Instructions to use MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run1_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_run1_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_run1_AugV5_k19_task2_organization")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run1_AugV5_k19_task2_organization") model = AutoModelForSequenceClassification.from_pretrained("MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run1_AugV5_k19_task2_organization", device_map="auto") - Notebooks
- Google Colab
- Kaggle
ArabicNewSplits5_FineTuningAraBERT_run1_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: 0.7041
- Qwk: 0.4701
- Mse: 0.7041
- Rmse: 0.8391
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 | 0.8987 | 0.2060 | 0.8987 | 0.9480 |
| No log | 0.4746 | 56 | 1.0670 | 0.0921 | 1.0670 | 1.0330 |
| No log | 0.4915 | 58 | 1.4929 | 0.0306 | 1.4929 | 1.2219 |
| No log | 0.5085 | 60 | 1.6875 | 0.0366 | 1.6875 | 1.2991 |
| No log | 0.5254 | 62 | 2.2346 | 0.0435 | 2.2346 | 1.4948 |
| No log | 0.5424 | 64 | 1.9354 | 0.1168 | 1.9354 | 1.3912 |
| No log | 0.5593 | 66 | 1.9120 | 0.1077 | 1.9120 | 1.3827 |
| No log | 0.5763 | 68 | 1.7023 | 0.1218 | 1.7023 | 1.3047 |
| No log | 0.5932 | 70 | 1.3047 | 0.2059 | 1.3047 | 1.1422 |
| No log | 0.6102 | 72 | 1.0320 | 0.2863 | 1.0320 | 1.0159 |
| No log | 0.6271 | 74 | 0.9477 | 0.2841 | 0.9477 | 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 | 0.7956 | 0.2056 | 0.7956 | 0.8920 |
| No log | 0.7627 | 90 | 0.7499 | 0.3159 | 0.7499 | 0.8659 |
| No log | 0.7797 | 92 | 0.7976 | 0.3503 | 0.7976 | 0.8931 |
| No log | 0.7966 | 94 | 0.9552 | 0.2942 | 0.9552 | 0.9773 |
| No log | 0.8136 | 96 | 1.1546 | 0.2912 | 1.1546 | 1.0745 |
| No log | 0.8305 | 98 | 1.2072 | 0.2501 | 1.2072 | 1.0987 |
| No log | 0.8475 | 100 | 1.1883 | 0.2816 | 1.1883 | 1.0901 |
| No log | 0.8644 | 102 | 1.4279 | 0.2333 | 1.4279 | 1.1950 |
| No log | 0.8814 | 104 | 1.3864 | 0.2333 | 1.3864 | 1.1775 |
| No log | 0.8983 | 106 | 1.0940 | 0.3027 | 1.0940 | 1.0459 |
| No log | 0.9153 | 108 | 0.8136 | 0.4008 | 0.8136 | 0.9020 |
| No log | 0.9322 | 110 | 0.7954 | 0.3910 | 0.7954 | 0.8919 |
| No log | 0.9492 | 112 | 0.8563 | 0.4199 | 0.8563 | 0.9253 |
| No log | 0.9661 | 114 | 1.0323 | 0.3310 | 1.0323 | 1.0160 |
| No log | 0.9831 | 116 | 1.4466 | 0.2443 | 1.4466 | 1.2027 |
| No log | 1.0 | 118 | 1.6070 | 0.2192 | 1.6070 | 1.2677 |
| No log | 1.0169 | 120 | 1.6258 | 0.2225 | 1.6258 | 1.2751 |
| No log | 1.0339 | 122 | 1.2410 | 0.3229 | 1.2410 | 1.1140 |
| No log | 1.0508 | 124 | 0.8892 | 0.3681 | 0.8892 | 0.9430 |
| No log | 1.0678 | 126 | 0.7681 | 0.3780 | 0.7681 | 0.8764 |
| No log | 1.0847 | 128 | 0.7636 | 0.3963 | 0.7636 | 0.8738 |
| No log | 1.1017 | 130 | 0.8128 | 0.3726 | 0.8128 | 0.9015 |
| No log | 1.1186 | 132 | 0.9033 | 0.3580 | 0.9033 | 0.9504 |
| No log | 1.1356 | 134 | 1.0057 | 0.3726 | 1.0057 | 1.0028 |
| No log | 1.1525 | 136 | 0.9568 | 0.3399 | 0.9568 | 0.9782 |
| No log | 1.1695 | 138 | 0.7695 | 0.3947 | 0.7695 | 0.8772 |
| No log | 1.1864 | 140 | 0.7170 | 0.4103 | 0.7170 | 0.8468 |
| No log | 1.2034 | 142 | 0.7606 | 0.3986 | 0.7606 | 0.8721 |
| No log | 1.2203 | 144 | 0.9038 | 0.3961 | 0.9038 | 0.9507 |
| No log | 1.2373 | 146 | 0.9134 | 0.3934 | 0.9134 | 0.9557 |
| No log | 1.2542 | 148 | 0.8773 | 0.3898 | 0.8773 | 0.9367 |
| No log | 1.2712 | 150 | 0.8634 | 0.3652 | 0.8634 | 0.9292 |
| No log | 1.2881 | 152 | 0.8627 | 0.3976 | 0.8627 | 0.9288 |
| No log | 1.3051 | 154 | 0.9133 | 0.3988 | 0.9133 | 0.9557 |
| No log | 1.3220 | 156 | 1.1028 | 0.3688 | 1.1028 | 1.0501 |
| No log | 1.3390 | 158 | 1.2372 | 0.3121 | 1.2372 | 1.1123 |
| No log | 1.3559 | 160 | 1.2726 | 0.3078 | 1.2726 | 1.1281 |
| No log | 1.3729 | 162 | 1.1231 | 0.3226 | 1.1231 | 1.0598 |
| No log | 1.3898 | 164 | 0.9060 | 0.4293 | 0.9060 | 0.9519 |
| No log | 1.4068 | 166 | 0.8114 | 0.4179 | 0.8114 | 0.9008 |
| No log | 1.4237 | 168 | 0.8276 | 0.4331 | 0.8276 | 0.9097 |
| No log | 1.4407 | 170 | 0.7927 | 0.4213 | 0.7927 | 0.8903 |
| No log | 1.4576 | 172 | 0.7767 | 0.3802 | 0.7767 | 0.8813 |
| No log | 1.4746 | 174 | 0.8932 | 0.4438 | 0.8932 | 0.9451 |
| No log | 1.4915 | 176 | 0.9127 | 0.3995 | 0.9127 | 0.9553 |
| No log | 1.5085 | 178 | 0.8491 | 0.4373 | 0.8491 | 0.9215 |
| No log | 1.5254 | 180 | 0.7605 | 0.4705 | 0.7605 | 0.8721 |
| No log | 1.5424 | 182 | 0.7499 | 0.4779 | 0.7499 | 0.8660 |
| No log | 1.5593 | 184 | 0.7496 | 0.4798 | 0.7496 | 0.8658 |
