Instructions to use MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run3_AugV5_k15_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_k15_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_k15_task2_organization")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run3_AugV5_k15_task2_organization") model = AutoModelForSequenceClassification.from_pretrained("MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run3_AugV5_k15_task2_organization", device_map="auto") - Notebooks
- Google Colab
- Kaggle
ArabicNewSplits5_FineTuningAraBERT_run3_AugV5_k15_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: 0.5942
- Qwk: 0.5345
- Mse: 0.5942
- Rmse: 0.7708
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 | 0.0213 | 2 | 4.2023 | -0.0015 | 4.2023 | 2.0500 |
| No log | 0.0426 | 4 | 2.6878 | 0.0281 | 2.6878 | 1.6395 |
| No log | 0.0638 | 6 | 2.0022 | 0.0451 | 2.0022 | 1.4150 |
| No log | 0.0851 | 8 | 1.4346 | 0.0483 | 1.4346 | 1.1977 |
| No log | 0.1064 | 10 | 1.1517 | 0.0696 | 1.1517 | 1.0732 |
| No log | 0.1277 | 12 | 0.9849 | 0.1101 | 0.9849 | 0.9924 |
| No log | 0.1489 | 14 | 1.1007 | 0.1461 | 1.1007 | 1.0491 |
| No log | 0.1702 | 16 | 0.9587 | 0.0726 | 0.9587 | 0.9791 |
| No log | 0.1915 | 18 | 0.8851 | 0.1382 | 0.8851 | 0.9408 |
| No log | 0.2128 | 20 | 0.8924 | 0.1397 | 0.8924 | 0.9446 |
| No log | 0.2340 | 22 | 0.9432 | 0.2063 | 0.9432 | 0.9712 |
| No log | 0.2553 | 24 | 1.3156 | 0.1486 | 1.3156 | 1.1470 |
| No log | 0.2766 | 26 | 1.8180 | 0.1651 | 1.8180 | 1.3483 |
| No log | 0.2979 | 28 | 1.7171 | 0.1789 | 1.7171 | 1.3104 |
| No log | 0.3191 | 30 | 1.1266 | 0.1543 | 1.1266 | 1.0614 |
| No log | 0.3404 | 32 | 0.8062 | 0.2687 | 0.8062 | 0.8979 |
| No log | 0.3617 | 34 | 0.7852 | 0.2773 | 0.7852 | 0.8861 |
| No log | 0.3830 | 36 | 0.7839 | 0.2992 | 0.7839 | 0.8854 |
| No log | 0.4043 | 38 | 0.8015 | 0.3147 | 0.8015 | 0.8953 |
| No log | 0.4255 | 40 | 1.0732 | 0.1431 | 1.0732 | 1.0360 |
| No log | 0.4468 | 42 | 1.4453 | 0.1572 | 1.4453 | 1.2022 |
| No log | 0.4681 | 44 | 1.6288 | 0.1699 | 1.6288 | 1.2762 |
| No log | 0.4894 | 46 | 1.4550 | 0.1659 | 1.4550 | 1.2062 |
| No log | 0.5106 | 48 | 1.3655 | 0.1328 | 1.3655 | 1.1686 |
| No log | 0.5319 | 50 | 1.2788 | 0.1526 | 1.2788 | 1.1309 |
| No log | 0.5532 | 52 | 1.0310 | 0.1504 | 1.0310 | 1.0154 |
| No log | 0.5745 | 54 | 1.2620 | 0.1743 | 1.2620 | 1.1234 |
| No log | 0.5957 | 56 | 1.5381 | 0.1646 | 1.5381 | 1.2402 |
| No log | 0.6170 | 58 | 1.1704 | 0.2060 | 1.1704 | 1.0818 |
| No log | 0.6383 | 60 | 0.6167 | 0.4479 | 0.6167 | 0.7853 |
| No log | 0.6596 | 62 | 0.6023 | 0.3716 | 0.6023 | 0.7761 |
| No log | 0.6809 | 64 | 0.6176 | 0.3633 | 0.6176 | 0.7859 |
| No log | 0.7021 | 66 | 0.5989 | 0.4725 | 0.5989 | 0.7739 |
| No log | 0.7234 | 68 | 0.6344 | 0.4587 | 0.6344 | 0.7965 |
| No log | 0.7447 | 70 | 0.7303 | 0.4346 | 0.7303 | 0.8546 |
| No log | 0.7660 | 72 | 0.9229 | 0.3770 | 0.9229 | 0.9607 |
| No log | 0.7872 | 74 | 1.0909 | 0.2999 | 1.0909 | 1.0445 |
| No log | 0.8085 | 76 | 1.4875 | 0.1894 | 1.4875 | 1.2196 |
| No log | 0.8298 | 78 | 1.5703 | 0.1701 | 1.5703 | 1.2531 |
| No log | 0.8511 | 80 | 1.4155 | 0.1887 | 1.4155 | 1.1898 |
| No log | 0.8723 | 82 | 1.0479 | 0.2769 | 1.0479 | 1.0237 |
| No log | 0.8936 | 84 | 0.7354 | 0.4217 | 0.7354 | 0.8575 |
| No log | 0.9149 | 86 | 0.6899 | 0.3627 | 0.6899 | 0.8306 |
