1.0540 |
| No log | 0.1525 | 18 | 0.8737 | 0.1209 | 0.8737 | 0.9347 |
| No log | 0.1695 | 20 | 0.7618 | 0.2321 | 0.7618 | 0.8728 |
| No log | 0.1864 | 22 | 0.7315 | 0.2741 | 0.7315 | 0.8553 |
| No log | 0.2034 | 24 | 0.8347 | 0.2283 | 0.8347 | 0.9136 |
| No log | 0.2203 | 26 | 1.2751 | 0.2350 | 1.2751 | 1.1292 |
| No log | 0.2373 | 28 | 1.6528 | 0.1457 | 1.6528 | 1.2856 |
| No log | 0.2542 | 30 | 2.0956 | 0.0964 | 2.0956 | 1.4476 |
| No log | 0.2712 | 32 | 1.8707 | 0.1131 | 1.8707 | 1.3677 |
| No log | 0.2881 | 34 | 1.2113 | 0.1142 | 1.2113 | 1.1006 |
| No log | 0.3051 | 36 | 0.8162 | 0.1868 | 0.8162 | 0.9034 |
| No log | 0.3220 | 38 | 0.7057 | 0.2715 | 0.7057 | 0.8401 |
| No log | 0.3390 | 40 | 0.6737 | 0.3440 | 0.6737 | 0.8208 |
| No log | 0.3559 | 42 | 0.6993 | 0.2932 | 0.6993 | 0.8363 |
| No log | 0.3729 | 44 | 0.8651 | 0.1663 | 0.8651 | 0.9301 |
| No log | 0.3898 | 46 | 1.2260 | 0.1249 | 1.2260 | 1.1073 |
| No log | 0.4068 | 48 | 1.3628 | 0.1517 | 1.3628 | 1.1674 |
| No log | 0.4237 | 50 | 1.1807 | 0.1249 | 1.1807 | 1.0866 |
| No log | 0.4407 | 52 | 0.9246 | 0.1959 | 0.9246 | 0.9616 |
| No log | 0.4576 | 54 | 0.8988 | 0.2060 | 0.8988 | 0.9480 |
| No log | 0.4746 | 56 | 1.0671 | 0.0921 | 1.0671 | 1.0330 |
| No log | 0.4915 | 58 | 1.4931 | 0.0306 | 1.4931 | 1.2219 |
| No log | 0.5085 | 60 | 1.6877 | 0.0366 | 1.6877 | 1.2991 |
| No log | 0.5254 | 62 | 2.2347 | 0.0435 | 2.2347 | 1.4949 |
| No log | 0.5424 | 64 | 1.9354 | 0.1168 | 1.9354 | 1.3912 |
| No log | 0.5593 | 66 | 1.9119 | 0.1077 | 1.9119 | 1.3827 |
| No log | 0.5763 | 68 | 1.7023 | 0.1218 | 1.7023 | 1.3047 |
| No log | 0.5932 | 70 | 1.3046 | 0.2059 | 1.3046 | 1.1422 |
| No log | 0.6102 | 72 | 1.0320 | 0.2863 | 1.0320 | 1.0159 |
| No log | 0.6271 | 74 | 0.9476 | 0.2841 | 0.9476 | 0.9735 |
| No log | 0.6441 | 76 | 0.8781 | 0.2339 | 0.8781 | 0.9371 |
| No log | 0.6610 | 78 | 0.8672 | 0.3235 | 0.8672 | 0.9312 |
| No log | 0.6780 | 80 | 0.9904 | 0.1909 | 0.9904 | 0.9952 |
| No log | 0.6949 | 82 | 0.9979 | 0.1481 | 0.9979 | 0.9989 |
| No log | 0.7119 | 84 | 0.9070 | 0.1862 | 0.9070 | 0.9524 |
| No log | 0.7288 | 86 | 0.8102 | 0.1946 | 0.8102 | 0.9001 |
| No log | 0.7458 | 88 | 0.7957 | 0.2056 | 0.7957 | 0.8920 |
| No log | 0.7627 | 90 | 0.7499 | 0.3159 | 0.7499 | 0.8660 |
| No log | 0.7797 | 92 | 0.7977 | 0.3503 | 0.7977 | 0.8931 |
| No log | 0.7966 | 94 | 0.9553 | 0.2942 | 0.9553 | 0.9774 |
| No log | 0.8136 | 96 | 1.1547 | 0.2912 | 1.1547 | 1.0746 |
| No log | 0.8305 | 98 | 1.2073 | 0.2501 | 1.2073 | 1.0988 |
| No log | 0.8475 | 100 | 1.1884 | 0.2816 | 1.1884 | 1.0901 |
| No log | 0.8644 | 102 | 1.4280 | 0.2333 | 1.4280 | 1.1950 |
| No log | 0.8814 | 104 | 1.3864 | 0.2333 | 1.3864 | 1.1774 |
| No log | 0.8983 | 106 | 1.0938 | 0.3027 | 1.0938 | 1.0458 |
| No log | 0.9153 | 108 | 0.8134 | 0.4008 | 0.8134 | 0.9019 |
| No log | 0.9322 | 110 | 0.7953 | 0.3910 | 0.7953 | 0.8918 |
| No log | 0.9492 | 112 | 0.8561 | 0.4199 | 0.8561 | 0.9253 |
| No log | 0.9661 | 114 | 1.0322 | 0.3310 | 1.0322 | 1.0160 |
| No log | 0.9831 | 116 | 1.4467 | 0.2443 | 1.4467 | 1.2028 |
| No log | 1.0 | 118 | 1.6074 | 0.2192 | 1.6074 | 1.2678 |
| No log | 1.0169 | 120 | 1.6262 | 0.2225 | 1.6262 | 1.2752 |
| No log | 1.0339 | 122 | 1.2413 | 0.3229 | 1.2413 | 1.1141 |
| No log | 1.0508 | 124 | 0.8893 | 0.3681 | 0.8893 | 0.9430 |
| No log | 1.0678 | 126 | 0.7682 | 0.3780 | 0.7682 | 0.8765 |
| No log | 1.0847 | 128 | 0.7635 | 0.3963 | 0.7635 | 0.8738 |
| No log | 1.1017 | 130 | 0.8127 | 0.3726 | 0.8127 | 0.9015 |
| No log | 1.1186 | 132 | 0.9033 | 0.3580 | 0.9033 | 0.9504 |
| No log | 1.1356 | 134 | 1.0058 | 0.3726 | 1.0058 | 1.0029 |
| No log | 1.1525 | 136 | 0.9569 | 0.3399 | 0.9569 | 0.9782 |
| No log | 1.1695 | 138 | 0.7695 | 0.3947 | 0.7695 | 0.8772 |
| No log | 1.1864 | 140 | 0.7169 | 0.4103 | 0.7169 | 0.8467 |
| No log | 1.2034 | 142 | 0.7605 | 0.3986 | 0.7605 | 0.8721 |
| No log | 1.2203 | 144 | 0.9037 | 0.3961 | 0.9037 | 0.9506 |
| No log | 1.2373 | 146 | 0.9135 | 0.3934 | 0.9135 | 0.9558 |
| No log | 1.2542 | 148 | 0.8775 | 0.3898 | 0.8775 | 0.9367 |
| No log | 1.2712 | 150 | 0.8635 | 0.3652 | 0.8635 | 0.9293 |
| No log | 1.2881 | 152 | 0.8628 | 0.3976 | 0.8628 | 0.9288 |
| No log | 1.3051 | 154 | 0.9133 | 0.3988 | 0.9133 | 0.9557 |
| No log | 1.3220 | 156 | 1.1026 | 0.3882 | 1.1026 | 1.0500 |
| No log | 1.3390 | 158 | 1.2368 | 0.3121 | 1.2368 | 1.1121 |
| No log | 1.3559 | 160 | 1.2722 | 0.3078 | 1.2722 | 1.1279 |
| No log | 1.3729 | 162 | 1.1227 | 0.3226 | 1.1227 | 1.0596 |
| No log | 1.3898 | 164 | 0.9059 | 0.4293 | 0.9059 | 0.9518 |