| No log | 1.5763 | 186 | 0.8370 | 0.3794 | 0.8370 | 0.9149 |
| No log | 1.5932 | 188 | 0.9608 | 0.4142 | 0.9608 | 0.9802 |
| No log | 1.6102 | 190 | 1.0600 | 0.4250 | 1.0600 | 1.0296 |
| No log | 1.6271 | 192 | 1.1560 | 0.4123 | 1.1560 | 1.0752 |
| No log | 1.6441 | 194 | 1.0647 | 0.4489 | 1.0647 | 1.0318 |
| No log | 1.6610 | 196 | 0.8757 | 0.3843 | 0.8757 | 0.9358 |
| No log | 1.6780 | 198 | 0.7935 | 0.4164 | 0.7935 | 0.8908 |
| No log | 1.6949 | 200 | 0.7814 | 0.4416 | 0.7814 | 0.8839 |
| No log | 1.7119 | 202 | 0.7660 | 0.4378 | 0.7660 | 0.8752 |
| No log | 1.7288 | 204 | 0.7756 | 0.3951 | 0.7756 | 0.8807 |
| No log | 1.7458 | 206 | 0.8777 | 0.4067 | 0.8777 | 0.9369 |
| No log | 1.7627 | 208 | 0.9435 | 0.3996 | 0.9435 | 0.9713 |
| No log | 1.7797 | 210 | 1.0020 | 0.3969 | 1.0020 | 1.0010 |
| No log | 1.7966 | 212 | 0.9358 | 0.3843 | 0.9358 | 0.9674 |
| No log | 1.8136 | 214 | 0.8720 | 0.4422 | 0.8720 | 0.9338 |
| No log | 1.8305 | 216 | 0.8907 | 0.4524 | 0.8907 | 0.9438 |
| No log | 1.8475 | 218 | 0.9072 | 0.4642 | 0.9072 | 0.9524 |
| No log | 1.8644 | 220 | 0.8620 | 0.4647 | 0.8620 | 0.9285 |
| No log | 1.8814 | 222 | 0.7807 | 0.4351 | 0.7807 | 0.8836 |
| No log | 1.8983 | 224 | 0.7342 | 0.4776 | 0.7342 | 0.8569 |
| No log | 1.9153 | 226 | 0.6981 | 0.4725 | 0.6981 | 0.8355 |
| No log | 1.9322 | 228 | 0.7151 | 0.4662 | 0.7151 | 0.8456 |
| No log | 1.9492 | 230 | 0.7213 | 0.4688 | 0.7213 | 0.8493 |
| No log | 1.9661 | 232 | 0.7627 | 0.4819 | 0.7627 | 0.8733 |
| No log | 1.9831 | 234 | 0.8815 | 0.3958 | 0.8815 | 0.9389 |
| No log | 2.0 | 236 | 0.9321 | 0.4035 | 0.9321 | 0.9654 |
| No log | 2.0169 | 238 | 0.8616 | 0.4031 | 0.8616 | 0.9282 |
| No log | 2.0339 | 240 | 0.8345 | 0.4408 | 0.8345 | 0.9135 |
| No log | 2.0508 | 242 | 0.9577 | 0.4209 | 0.9577 | 0.9786 |
| No log | 2.0678 | 244 | 0.9696 | 0.4281 | 0.9696 | 0.9847 |
| No log | 2.0847 | 246 | 0.8624 | 0.3979 | 0.8624 | 0.9287 |
| No log | 2.1017 | 248 | 0.7827 | 0.3975 | 0.7827 | 0.8847 |
| No log | 2.1186 | 250 | 0.8371 | 0.4770 | 0.8371 | 0.9149 |
| No log | 2.1356 | 252 | 0.8997 | 0.4459 | 0.8997 | 0.9485 |
| No log | 2.1525 | 254 | 0.8416 | 0.4507 | 0.8416 | 0.9174 |
| No log | 2.1695 | 256 | 0.7325 | 0.4260 | 0.7325 | 0.8559 |
| No log | 2.1864 | 258 | 0.7328 | 0.4680 | 0.7328 | 0.8560 |
| No log | 2.2034 | 260 | 0.7389 | 0.4675 | 0.7389 | 0.8596 |
| No log | 2.2203 | 262 | 0.7259 | 0.4437 | 0.7259 | 0.8520 |
| No log | 2.2373 | 264 | 0.7340 | 0.4322 | 0.7340 | 0.8568 |
| No log | 2.2542 | 266 | 0.7420 | 0.4407 | 0.7420 | 0.8614 |
| No log | 2.2712 | 268 | 0.7344 | 0.4407 | 0.7344 | 0.8570 |
| No log | 2.2881 | 270 | 0.6925 | 0.4666 | 0.6925 | 0.8322 |
| No log | 2.3051 | 272 | 0.6993 | 0.4378 | 0.6993 | 0.8363 |
| No log | 2.3220 | 274 | 0.7019 | 0.4460 | 0.7019 | 0.8378 |
| No log | 2.3390 | 276 | 0.7121 | 0.4689 | 0.7121 | 0.8439 |
| No log | 2.3559 | 278 | 0.7637 | 0.4704 | 0.7637 | 0.8739 |
| No log | 2.3729 | 280 | 0.7539 | 0.4843 | 0.7539 | 0.8683 |
| No log | 2.3898 | 282 | 0.7352 | 0.4895 | 0.7352 | 0.8574 |
| No log | 2.4068 | 284 | 0.7506 | 0.4612 | 0.7506 | 0.8664 |
| No log | 2.4237 | 286 | 0.8324 | 0.4719 | 0.8324 | 0.9123 |
| No log | 2.4407 | 288 | 0.8426 | 0.4861 | 0.8426 | 0.9179 |
| No log | 2.4576 | 290 | 0.7920 | 0.4442 | 0.7920 | 0.8900 |
| No log | 2.4746 | 292 | 0.7943 | 0.4240 | 0.7943 | 0.8912 |
| No log | 2.4915 | 294 | 0.8182 | 0.4331 | 0.8182 | 0.9045 |
| No log | 2.5085 | 296 | 0.8451 | 0.4308 | 0.8451 | 0.9193 |
| No log | 2.5254 | 298 | 0.8624 | 0.475 | 0.8624 | 0.9286 |
| No log | 2.5424 | 300 | 0.8641 | 0.4852 | 0.8641 | 0.9296 |
| No log | 2.5593 | 302 | 0.8211 | 0.4755 | 0.8211 | 0.9061 |
| No log | 2.5763 | 304 | 0.7551 | 0.4540 | 0.7551 | 0.8690 |
| No log | 2.5932 | 306 | 0.7155 | 0.4683 | 0.7155 | 0.8459 |
| No log | 2.6102 | 308 | 0.7036 | 0.4530 | 0.7036 | 0.8388 |
| No log | 2.6271 | 310 | 0.7351 | 0.4598 | 0.7351 | 0.8574 |
| No log | 2.6441 | 312 | 0.7658 | 0.4901 | 0.7658 | 0.8751 |
| No log | 2.6610 | 314 | 0.7414 | 0.4779 | 0.7414 | 0.8610 |
| No log | 2.6780 | 316 | 0.7098 | 0.4586 | 0.7098 | 0.8425 |
| No log | 2.6949 | 318 | 0.7274 | 0.4572 | 0.7274 | 0.8529 |
| No log | 2.7119 | 320 | 0.7436 | 0.4376 | 0.7436 | 0.8623 |
| No log | 2.7288 | 322 | 0.7460 | 0.4662 | 0.7460 | 0.8637 |
| No log | 2.7458 | 324 | 0.7656 | 0.4727 | 0.7656 | 0.8750 |
| No log | 2.7627 | 326 | 0.7744 | 0.4632 | 0.7744 | 0.8800 |
| No log | 2.7797 | 328 | 0.7624 | 0.4770 | 0.7624 | 0.8731 |