| No log | 0.9362 | 88 | 0.7609 | 0.3426 | 0.7609 | 0.8723 |
| No log | 0.9574 | 90 | 0.8856 | 0.3002 | 0.8856 | 0.9411 |
| No log | 0.9787 | 92 | 0.9433 | 0.2502 | 0.9433 | 0.9712 |
| No log | 1.0 | 94 | 0.9253 | 0.2724 | 0.9253 | 0.9619 |
| No log | 1.0213 | 96 | 0.8323 | 0.3469 | 0.8323 | 0.9123 |
| No log | 1.0426 | 98 | 0.7515 | 0.4066 | 0.7515 | 0.8669 |
| No log | 1.0638 | 100 | 0.7273 | 0.4495 | 0.7273 | 0.8528 |
| No log | 1.0851 | 102 | 0.8480 | 0.3760 | 0.8480 | 0.9208 |
| No log | 1.1064 | 104 | 1.1804 | 0.2886 | 1.1804 | 1.0865 |
| No log | 1.1277 | 106 | 1.9334 | 0.1836 | 1.9334 | 1.3905 |
| No log | 1.1489 | 108 | 2.3086 | 0.1277 | 2.3086 | 1.5194 |
| No log | 1.1702 | 110 | 2.1799 | 0.1436 | 2.1799 | 1.4764 |
| No log | 1.1915 | 112 | 1.6864 | 0.2143 | 1.6864 | 1.2986 |
| No log | 1.2128 | 114 | 1.0245 | 0.2996 | 1.0245 | 1.0122 |
| No log | 1.2340 | 116 | 0.6879 | 0.5030 | 0.6879 | 0.8294 |
| No log | 1.2553 | 118 | 0.6185 | 0.4980 | 0.6185 | 0.7864 |
| No log | 1.2766 | 120 | 0.6432 | 0.5238 | 0.6432 | 0.8020 |
| No log | 1.2979 | 122 | 0.6709 | 0.5290 | 0.6709 | 0.8191 |
| No log | 1.3191 | 124 | 0.7197 | 0.4742 | 0.7197 | 0.8483 |
| No log | 1.3404 | 126 | 0.8703 | 0.3999 | 0.8703 | 0.9329 |
| No log | 1.3617 | 128 | 1.1658 | 0.3886 | 1.1658 | 1.0797 |
| No log | 1.3830 | 130 | 1.2591 | 0.3390 | 1.2591 | 1.1221 |
| No log | 1.4043 | 132 | 1.2946 | 0.3261 | 1.2946 | 1.1378 |
| No log | 1.4255 | 134 | 1.0428 | 0.3922 | 1.0428 | 1.0212 |
| No log | 1.4468 | 136 | 0.8561 | 0.4063 | 0.8561 | 0.9253 |
| No log | 1.4681 | 138 | 0.8277 | 0.4495 | 0.8277 | 0.9098 |
| No log | 1.4894 | 140 | 0.9043 | 0.4289 | 0.9043 | 0.9509 |
| No log | 1.5106 | 142 | 1.0767 | 0.4033 | 1.0767 | 1.0376 |
| No log | 1.5319 | 144 | 1.0785 | 0.4153 | 1.0785 | 1.0385 |
| No log | 1.5532 | 146 | 0.9828 | 0.4529 | 0.9828 | 0.9913 |
| No log | 1.5745 | 148 | 0.9699 | 0.4940 | 0.9699 | 0.9848 |
| No log | 1.5957 | 150 | 0.9917 | 0.4509 | 0.9917 | 0.9958 |
| No log | 1.6170 | 152 | 1.0996 | 0.4110 | 1.0996 | 1.0486 |
| No log | 1.6383 | 154 | 1.2466 | 0.3441 | 1.2466 | 1.1165 |
| No log | 1.6596 | 156 | 1.3083 | 0.3166 | 1.3083 | 1.1438 |
| No log | 1.6809 | 158 | 1.3269 | 0.2976 | 1.3269 | 1.1519 |
| No log | 1.7021 | 160 | 1.0686 | 0.3824 | 1.0686 | 1.0337 |
| No log | 1.7234 | 162 | 0.8744 | 0.4132 | 0.8744 | 0.9351 |
| No log | 1.7447 | 164 | 0.6803 | 0.4464 | 0.6803 | 0.8248 |
| No log | 1.7660 | 166 | 0.6380 | 0.4394 | 0.6380 | 0.7988 |
| No log | 1.7872 | 168 | 0.6384 | 0.4327 | 0.6384 | 0.7990 |
| No log | 1.8085 | 170 | 0.7170 | 0.4679 | 0.7170 | 0.8468 |
| No log | 1.8298 | 172 | 0.9255 | 0.3759 | 0.9255 | 0.9620 |
| No log | 1.8511 | 174 | 1.0297 | 0.3879 | 1.0297 | 1.0148 |
| No log | 1.8723 | 176 | 0.8917 | 0.4559 | 0.8917 | 0.9443 |
| No log | 1.8936 | 178 | 0.7724 | 0.5098 | 0.7724 | 0.8789 |
| No log | 1.9149 | 180 | 0.7245 | 0.5115 | 0.7245 | 0.8511 |
| No log | 1.9362 | 182 | 0.7303 | 0.5157 | 0.7303 | 0.8546 |
| No log | 1.9574 | 184 | 0.7560 | 0.5236 | 0.7560 | 0.8695 |
| No log | 1.9787 | 186 | 0.9458 | 0.4216 | 0.9458 | 0.9725 |
| No log | 2.0 | 188 | 1.3334 | 0.2626 | 1.3334 | 1.1547 |
| No log | 2.0213 | 190 | 1.4514 | 0.2443 | 1.4514 | 1.2047 |
| No log | 2.0426 | 192 | 1.2366 | 0.3550 | 1.2366 | 1.1120 |
| No log | 2.0638 | 194 | 1.0405 | 0.4054 | 1.0405 | 1.0200 |