| No log | 1.4068 | 166 | 0.8117 | 0.4179 | 0.8117 | 0.9009 |
| No log | 1.4237 | 168 | 0.8280 | 0.4118 | 0.8280 | 0.9099 |
| No log | 1.4407 | 170 | 0.7930 | 0.4213 | 0.7930 | 0.8905 |
| No log | 1.4576 | 172 | 0.7771 | 0.3802 | 0.7771 | 0.8815 |
| No log | 1.4746 | 174 | 0.8940 | 0.4438 | 0.8940 | 0.9455 |
| No log | 1.4915 | 176 | 0.9132 | 0.3995 | 0.9132 | 0.9556 |
| No log | 1.5085 | 178 | 0.8486 | 0.4373 | 0.8486 | 0.9212 |
| No log | 1.5254 | 180 | 0.7600 | 0.4705 | 0.7600 | 0.8718 |
| No log | 1.5424 | 182 | 0.7496 | 0.4779 | 0.7496 | 0.8658 |
| No log | 1.5593 | 184 | 0.7492 | 0.4798 | 0.7492 | 0.8655 |
| No log | 1.5763 | 186 | 0.8363 | 0.3794 | 0.8363 | 0.9145 |
| No log | 1.5932 | 188 | 0.9601 | 0.4142 | 0.9601 | 0.9798 |
| No log | 1.6102 | 190 | 1.0601 | 0.4250 | 1.0601 | 1.0296 |
| No log | 1.6271 | 192 | 1.1571 | 0.4123 | 1.1571 | 1.0757 |
| No log | 1.6441 | 194 | 1.0661 | 0.4489 | 1.0661 | 1.0325 |
| No log | 1.6610 | 196 | 0.8765 | 0.3843 | 0.8765 | 0.9362 |
| No log | 1.6780 | 198 | 0.7939 | 0.4164 | 0.7939 | 0.8910 |
| No log | 1.6949 | 200 | 0.7817 | 0.4416 | 0.7817 | 0.8841 |
| No log | 1.7119 | 202 | 0.7665 | 0.4378 | 0.7665 | 0.8755 |
| No log | 1.7288 | 204 | 0.7761 | 0.3951 | 0.7761 | 0.8810 |
| No log | 1.7458 | 206 | 0.8779 | 0.4067 | 0.8779 | 0.9370 |
| No log | 1.7627 | 208 | 0.9437 | 0.3996 | 0.9437 | 0.9714 |
| No log | 1.7797 | 210 | 1.0021 | 0.3969 | 1.0021 | 1.0010 |
| No log | 1.7966 | 212 | 0.9356 | 0.3843 | 0.9356 | 0.9673 |
| No log | 1.8136 | 214 | 0.8715 | 0.4422 | 0.8715 | 0.9335 |
| No log | 1.8305 | 216 | 0.8900 | 0.4524 | 0.8900 | 0.9434 |
| No log | 1.8475 | 218 | 0.9064 | 0.4642 | 0.9064 | 0.9521 |
| No log | 1.8644 | 220 | 0.8615 | 0.4647 | 0.8615 | 0.9281 |
| No log | 1.8814 | 222 | 0.7803 | 0.4351 | 0.7803 | 0.8833 |
| No log | 1.8983 | 224 | 0.7339 | 0.4776 | 0.7339 | 0.8567 |
| No log | 1.9153 | 226 | 0.6977 | 0.4725 | 0.6977 | 0.8353 |
| No log | 1.9322 | 228 | 0.7145 | 0.4662 | 0.7145 | 0.8453 |
| No log | 1.9492 | 230 | 0.7208 | 0.4688 | 0.7208 | 0.8490 |
| No log | 1.9661 | 232 | 0.7622 | 0.4819 | 0.7622 | 0.8730 |
| No log | 1.9831 | 234 | 0.8809 | 0.3958 | 0.8809 | 0.9385 |
| No log | 2.0 | 236 | 0.9316 | 0.4035 | 0.9316 | 0.9652 |
| No log | 2.0169 | 238 | 0.8615 | 0.4031 | 0.8615 | 0.9282 |
| No log | 2.0339 | 240 | 0.8348 | 0.4253 | 0.8348 | 0.9137 |
| No log | 2.0508 | 242 | 0.9579 | 0.4209 | 0.9579 | 0.9787 |
| No log | 2.0678 | 244 | 0.9696 | 0.4281 | 0.9696 | 0.9847 |
| No log | 2.0847 | 246 | 0.8622 | 0.3979 | 0.8622 | 0.9285 |
| No log | 2.1017 | 248 | 0.7822 | 0.3975 | 0.7822 | 0.8844 |
| No log | 2.1186 | 250 | 0.8368 | 0.4770 | 0.8368 | 0.9147 |
| No log | 2.1356 | 252 | 0.8992 | 0.4459 | 0.8992 | 0.9482 |
| No log | 2.1525 | 254 | 0.8408 | 0.4507 | 0.8408 | 0.9170 |
| No log | 2.1695 | 256 | 0.7319 | 0.4399 | 0.7319 | 0.8555 |
| No log | 2.1864 | 258 | 0.7329 | 0.4680 | 0.7329 | 0.8561 |
| No log | 2.2034 | 260 | 0.7392 | 0.4675 | 0.7392 | 0.8597 |
| No log | 2.2203 | 262 | 0.7261 | 0.4437 | 0.7261 | 0.8521 |
| No log | 2.2373 | 264 | 0.7343 | 0.4322 | 0.7343 | 0.8569 |
| No log | 2.2542 | 266 | 0.7422 | 0.4407 | 0.7422 | 0.8615 |
| No log | 2.2712 | 268 | 0.7343 | 0.4407 | 0.7343 | 0.8569 |
| No log | 2.2881 | 270 | 0.6920 | 0.4747 | 0.6920 | 0.8319 |
| No log | 2.3051 | 272 | 0.6988 | 0.4378 | 0.6988 | 0.8359 |
| No log | 2.3220 | 274 | 0.7012 | 0.4520 | 0.7012 | 0.8374 |
| No log | 2.3390 | 276 | 0.7109 | 0.4689 | 0.7109 | 0.8431 |
| No log | 2.3559 | 278 | 0.7620 | 0.4626 | 0.7620 | 0.8729 |
| No log | 2.3729 | 280 | 0.7526 | 0.4843 | 0.7526 | 0.8675 |
| No log | 2.3898 | 282 | 0.7346 | 0.4895 | 0.7346 | 0.8571 |
| No log | 2.4068 | 284 | 0.7493 | 0.4612 | 0.7493 | 0.8656 |
| No log | 2.4237 | 286 | 0.8307 | 0.4719 | 0.8307 | 0.9115 |
| No log | 2.4407 | 288 | 0.8414 | 0.4861 | 0.8414 | 0.9173 |
| No log | 2.4576 | 290 | 0.7914 | 0.4442 | 0.7914 | 0.8896 |
| No log | 2.4746 | 292 | 0.7935 | 0.4240 | 0.7935 | 0.8908 |
| No log | 2.4915 | 294 | 0.8174 | 0.4509 | 0.8174 | 0.9041 |
| No log | 2.5085 | 296 | 0.8444 | 0.4362 | 0.8444 | 0.9189 |
| No log | 2.5254 | 298 | 0.8613 | 0.475 | 0.8613 | 0.9281 |
| No log | 2.5424 | 300 | 0.8620 | 0.4858 | 0.8620 | 0.9284 |
| No log | 2.5593 | 302 | 0.8185 | 0.4755 | 0.8185 | 0.9047 |
| No log | 2.5763 | 304 | 0.7538 | 0.4540 | 0.7538 | 0.8682 |
| No log | 2.5932 | 306 | 0.7154 | 0.4683 | 0.7154 | 0.8458 |
| No log | 2.6102 | 308 | 0.7043 | 0.4530 | 0.7043 | 0.8392 |
| No log | 2.6271 | 310 | 0.7368 | 0.4598 | 0.7368 | 0.8584 |