| No log | 2.7966 | 330 | 0.7855 | 0.4155 | 0.7855 | 0.8863 |
| No log | 2.8136 | 332 | 0.8439 | 0.4620 | 0.8439 | 0.9186 |
| No log | 2.8305 | 334 | 0.9448 | 0.4493 | 0.9448 | 0.9720 |
| No log | 2.8475 | 336 | 0.9419 | 0.4493 | 0.9419 | 0.9705 |
| No log | 2.8644 | 338 | 0.8957 | 0.4502 | 0.8957 | 0.9464 |
| No log | 2.8814 | 340 | 0.8518 | 0.4417 | 0.8518 | 0.9229 |
| No log | 2.8983 | 342 | 0.8612 | 0.4545 | 0.8612 | 0.9280 |
| No log | 2.9153 | 344 | 0.8400 | 0.4678 | 0.8400 | 0.9165 |
| No log | 2.9322 | 346 | 0.7978 | 0.4427 | 0.7978 | 0.8932 |
| No log | 2.9492 | 348 | 0.7865 | 0.4299 | 0.7865 | 0.8868 |
| No log | 2.9661 | 350 | 0.7881 | 0.4716 | 0.7881 | 0.8878 |
| No log | 2.9831 | 352 | 0.7980 | 0.4839 | 0.7980 | 0.8933 |
| No log | 3.0 | 354 | 0.7893 | 0.4712 | 0.7893 | 0.8884 |
| No log | 3.0169 | 356 | 0.8096 | 0.4878 | 0.8096 | 0.8998 |
| No log | 3.0339 | 358 | 0.7767 | 0.5087 | 0.7767 | 0.8813 |
| No log | 3.0508 | 360 | 0.7578 | 0.5173 | 0.7578 | 0.8705 |
| No log | 3.0678 | 362 | 0.7546 | 0.5015 | 0.7546 | 0.8687 |
| No log | 3.0847 | 364 | 0.7982 | 0.5050 | 0.7982 | 0.8934 |
| No log | 3.1017 | 366 | 0.8382 | 0.5531 | 0.8382 | 0.9155 |
| No log | 3.1186 | 368 | 0.8545 | 0.5422 | 0.8545 | 0.9244 |
| No log | 3.1356 | 370 | 0.8204 | 0.5403 | 0.8204 | 0.9057 |
| No log | 3.1525 | 372 | 0.7509 | 0.4988 | 0.7509 | 0.8665 |
| No log | 3.1695 | 374 | 0.7286 | 0.4372 | 0.7286 | 0.8536 |
| No log | 3.1864 | 376 | 0.7205 | 0.4518 | 0.7205 | 0.8488 |
| No log | 3.2034 | 378 | 0.7090 | 0.4546 | 0.7090 | 0.8420 |
| No log | 3.2203 | 380 | 0.7328 | 0.5009 | 0.7328 | 0.8560 |
| No log | 3.2373 | 382 | 0.7790 | 0.4988 | 0.7790 | 0.8826 |
| No log | 3.2542 | 384 | 0.7729 | 0.4988 | 0.7729 | 0.8792 |
| No log | 3.2712 | 386 | 0.7136 | 0.4965 | 0.7136 | 0.8448 |
| No log | 3.2881 | 388 | 0.6997 | 0.4389 | 0.6997 | 0.8365 |
| No log | 3.3051 | 390 | 0.7254 | 0.4540 | 0.7254 | 0.8517 |
| No log | 3.3220 | 392 | 0.7636 | 0.4514 | 0.7636 | 0.8739 |
| No log | 3.3390 | 394 | 0.7410 | 0.4493 | 0.7410 | 0.8608 |
| No log | 3.3559 | 396 | 0.7216 | 0.4834 | 0.7216 | 0.8494 |
| No log | 3.3729 | 398 | 0.7099 | 0.4729 | 0.7099 | 0.8426 |
| No log | 3.3898 | 400 | 0.6824 | 0.4836 | 0.6824 | 0.8261 |
| No log | 3.4068 | 402 | 0.6699 | 0.4356 | 0.6699 | 0.8185 |
| No log | 3.4237 | 404 | 0.6643 | 0.4503 | 0.6643 | 0.8150 |
| No log | 3.4407 | 406 | 0.6492 | 0.5302 | 0.6492 | 0.8057 |
| No log | 3.4576 | 408 | 0.6607 | 0.4971 | 0.6607 | 0.8129 |
| No log | 3.4746 | 410 | 0.6738 | 0.4809 | 0.6738 | 0.8209 |
| No log | 3.4915 | 412 | 0.6679 | 0.5374 | 0.6679 | 0.8173 |
| No log | 3.5085 | 414 | 0.6673 | 0.5159 | 0.6673 | 0.8169 |
| No log | 3.5254 | 416 | 0.6908 | 0.5133 | 0.6908 | 0.8312 |
| No log | 3.5424 | 418 | 0.7160 | 0.4792 | 0.7160 | 0.8462 |
| No log | 3.5593 | 420 | 0.7287 | 0.4797 | 0.7287 | 0.8536 |
| No log | 3.5763 | 422 | 0.7258 | 0.4822 | 0.7258 | 0.8519 |
| No log | 3.5932 | 424 | 0.7208 | 0.4686 | 0.7208 | 0.8490 |
| No log | 3.6102 | 426 | 0.7092 | 0.4524 | 0.7092 | 0.8422 |
| No log | 3.6271 | 428 | 0.6942 | 0.5019 | 0.6942 | 0.8332 |
| No log | 3.6441 | 430 | 0.7157 | 0.4857 | 0.7157 | 0.8460 |
| No log | 3.6610 | 432 | 0.7567 | 0.4989 | 0.7567 | 0.8699 |
| No log | 3.6780 | 434 | 0.7586 | 0.4800 | 0.7586 | 0.8710 |
| No log | 3.6949 | 436 | 0.7054 | 0.4884 | 0.7054 | 0.8399 |
| No log | 3.7119 | 438 | 0.6993 | 0.4824 | 0.6993 | 0.8363 |
| No log | 3.7288 | 440 | 0.7474 | 0.4563 | 0.7474 | 0.8645 |
| No log | 3.7458 | 442 | 0.7827 | 0.4463 | 0.7827 | 0.8847 |
| No log | 3.7627 | 444 | 0.7628 | 0.4524 | 0.7628 | 0.8734 |
| No log | 3.7797 | 446 | 0.7401 | 0.4937 | 0.7401 | 0.8603 |
| No log | 3.7966 | 448 | 0.7679 | 0.5252 | 0.7679 | 0.8763 |
| No log | 3.8136 | 450 | 0.7725 | 0.5039 | 0.7725 | 0.8789 |
| No log | 3.8305 | 452 | 0.7598 | 0.5028 | 0.7598 | 0.8716 |
| No log | 3.8475 | 454 | 0.7439 | 0.5200 | 0.7439 | 0.8625 |
| No log | 3.8644 | 456 | 0.7351 | 0.5256 | 0.7351 | 0.8574 |
| No log | 3.8814 | 458 | 0.7260 | 0.5174 | 0.7260 | 0.8521 |
| No log | 3.8983 | 460 | 0.7248 | 0.4870 | 0.7248 | 0.8514 |
| No log | 3.9153 | 462 | 0.7459 | 0.4630 | 0.7459 | 0.8636 |
| No log | 3.9322 | 464 | 0.7628 | 0.4850 | 0.7628 | 0.8734 |
| No log | 3.9492 | 466 | 0.8006 | 0.4814 | 0.8006 | 0.8948 |
| No log | 3.9661 | 468 | 0.8530 | 0.4874 | 0.8530 | 0.9236 |
| No log | 3.9831 | 470 | 0.8752 | 0.5010 | 0.8752 | 0.9355 |
| No log | 4.0 | 472 | 0.8398 | 0.4931 | 0.8398 | 0.9164 |