| No log | 2.0851 | 196 | 0.8737 | 0.4092 | 0.8737 | 0.9347 |
| No log | 2.1064 | 198 | 0.7788 | 0.4970 | 0.7788 | 0.8825 |
| No log | 2.1277 | 200 | 0.7658 | 0.5088 | 0.7658 | 0.8751 |
| No log | 2.1489 | 202 | 0.7742 | 0.4992 | 0.7742 | 0.8799 |
| No log | 2.1702 | 204 | 0.7586 | 0.4580 | 0.7586 | 0.8710 |
| No log | 2.1915 | 206 | 0.7700 | 0.4767 | 0.7700 | 0.8775 |
| No log | 2.2128 | 208 | 0.7937 | 0.5040 | 0.7937 | 0.8909 |
| No log | 2.2340 | 210 | 0.8052 | 0.5152 | 0.8052 | 0.8973 |
| No log | 2.2553 | 212 | 0.8262 | 0.4602 | 0.8262 | 0.9090 |
| No log | 2.2766 | 214 | 0.8625 | 0.4257 | 0.8625 | 0.9287 |
| No log | 2.2979 | 216 | 0.8247 | 0.4609 | 0.8247 | 0.9081 |
| No log | 2.3191 | 218 | 0.7297 | 0.4442 | 0.7297 | 0.8543 |
| No log | 2.3404 | 220 | 0.6895 | 0.4371 | 0.6895 | 0.8304 |
| No log | 2.3617 | 222 | 0.7050 | 0.4172 | 0.7050 | 0.8396 |
| No log | 2.3830 | 224 | 0.7290 | 0.4426 | 0.7290 | 0.8538 |
| No log | 2.4043 | 226 | 0.7606 | 0.4500 | 0.7606 | 0.8721 |
| No log | 2.4255 | 228 | 0.7847 | 0.4494 | 0.7847 | 0.8858 |
| No log | 2.4468 | 230 | 0.7810 | 0.4299 | 0.7810 | 0.8837 |
| No log | 2.4681 | 232 | 0.7643 | 0.4203 | 0.7643 | 0.8742 |
| No log | 2.4894 | 234 | 0.7465 | 0.4147 | 0.7465 | 0.8640 |
| No log | 2.5106 | 236 | 0.7177 | 0.4527 | 0.7177 | 0.8471 |
| No log | 2.5319 | 238 | 0.6829 | 0.4495 | 0.6829 | 0.8264 |
| No log | 2.5532 | 240 | 0.6578 | 0.4846 | 0.6578 | 0.8111 |
| No log | 2.5745 | 242 | 0.6536 | 0.4501 | 0.6536 | 0.8085 |
| No log | 2.5957 | 244 | 0.6301 | 0.4971 | 0.6301 | 0.7938 |
| No log | 2.6170 | 246 | 0.6303 | 0.5034 | 0.6303 | 0.7939 |
| No log | 2.6383 | 248 | 0.6603 | 0.3922 | 0.6603 | 0.8126 |
| No log | 2.6596 | 250 | 0.6938 | 0.3935 | 0.6938 | 0.8329 |
| No log | 2.6809 | 252 | 0.6784 | 0.4917 | 0.6784 | 0.8237 |
| No log | 2.7021 | 254 | 0.6535 | 0.5181 | 0.6535 | 0.8084 |
| No log | 2.7234 | 256 | 0.6696 | 0.5069 | 0.6696 | 0.8183 |
| No log | 2.7447 | 258 | 0.7129 | 0.5211 | 0.7129 | 0.8443 |
| No log | 2.7660 | 260 | 0.7024 | 0.5089 | 0.7024 | 0.8381 |
| No log | 2.7872 | 262 | 0.6903 | 0.5146 | 0.6903 | 0.8309 |
| No log | 2.8085 | 264 | 0.6900 | 0.5278 | 0.6900 | 0.8307 |
| No log | 2.8298 | 266 | 0.7284 | 0.5644 | 0.7284 | 0.8535 |
| No log | 2.8511 | 268 | 0.7366 | 0.5574 | 0.7366 | 0.8583 |
| No log | 2.8723 | 270 | 0.6837 | 0.5662 | 0.6837 | 0.8269 |
| No log | 2.8936 | 272 | 0.6636 | 0.5289 | 0.6636 | 0.8146 |
| No log | 2.9149 | 274 | 0.6687 | 0.5413 | 0.6687 | 0.8177 |
| No log | 2.9362 | 276 | 0.6734 | 0.5329 | 0.6734 | 0.8206 |
| No log | 2.9574 | 278 | 0.6847 | 0.5301 | 0.6847 | 0.8274 |
| No log | 2.9787 | 280 | 0.6662 | 0.5345 | 0.6662 | 0.8162 |
| No log | 3.0 | 282 | 0.6723 | 0.5588 | 0.6723 | 0.8199 |
| No log | 3.0213 | 284 | 0.6933 | 0.5701 | 0.6933 | 0.8326 |
| No log | 3.0426 | 286 | 0.7007 | 0.5654 | 0.7007 | 0.8371 |
| No log | 3.0638 | 288 | 0.6650 | 0.5281 | 0.6650 | 0.8155 |
| No log | 3.0851 | 290 | 0.7047 | 0.5025 | 0.7047 | 0.8395 |
| No log | 3.1064 | 292 | 0.7899 | 0.4989 | 0.7899 | 0.8888 |
| No log | 3.1277 | 294 | 0.7732 | 0.5141 | 0.7732 | 0.8793 |
| No log | 3.1489 | 296 | 0.7102 | 0.5322 | 0.7102 | 0.8427 |
| No log | 3.1702 | 298 | 0.7482 | 0.5340 | 0.7482 | 0.8650 |
| No log | 3.1915 | 300 | 0.8871 | 0.4948 | 0.8871 | 0.9419 |
| No log | 3.2128 | 302 | 0.9050 | 0.4381 | 0.9050 | 0.9513 |