| No log | 2.6441 | 312 | 0.7668 | 0.4901 | 0.7668 | 0.8757 |
| No log | 2.6610 | 314 | 0.7411 | 0.4779 | 0.7411 | 0.8609 |
| No log | 2.6780 | 316 | 0.7091 | 0.4527 | 0.7091 | 0.8421 |
| No log | 2.6949 | 318 | 0.7275 | 0.4650 | 0.7275 | 0.8529 |
| No log | 2.7119 | 320 | 0.7438 | 0.4587 | 0.7438 | 0.8625 |
| No log | 2.7288 | 322 | 0.7460 | 0.4662 | 0.7460 | 0.8637 |
| No log | 2.7458 | 324 | 0.7658 | 0.4727 | 0.7658 | 0.8751 |
| No log | 2.7627 | 326 | 0.7755 | 0.4632 | 0.7755 | 0.8806 |
| No log | 2.7797 | 328 | 0.7630 | 0.4770 | 0.7630 | 0.8735 |
| No log | 2.7966 | 330 | 0.7846 | 0.4263 | 0.7846 | 0.8858 |
| No log | 2.8136 | 332 | 0.8429 | 0.4620 | 0.8429 | 0.9181 |
| No log | 2.8305 | 334 | 0.9447 | 0.4493 | 0.9447 | 0.9720 |
| No log | 2.8475 | 336 | 0.9429 | 0.4493 | 0.9429 | 0.9710 |
| No log | 2.8644 | 338 | 0.8965 | 0.4502 | 0.8965 | 0.9468 |
| No log | 2.8814 | 340 | 0.8526 | 0.4417 | 0.8526 | 0.9234 |
| No log | 2.8983 | 342 | 0.8621 | 0.4560 | 0.8621 | 0.9285 |
| No log | 2.9153 | 344 | 0.8410 | 0.4683 | 0.8410 | 0.9171 |
| No log | 2.9322 | 346 | 0.7992 | 0.4427 | 0.7992 | 0.8940 |
| No log | 2.9492 | 348 | 0.7877 | 0.4299 | 0.7877 | 0.8876 |
| No log | 2.9661 | 350 | 0.7892 | 0.4716 | 0.7892 | 0.8884 |
| No log | 2.9831 | 352 | 0.7990 | 0.4839 | 0.7990 | 0.8939 |
| No log | 3.0 | 354 | 0.7903 | 0.4712 | 0.7903 | 0.8890 |
| No log | 3.0169 | 356 | 0.8105 | 0.4878 | 0.8105 | 0.9003 |
| No log | 3.0339 | 358 | 0.7772 | 0.5087 | 0.7772 | 0.8816 |
| No log | 3.0508 | 360 | 0.7579 | 0.5173 | 0.7579 | 0.8706 |
| No log | 3.0678 | 362 | 0.7543 | 0.5006 | 0.7543 | 0.8685 |
| No log | 3.0847 | 364 | 0.7973 | 0.5166 | 0.7973 | 0.8929 |
| No log | 3.1017 | 366 | 0.8376 | 0.5531 | 0.8376 | 0.9152 |
| No log | 3.1186 | 368 | 0.8545 | 0.5422 | 0.8545 | 0.9244 |
| No log | 3.1356 | 370 | 0.8199 | 0.5403 | 0.8199 | 0.9055 |
| No log | 3.1525 | 372 | 0.7500 | 0.4988 | 0.7500 | 0.8660 |
| No log | 3.1695 | 374 | 0.7281 | 0.4372 | 0.7281 | 0.8533 |
| No log | 3.1864 | 376 | 0.7204 | 0.4518 | 0.7204 | 0.8488 |
| No log | 3.2034 | 378 | 0.7092 | 0.4546 | 0.7092 | 0.8421 |
| No log | 3.2203 | 380 | 0.7328 | 0.5009 | 0.7328 | 0.8560 |
| No log | 3.2373 | 382 | 0.7790 | 0.5242 | 0.7790 | 0.8826 |
| No log | 3.2542 | 384 | 0.7735 | 0.5117 | 0.7735 | 0.8795 |
| No log | 3.2712 | 386 | 0.7153 | 0.4957 | 0.7153 | 0.8458 |
| No log | 3.2881 | 388 | 0.7018 | 0.4406 | 0.7018 | 0.8377 |
| No log | 3.3051 | 390 | 0.7264 | 0.4540 | 0.7264 | 0.8523 |
| No log | 3.3220 | 392 | 0.7636 | 0.4511 | 0.7636 | 0.8738 |
| No log | 3.3390 | 394 | 0.7404 | 0.4493 | 0.7404 | 0.8605 |
| No log | 3.3559 | 396 | 0.7207 | 0.4834 | 0.7207 | 0.8489 |
| No log | 3.3729 | 398 | 0.7086 | 0.4925 | 0.7086 | 0.8418 |
| No log | 3.3898 | 400 | 0.6812 | 0.4836 | 0.6812 | 0.8253 |
| No log | 3.4068 | 402 | 0.6691 | 0.4587 | 0.6691 | 0.8180 |
| No log | 3.4237 | 404 | 0.6638 | 0.4503 | 0.6638 | 0.8147 |
| No log | 3.4407 | 406 | 0.6491 | 0.5152 | 0.6491 | 0.8057 |
| No log | 3.4576 | 408 | 0.6614 | 0.4971 | 0.6614 | 0.8133 |
| No log | 3.4746 | 410 | 0.6752 | 0.4816 | 0.6752 | 0.8217 |
| No log | 3.4915 | 412 | 0.6692 | 0.5309 | 0.6692 | 0.8180 |
| No log | 3.5085 | 414 | 0.6679 | 0.5159 | 0.6679 | 0.8172 |
| No log | 3.5254 | 416 | 0.6912 | 0.5133 | 0.6912 | 0.8314 |
| No log | 3.5424 | 418 | 0.7163 | 0.4791 | 0.7163 | 0.8463 |
| No log | 3.5593 | 420 | 0.7284 | 0.4797 | 0.7284 | 0.8535 |
| No log | 3.5763 | 422 | 0.7255 | 0.4834 | 0.7255 | 0.8517 |
| No log | 3.5932 | 424 | 0.7192 | 0.4824 | 0.7192 | 0.8481 |
| No log | 3.6102 | 426 | 0.7074 | 0.4664 | 0.7074 | 0.8411 |
| No log | 3.6271 | 428 | 0.6932 | 0.5019 | 0.6932 | 0.8326 |
| No log | 3.6441 | 430 | 0.7135 | 0.4857 | 0.7135 | 0.8447 |
| No log | 3.6610 | 432 | 0.7520 | 0.4980 | 0.7520 | 0.8672 |
| No log | 3.6780 | 434 | 0.7544 | 0.4914 | 0.7544 | 0.8685 |
| No log | 3.6949 | 436 | 0.7044 | 0.4726 | 0.7044 | 0.8393 |
| No log | 3.7119 | 438 | 0.7009 | 0.4957 | 0.7009 | 0.8372 |
| No log | 3.7288 | 440 | 0.7476 | 0.4563 | 0.7476 | 0.8646 |
| No log | 3.7458 | 442 | 0.7804 | 0.4405 | 0.7804 | 0.8834 |
| No log | 3.7627 | 444 | 0.7607 | 0.4524 | 0.7607 | 0.8722 |
| No log | 3.7797 | 446 | 0.7443 | 0.4946 | 0.7443 | 0.8627 |
| No log | 3.7966 | 448 | 0.7747 | 0.4952 | 0.7747 | 0.8802 |
| No log | 3.8136 | 450 | 0.7771 | 0.5180 | 0.7771 | 0.8816 |
| No log | 3.8305 | 452 | 0.7599 | 0.5211 | 0.7599 | 0.8717 |
| No log | 3.8475 | 454 | 0.7403 | 0.5120 | 0.7403 | 0.8604 |
| No log | 3.8644 | 456 | 0.7286 | 0.5185 | 0.7286 | 0.8536 |