| No log | 4.0169 | 474 | 0.8000 | 0.5114 | 0.8000 | 0.8945 |
| No log | 4.0339 | 476 | 0.7490 | 0.5039 | 0.7490 | 0.8654 |
| No log | 4.0508 | 478 | 0.7248 | 0.5014 | 0.7248 | 0.8514 |
| No log | 4.0678 | 480 | 0.7033 | 0.5014 | 0.7033 | 0.8386 |
| No log | 4.0847 | 482 | 0.6929 | 0.4978 | 0.6929 | 0.8324 |
| No log | 4.1017 | 484 | 0.7160 | 0.5065 | 0.7160 | 0.8462 |
| No log | 4.1186 | 486 | 0.7479 | 0.4635 | 0.7479 | 0.8648 |
| No log | 4.1356 | 488 | 0.7253 | 0.5040 | 0.7253 | 0.8516 |
| No log | 4.1525 | 490 | 0.6769 | 0.5009 | 0.6769 | 0.8227 |
| No log | 4.1695 | 492 | 0.6857 | 0.4907 | 0.6857 | 0.8281 |
| No log | 4.1864 | 494 | 0.7600 | 0.4857 | 0.7600 | 0.8718 |
| No log | 4.2034 | 496 | 0.8057 | 0.4779 | 0.8057 | 0.8976 |
| No log | 4.2203 | 498 | 0.7711 | 0.4989 | 0.7711 | 0.8781 |
| 0.4811 | 4.2373 | 500 | 0.7361 | 0.4867 | 0.7361 | 0.8580 |
| 0.4811 | 4.2542 | 502 | 0.7282 | 0.4995 | 0.7282 | 0.8533 |
| 0.4811 | 4.2712 | 504 | 0.7158 | 0.4962 | 0.7158 | 0.8460 |
| 0.4811 | 4.2881 | 506 | 0.6929 | 0.5116 | 0.6929 | 0.8324 |
| 0.4811 | 4.3051 | 508 | 0.6757 | 0.5231 | 0.6757 | 0.8220 |
| 0.4811 | 4.3220 | 510 | 0.6591 | 0.5388 | 0.6591 | 0.8119 |
| 0.4811 | 4.3390 | 512 | 0.6617 | 0.4691 | 0.6617 | 0.8134 |
| 0.4811 | 4.3559 | 514 | 0.6859 | 0.5003 | 0.6859 | 0.8282 |
| 0.4811 | 4.3729 | 516 | 0.7011 | 0.5003 | 0.7011 | 0.8373 |
| 0.4811 | 4.3898 | 518 | 0.7276 | 0.4790 | 0.7276 | 0.8530 |
| 0.4811 | 4.4068 | 520 | 0.7435 | 0.4861 | 0.7435 | 0.8623 |
| 0.4811 | 4.4237 | 522 | 0.7393 | 0.4784 | 0.7393 | 0.8599 |
| 0.4811 | 4.4407 | 524 | 0.7631 | 0.4663 | 0.7631 | 0.8736 |
| 0.4811 | 4.4576 | 526 | 0.7909 | 0.4663 | 0.7909 | 0.8893 |
| 0.4811 | 4.4746 | 528 | 0.7986 | 0.4805 | 0.7986 | 0.8936 |
| 0.4811 | 4.4915 | 530 | 0.8181 | 0.4835 | 0.8181 | 0.9045 |
| 0.4811 | 4.5085 | 532 | 0.8764 | 0.4934 | 0.8764 | 0.9362 |
| 0.4811 | 4.5254 | 534 | 0.9052 | 0.4840 | 0.9052 | 0.9514 |
| 0.4811 | 4.5424 | 536 | 0.8635 | 0.4894 | 0.8635 | 0.9292 |
| 0.4811 | 4.5593 | 538 | 0.7798 | 0.4707 | 0.7798 | 0.8831 |
| 0.4811 | 4.5763 | 540 | 0.7401 | 0.4994 | 0.7401 | 0.8603 |
| 0.4811 | 4.5932 | 542 | 0.7332 | 0.5379 | 0.7332 | 0.8563 |
| 0.4811 | 4.6102 | 544 | 0.7371 | 0.5640 | 0.7371 | 0.8585 |
| 0.4811 | 4.6271 | 546 | 0.7389 | 0.5683 | 0.7389 | 0.8596 |
| 0.4811 | 4.6441 | 548 | 0.7292 | 0.5652 | 0.7292 | 0.8539 |
| 0.4811 | 4.6610 | 550 | 0.7149 | 0.5046 | 0.7149 | 0.8455 |
| 0.4811 | 4.6780 | 552 | 0.6868 | 0.5232 | 0.6868 | 0.8288 |
| 0.4811 | 4.6949 | 554 | 0.6564 | 0.5416 | 0.6564 | 0.8102 |
| 0.4811 | 4.7119 | 556 | 0.6489 | 0.5655 | 0.6489 | 0.8055 |
| 0.4811 | 4.7288 | 558 | 0.6479 | 0.5595 | 0.6479 | 0.8049 |
| 0.4811 | 4.7458 | 560 | 0.6636 | 0.5669 | 0.6636 | 0.8146 |
| 0.4811 | 4.7627 | 562 | 0.6878 | 0.5336 | 0.6878 | 0.8293 |
| 0.4811 | 4.7797 | 564 | 0.7111 | 0.5466 | 0.7111 | 0.8433 |
| 0.4811 | 4.7966 | 566 | 0.7282 | 0.5180 | 0.7282 | 0.8534 |
| 0.4811 | 4.8136 | 568 | 0.7389 | 0.4724 | 0.7389 | 0.8596 |
| 0.4811 | 4.8305 | 570 | 0.7446 | 0.4585 | 0.7446 | 0.8629 |
| 0.4811 | 4.8475 | 572 | 0.7191 | 0.4699 | 0.7191 | 0.8480 |
| 0.4811 | 4.8644 | 574 | 0.6943 | 0.5477 | 0.6943 | 0.8332 |
| 0.4811 | 4.8814 | 576 | 0.6954 | 0.5088 | 0.6954 | 0.8339 |
| 0.4811 | 4.8983 | 578 | 0.7063 | 0.5088 | 0.7063 | 0.8404 |
| 0.4811 | 4.9153 | 580 | 0.6906 | 0.5211 | 0.6906 | 0.8310 |
| 0.4811 | 4.9322 | 582 | 0.6845 | 0.5384 | 0.6845 | 0.8274 |
| 0.4811 | 4.9492 | 584 | 0.7045 | 0.4369 | 0.7045 | 0.8394 |
| 0.4811 | 4.9661 | 586 | 0.7010 | 0.4602 | 0.7010 | 0.8373 |
| 0.4811 | 4.9831 | 588 | 0.6623 | 0.4766 | 0.6623 | 0.8138 |
| 0.4811 | 5.0 | 590 | 0.6356 | 0.4994 | 0.6356 | 0.7972 |
| 0.4811 | 5.0169 | 592 | 0.6249 | 0.5268 | 0.6249 | 0.7905 |
| 0.4811 | 5.0339 | 594 | 0.6277 | 0.5520 | 0.6277 | 0.7923 |
| 0.4811 | 5.0508 | 596 | 0.6461 | 0.5522 | 0.6461 | 0.8038 |
| 0.4811 | 5.0678 | 598 | 0.6674 | 0.4997 | 0.6674 | 0.8169 |
| 0.4811 | 5.0847 | 600 | 0.6886 | 0.4656 | 0.6886 | 0.8298 |
| 0.4811 | 5.1017 | 602 | 0.7194 | 0.4796 | 0.7194 | 0.8482 |
| 0.4811 | 5.1186 | 604 | 0.7345 | 0.4647 | 0.7345 | 0.8570 |
| 0.4811 | 5.1356 | 606 | 0.7419 | 0.4865 | 0.7419 | 0.8613 |
| 0.4811 | 5.1525 | 608 | 0.7553 | 0.4398 | 0.7553 | 0.8691 |
| 0.4811 | 5.1695 | 610 | 0.7597 | 0.4173 | 0.7597 | 0.8716 |
| 0.4811 | 5.1864 | 612 | 0.7349 | 0.4482 | 0.7349 | 0.8573 |
| 0.4811 | 5.2034 | 614 | 0.7159 | 0.4579 | 0.7159 | 0.8461 |
| 0.4811 | 5.2203 | 616 | 0.6972 | 0.4971 | 0.6972 | 0.8350 |