| No log | 3.2340 | 304 | 0.7974 | 0.5166 | 0.7974 | 0.8930 |
| No log | 3.2553 | 306 | 0.6869 | 0.5816 | 0.6869 | 0.8288 |
| No log | 3.2766 | 308 | 0.7229 | 0.4815 | 0.7229 | 0.8502 |
| No log | 3.2979 | 310 | 0.8193 | 0.4718 | 0.8193 | 0.9051 |
| No log | 3.3191 | 312 | 0.8135 | 0.4632 | 0.8135 | 0.9019 |
| No log | 3.3404 | 314 | 0.7067 | 0.4438 | 0.7067 | 0.8406 |
| No log | 3.3617 | 316 | 0.6032 | 0.5583 | 0.6032 | 0.7766 |
| No log | 3.3830 | 318 | 0.7041 | 0.5033 | 0.7041 | 0.8391 |
| No log | 3.4043 | 320 | 0.7896 | 0.4552 | 0.7896 | 0.8886 |
| No log | 3.4255 | 322 | 0.7159 | 0.5073 | 0.7159 | 0.8461 |
| No log | 3.4468 | 324 | 0.6257 | 0.5338 | 0.6257 | 0.7910 |
| No log | 3.4681 | 326 | 0.6760 | 0.4595 | 0.6760 | 0.8222 |
| No log | 3.4894 | 328 | 0.8063 | 0.4681 | 0.8063 | 0.8979 |
| No log | 3.5106 | 330 | 0.8284 | 0.4790 | 0.8284 | 0.9101 |
| No log | 3.5319 | 332 | 0.7587 | 0.4675 | 0.7587 | 0.8710 |
| No log | 3.5532 | 334 | 0.7014 | 0.5192 | 0.7014 | 0.8375 |
| No log | 3.5745 | 336 | 0.7080 | 0.5164 | 0.7080 | 0.8414 |
| No log | 3.5957 | 338 | 0.8260 | 0.4854 | 0.8260 | 0.9089 |
| No log | 3.6170 | 340 | 0.9754 | 0.3864 | 0.9754 | 0.9876 |
| No log | 3.6383 | 342 | 1.0998 | 0.3351 | 1.0998 | 1.0487 |
| No log | 3.6596 | 344 | 1.0310 | 0.3803 | 1.0310 | 1.0154 |
| No log | 3.6809 | 346 | 0.8829 | 0.4874 | 0.8829 | 0.9396 |
| No log | 3.7021 | 348 | 0.7616 | 0.5142 | 0.7616 | 0.8727 |
| No log | 3.7234 | 350 | 0.7298 | 0.5075 | 0.7298 | 0.8543 |
| No log | 3.7447 | 352 | 0.7131 | 0.5280 | 0.7131 | 0.8444 |
| No log | 3.7660 | 354 | 0.6880 | 0.5339 | 0.6880 | 0.8294 |
| No log | 3.7872 | 356 | 0.6665 | 0.5117 | 0.6665 | 0.8164 |
| No log | 3.8085 | 358 | 0.6261 | 0.4742 | 0.6261 | 0.7913 |
| No log | 3.8298 | 360 | 0.6299 | 0.5082 | 0.6299 | 0.7936 |
| No log | 3.8511 | 362 | 0.6352 | 0.4687 | 0.6352 | 0.7970 |
| No log | 3.8723 | 364 | 0.6230 | 0.4666 | 0.6230 | 0.7893 |
| No log | 3.8936 | 366 | 0.5964 | 0.4627 | 0.5964 | 0.7723 |
| No log | 3.9149 | 368 | 0.5826 | 0.4674 | 0.5826 | 0.7633 |
| No log | 3.9362 | 370 | 0.5710 | 0.4611 | 0.5710 | 0.7556 |
| No log | 3.9574 | 372 | 0.5688 | 0.4699 | 0.5688 | 0.7542 |
| No log | 3.9787 | 374 | 0.5690 | 0.4736 | 0.5690 | 0.7543 |
| No log | 4.0 | 376 | 0.5659 | 0.4805 | 0.5659 | 0.7523 |
| No log | 4.0213 | 378 | 0.5643 | 0.5011 | 0.5643 | 0.7512 |
| No log | 4.0426 | 380 | 0.5790 | 0.4386 | 0.5790 | 0.7609 |
| No log | 4.0638 | 382 | 0.5895 | 0.4838 | 0.5895 | 0.7678 |
| No log | 4.0851 | 384 | 0.5742 | 0.4885 | 0.5742 | 0.7578 |
| No log | 4.1064 | 386 | 0.5630 | 0.4929 | 0.5630 | 0.7503 |
| No log | 4.1277 | 388 | 0.5731 | 0.4899 | 0.5731 | 0.7571 |
| No log | 4.1489 | 390 | 0.5843 | 0.5318 | 0.5843 | 0.7644 |
| No log | 4.1702 | 392 | 0.5863 | 0.4811 | 0.5863 | 0.7657 |
| No log | 4.1915 | 394 | 0.5915 | 0.5003 | 0.5915 | 0.7691 |
| No log | 4.2128 | 396 | 0.5944 | 0.5202 | 0.5944 | 0.7710 |
| No log | 4.2340 | 398 | 0.6032 | 0.5436 | 0.6032 | 0.7766 |
| No log | 4.2553 | 400 | 0.6027 | 0.5436 | 0.6027 | 0.7764 |
| No log | 4.2766 | 402 | 0.6156 | 0.5437 | 0.6156 | 0.7846 |
| No log | 4.2979 | 404 | 0.6554 | 0.5099 | 0.6554 | 0.8096 |
| No log | 4.3191 | 406 | 0.7302 | 0.4883 | 0.7302 | 0.8545 |
| No log | 4.3404 | 408 | 0.7510 | 0.4734 | 0.7510 | 0.8666 |