| No log | 3.8814 | 458 | 0.7186 | 0.5174 | 0.7186 | 0.8477 |
| No log | 3.8983 | 460 | 0.7155 | 0.4870 | 0.7155 | 0.8459 |
| No log | 3.9153 | 462 | 0.7322 | 0.4653 | 0.7322 | 0.8557 |
| No log | 3.9322 | 464 | 0.7485 | 0.4741 | 0.7485 | 0.8652 |
| No log | 3.9492 | 466 | 0.7858 | 0.4773 | 0.7858 | 0.8865 |
| No log | 3.9661 | 468 | 0.8434 | 0.4950 | 0.8434 | 0.9184 |
| No log | 3.9831 | 470 | 0.8723 | 0.4952 | 0.8723 | 0.9340 |
| No log | 4.0 | 472 | 0.8418 | 0.5050 | 0.8418 | 0.9175 |
| No log | 4.0169 | 474 | 0.8016 | 0.5114 | 0.8016 | 0.8953 |
| No log | 4.0339 | 476 | 0.7486 | 0.5110 | 0.7486 | 0.8652 |
| No log | 4.0508 | 478 | 0.7263 | 0.5089 | 0.7263 | 0.8522 |
| No log | 4.0678 | 480 | 0.7089 | 0.5104 | 0.7089 | 0.8420 |
| No log | 4.0847 | 482 | 0.6987 | 0.4931 | 0.6987 | 0.8359 |
| No log | 4.1017 | 484 | 0.7200 | 0.5191 | 0.7200 | 0.8485 |
| No log | 4.1186 | 486 | 0.7484 | 0.4770 | 0.7484 | 0.8651 |
| No log | 4.1356 | 488 | 0.7240 | 0.5040 | 0.7240 | 0.8509 |
| No log | 4.1525 | 490 | 0.6769 | 0.5068 | 0.6769 | 0.8227 |
| No log | 4.1695 | 492 | 0.6904 | 0.4907 | 0.6904 | 0.8309 |
| No log | 4.1864 | 494 | 0.7664 | 0.4706 | 0.7664 | 0.8755 |
| No log | 4.2034 | 496 | 0.8098 | 0.4706 | 0.8098 | 0.8999 |
| No log | 4.2203 | 498 | 0.7728 | 0.4997 | 0.7728 | 0.8791 |
| 0.4813 | 4.2373 | 500 | 0.7360 | 0.4938 | 0.7360 | 0.8579 |
| 0.4813 | 4.2542 | 502 | 0.7272 | 0.5065 | 0.7272 | 0.8528 |
| 0.4813 | 4.2712 | 504 | 0.7135 | 0.5097 | 0.7135 | 0.8447 |
| 0.4813 | 4.2881 | 506 | 0.6905 | 0.5258 | 0.6905 | 0.8309 |
| 0.4813 | 4.3051 | 508 | 0.6746 | 0.5322 | 0.6746 | 0.8213 |
| 0.4813 | 4.3220 | 510 | 0.6585 | 0.5265 | 0.6585 | 0.8115 |
| 0.4813 | 4.3390 | 512 | 0.6575 | 0.4949 | 0.6575 | 0.8108 |
| 0.4813 | 4.3559 | 514 | 0.6775 | 0.5094 | 0.6775 | 0.8231 |
| 0.4813 | 4.3729 | 516 | 0.6952 | 0.5003 | 0.6952 | 0.8338 |
| 0.4813 | 4.3898 | 518 | 0.7256 | 0.4861 | 0.7256 | 0.8518 |
| 0.4813 | 4.4068 | 520 | 0.7462 | 0.4878 | 0.7462 | 0.8638 |
| 0.4813 | 4.4237 | 522 | 0.7449 | 0.4863 | 0.7449 | 0.8631 |
| 0.4813 | 4.4407 | 524 | 0.7655 | 0.4549 | 0.7655 | 0.8749 |
| 0.4813 | 4.4576 | 526 | 0.7886 | 0.4651 | 0.7886 | 0.8880 |
| 0.4813 | 4.4746 | 528 | 0.7949 | 0.4566 | 0.7949 | 0.8916 |
| 0.4813 | 4.4915 | 530 | 0.8143 | 0.4835 | 0.8143 | 0.9024 |
| 0.4813 | 4.5085 | 532 | 0.8684 | 0.4829 | 0.8684 | 0.9319 |
| 0.4813 | 4.5254 | 534 | 0.8967 | 0.4669 | 0.8967 | 0.9469 |
| 0.4813 | 4.5424 | 536 | 0.8601 | 0.4894 | 0.8601 | 0.9274 |
| 0.4813 | 4.5593 | 538 | 0.7894 | 0.4635 | 0.7894 | 0.8885 |
| 0.4813 | 4.5763 | 540 | 0.7496 | 0.4842 | 0.7496 | 0.8658 |
| 0.4813 | 4.5932 | 542 | 0.7428 | 0.5367 | 0.7428 | 0.8618 |
| 0.4813 | 4.6102 | 544 | 0.7472 | 0.5640 | 0.7472 | 0.8644 |
| 0.4813 | 4.6271 | 546 | 0.7474 | 0.5828 | 0.7474 | 0.8645 |
| 0.4813 | 4.6441 | 548 | 0.7355 | 0.5741 | 0.7355 | 0.8576 |
| 0.4813 | 4.6610 | 550 | 0.7195 | 0.4873 | 0.7195 | 0.8482 |
| 0.4813 | 4.6780 | 552 | 0.6948 | 0.5301 | 0.6948 | 0.8336 |
| 0.4813 | 4.6949 | 554 | 0.6664 | 0.5341 | 0.6664 | 0.8163 |
| 0.4813 | 4.7119 | 556 | 0.6546 | 0.5654 | 0.6546 | 0.8091 |
| 0.4813 | 4.7288 | 558 | 0.6510 | 0.5669 | 0.6510 | 0.8068 |
| 0.4813 | 4.7458 | 560 | 0.6638 | 0.5492 | 0.6638 | 0.8147 |
| 0.4813 | 4.7627 | 562 | 0.6860 | 0.5377 | 0.6860 | 0.8282 |
| 0.4813 | 4.7797 | 564 | 0.7124 | 0.5625 | 0.7124 | 0.8441 |
| 0.4813 | 4.7966 | 566 | 0.7304 | 0.5129 | 0.7304 | 0.8546 |
| 0.4813 | 4.8136 | 568 | 0.7421 | 0.4719 | 0.7421 | 0.8614 |
| 0.4813 | 4.8305 | 570 | 0.7504 | 0.4621 | 0.7504 | 0.8662 |
| 0.4813 | 4.8475 | 572 | 0.7267 | 0.4699 | 0.7267 | 0.8525 |
| 0.4813 | 4.8644 | 574 | 0.7006 | 0.5200 | 0.7006 | 0.8370 |
| 0.4813 | 4.8814 | 576 | 0.6983 | 0.5150 | 0.6983 | 0.8357 |
| 0.4813 | 4.8983 | 578 | 0.7080 | 0.4957 | 0.7080 | 0.8414 |
| 0.4813 | 4.9153 | 580 | 0.6924 | 0.5060 | 0.6924 | 0.8321 |
| 0.4813 | 4.9322 | 582 | 0.6824 | 0.5337 | 0.6824 | 0.8261 |
| 0.4813 | 4.9492 | 584 | 0.6953 | 0.4451 | 0.6953 | 0.8338 |
| 0.4813 | 4.9661 | 586 | 0.6933 | 0.4664 | 0.6933 | 0.8327 |
| 0.4813 | 4.9831 | 588 | 0.6616 | 0.4597 | 0.6616 | 0.8134 |
| 0.4813 | 5.0 | 590 | 0.6385 | 0.4940 | 0.6385 | 0.7991 |
| 0.4813 | 5.0169 | 592 | 0.6282 | 0.5268 | 0.6282 | 0.7926 |
| 0.4813 | 5.0339 | 594 | 0.6306 | 0.5356 | 0.6306 | 0.7941 |
| 0.4813 | 5.0508 | 596 | 0.6477 | 0.5441 | 0.6477 | 0.8048 |
| 0.4813 | 5.0678 | 598 | 0.6666 | 0.5049 | 0.6666 | 0.8165 |
| 0.4813 | 5.0847 | 600 | 0.6857 | 0.4656 | 0.6857 | 0.8281 |
| 0.4813 | 5.1017 | 602 | 0.7139 | 0.4486 | 0.7139 | 0.8449 |