| 0.4811 | 5.2373 | 618 | 0.6890 | 0.4834 | 0.6890 | 0.8300 |
| 0.4811 | 5.2542 | 620 | 0.6947 | 0.4653 | 0.6947 | 0.8335 |
| 0.4811 | 5.2712 | 622 | 0.6911 | 0.4648 | 0.6911 | 0.8313 |
| 0.4811 | 5.2881 | 624 | 0.6791 | 0.4642 | 0.6791 | 0.8241 |
| 0.4811 | 5.3051 | 626 | 0.6751 | 0.5492 | 0.6751 | 0.8216 |
| 0.4811 | 5.3220 | 628 | 0.6831 | 0.5081 | 0.6831 | 0.8265 |
| 0.4811 | 5.3390 | 630 | 0.7102 | 0.4943 | 0.7102 | 0.8427 |
| 0.4811 | 5.3559 | 632 | 0.7041 | 0.4799 | 0.7041 | 0.8391 |
| 0.4811 | 5.3729 | 634 | 0.6799 | 0.5091 | 0.6799 | 0.8245 |
| 0.4811 | 5.3898 | 636 | 0.6677 | 0.5302 | 0.6677 | 0.8171 |
| 0.4811 | 5.4068 | 638 | 0.6909 | 0.4704 | 0.6909 | 0.8312 |
| 0.4811 | 5.4237 | 640 | 0.7216 | 0.4875 | 0.7216 | 0.8495 |
| 0.4811 | 5.4407 | 642 | 0.7229 | 0.4747 | 0.7229 | 0.8502 |
| 0.4811 | 5.4576 | 644 | 0.7124 | 0.4697 | 0.7124 | 0.8440 |
| 0.4811 | 5.4746 | 646 | 0.7140 | 0.5197 | 0.7140 | 0.8450 |
| 0.4811 | 5.4915 | 648 | 0.7322 | 0.4887 | 0.7322 | 0.8557 |
| 0.4811 | 5.5085 | 650 | 0.7290 | 0.4887 | 0.7290 | 0.8538 |
| 0.4811 | 5.5254 | 652 | 0.7149 | 0.4880 | 0.7149 | 0.8455 |
| 0.4811 | 5.5424 | 654 | 0.7316 | 0.4935 | 0.7316 | 0.8553 |
| 0.4811 | 5.5593 | 656 | 0.7603 | 0.4875 | 0.7603 | 0.8719 |
| 0.4811 | 5.5763 | 658 | 0.7527 | 0.4636 | 0.7527 | 0.8676 |
| 0.4811 | 5.5932 | 660 | 0.7389 | 0.4854 | 0.7389 | 0.8596 |
| 0.4811 | 5.6102 | 662 | 0.7187 | 0.4573 | 0.7187 | 0.8477 |
| 0.4811 | 5.6271 | 664 | 0.7145 | 0.4806 | 0.7145 | 0.8453 |
| 0.4811 | 5.6441 | 666 | 0.7211 | 0.4725 | 0.7211 | 0.8492 |
| 0.4811 | 5.6610 | 668 | 0.7312 | 0.4722 | 0.7312 | 0.8551 |
| 0.4811 | 5.6780 | 670 | 0.7462 | 0.4926 | 0.7462 | 0.8638 |
| 0.4811 | 5.6949 | 672 | 0.7487 | 0.4926 | 0.7487 | 0.8652 |
| 0.4811 | 5.7119 | 674 | 0.7266 | 0.4755 | 0.7266 | 0.8524 |
| 0.4811 | 5.7288 | 676 | 0.7020 | 0.4639 | 0.7020 | 0.8379 |
| 0.4811 | 5.7458 | 678 | 0.6719 | 0.4643 | 0.6719 | 0.8197 |
| 0.4811 | 5.7627 | 680 | 0.6527 | 0.5009 | 0.6527 | 0.8079 |
| 0.4811 | 5.7797 | 682 | 0.6333 | 0.4744 | 0.6333 | 0.7958 |
| 0.4811 | 5.7966 | 684 | 0.6244 | 0.5148 | 0.6244 | 0.7902 |
| 0.4811 | 5.8136 | 686 | 0.6280 | 0.5297 | 0.6280 | 0.7925 |
| 0.4811 | 5.8305 | 688 | 0.6364 | 0.4744 | 0.6364 | 0.7977 |
| 0.4811 | 5.8475 | 690 | 0.6539 | 0.4859 | 0.6539 | 0.8087 |
| 0.4811 | 5.8644 | 692 | 0.6691 | 0.4863 | 0.6691 | 0.8180 |
| 0.4811 | 5.8814 | 694 | 0.6912 | 0.4863 | 0.6912 | 0.8314 |
| 0.4811 | 5.8983 | 696 | 0.7141 | 0.4761 | 0.7141 | 0.8451 |
| 0.4811 | 5.9153 | 698 | 0.7465 | 0.4732 | 0.7465 | 0.8640 |
| 0.4811 | 5.9322 | 700 | 0.7665 | 0.4830 | 0.7665 | 0.8755 |
| 0.4811 | 5.9492 | 702 | 0.7560 | 0.4749 | 0.7560 | 0.8695 |
| 0.4811 | 5.9661 | 704 | 0.7488 | 0.4895 | 0.7488 | 0.8653 |
| 0.4811 | 5.9831 | 706 | 0.7431 | 0.4822 | 0.7431 | 0.8620 |
| 0.4811 | 6.0 | 708 | 0.7586 | 0.4512 | 0.7586 | 0.8710 |
| 0.4811 | 6.0169 | 710 | 0.7433 | 0.4442 | 0.7433 | 0.8622 |
| 0.4811 | 6.0339 | 712 | 0.7011 | 0.4524 | 0.7011 | 0.8373 |
| 0.4811 | 6.0508 | 714 | 0.6709 | 0.4963 | 0.6709 | 0.8191 |
| 0.4811 | 6.0678 | 716 | 0.6448 | 0.5085 | 0.6448 | 0.8030 |
| 0.4811 | 6.0847 | 718 | 0.6408 | 0.5403 | 0.6408 | 0.8005 |
| 0.4811 | 6.1017 | 720 | 0.6406 | 0.5403 | 0.6406 | 0.8004 |
| 0.4811 | 6.1186 | 722 | 0.6406 | 0.5103 | 0.6406 | 0.8003 |
| 0.4811 | 6.1356 | 724 | 0.6404 | 0.4859 | 0.6404 | 0.8002 |
| 0.4811 | 6.1525 | 726 | 0.6659 | 0.4659 | 0.6659 | 0.8160 |
| 0.4811 | 6.1695 | 728 | 0.6993 | 0.4642 | 0.6993 | 0.8362 |
| 0.4811 | 6.1864 | 730 | 0.7055 | 0.4409 | 0.7055 | 0.8400 |
| 0.4811 | 6.2034 | 732 | 0.6843 | 0.4659 | 0.6843 | 0.8272 |
| 0.4811 | 6.2203 | 734 | 0.6743 | 0.4959 | 0.6743 | 0.8212 |
| 0.4811 | 6.2373 | 736 | 0.6780 | 0.4918 | 0.6780 | 0.8234 |
| 0.4811 | 6.2542 | 738 | 0.6778 | 0.5018 | 0.6778 | 0.8233 |
| 0.4811 | 6.2712 | 740 | 0.6817 | 0.4894 | 0.6817 | 0.8256 |
| 0.4811 | 6.2881 | 742 | 0.6809 | 0.4578 | 0.6809 | 0.8252 |
| 0.4811 | 6.3051 | 744 | 0.6756 | 0.4578 | 0.6756 | 0.8220 |
| 0.4811 | 6.3220 | 746 | 0.6590 | 0.4727 | 0.6590 | 0.8118 |
| 0.4811 | 6.3390 | 748 | 0.6476 | 0.4883 | 0.6476 | 0.8047 |
| 0.4811 | 6.3559 | 750 | 0.6340 | 0.4878 | 0.6340 | 0.7963 |
| 0.4811 | 6.3729 | 752 | 0.6283 | 0.4957 | 0.6283 | 0.7926 |
| 0.4811 | 6.3898 | 754 | 0.6322 | 0.4957 | 0.6322 | 0.7951 |
| 0.4811 | 6.4068 | 756 | 0.6407 | 0.5036 | 0.6407 | 0.8004 |
| 0.4811 | 6.4237 | 758 | 0.6550 | 0.4804 | 0.6550 | 0.8093 |
| 0.4811 | 6.4407 | 760 | 0.6679 | 0.4804 | 0.6679 | 0.8172 |