| No log | 4.3617 | 410 | 0.6903 | 0.4923 | 0.6903 | 0.8308 |
| No log | 4.3830 | 412 | 0.6297 | 0.5069 | 0.6297 | 0.7935 |
| No log | 4.4043 | 414 | 0.5921 | 0.5330 | 0.5921 | 0.7695 |
| No log | 4.4255 | 416 | 0.6163 | 0.5312 | 0.6163 | 0.7850 |
| No log | 4.4468 | 418 | 0.6395 | 0.5312 | 0.6395 | 0.7997 |
| No log | 4.4681 | 420 | 0.6339 | 0.5312 | 0.6339 | 0.7962 |
| No log | 4.4894 | 422 | 0.6130 | 0.5312 | 0.6130 | 0.7829 |
| No log | 4.5106 | 424 | 0.5848 | 0.5537 | 0.5848 | 0.7647 |
| No log | 4.5319 | 426 | 0.5874 | 0.4846 | 0.5874 | 0.7664 |
| No log | 4.5532 | 428 | 0.6072 | 0.4270 | 0.6072 | 0.7792 |
| No log | 4.5745 | 430 | 0.6094 | 0.4270 | 0.6094 | 0.7807 |
| No log | 4.5957 | 432 | 0.5879 | 0.4892 | 0.5879 | 0.7667 |
| No log | 4.6170 | 434 | 0.5802 | 0.5129 | 0.5802 | 0.7617 |
| No log | 4.6383 | 436 | 0.5835 | 0.5215 | 0.5835 | 0.7639 |
| No log | 4.6596 | 438 | 0.5801 | 0.5003 | 0.5801 | 0.7617 |
| No log | 4.6809 | 440 | 0.5898 | 0.4638 | 0.5898 | 0.7680 |
| No log | 4.7021 | 442 | 0.6077 | 0.4111 | 0.6077 | 0.7796 |
| No log | 4.7234 | 444 | 0.6123 | 0.4203 | 0.6123 | 0.7825 |
| No log | 4.7447 | 446 | 0.5989 | 0.4671 | 0.5989 | 0.7739 |
| No log | 4.7660 | 448 | 0.6069 | 0.4891 | 0.6069 | 0.7790 |
| No log | 4.7872 | 450 | 0.6223 | 0.5134 | 0.6223 | 0.7889 |
| No log | 4.8085 | 452 | 0.6170 | 0.4891 | 0.6170 | 0.7855 |
| No log | 4.8298 | 454 | 0.6130 | 0.4842 | 0.6130 | 0.7829 |
| No log | 4.8511 | 456 | 0.6107 | 0.4967 | 0.6107 | 0.7815 |
| No log | 4.8723 | 458 | 0.6050 | 0.4837 | 0.6050 | 0.7778 |
| No log | 4.8936 | 460 | 0.6065 | 0.4922 | 0.6065 | 0.7788 |
| No log | 4.9149 | 462 | 0.6116 | 0.5239 | 0.6116 | 0.7821 |
| No log | 4.9362 | 464 | 0.6113 | 0.5156 | 0.6113 | 0.7819 |
| No log | 4.9574 | 466 | 0.6069 | 0.5190 | 0.6069 | 0.7791 |
| No log | 4.9787 | 468 | 0.6143 | 0.5145 | 0.6143 | 0.7838 |
| No log | 5.0 | 470 | 0.6294 | 0.54 | 0.6294 | 0.7933 |
| No log | 5.0213 | 472 | 0.6670 | 0.4766 | 0.6670 | 0.8167 |
| No log | 5.0426 | 474 | 0.6718 | 0.4890 | 0.6718 | 0.8196 |
| No log | 5.0638 | 476 | 0.6302 | 0.5060 | 0.6302 | 0.7938 |
| No log | 5.0851 | 478 | 0.5865 | 0.4837 | 0.5865 | 0.7659 |
| No log | 5.1064 | 480 | 0.5742 | 0.5024 | 0.5742 | 0.7578 |
| No log | 5.1277 | 482 | 0.5668 | 0.5229 | 0.5668 | 0.7529 |
| No log | 5.1489 | 484 | 0.5676 | 0.5328 | 0.5676 | 0.7534 |
| No log | 5.1702 | 486 | 0.5826 | 0.5795 | 0.5826 | 0.7633 |
| No log | 5.1915 | 488 | 0.5899 | 0.5455 | 0.5899 | 0.7680 |
| No log | 5.2128 | 490 | 0.5821 | 0.5391 | 0.5821 | 0.7630 |
| No log | 5.2340 | 492 | 0.5705 | 0.5160 | 0.5705 | 0.7553 |
| No log | 5.2553 | 494 | 0.5765 | 0.5330 | 0.5765 | 0.7593 |
| No log | 5.2766 | 496 | 0.5893 | 0.5635 | 0.5893 | 0.7676 |
| No log | 5.2979 | 498 | 0.6130 | 0.5601 | 0.6130 | 0.7830 |
| 0.4978 | 5.3191 | 500 | 0.6337 | 0.5316 | 0.6337 | 0.7960 |
| 0.4978 | 5.3404 | 502 | 0.6396 | 0.5184 | 0.6396 | 0.7997 |
| 0.4978 | 5.3617 | 504 | 0.6222 | 0.5441 | 0.6222 | 0.7888 |
| 0.4978 | 5.3830 | 506 | 0.6145 | 0.5441 | 0.6145 | 0.7839 |
| 0.4978 | 5.4043 | 508 | 0.6033 | 0.5303 | 0.6033 | 0.7767 |
| 0.4978 | 5.4255 | 510 | 0.6129 | 0.5116 | 0.6129 | 0.7829 |
| 0.4978 | 5.4468 | 512 | 0.6203 | 0.5228 | 0.6203 | 0.7876 |
| 0.4978 | 5.4681 | 514 | 0.6109 | 0.5083 | 0.6109 | 0.7816 |
| 0.4978 | 5.4894 | 516 | 0.5843 | 0.4940 | 0.5843 | 0.7644 |