| 0.4813 | 5.1186 | 604 | 0.7302 | 0.4446 | 0.7302 | 0.8545 |
| 0.4813 | 5.1356 | 606 | 0.7455 | 0.4616 | 0.7455 | 0.8634 |
| 0.4813 | 5.1525 | 608 | 0.7624 | 0.4398 | 0.7624 | 0.8732 |
| 0.4813 | 5.1695 | 610 | 0.7703 | 0.4583 | 0.7703 | 0.8777 |
| 0.4813 | 5.1864 | 612 | 0.7457 | 0.4760 | 0.7457 | 0.8635 |
| 0.4813 | 5.2034 | 614 | 0.7262 | 0.4672 | 0.7262 | 0.8522 |
| 0.4813 | 5.2203 | 616 | 0.7051 | 0.4920 | 0.7051 | 0.8397 |
| 0.4813 | 5.2373 | 618 | 0.6937 | 0.4694 | 0.6937 | 0.8329 |
| 0.4813 | 5.2542 | 620 | 0.6980 | 0.4574 | 0.6980 | 0.8354 |
| 0.4813 | 5.2712 | 622 | 0.6947 | 0.4630 | 0.6947 | 0.8335 |
| 0.4813 | 5.2881 | 624 | 0.6781 | 0.4653 | 0.6781 | 0.8235 |
| 0.4813 | 5.3051 | 626 | 0.6676 | 0.5240 | 0.6676 | 0.8171 |
| 0.4813 | 5.3220 | 628 | 0.6757 | 0.4981 | 0.6757 | 0.8220 |
| 0.4813 | 5.3390 | 630 | 0.7117 | 0.4823 | 0.7117 | 0.8436 |
| 0.4813 | 5.3559 | 632 | 0.7153 | 0.4823 | 0.7153 | 0.8457 |
| 0.4813 | 5.3729 | 634 | 0.6930 | 0.4933 | 0.6930 | 0.8325 |
| 0.4813 | 5.3898 | 636 | 0.6675 | 0.5220 | 0.6675 | 0.8170 |
| 0.4813 | 5.4068 | 638 | 0.6784 | 0.4902 | 0.6784 | 0.8236 |
| 0.4813 | 5.4237 | 640 | 0.7028 | 0.4805 | 0.7028 | 0.8383 |
| 0.4813 | 5.4407 | 642 | 0.7132 | 0.4909 | 0.7132 | 0.8445 |
| 0.4813 | 5.4576 | 644 | 0.7117 | 0.4735 | 0.7117 | 0.8436 |
| 0.4813 | 5.4746 | 646 | 0.7143 | 0.5376 | 0.7143 | 0.8452 |
| 0.4813 | 5.4915 | 648 | 0.7342 | 0.4941 | 0.7342 | 0.8568 |
| 0.4813 | 5.5085 | 650 | 0.7361 | 0.4933 | 0.7361 | 0.8579 |
| 0.4813 | 5.5254 | 652 | 0.7278 | 0.4806 | 0.7278 | 0.8531 |
| 0.4813 | 5.5424 | 654 | 0.7463 | 0.4881 | 0.7463 | 0.8639 |
| 0.4813 | 5.5593 | 656 | 0.7714 | 0.4875 | 0.7714 | 0.8783 |
| 0.4813 | 5.5763 | 658 | 0.7595 | 0.4854 | 0.7595 | 0.8715 |
| 0.4813 | 5.5932 | 660 | 0.7408 | 0.4881 | 0.7408 | 0.8607 |
| 0.4813 | 5.6102 | 662 | 0.7227 | 0.4669 | 0.7227 | 0.8501 |
| 0.4813 | 5.6271 | 664 | 0.7221 | 0.4755 | 0.7221 | 0.8498 |
| 0.4813 | 5.6441 | 666 | 0.7258 | 0.4806 | 0.7258 | 0.8520 |
| 0.4813 | 5.6610 | 668 | 0.7324 | 0.4462 | 0.7324 | 0.8558 |
| 0.4813 | 5.6780 | 670 | 0.7521 | 0.4933 | 0.7521 | 0.8672 |
| 0.4813 | 5.6949 | 672 | 0.7655 | 0.4854 | 0.7655 | 0.8750 |
| 0.4813 | 5.7119 | 674 | 0.7471 | 0.4854 | 0.7471 | 0.8644 |
| 0.4813 | 5.7288 | 676 | 0.7176 | 0.4737 | 0.7176 | 0.8471 |
| 0.4813 | 5.7458 | 678 | 0.6774 | 0.4696 | 0.6774 | 0.8230 |
| 0.4813 | 5.7627 | 680 | 0.6513 | 0.4829 | 0.6513 | 0.8070 |
| 0.4813 | 5.7797 | 682 | 0.6311 | 0.5346 | 0.6311 | 0.7944 |
| 0.4813 | 5.7966 | 684 | 0.6245 | 0.5178 | 0.6245 | 0.7902 |
| 0.4813 | 5.8136 | 686 | 0.6281 | 0.5166 | 0.6281 | 0.7925 |
| 0.4813 | 5.8305 | 688 | 0.6355 | 0.4976 | 0.6355 | 0.7972 |
| 0.4813 | 5.8475 | 690 | 0.6536 | 0.4798 | 0.6536 | 0.8085 |
| 0.4813 | 5.8644 | 692 | 0.6693 | 0.4804 | 0.6693 | 0.8181 |
| 0.4813 | 5.8814 | 694 | 0.6915 | 0.4860 | 0.6915 | 0.8316 |
| 0.4813 | 5.8983 | 696 | 0.7129 | 0.4892 | 0.7129 | 0.8443 |
| 0.4813 | 5.9153 | 698 | 0.7414 | 0.4817 | 0.7414 | 0.8611 |
| 0.4813 | 5.9322 | 700 | 0.7574 | 0.4871 | 0.7574 | 0.8703 |
| 0.4813 | 5.9492 | 702 | 0.7476 | 0.5022 | 0.7476 | 0.8646 |
| 0.4813 | 5.9661 | 704 | 0.7402 | 0.4912 | 0.7402 | 0.8603 |
| 0.4813 | 5.9831 | 706 | 0.7330 | 0.4912 | 0.7330 | 0.8562 |
| 0.4813 | 6.0 | 708 | 0.7418 | 0.4811 | 0.7418 | 0.8613 |
| 0.4813 | 6.0169 | 710 | 0.7275 | 0.4673 | 0.7275 | 0.8529 |
| 0.4813 | 6.0339 | 712 | 0.6968 | 0.4754 | 0.6968 | 0.8347 |
| 0.4813 | 6.0508 | 714 | 0.6734 | 0.4973 | 0.6734 | 0.8206 |
| 0.4813 | 6.0678 | 716 | 0.6498 | 0.5013 | 0.6498 | 0.8061 |
| 0.4813 | 6.0847 | 718 | 0.6476 | 0.5309 | 0.6476 | 0.8048 |
| 0.4813 | 6.1017 | 720 | 0.6494 | 0.5309 | 0.6494 | 0.8058 |
| 0.4813 | 6.1186 | 722 | 0.6495 | 0.5247 | 0.6495 | 0.8059 |
| 0.4813 | 6.1356 | 724 | 0.6493 | 0.4871 | 0.6493 | 0.8058 |
| 0.4813 | 6.1525 | 726 | 0.6725 | 0.4574 | 0.6725 | 0.8201 |
| 0.4813 | 6.1695 | 728 | 0.7043 | 0.4524 | 0.7043 | 0.8392 |
| 0.4813 | 6.1864 | 730 | 0.7113 | 0.4350 | 0.7113 | 0.8434 |
| 0.4813 | 6.2034 | 732 | 0.6921 | 0.4664 | 0.6921 | 0.8319 |
| 0.4813 | 6.2203 | 734 | 0.6831 | 0.4976 | 0.6831 | 0.8265 |
| 0.4813 | 6.2373 | 736 | 0.6854 | 0.4976 | 0.6854 | 0.8279 |
| 0.4813 | 6.2542 | 738 | 0.6840 | 0.4959 | 0.6840 | 0.8271 |
| 0.4813 | 6.2712 | 740 | 0.6827 | 0.4720 | 0.6827 | 0.8263 |
| 0.4813 | 6.2881 | 742 | 0.6754 | 0.4814 | 0.6754 | 0.8218 |
| 0.4813 | 6.3051 | 744 | 0.6660 | 0.4598 | 0.6660 | 0.8161 |
| 0.4813 | 6.3220 | 746 | 0.6503 | 0.4638 | 0.6503 | 0.8064 |
| 0.4813 | 6.3390 | 748 | 0.6417 | 0.4643 | 0.6417 | 0.8011 |