| 0.4811 | 6.4576 | 762 | 0.6770 | 0.4797 | 0.6770 | 0.8228 |
| 0.4811 | 6.4746 | 764 | 0.6887 | 0.4809 | 0.6887 | 0.8299 |
| 0.4811 | 6.4915 | 766 | 0.6902 | 0.4752 | 0.6902 | 0.8308 |
| 0.4811 | 6.5085 | 768 | 0.6979 | 0.4615 | 0.6979 | 0.8354 |
| 0.4811 | 6.5254 | 770 | 0.6977 | 0.4752 | 0.6977 | 0.8353 |
| 0.4811 | 6.5424 | 772 | 0.7022 | 0.5043 | 0.7022 | 0.8380 |
| 0.4811 | 6.5593 | 774 | 0.7150 | 0.5239 | 0.7150 | 0.8456 |
| 0.4811 | 6.5763 | 776 | 0.7315 | 0.4983 | 0.7315 | 0.8553 |
| 0.4811 | 6.5932 | 778 | 0.7245 | 0.4964 | 0.7245 | 0.8512 |
| 0.4811 | 6.6102 | 780 | 0.7100 | 0.5239 | 0.7100 | 0.8426 |
| 0.4811 | 6.6271 | 782 | 0.7002 | 0.5052 | 0.7002 | 0.8368 |
| 0.4811 | 6.6441 | 784 | 0.7055 | 0.4779 | 0.7055 | 0.8399 |
| 0.4811 | 6.6610 | 786 | 0.7144 | 0.4536 | 0.7144 | 0.8452 |
| 0.4811 | 6.6780 | 788 | 0.7010 | 0.4630 | 0.7010 | 0.8372 |
| 0.4811 | 6.6949 | 790 | 0.6753 | 0.4757 | 0.6753 | 0.8218 |
| 0.4811 | 6.7119 | 792 | 0.6685 | 0.5072 | 0.6685 | 0.8176 |
| 0.4811 | 6.7288 | 794 | 0.6606 | 0.4942 | 0.6606 | 0.8128 |
| 0.4811 | 6.7458 | 796 | 0.6511 | 0.4994 | 0.6511 | 0.8069 |
| 0.4811 | 6.7627 | 798 | 0.6363 | 0.5137 | 0.6363 | 0.7977 |
| 0.4811 | 6.7797 | 800 | 0.6301 | 0.4805 | 0.6301 | 0.7938 |
| 0.4811 | 6.7966 | 802 | 0.6430 | 0.5185 | 0.6430 | 0.8019 |
| 0.4811 | 6.8136 | 804 | 0.6556 | 0.4919 | 0.6556 | 0.8097 |
| 0.4811 | 6.8305 | 806 | 0.6594 | 0.4919 | 0.6594 | 0.8121 |
| 0.4811 | 6.8475 | 808 | 0.6615 | 0.4723 | 0.6615 | 0.8133 |
| 0.4811 | 6.8644 | 810 | 0.6557 | 0.5214 | 0.6557 | 0.8098 |
| 0.4811 | 6.8814 | 812 | 0.6561 | 0.4960 | 0.6561 | 0.8100 |
| 0.4811 | 6.8983 | 814 | 0.6685 | 0.5165 | 0.6685 | 0.8176 |
| 0.4811 | 6.9153 | 816 | 0.6735 | 0.5237 | 0.6735 | 0.8207 |
| 0.4811 | 6.9322 | 818 | 0.6737 | 0.4960 | 0.6737 | 0.8208 |
| 0.4811 | 6.9492 | 820 | 0.6775 | 0.4950 | 0.6775 | 0.8231 |
| 0.4811 | 6.9661 | 822 | 0.6981 | 0.4668 | 0.6981 | 0.8355 |
| 0.4811 | 6.9831 | 824 | 0.7092 | 0.4899 | 0.7092 | 0.8421 |
| 0.4811 | 7.0 | 826 | 0.7052 | 0.4899 | 0.7052 | 0.8398 |
| 0.4811 | 7.0169 | 828 | 0.6889 | 0.4819 | 0.6889 | 0.8300 |
| 0.4811 | 7.0339 | 830 | 0.6810 | 0.4874 | 0.6810 | 0.8252 |
| 0.4811 | 7.0508 | 832 | 0.6794 | 0.4834 | 0.6794 | 0.8243 |
| 0.4811 | 7.0678 | 834 | 0.6855 | 0.4856 | 0.6855 | 0.8280 |
| 0.4811 | 7.0847 | 836 | 0.6841 | 0.4845 | 0.6841 | 0.8271 |
| 0.4811 | 7.1017 | 838 | 0.6815 | 0.4950 | 0.6815 | 0.8255 |
| 0.4811 | 7.1186 | 840 | 0.6731 | 0.4950 | 0.6731 | 0.8204 |
| 0.4811 | 7.1356 | 842 | 0.6694 | 0.4950 | 0.6694 | 0.8182 |
| 0.4811 | 7.1525 | 844 | 0.6691 | 0.4845 | 0.6691 | 0.8180 |
| 0.4811 | 7.1695 | 846 | 0.6735 | 0.5024 | 0.6735 | 0.8207 |
| 0.4811 | 7.1864 | 848 | 0.6681 | 0.5042 | 0.6681 | 0.8173 |
| 0.4811 | 7.2034 | 850 | 0.6625 | 0.5144 | 0.6625 | 0.8140 |
| 0.4811 | 7.2203 | 852 | 0.6570 | 0.5308 | 0.6570 | 0.8105 |
| 0.4811 | 7.2373 | 854 | 0.6543 | 0.5308 | 0.6543 | 0.8089 |
| 0.4811 | 7.2542 | 856 | 0.6533 | 0.5308 | 0.6533 | 0.8083 |
| 0.4811 | 7.2712 | 858 | 0.6564 | 0.5231 | 0.6564 | 0.8102 |
| 0.4811 | 7.2881 | 860 | 0.6635 | 0.5144 | 0.6635 | 0.8145 |
| 0.4811 | 7.3051 | 862 | 0.6817 | 0.5195 | 0.6817 | 0.8257 |
| 0.4811 | 7.3220 | 864 | 0.6936 | 0.4955 | 0.6936 | 0.8328 |
| 0.4811 | 7.3390 | 866 | 0.7083 | 0.4864 | 0.7083 | 0.8416 |
| 0.4811 | 7.3559 | 868 | 0.7093 | 0.4864 | 0.7093 | 0.8422 |
| 0.4811 | 7.3729 | 870 | 0.6963 | 0.5147 | 0.6963 | 0.8344 |
| 0.4811 | 7.3898 | 872 | 0.6776 | 0.5339 | 0.6776 | 0.8232 |
| 0.4811 | 7.4068 | 874 | 0.6705 | 0.5280 | 0.6705 | 0.8188 |
| 0.4811 | 7.4237 | 876 | 0.6635 | 0.5127 | 0.6635 | 0.8145 |
| 0.4811 | 7.4407 | 878 | 0.6570 | 0.5255 | 0.6570 | 0.8106 |
| 0.4811 | 7.4576 | 880 | 0.6600 | 0.5200 | 0.6600 | 0.8124 |
| 0.4811 | 7.4746 | 882 | 0.6622 | 0.5200 | 0.6622 | 0.8137 |
| 0.4811 | 7.4915 | 884 | 0.6694 | 0.5192 | 0.6694 | 0.8182 |
| 0.4811 | 7.5085 | 886 | 0.6833 | 0.5089 | 0.6833 | 0.8266 |
| 0.4811 | 7.5254 | 888 | 0.6910 | 0.4997 | 0.6910 | 0.8313 |
| 0.4811 | 7.5424 | 890 | 0.6894 | 0.5089 | 0.6894 | 0.8303 |
| 0.4811 | 7.5593 | 892 | 0.6882 | 0.5325 | 0.6882 | 0.8296 |
| 0.4811 | 7.5763 | 894 | 0.6917 | 0.5325 | 0.6917 | 0.8317 |
| 0.4811 | 7.5932 | 896 | 0.6928 | 0.5106 | 0.6928 | 0.8324 |
| 0.4811 | 7.6102 | 898 | 0.6950 | 0.5089 | 0.6950 | 0.8337 |
| 0.4811 | 7.6271 | 900 | 0.7070 | 0.5163 | 0.7070 | 0.8409 |
| 0.4811 | 7.6441 | 902 | 0.7181 | 0.5091 | 0.7181 | 0.8474 |