| 0.4978 | 5.5106 | 518 | 0.5605 | 0.4964 | 0.5605 | 0.7487 |
| 0.4978 | 5.5319 | 520 | 0.5699 | 0.4898 | 0.5699 | 0.7549 |
| 0.4978 | 5.5532 | 522 | 0.5991 | 0.5111 | 0.5991 | 0.7740 |
| 0.4978 | 5.5745 | 524 | 0.6293 | 0.4773 | 0.6293 | 0.7933 |
| 0.4978 | 5.5957 | 526 | 0.6357 | 0.4549 | 0.6357 | 0.7973 |
| 0.4978 | 5.6170 | 528 | 0.6250 | 0.4487 | 0.6250 | 0.7906 |
| 0.4978 | 5.6383 | 530 | 0.6034 | 0.5323 | 0.6034 | 0.7768 |
| 0.4978 | 5.6596 | 532 | 0.5894 | 0.4762 | 0.5894 | 0.7677 |
| 0.4978 | 5.6809 | 534 | 0.6026 | 0.5505 | 0.6026 | 0.7763 |
| 0.4978 | 5.7021 | 536 | 0.6289 | 0.5377 | 0.6289 | 0.7930 |
| 0.4978 | 5.7234 | 538 | 0.6523 | 0.5131 | 0.6523 | 0.8077 |
| 0.4978 | 5.7447 | 540 | 0.6531 | 0.5048 | 0.6531 | 0.8081 |
| 0.4978 | 5.7660 | 542 | 0.6381 | 0.5441 | 0.6381 | 0.7988 |
| 0.4978 | 5.7872 | 544 | 0.6194 | 0.5349 | 0.6194 | 0.7870 |
| 0.4978 | 5.8085 | 546 | 0.6153 | 0.4993 | 0.6153 | 0.7844 |
| 0.4978 | 5.8298 | 548 | 0.6243 | 0.5095 | 0.6243 | 0.7901 |
| 0.4978 | 5.8511 | 550 | 0.6366 | 0.5480 | 0.6366 | 0.7979 |
| 0.4978 | 5.8723 | 552 | 0.6288 | 0.5303 | 0.6288 | 0.7929 |
| 0.4978 | 5.8936 | 554 | 0.6204 | 0.5265 | 0.6204 | 0.7877 |
| 0.4978 | 5.9149 | 556 | 0.6165 | 0.5331 | 0.6165 | 0.7852 |
| 0.4978 | 5.9362 | 558 | 0.6176 | 0.5317 | 0.6176 | 0.7859 |
| 0.4978 | 5.9574 | 560 | 0.6096 | 0.5076 | 0.6096 | 0.7808 |
| 0.4978 | 5.9787 | 562 | 0.6048 | 0.5189 | 0.6048 | 0.7777 |
| 0.4978 | 6.0 | 564 | 0.5971 | 0.5275 | 0.5971 | 0.7727 |
| 0.4978 | 6.0213 | 566 | 0.5931 | 0.5030 | 0.5931 | 0.7701 |
| 0.4978 | 6.0426 | 568 | 0.6000 | 0.5173 | 0.6000 | 0.7746 |
| 0.4978 | 6.0638 | 570 | 0.6174 | 0.5447 | 0.6174 | 0.7857 |
| 0.4978 | 6.0851 | 572 | 0.6245 | 0.5333 | 0.6245 | 0.7902 |
| 0.4978 | 6.1064 | 574 | 0.6251 | 0.5543 | 0.6251 | 0.7906 |
| 0.4978 | 6.1277 | 576 | 0.6373 | 0.5508 | 0.6373 | 0.7983 |
| 0.4978 | 6.1489 | 578 | 0.6528 | 0.5019 | 0.6528 | 0.8080 |
| 0.4978 | 6.1702 | 580 | 0.6431 | 0.4945 | 0.6431 | 0.8020 |
| 0.4978 | 6.1915 | 582 | 0.6069 | 0.5103 | 0.6069 | 0.7790 |
| 0.4978 | 6.2128 | 584 | 0.5704 | 0.4720 | 0.5704 | 0.7553 |
| 0.4978 | 6.2340 | 586 | 0.5566 | 0.5010 | 0.5566 | 0.7460 |
| 0.4978 | 6.2553 | 588 | 0.5556 | 0.5154 | 0.5556 | 0.7454 |
| 0.4978 | 6.2766 | 590 | 0.5580 | 0.5042 | 0.5580 | 0.7470 |
| 0.4978 | 6.2979 | 592 | 0.5721 | 0.5208 | 0.5721 | 0.7563 |
| 0.4978 | 6.3191 | 594 | 0.6033 | 0.5053 | 0.6033 | 0.7767 |
| 0.4978 | 6.3404 | 596 | 0.6426 | 0.4873 | 0.6426 | 0.8016 |
| 0.4978 | 6.3617 | 598 | 0.6615 | 0.4919 | 0.6615 | 0.8133 |
| 0.4978 | 6.3830 | 600 | 0.6447 | 0.5258 | 0.6447 | 0.8030 |
| 0.4978 | 6.4043 | 602 | 0.6124 | 0.5230 | 0.6124 | 0.7826 |
| 0.4978 | 6.4255 | 604 | 0.6064 | 0.5123 | 0.6064 | 0.7787 |
| 0.4978 | 6.4468 | 606 | 0.6061 | 0.5123 | 0.6061 | 0.7785 |
| 0.4978 | 6.4681 | 608 | 0.6017 | 0.5161 | 0.6017 | 0.7757 |
| 0.4978 | 6.4894 | 610 | 0.6009 | 0.5161 | 0.6009 | 0.7752 |
| 0.4978 | 6.5106 | 612 | 0.6040 | 0.5196 | 0.6040 | 0.7772 |
| 0.4978 | 6.5319 | 614 | 0.6287 | 0.5032 | 0.6287 | 0.7929 |
| 0.4978 | 6.5532 | 616 | 0.6395 | 0.4931 | 0.6395 | 0.7997 |
| 0.4978 | 6.5745 | 618 | 0.6340 | 0.4868 | 0.6340 | 0.7963 |
| 0.4978 | 6.5957 | 620 | 0.6052 | 0.4912 | 0.6052 | 0.7779 |
| 0.4978 | 6.6170 | 622 | 0.5785 | 0.4931 | 0.5785 | 0.7606 |
| 0.4978 | 6.6383 | 624 | 0.5717 | 0.5618 | 0.5717 | 0.7561 |