| 0.4813 | 6.3559 | 750 | 0.6314 | 0.5108 | 0.6314 | 0.7946 |
| 0.4813 | 6.3729 | 752 | 0.6283 | 0.5108 | 0.6283 | 0.7927 |
| 0.4813 | 6.3898 | 754 | 0.6347 | 0.5056 | 0.6347 | 0.7967 |
| 0.4813 | 6.4068 | 756 | 0.6456 | 0.5346 | 0.6456 | 0.8035 |
| 0.4813 | 6.4237 | 758 | 0.6616 | 0.4889 | 0.6616 | 0.8134 |
| 0.4813 | 6.4407 | 760 | 0.6768 | 0.4757 | 0.6768 | 0.8227 |
| 0.4813 | 6.4576 | 762 | 0.6881 | 0.4752 | 0.6881 | 0.8295 |
| 0.4813 | 6.4746 | 764 | 0.7021 | 0.4610 | 0.7021 | 0.8379 |
| 0.4813 | 6.4915 | 766 | 0.7066 | 0.4610 | 0.7066 | 0.8406 |
| 0.4813 | 6.5085 | 768 | 0.7159 | 0.4610 | 0.7159 | 0.8461 |
| 0.4813 | 6.5254 | 770 | 0.7154 | 0.4610 | 0.7154 | 0.8458 |
| 0.4813 | 6.5424 | 772 | 0.7178 | 0.4831 | 0.7178 | 0.8472 |
| 0.4813 | 6.5593 | 774 | 0.7301 | 0.5233 | 0.7301 | 0.8545 |
| 0.4813 | 6.5763 | 776 | 0.7486 | 0.4742 | 0.7486 | 0.8652 |
| 0.4813 | 6.5932 | 778 | 0.7441 | 0.4482 | 0.7441 | 0.8626 |
| 0.4813 | 6.6102 | 780 | 0.7239 | 0.5081 | 0.7239 | 0.8508 |
| 0.4813 | 6.6271 | 782 | 0.7057 | 0.5126 | 0.7057 | 0.8401 |
| 0.4813 | 6.6441 | 784 | 0.7077 | 0.4779 | 0.7077 | 0.8412 |
| 0.4813 | 6.6610 | 786 | 0.7185 | 0.4607 | 0.7185 | 0.8476 |
| 0.4813 | 6.6780 | 788 | 0.7073 | 0.4611 | 0.7073 | 0.8410 |
| 0.4813 | 6.6949 | 790 | 0.6788 | 0.4739 | 0.6788 | 0.8239 |
| 0.4813 | 6.7119 | 792 | 0.6675 | 0.4899 | 0.6675 | 0.8170 |
| 0.4813 | 6.7288 | 794 | 0.6585 | 0.5144 | 0.6585 | 0.8115 |
| 0.4813 | 6.7458 | 796 | 0.6502 | 0.5144 | 0.6502 | 0.8064 |
| 0.4813 | 6.7627 | 798 | 0.6357 | 0.5077 | 0.6357 | 0.7973 |
| 0.4813 | 6.7797 | 800 | 0.6282 | 0.5257 | 0.6282 | 0.7926 |
| 0.4813 | 6.7966 | 802 | 0.6384 | 0.5264 | 0.6384 | 0.7990 |
| 0.4813 | 6.8136 | 804 | 0.6505 | 0.5105 | 0.6505 | 0.8066 |
| 0.4813 | 6.8305 | 806 | 0.6554 | 0.5105 | 0.6554 | 0.8096 |
| 0.4813 | 6.8475 | 808 | 0.6589 | 0.5105 | 0.6589 | 0.8117 |
| 0.4813 | 6.8644 | 810 | 0.6555 | 0.5009 | 0.6555 | 0.8097 |
| 0.4813 | 6.8814 | 812 | 0.6591 | 0.4960 | 0.6591 | 0.8118 |
| 0.4813 | 6.8983 | 814 | 0.6725 | 0.4973 | 0.6725 | 0.8201 |
| 0.4813 | 6.9153 | 816 | 0.6775 | 0.4973 | 0.6775 | 0.8231 |
| 0.4813 | 6.9322 | 818 | 0.6772 | 0.4970 | 0.6772 | 0.8229 |
| 0.4813 | 6.9492 | 820 | 0.6807 | 0.4950 | 0.6807 | 0.8251 |
| 0.4813 | 6.9661 | 822 | 0.6993 | 0.4743 | 0.6993 | 0.8363 |
| 0.4813 | 6.9831 | 824 | 0.7092 | 0.4980 | 0.7092 | 0.8421 |
| 0.4813 | 7.0 | 826 | 0.7066 | 0.4972 | 0.7066 | 0.8406 |
| 0.4813 | 7.0169 | 828 | 0.6919 | 0.5112 | 0.6919 | 0.8318 |
| 0.4813 | 7.0339 | 830 | 0.6846 | 0.4726 | 0.6846 | 0.8274 |
| 0.4813 | 7.0508 | 832 | 0.6836 | 0.4770 | 0.6836 | 0.8268 |
| 0.4813 | 7.0678 | 834 | 0.6901 | 0.4788 | 0.6901 | 0.8307 |
| 0.4813 | 7.0847 | 836 | 0.6893 | 0.4827 | 0.6893 | 0.8303 |
| 0.4813 | 7.1017 | 838 | 0.6858 | 0.4874 | 0.6858 | 0.8281 |
| 0.4813 | 7.1186 | 840 | 0.6751 | 0.4816 | 0.6751 | 0.8216 |
| 0.4813 | 7.1356 | 842 | 0.6688 | 0.4726 | 0.6688 | 0.8178 |
| 0.4813 | 7.1525 | 844 | 0.6680 | 0.4912 | 0.6680 | 0.8173 |
| 0.4813 | 7.1695 | 846 | 0.6726 | 0.4964 | 0.6726 | 0.8201 |
| 0.4813 | 7.1864 | 848 | 0.6678 | 0.4912 | 0.6678 | 0.8172 |
| 0.4813 | 7.2034 | 850 | 0.6632 | 0.5 | 0.6632 | 0.8144 |
| 0.4813 | 7.2203 | 852 | 0.6589 | 0.5337 | 0.6589 | 0.8117 |
| 0.4813 | 7.2373 | 854 | 0.6559 | 0.5337 | 0.6559 | 0.8099 |
| 0.4813 | 7.2542 | 856 | 0.6543 | 0.5337 | 0.6543 | 0.8089 |
| 0.4813 | 7.2712 | 858 | 0.6566 | 0.5341 | 0.6566 | 0.8103 |
| 0.4813 | 7.2881 | 860 | 0.6611 | 0.4950 | 0.6611 | 0.8131 |
| 0.4813 | 7.3051 | 862 | 0.6741 | 0.5222 | 0.6741 | 0.8210 |
| 0.4813 | 7.3220 | 864 | 0.6847 | 0.5120 | 0.6847 | 0.8274 |
| 0.4813 | 7.3390 | 866 | 0.7010 | 0.4938 | 0.7010 | 0.8372 |
| 0.4813 | 7.3559 | 868 | 0.7075 | 0.4864 | 0.7075 | 0.8411 |
| 0.4813 | 7.3729 | 870 | 0.6982 | 0.4938 | 0.6982 | 0.8356 |
| 0.4813 | 7.3898 | 872 | 0.6814 | 0.5326 | 0.6814 | 0.8255 |
| 0.4813 | 7.4068 | 874 | 0.6754 | 0.5269 | 0.6754 | 0.8218 |
| 0.4813 | 7.4237 | 876 | 0.6682 | 0.5292 | 0.6682 | 0.8174 |
| 0.4813 | 7.4407 | 878 | 0.6607 | 0.5303 | 0.6607 | 0.8128 |
| 0.4813 | 7.4576 | 880 | 0.6646 | 0.5200 | 0.6646 | 0.8152 |
| 0.4813 | 7.4746 | 882 | 0.6672 | 0.5140 | 0.6672 | 0.8168 |
| 0.4813 | 7.4915 | 884 | 0.6714 | 0.5200 | 0.6714 | 0.8194 |
| 0.4813 | 7.5085 | 886 | 0.6809 | 0.5150 | 0.6809 | 0.8252 |
| 0.4813 | 7.5254 | 888 | 0.6876 | 0.5087 | 0.6876 | 0.8292 |
| 0.4813 | 7.5424 | 890 | 0.6895 | 0.5031 | 0.6895 | 0.8303 |
| 0.4813 | 7.5593 | 892 | 0.6900 | 0.5009 | 0.6900 | 0.8307 |
| 0.4813 | 7.5763 | 894 | 0.6945 | 0.5009 | 0.6945 | 0.8334 |