| 0.4811 | 7.6610 | 904 | 0.7323 | 0.5075 | 0.7323 | 0.8558 |
| 0.4811 | 7.6780 | 906 | 0.7376 | 0.5075 | 0.7376 | 0.8588 |
| 0.4811 | 7.6949 | 908 | 0.7425 | 0.5075 | 0.7425 | 0.8617 |
| 0.4811 | 7.7119 | 910 | 0.7293 | 0.5163 | 0.7293 | 0.8540 |
| 0.4811 | 7.7288 | 912 | 0.7177 | 0.5071 | 0.7177 | 0.8472 |
| 0.4811 | 7.7458 | 914 | 0.7067 | 0.5041 | 0.7067 | 0.8406 |
| 0.4811 | 7.7627 | 916 | 0.7025 | 0.4742 | 0.7025 | 0.8381 |
| 0.4811 | 7.7797 | 918 | 0.7007 | 0.5327 | 0.7007 | 0.8371 |
| 0.4811 | 7.7966 | 920 | 0.6973 | 0.5327 | 0.6973 | 0.8351 |
| 0.4811 | 7.8136 | 922 | 0.6942 | 0.5251 | 0.6942 | 0.8332 |
| 0.4811 | 7.8305 | 924 | 0.6900 | 0.4822 | 0.6900 | 0.8307 |
| 0.4811 | 7.8475 | 926 | 0.6919 | 0.5116 | 0.6919 | 0.8318 |
| 0.4811 | 7.8644 | 928 | 0.7022 | 0.5037 | 0.7022 | 0.8380 |
| 0.4811 | 7.8814 | 930 | 0.7179 | 0.5020 | 0.7179 | 0.8473 |
| 0.4811 | 7.8983 | 932 | 0.7211 | 0.4871 | 0.7211 | 0.8492 |
| 0.4811 | 7.9153 | 934 | 0.7087 | 0.4821 | 0.7087 | 0.8419 |
| 0.4811 | 7.9322 | 936 | 0.6933 | 0.4963 | 0.6933 | 0.8327 |
| 0.4811 | 7.9492 | 938 | 0.6830 | 0.4939 | 0.6830 | 0.8264 |
| 0.4811 | 7.9661 | 940 | 0.6772 | 0.5033 | 0.6772 | 0.8229 |
| 0.4811 | 7.9831 | 942 | 0.6723 | 0.4991 | 0.6723 | 0.8199 |
| 0.4811 | 8.0 | 944 | 0.6739 | 0.5122 | 0.6739 | 0.8209 |
| 0.4811 | 8.0169 | 946 | 0.6787 | 0.5122 | 0.6787 | 0.8238 |
| 0.4811 | 8.0339 | 948 | 0.6869 | 0.4991 | 0.6869 | 0.8288 |
| 0.4811 | 8.0508 | 950 | 0.7019 | 0.5154 | 0.7019 | 0.8378 |
| 0.4811 | 8.0678 | 952 | 0.7257 | 0.4770 | 0.7257 | 0.8519 |
| 0.4811 | 8.0847 | 954 | 0.7478 | 0.4955 | 0.7478 | 0.8647 |
| 0.4811 | 8.1017 | 956 | 0.7641 | 0.4790 | 0.7641 | 0.8741 |
| 0.4811 | 8.1186 | 958 | 0.7698 | 0.4790 | 0.7698 | 0.8774 |
| 0.4811 | 8.1356 | 960 | 0.7570 | 0.4955 | 0.7570 | 0.8700 |
| 0.4811 | 8.1525 | 962 | 0.7402 | 0.4909 | 0.7402 | 0.8603 |
| 0.4811 | 8.1695 | 964 | 0.7242 | 0.5052 | 0.7242 | 0.8510 |
| 0.4811 | 8.1864 | 966 | 0.7048 | 0.5106 | 0.7048 | 0.8396 |
| 0.4811 | 8.2034 | 968 | 0.6907 | 0.5049 | 0.6907 | 0.8311 |
| 0.4811 | 8.2203 | 970 | 0.6826 | 0.5338 | 0.6826 | 0.8262 |
| 0.4811 | 8.2373 | 972 | 0.6807 | 0.5397 | 0.6807 | 0.8250 |
| 0.4811 | 8.2542 | 974 | 0.6829 | 0.5116 | 0.6829 | 0.8264 |
| 0.4811 | 8.2712 | 976 | 0.6912 | 0.5127 | 0.6912 | 0.8314 |
| 0.4811 | 8.2881 | 978 | 0.6980 | 0.4989 | 0.6980 | 0.8355 |
| 0.4811 | 8.3051 | 980 | 0.7019 | 0.4850 | 0.7019 | 0.8378 |
| 0.4811 | 8.3220 | 982 | 0.7066 | 0.5101 | 0.7066 | 0.8406 |
| 0.4811 | 8.3390 | 984 | 0.7191 | 0.4670 | 0.7191 | 0.8480 |
| 0.4811 | 8.3559 | 986 | 0.7248 | 0.4651 | 0.7248 | 0.8514 |
| 0.4811 | 8.3729 | 988 | 0.7385 | 0.4761 | 0.7385 | 0.8594 |
| 0.4811 | 8.3898 | 990 | 0.7447 | 0.4761 | 0.7447 | 0.8629 |
| 0.4811 | 8.4068 | 992 | 0.7434 | 0.4761 | 0.7434 | 0.8622 |
| 0.4811 | 8.4237 | 994 | 0.7348 | 0.4903 | 0.7348 | 0.8572 |
| 0.4811 | 8.4407 | 996 | 0.7284 | 0.4911 | 0.7284 | 0.8535 |
| 0.4811 | 8.4576 | 998 | 0.7205 | 0.4911 | 0.7205 | 0.8488 |
| 0.079 | 8.4746 | 1000 | 0.7078 | 0.4911 | 0.7078 | 0.8413 |
| 0.079 | 8.4915 | 1002 | 0.6880 | 0.5077 | 0.6880 | 0.8295 |
| 0.079 | 8.5085 | 1004 | 0.6702 | 0.5456 | 0.6702 | 0.8186 |
| 0.079 | 8.5254 | 1006 | 0.6592 | 0.5470 | 0.6592 | 0.8119 |
| 0.079 | 8.5424 | 1008 | 0.6512 | 0.5470 | 0.6512 | 0.8070 |
| 0.079 | 8.5593 | 1010 | 0.6515 | 0.5470 | 0.6515 | 0.8072 |
| 0.079 | 8.5763 | 1012 | 0.6486 | 0.5622 | 0.6486 | 0.8054 |
| 0.079 | 8.5932 | 1014 | 0.6512 | 0.5470 | 0.6512 | 0.8070 |
| 0.079 | 8.6102 | 1016 | 0.6582 | 0.5470 | 0.6582 | 0.8113 |
| 0.079 | 8.6271 | 1018 | 0.6663 | 0.5456 | 0.6663 | 0.8163 |
| 0.079 | 8.6441 | 1020 | 0.6793 | 0.5094 | 0.6793 | 0.8242 |
| 0.079 | 8.6610 | 1022 | 0.6868 | 0.5094 | 0.6868 | 0.8287 |
| 0.079 | 8.6780 | 1024 | 0.6968 | 0.4955 | 0.6968 | 0.8348 |
| 0.079 | 8.6949 | 1026 | 0.7113 | 0.5011 | 0.7113 | 0.8434 |
| 0.079 | 8.7119 | 1028 | 0.7282 | 0.4722 | 0.7282 | 0.8534 |
| 0.079 | 8.7288 | 1030 | 0.7470 | 0.4722 | 0.7470 | 0.8643 |
| 0.079 | 8.7458 | 1032 | 0.7490 | 0.4722 | 0.7490 | 0.8655 |
| 0.079 | 8.7627 | 1034 | 0.7527 | 0.4722 | 0.7527 | 0.8676 |
| 0.079 | 8.7797 | 1036 | 0.7494 | 0.4797 | 0.7494 | 0.8657 |
| 0.079 | 8.7966 | 1038 | 0.7412 | 0.4797 | 0.7412 | 0.8609 |
| 0.079 | 8.8136 | 1040 | 0.7324 | 0.4871 | 0.7324 | 0.8558 |
| 0.079 | 8.8305 | 1042 | 0.7232 | 0.4814 | 0.7232 | 0.8504 |
| 0.079 | 8.8475 | 1044 | 0.7145 | 0.4814 | 0.7145 | 0.8453 |
| 0.079 | 8.8644 | 1046 | 0.7101 | 0.4889 | 0.7101 | 0.8427 |