| 0.4978 | 6.6596 | 626 | 0.5778 | 0.5634 | 0.5778 | 0.7602 |
| 0.4978 | 6.6809 | 628 | 0.5852 | 0.5762 | 0.5852 | 0.7650 |
| 0.4978 | 6.7021 | 630 | 0.5983 | 0.5382 | 0.5983 | 0.7735 |
| 0.4978 | 6.7234 | 632 | 0.6369 | 0.5006 | 0.6369 | 0.7981 |
| 0.4978 | 6.7447 | 634 | 0.7069 | 0.4879 | 0.7069 | 0.8408 |
| 0.4978 | 6.7660 | 636 | 0.7526 | 0.5022 | 0.7526 | 0.8675 |
| 0.4978 | 6.7872 | 638 | 0.7662 | 0.5022 | 0.7662 | 0.8753 |
| 0.4978 | 6.8085 | 640 | 0.7370 | 0.4913 | 0.7370 | 0.8585 |
| 0.4978 | 6.8298 | 642 | 0.6912 | 0.4893 | 0.6912 | 0.8314 |
| 0.4978 | 6.8511 | 644 | 0.6397 | 0.5006 | 0.6397 | 0.7998 |
| 0.4978 | 6.8723 | 646 | 0.6058 | 0.5483 | 0.6058 | 0.7784 |
| 0.4978 | 6.8936 | 648 | 0.5875 | 0.5517 | 0.5875 | 0.7665 |
| 0.4978 | 6.9149 | 650 | 0.5754 | 0.5636 | 0.5754 | 0.7586 |
| 0.4978 | 6.9362 | 652 | 0.5677 | 0.5499 | 0.5677 | 0.7535 |
| 0.4978 | 6.9574 | 654 | 0.5635 | 0.5550 | 0.5635 | 0.7506 |
| 0.4978 | 6.9787 | 656 | 0.5654 | 0.5356 | 0.5654 | 0.7519 |
| 0.4978 | 7.0 | 658 | 0.5762 | 0.5159 | 0.5762 | 0.7591 |
| 0.4978 | 7.0213 | 660 | 0.5854 | 0.5115 | 0.5854 | 0.7651 |
| 0.4978 | 7.0426 | 662 | 0.5851 | 0.5256 | 0.5851 | 0.7649 |
| 0.4978 | 7.0638 | 664 | 0.5890 | 0.5256 | 0.5890 | 0.7675 |
| 0.4978 | 7.0851 | 666 | 0.5977 | 0.5237 | 0.5977 | 0.7731 |
| 0.4978 | 7.1064 | 668 | 0.6103 | 0.4904 | 0.6103 | 0.7812 |
| 0.4978 | 7.1277 | 670 | 0.6360 | 0.4941 | 0.6360 | 0.7975 |
| 0.4978 | 7.1489 | 672 | 0.6405 | 0.5114 | 0.6405 | 0.8003 |
| 0.4978 | 7.1702 | 674 | 0.6361 | 0.5054 | 0.6361 | 0.7976 |
| 0.4978 | 7.1915 | 676 | 0.6346 | 0.5063 | 0.6346 | 0.7966 |
| 0.4978 | 7.2128 | 678 | 0.6232 | 0.5050 | 0.6232 | 0.7894 |
| 0.4978 | 7.2340 | 680 | 0.5990 | 0.5130 | 0.5990 | 0.7739 |
| 0.4978 | 7.2553 | 682 | 0.5890 | 0.5665 | 0.5890 | 0.7674 |
| 0.4978 | 7.2766 | 684 | 0.5888 | 0.5552 | 0.5888 | 0.7673 |
| 0.4978 | 7.2979 | 686 | 0.5948 | 0.5538 | 0.5948 | 0.7712 |
| 0.4978 | 7.3191 | 688 | 0.5954 | 0.5327 | 0.5954 | 0.7716 |
| 0.4978 | 7.3404 | 690 | 0.5894 | 0.5778 | 0.5894 | 0.7677 |
| 0.4978 | 7.3617 | 692 | 0.5885 | 0.5600 | 0.5885 | 0.7671 |
| 0.4978 | 7.3830 | 694 | 0.5866 | 0.5600 | 0.5866 | 0.7659 |
| 0.4978 | 7.4043 | 696 | 0.5854 | 0.5600 | 0.5854 | 0.7651 |
| 0.4978 | 7.4255 | 698 | 0.5906 | 0.5698 | 0.5906 | 0.7685 |
| 0.4978 | 7.4468 | 700 | 0.5994 | 0.5714 | 0.5994 | 0.7742 |
| 0.4978 | 7.4681 | 702 | 0.6064 | 0.5521 | 0.6064 | 0.7787 |
| 0.4978 | 7.4894 | 704 | 0.6167 | 0.5521 | 0.6167 | 0.7853 |
| 0.4978 | 7.5106 | 706 | 0.6186 | 0.5743 | 0.6186 | 0.7865 |
| 0.4978 | 7.5319 | 708 | 0.6163 | 0.5616 | 0.6163 | 0.7850 |
| 0.4978 | 7.5532 | 710 | 0.6127 | 0.5698 | 0.6127 | 0.7827 |
| 0.4978 | 7.5745 | 712 | 0.6028 | 0.5616 | 0.6028 | 0.7764 |
| 0.4978 | 7.5957 | 714 | 0.5959 | 0.5599 | 0.5959 | 0.7719 |
| 0.4978 | 7.6170 | 716 | 0.5905 | 0.5666 | 0.5905 | 0.7684 |
| 0.4978 | 7.6383 | 718 | 0.5824 | 0.5265 | 0.5824 | 0.7632 |
| 0.4978 | 7.6596 | 720 | 0.5758 | 0.5265 | 0.5758 | 0.7588 |
| 0.4978 | 7.6809 | 722 | 0.5742 | 0.5265 | 0.5742 | 0.7578 |
| 0.4978 | 7.7021 | 724 | 0.5714 | 0.5265 | 0.5714 | 0.7559 |
| 0.4978 | 7.7234 | 726 | 0.5710 | 0.5020 | 0.5710 | 0.7557 |
| 0.4978 | 7.7447 | 728 | 0.5796 | 0.4933 | 0.5796 | 0.7613 |
| 0.4978 | 7.7660 | 730 | 0.5945 | 0.5360 | 0.5945 | 0.7710 |
| 0.4978 | 7.7872 | 732 | 0.6045 | 0.5346 | 0.6045 | 0.7775 |