| 0.4813 | 7.5932 | 896 | 0.6950 | 0.4860 | 0.6950 | 0.8337 |
| 0.4813 | 7.6102 | 898 | 0.6954 | 0.5097 | 0.6954 | 0.8339 |
| 0.4813 | 7.6271 | 900 | 0.7053 | 0.4933 | 0.7053 | 0.8398 |
| 0.4813 | 7.6441 | 902 | 0.7146 | 0.5163 | 0.7146 | 0.8453 |
| 0.4813 | 7.6610 | 904 | 0.7280 | 0.5147 | 0.7280 | 0.8532 |
| 0.4813 | 7.6780 | 906 | 0.7345 | 0.5147 | 0.7345 | 0.8570 |
| 0.4813 | 7.6949 | 908 | 0.7398 | 0.5219 | 0.7398 | 0.8601 |
| 0.4813 | 7.7119 | 910 | 0.7277 | 0.4926 | 0.7277 | 0.8530 |
| 0.4813 | 7.7288 | 912 | 0.7182 | 0.5032 | 0.7182 | 0.8475 |
| 0.4813 | 7.7458 | 914 | 0.7108 | 0.4814 | 0.7108 | 0.8431 |
| 0.4813 | 7.7627 | 916 | 0.7112 | 0.4703 | 0.7112 | 0.8433 |
| 0.4813 | 7.7797 | 918 | 0.7121 | 0.5160 | 0.7121 | 0.8439 |
| 0.4813 | 7.7966 | 920 | 0.7087 | 0.5101 | 0.7087 | 0.8419 |
| 0.4813 | 7.8136 | 922 | 0.7034 | 0.5160 | 0.7034 | 0.8387 |
| 0.4813 | 7.8305 | 924 | 0.6945 | 0.4859 | 0.6945 | 0.8334 |
| 0.4813 | 7.8475 | 926 | 0.6911 | 0.4681 | 0.6911 | 0.8313 |
| 0.4813 | 7.8644 | 928 | 0.6959 | 0.4749 | 0.6959 | 0.8342 |
| 0.4813 | 7.8814 | 930 | 0.7108 | 0.5028 | 0.7108 | 0.8431 |
| 0.4813 | 7.8983 | 932 | 0.7183 | 0.4861 | 0.7183 | 0.8476 |
| 0.4813 | 7.9153 | 934 | 0.7111 | 0.4803 | 0.7111 | 0.8433 |
| 0.4813 | 7.9322 | 936 | 0.6973 | 0.4814 | 0.6973 | 0.8350 |
| 0.4813 | 7.9492 | 938 | 0.6859 | 0.5014 | 0.6859 | 0.8282 |
| 0.4813 | 7.9661 | 940 | 0.6790 | 0.4965 | 0.6790 | 0.8240 |
| 0.4813 | 7.9831 | 942 | 0.6725 | 0.4739 | 0.6725 | 0.8201 |
| 0.4813 | 8.0 | 944 | 0.6711 | 0.5183 | 0.6711 | 0.8192 |
| 0.4813 | 8.0169 | 946 | 0.6734 | 0.5003 | 0.6734 | 0.8206 |
| 0.4813 | 8.0339 | 948 | 0.6768 | 0.5189 | 0.6768 | 0.8227 |
| 0.4813 | 8.0508 | 950 | 0.6834 | 0.4739 | 0.6834 | 0.8267 |
| 0.4813 | 8.0678 | 952 | 0.6967 | 0.4958 | 0.6967 | 0.8347 |
| 0.4813 | 8.0847 | 954 | 0.7117 | 0.4776 | 0.7117 | 0.8436 |
| 0.4813 | 8.1017 | 956 | 0.7277 | 0.4882 | 0.7277 | 0.8531 |
| 0.4813 | 8.1186 | 958 | 0.7391 | 0.4882 | 0.7391 | 0.8597 |
| 0.4813 | 8.1356 | 960 | 0.7336 | 0.4955 | 0.7336 | 0.8565 |
| 0.4813 | 8.1525 | 962 | 0.7228 | 0.4857 | 0.7228 | 0.8502 |
| 0.4813 | 8.1695 | 964 | 0.7103 | 0.4958 | 0.7103 | 0.8428 |
| 0.4813 | 8.1864 | 966 | 0.6951 | 0.5049 | 0.6951 | 0.8337 |
| 0.4813 | 8.2034 | 968 | 0.6847 | 0.4770 | 0.6847 | 0.8275 |
| 0.4813 | 8.2203 | 970 | 0.6792 | 0.5044 | 0.6792 | 0.8242 |
| 0.4813 | 8.2373 | 972 | 0.6780 | 0.5044 | 0.6780 | 0.8234 |
| 0.4813 | 8.2542 | 974 | 0.6799 | 0.5214 | 0.6799 | 0.8246 |
| 0.4813 | 8.2712 | 976 | 0.6863 | 0.5106 | 0.6863 | 0.8284 |
| 0.4813 | 8.2881 | 978 | 0.6918 | 0.5032 | 0.6918 | 0.8317 |
| 0.4813 | 8.3051 | 980 | 0.6954 | 0.5127 | 0.6954 | 0.8339 |
| 0.4813 | 8.3220 | 982 | 0.6997 | 0.5127 | 0.6997 | 0.8365 |
| 0.4813 | 8.3390 | 984 | 0.7106 | 0.4889 | 0.7106 | 0.8430 |
| 0.4813 | 8.3559 | 986 | 0.7147 | 0.4814 | 0.7147 | 0.8454 |
| 0.4813 | 8.3729 | 988 | 0.7268 | 0.4864 | 0.7268 | 0.8525 |
| 0.4813 | 8.3898 | 990 | 0.7321 | 0.4779 | 0.7321 | 0.8556 |
| 0.4813 | 8.4068 | 992 | 0.7307 | 0.4779 | 0.7307 | 0.8548 |
| 0.4813 | 8.4237 | 994 | 0.7224 | 0.4790 | 0.7224 | 0.8500 |
| 0.4813 | 8.4407 | 996 | 0.7159 | 0.4797 | 0.7159 | 0.8461 |
| 0.4813 | 8.4576 | 998 | 0.7092 | 0.4785 | 0.7092 | 0.8421 |
| 0.0791 | 8.4746 | 1000 | 0.6983 | 0.4861 | 0.6983 | 0.8356 |
| 0.0791 | 8.4915 | 1002 | 0.6810 | 0.5231 | 0.6810 | 0.8252 |
| 0.0791 | 8.5085 | 1004 | 0.6662 | 0.5456 | 0.6662 | 0.8162 |
| 0.0791 | 8.5254 | 1006 | 0.6576 | 0.5622 | 0.6576 | 0.8109 |
| 0.0791 | 8.5424 | 1008 | 0.6514 | 0.5622 | 0.6514 | 0.8071 |
| 0.0791 | 8.5593 | 1010 | 0.6527 | 0.5606 | 0.6527 | 0.8079 |
| 0.0791 | 8.5763 | 1012 | 0.6506 | 0.5622 | 0.6506 | 0.8066 |
| 0.0791 | 8.5932 | 1014 | 0.6536 | 0.5622 | 0.6536 | 0.8085 |
| 0.0791 | 8.6102 | 1016 | 0.6610 | 0.5456 | 0.6610 | 0.8130 |
| 0.0791 | 8.6271 | 1018 | 0.6687 | 0.5456 | 0.6687 | 0.8177 |
| 0.0791 | 8.6441 | 1020 | 0.6798 | 0.5368 | 0.6798 | 0.8245 |
| 0.0791 | 8.6610 | 1022 | 0.6840 | 0.5368 | 0.6840 | 0.8271 |
| 0.0791 | 8.6780 | 1024 | 0.6910 | 0.5094 | 0.6910 | 0.8313 |
| 0.0791 | 8.6949 | 1026 | 0.7022 | 0.4955 | 0.7022 | 0.8380 |
| 0.0791 | 8.7119 | 1028 | 0.7158 | 0.4861 | 0.7158 | 0.8461 |
| 0.0791 | 8.7288 | 1030 | 0.7320 | 0.4785 | 0.7320 | 0.8556 |
| 0.0791 | 8.7458 | 1032 | 0.7335 | 0.4785 | 0.7335 | 0.8565 |
| 0.0791 | 8.7627 | 1034 | 0.7376 | 0.4871 | 0.7376 | 0.8588 |
| 0.0791 | 8.7797 | 1036 | 0.7357 | 0.4871 | 0.7357 | 0.8577 |
| 0.0791 | 8.7966 | 1038 | 0.7298 | 0.4814 | 0.7298 | 0.8543 |
| 0.0791 | 8.8136 | 1040 | 0.7241 | 0.4814 | 0.7241 | 0.8510 |