| 0.079 | 8.8814 | 1048 | 0.7061 | 0.4839 | 0.7061 | 0.8403 |
| 0.079 | 8.8983 | 1050 | 0.7111 | 0.5029 | 0.7111 | 0.8432 |
| 0.079 | 8.9153 | 1052 | 0.7144 | 0.4889 | 0.7144 | 0.8452 |
| 0.079 | 8.9322 | 1054 | 0.7228 | 0.4889 | 0.7228 | 0.8502 |
| 0.079 | 8.9492 | 1056 | 0.7364 | 0.4871 | 0.7364 | 0.8581 |
| 0.079 | 8.9661 | 1058 | 0.7497 | 0.4647 | 0.7497 | 0.8659 |
| 0.079 | 8.9831 | 1060 | 0.7604 | 0.4571 | 0.7604 | 0.8720 |
| 0.079 | 9.0 | 1062 | 0.7650 | 0.4571 | 0.7650 | 0.8746 |
| 0.079 | 9.0169 | 1064 | 0.7592 | 0.4571 | 0.7592 | 0.8713 |
| 0.079 | 9.0339 | 1066 | 0.7505 | 0.4571 | 0.7505 | 0.8663 |
| 0.079 | 9.0508 | 1068 | 0.7482 | 0.4571 | 0.7482 | 0.8650 |
| 0.079 | 9.0678 | 1070 | 0.7427 | 0.4647 | 0.7427 | 0.8618 |
| 0.079 | 9.0847 | 1072 | 0.7398 | 0.4647 | 0.7398 | 0.8601 |
| 0.079 | 9.1017 | 1074 | 0.7337 | 0.4651 | 0.7337 | 0.8566 |
| 0.079 | 9.1186 | 1076 | 0.7233 | 0.4670 | 0.7233 | 0.8505 |
| 0.079 | 9.1356 | 1078 | 0.7118 | 0.4889 | 0.7118 | 0.8437 |
| 0.079 | 9.1525 | 1080 | 0.7046 | 0.4914 | 0.7046 | 0.8394 |
| 0.079 | 9.1695 | 1082 | 0.7029 | 0.4914 | 0.7029 | 0.8384 |
| 0.079 | 9.1864 | 1084 | 0.7012 | 0.4914 | 0.7012 | 0.8374 |
| 0.079 | 9.2034 | 1086 | 0.7009 | 0.4914 | 0.7009 | 0.8372 |
| 0.079 | 9.2203 | 1088 | 0.6986 | 0.4989 | 0.6986 | 0.8358 |
| 0.079 | 9.2373 | 1090 | 0.7002 | 0.4914 | 0.7002 | 0.8368 |
| 0.079 | 9.2542 | 1092 | 0.7010 | 0.4776 | 0.7010 | 0.8372 |
| 0.079 | 9.2712 | 1094 | 0.7016 | 0.4776 | 0.7016 | 0.8376 |
| 0.079 | 9.2881 | 1096 | 0.7012 | 0.4776 | 0.7012 | 0.8374 |
| 0.079 | 9.3051 | 1098 | 0.7050 | 0.4776 | 0.7050 | 0.8396 |
| 0.079 | 9.3220 | 1100 | 0.7099 | 0.4776 | 0.7099 | 0.8426 |
| 0.079 | 9.3390 | 1102 | 0.7155 | 0.4889 | 0.7155 | 0.8459 |
| 0.079 | 9.3559 | 1104 | 0.7193 | 0.4814 | 0.7193 | 0.8481 |
| 0.079 | 9.3729 | 1106 | 0.7236 | 0.4670 | 0.7236 | 0.8506 |
| 0.079 | 9.3898 | 1108 | 0.7281 | 0.4670 | 0.7281 | 0.8533 |
| 0.079 | 9.4068 | 1110 | 0.7285 | 0.4670 | 0.7285 | 0.8535 |
| 0.079 | 9.4237 | 1112 | 0.7288 | 0.4670 | 0.7288 | 0.8537 |
| 0.079 | 9.4407 | 1114 | 0.7271 | 0.4670 | 0.7271 | 0.8527 |
| 0.079 | 9.4576 | 1116 | 0.7223 | 0.4670 | 0.7223 | 0.8499 |
| 0.079 | 9.4746 | 1118 | 0.7198 | 0.4814 | 0.7198 | 0.8484 |
| 0.079 | 9.4915 | 1120 | 0.7189 | 0.4814 | 0.7189 | 0.8479 |
| 0.079 | 9.5085 | 1122 | 0.7190 | 0.4814 | 0.7190 | 0.8479 |
| 0.079 | 9.5254 | 1124 | 0.7176 | 0.4627 | 0.7176 | 0.8471 |
| 0.079 | 9.5424 | 1126 | 0.7171 | 0.4627 | 0.7171 | 0.8468 |
| 0.079 | 9.5593 | 1128 | 0.7152 | 0.4627 | 0.7152 | 0.8457 |
| 0.079 | 9.5763 | 1130 | 0.7140 | 0.4627 | 0.7140 | 0.8450 |
| 0.079 | 9.5932 | 1132 | 0.7104 | 0.4776 | 0.7104 | 0.8428 |
| 0.079 | 9.6102 | 1134 | 0.7079 | 0.4850 | 0.7079 | 0.8414 |
| 0.079 | 9.6271 | 1136 | 0.7058 | 0.4850 | 0.7058 | 0.8401 |
| 0.079 | 9.6441 | 1138 | 0.7037 | 0.4850 | 0.7037 | 0.8389 |
| 0.079 | 9.6610 | 1140 | 0.7027 | 0.4850 | 0.7027 | 0.8383 |
| 0.079 | 9.6780 | 1142 | 0.7029 | 0.4850 | 0.7029 | 0.8384 |
| 0.079 | 9.6949 | 1144 | 0.7015 | 0.4850 | 0.7015 | 0.8375 |
| 0.079 | 9.7119 | 1146 | 0.7007 | 0.4850 | 0.7007 | 0.8371 |
| 0.079 | 9.7288 | 1148 | 0.7005 | 0.4850 | 0.7005 | 0.8370 |
| 0.079 | 9.7458 | 1150 | 0.7007 | 0.4850 | 0.7007 | 0.8371 |
| 0.079 | 9.7627 | 1152 | 0.6999 | 0.4989 | 0.6999 | 0.8366 |
| 0.079 | 9.7797 | 1154 | 0.6984 | 0.4989 | 0.6984 | 0.8357 |
| 0.079 | 9.7966 | 1156 | 0.6979 | 0.4989 | 0.6979 | 0.8354 |
| 0.079 | 9.8136 | 1158 | 0.6981 | 0.4989 | 0.6981 | 0.8355 |
| 0.079 | 9.8305 | 1160 | 0.6984 | 0.4989 | 0.6984 | 0.8357 |
| 0.079 | 9.8475 | 1162 | 0.6989 | 0.4989 | 0.6989 | 0.8360 |
| 0.079 | 9.8644 | 1164 | 0.7000 | 0.4776 | 0.7000 | 0.8366 |
| 0.079 | 9.8814 | 1166 | 0.7011 | 0.4776 | 0.7011 | 0.8373 |
| 0.079 | 9.8983 | 1168 | 0.7024 | 0.4701 | 0.7024 | 0.8381 |
| 0.079 | 9.9153 | 1170 | 0.7033 | 0.4701 | 0.7033 | 0.8386 |
| 0.079 | 9.9322 | 1172 | 0.7036 | 0.4701 | 0.7036 | 0.8388 |
| 0.079 | 9.9492 | 1174 | 0.7039 | 0.4701 | 0.7039 | 0.8390 |
| 0.079 | 9.9661 | 1176 | 0.7041 | 0.4701 | 0.7041 | 0.8391 |
| 0.079 | 9.9831 | 1178 | 0.7041 | 0.4701 | 0.7041 | 0.8391 |
| 0.079 | 10.0 | 1180 | 0.7041 | 0.4701 | 0.7041 | 0.8391 |
Framework versions
- Transformers 4.44.2
- Pytorch 2.4.0+cu118
- Datasets 2.21.0
- Tokenizers 0.19.1
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Model tree for MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run1_AugV5_k19_task2_organization
Base model
aubmindlab/bert-base-arabertv02