| 0.0791 | 8.8305 | 1042 | 0.7187 | 0.4814 | 0.7187 | 0.8478 |
| 0.0791 | 8.8475 | 1044 | 0.7132 | 0.4814 | 0.7132 | 0.8445 |
| 0.0791 | 8.8644 | 1046 | 0.7109 | 0.4889 | 0.7109 | 0.8432 |
| 0.0791 | 8.8814 | 1048 | 0.7082 | 0.4701 | 0.7082 | 0.8415 |
| 0.0791 | 8.8983 | 1050 | 0.7129 | 0.4889 | 0.7129 | 0.8443 |
| 0.0791 | 8.9153 | 1052 | 0.7147 | 0.4701 | 0.7147 | 0.8454 |
| 0.0791 | 8.9322 | 1054 | 0.7211 | 0.4889 | 0.7211 | 0.8492 |
| 0.0791 | 8.9492 | 1056 | 0.7327 | 0.4814 | 0.7327 | 0.8560 |
| 0.0791 | 8.9661 | 1058 | 0.7425 | 0.4722 | 0.7425 | 0.8617 |
| 0.0791 | 8.9831 | 1060 | 0.7501 | 0.4647 | 0.7501 | 0.8661 |
| 0.0791 | 9.0 | 1062 | 0.7524 | 0.4647 | 0.7524 | 0.8674 |
| 0.0791 | 9.0169 | 1064 | 0.7455 | 0.4722 | 0.7455 | 0.8634 |
| 0.0791 | 9.0339 | 1066 | 0.7363 | 0.4722 | 0.7363 | 0.8581 |
| 0.0791 | 9.0508 | 1068 | 0.7335 | 0.4722 | 0.7335 | 0.8564 |
| 0.0791 | 9.0678 | 1070 | 0.7285 | 0.4722 | 0.7285 | 0.8535 |
| 0.0791 | 9.0847 | 1072 | 0.7265 | 0.4670 | 0.7265 | 0.8523 |
| 0.0791 | 9.1017 | 1074 | 0.7221 | 0.4670 | 0.7221 | 0.8498 |
| 0.0791 | 9.1186 | 1076 | 0.7138 | 0.4814 | 0.7138 | 0.8449 |
| 0.0791 | 9.1356 | 1078 | 0.7047 | 0.4701 | 0.7047 | 0.8395 |
| 0.0791 | 9.1525 | 1080 | 0.6996 | 0.5189 | 0.6996 | 0.8364 |
| 0.0791 | 9.1695 | 1082 | 0.6993 | 0.5189 | 0.6993 | 0.8362 |
| 0.0791 | 9.1864 | 1084 | 0.6987 | 0.5189 | 0.6987 | 0.8359 |
| 0.0791 | 9.2034 | 1086 | 0.6991 | 0.5189 | 0.6991 | 0.8361 |
| 0.0791 | 9.2203 | 1088 | 0.6971 | 0.5206 | 0.6971 | 0.8349 |
| 0.0791 | 9.2373 | 1090 | 0.6984 | 0.4914 | 0.6984 | 0.8357 |
| 0.0791 | 9.2542 | 1092 | 0.6988 | 0.4914 | 0.6988 | 0.8359 |
| 0.0791 | 9.2712 | 1094 | 0.6990 | 0.4776 | 0.6990 | 0.8360 |
| 0.0791 | 9.2881 | 1096 | 0.6981 | 0.4776 | 0.6981 | 0.8355 |
| 0.0791 | 9.3051 | 1098 | 0.7011 | 0.4776 | 0.7011 | 0.8373 |
| 0.0791 | 9.3220 | 1100 | 0.7053 | 0.4776 | 0.7053 | 0.8398 |
| 0.0791 | 9.3390 | 1102 | 0.7104 | 0.4701 | 0.7104 | 0.8428 |
| 0.0791 | 9.3559 | 1104 | 0.7143 | 0.4701 | 0.7143 | 0.8451 |
| 0.0791 | 9.3729 | 1106 | 0.7190 | 0.4889 | 0.7190 | 0.8479 |
| 0.0791 | 9.3898 | 1108 | 0.7239 | 0.4670 | 0.7239 | 0.8508 |
| 0.0791 | 9.4068 | 1110 | 0.7250 | 0.4665 | 0.7250 | 0.8515 |
| 0.0791 | 9.4237 | 1112 | 0.7255 | 0.4665 | 0.7255 | 0.8518 |
| 0.0791 | 9.4407 | 1114 | 0.7237 | 0.4814 | 0.7237 | 0.8507 |
| 0.0791 | 9.4576 | 1116 | 0.7189 | 0.4627 | 0.7189 | 0.8479 |
| 0.0791 | 9.4746 | 1118 | 0.7163 | 0.4701 | 0.7163 | 0.8463 |
| 0.0791 | 9.4915 | 1120 | 0.7154 | 0.4701 | 0.7154 | 0.8458 |
| 0.0791 | 9.5085 | 1122 | 0.7156 | 0.4701 | 0.7156 | 0.8459 |
| 0.0791 | 9.5254 | 1124 | 0.7144 | 0.4701 | 0.7144 | 0.8452 |
| 0.0791 | 9.5424 | 1126 | 0.7141 | 0.4701 | 0.7141 | 0.8450 |
| 0.0791 | 9.5593 | 1128 | 0.7126 | 0.4701 | 0.7126 | 0.8442 |
| 0.0791 | 9.5763 | 1130 | 0.7117 | 0.4701 | 0.7117 | 0.8436 |
| 0.0791 | 9.5932 | 1132 | 0.7081 | 0.4701 | 0.7081 | 0.8415 |
| 0.0791 | 9.6102 | 1134 | 0.7056 | 0.4850 | 0.7056 | 0.8400 |
| 0.0791 | 9.6271 | 1136 | 0.7034 | 0.4850 | 0.7034 | 0.8387 |
| 0.0791 | 9.6441 | 1138 | 0.7010 | 0.4850 | 0.7010 | 0.8373 |
| 0.0791 | 9.6610 | 1140 | 0.6997 | 0.4989 | 0.6997 | 0.8365 |
| 0.0791 | 9.6780 | 1142 | 0.6998 | 0.4850 | 0.6998 | 0.8365 |
| 0.0791 | 9.6949 | 1144 | 0.6984 | 0.4989 | 0.6984 | 0.8357 |
| 0.0791 | 9.7119 | 1146 | 0.6973 | 0.4989 | 0.6973 | 0.8351 |
| 0.0791 | 9.7288 | 1148 | 0.6969 | 0.4989 | 0.6969 | 0.8348 |
| 0.0791 | 9.7458 | 1150 | 0.6969 | 0.4989 | 0.6969 | 0.8348 |
| 0.0791 | 9.7627 | 1152 | 0.6959 | 0.4989 | 0.6959 | 0.8342 |
| 0.0791 | 9.7797 | 1154 | 0.6944 | 0.4989 | 0.6944 | 0.8333 |
| 0.0791 | 9.7966 | 1156 | 0.6939 | 0.4989 | 0.6939 | 0.8330 |
| 0.0791 | 9.8136 | 1158 | 0.6940 | 0.4989 | 0.6940 | 0.8331 |
| 0.0791 | 9.8305 | 1160 | 0.6941 | 0.4989 | 0.6941 | 0.8332 |
| 0.0791 | 9.8475 | 1162 | 0.6944 | 0.4989 | 0.6944 | 0.8333 |
| 0.0791 | 9.8644 | 1164 | 0.6952 | 0.4989 | 0.6952 | 0.8338 |
| 0.0791 | 9.8814 | 1166 | 0.6962 | 0.4914 | 0.6962 | 0.8344 |
| 0.0791 | 9.8983 | 1168 | 0.6973 | 0.4914 | 0.6973 | 0.8350 |
| 0.0791 | 9.9153 | 1170 | 0.6980 | 0.4701 | 0.6980 | 0.8355 |
| 0.0791 | 9.9322 | 1172 | 0.6982 | 0.4701 | 0.6982 | 0.8356 |
| 0.0791 | 9.9492 | 1174 | 0.6985 | 0.4701 | 0.6985 | 0.8358 |
| 0.0791 | 9.9661 | 1176 | 0.6987 | 0.4701 | 0.6987 | 0.8359 |
| 0.0791 | 9.9831 | 1178 | 0.6987 | 0.4701 | 0.6987 | 0.8359 |
| 0.0791 | 10.0 | 1180 | 0.6987 | 0.4701 | 0.6987 | 0.8359 |
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_k19_task2_organization
Base model
aubmindlab/bert-base-arabertv02