| 0.4978 | 7.8085 | 734 | 0.6038 | 0.5346 | 0.6038 | 0.7771 |
| 0.4978 | 7.8298 | 736 | 0.6028 | 0.5360 | 0.6028 | 0.7764 |
| 0.4978 | 7.8511 | 738 | 0.6030 | 0.5360 | 0.6030 | 0.7765 |
| 0.4978 | 7.8723 | 740 | 0.6022 | 0.5142 | 0.6022 | 0.7760 |
| 0.4978 | 7.8936 | 742 | 0.5986 | 0.5020 | 0.5986 | 0.7737 |
| 0.4978 | 7.9149 | 744 | 0.5913 | 0.5020 | 0.5913 | 0.7689 |
| 0.4978 | 7.9362 | 746 | 0.5854 | 0.5192 | 0.5854 | 0.7651 |
| 0.4978 | 7.9574 | 748 | 0.5833 | 0.5278 | 0.5833 | 0.7637 |
| 0.4978 | 7.9787 | 750 | 0.5849 | 0.5278 | 0.5849 | 0.7648 |
| 0.4978 | 8.0 | 752 | 0.5878 | 0.5516 | 0.5878 | 0.7667 |
| 0.4978 | 8.0213 | 754 | 0.5871 | 0.5666 | 0.5871 | 0.7663 |
| 0.4978 | 8.0426 | 756 | 0.5873 | 0.5666 | 0.5873 | 0.7664 |
| 0.4978 | 8.0638 | 758 | 0.5859 | 0.5516 | 0.5859 | 0.7654 |
| 0.4978 | 8.0851 | 760 | 0.5819 | 0.5516 | 0.5819 | 0.7629 |
| 0.4978 | 8.1064 | 762 | 0.5796 | 0.5278 | 0.5796 | 0.7613 |
| 0.4978 | 8.1277 | 764 | 0.5813 | 0.5106 | 0.5813 | 0.7624 |
| 0.4978 | 8.1489 | 766 | 0.5858 | 0.5106 | 0.5858 | 0.7654 |
| 0.4978 | 8.1702 | 768 | 0.5937 | 0.5106 | 0.5937 | 0.7705 |
| 0.4978 | 8.1915 | 770 | 0.6013 | 0.5246 | 0.6013 | 0.7754 |
| 0.4978 | 8.2128 | 772 | 0.6046 | 0.5246 | 0.6046 | 0.7776 |
| 0.4978 | 8.2340 | 774 | 0.6060 | 0.5246 | 0.6060 | 0.7784 |
| 0.4978 | 8.2553 | 776 | 0.6076 | 0.5106 | 0.6076 | 0.7795 |
| 0.4978 | 8.2766 | 778 | 0.6063 | 0.5106 | 0.6063 | 0.7787 |
| 0.4978 | 8.2979 | 780 | 0.6009 | 0.5192 | 0.6009 | 0.7752 |
| 0.4978 | 8.3191 | 782 | 0.5927 | 0.5360 | 0.5927 | 0.7699 |
| 0.4978 | 8.3404 | 784 | 0.5873 | 0.5685 | 0.5873 | 0.7663 |
| 0.4978 | 8.3617 | 786 | 0.5862 | 0.5483 | 0.5862 | 0.7656 |
| 0.4978 | 8.3830 | 788 | 0.5818 | 0.5340 | 0.5818 | 0.7628 |
| 0.4978 | 8.4043 | 790 | 0.5761 | 0.5481 | 0.5761 | 0.7590 |
| 0.4978 | 8.4255 | 792 | 0.5726 | 0.5340 | 0.5726 | 0.7567 |
| 0.4978 | 8.4468 | 794 | 0.5718 | 0.5481 | 0.5718 | 0.7562 |
| 0.4978 | 8.4681 | 796 | 0.5732 | 0.5345 | 0.5732 | 0.7571 |
| 0.4978 | 8.4894 | 798 | 0.5779 | 0.5341 | 0.5779 | 0.7602 |
| 0.4978 | 8.5106 | 800 | 0.5886 | 0.5146 | 0.5886 | 0.7672 |
| 0.4978 | 8.5319 | 802 | 0.6037 | 0.5202 | 0.6037 | 0.7770 |
| 0.4978 | 8.5532 | 804 | 0.6240 | 0.5282 | 0.6240 | 0.7899 |
| 0.4978 | 8.5745 | 806 | 0.6394 | 0.5372 | 0.6394 | 0.7996 |
| 0.4978 | 8.5957 | 808 | 0.6496 | 0.4924 | 0.6496 | 0.8060 |
| 0.4978 | 8.6170 | 810 | 0.6448 | 0.5081 | 0.6448 | 0.8030 |
| 0.4978 | 8.6383 | 812 | 0.6336 | 0.5247 | 0.6336 | 0.7960 |
| 0.4978 | 8.6596 | 814 | 0.6231 | 0.5432 | 0.6231 | 0.7893 |
| 0.4978 | 8.6809 | 816 | 0.6156 | 0.5452 | 0.6156 | 0.7846 |
| 0.4978 | 8.7021 | 818 | 0.6114 | 0.5484 | 0.6114 | 0.7819 |
| 0.4978 | 8.7234 | 820 | 0.6114 | 0.5730 | 0.6114 | 0.7819 |
| 0.4978 | 8.7447 | 822 | 0.6149 | 0.5582 | 0.6149 | 0.7842 |
| 0.4978 | 8.7660 | 824 | 0.6163 | 0.5679 | 0.6163 | 0.7850 |
| 0.4978 | 8.7872 | 826 | 0.6195 | 0.5426 | 0.6195 | 0.7871 |
| 0.4978 | 8.8085 | 828 | 0.6209 | 0.5441 | 0.6209 | 0.7880 |
| 0.4978 | 8.8298 | 830 | 0.6190 | 0.5441 | 0.6190 | 0.7868 |
| 0.4978 | 8.8511 | 832 | 0.6142 | 0.5426 | 0.6142 | 0.7837 |
| 0.4978 | 8.8723 | 834 | 0.6100 | 0.5423 | 0.6100 | 0.7810 |
| 0.4978 | 8.8936 | 836 | 0.6061 | 0.5848 | 0.6061 | 0.7785 |
| 0.4978 | 8.9149 | 838 | 0.6037 | 0.5832 | 0.6037 | 0.7770 |
| 0.4978 | 8.9362 | 840 | 0.6033 | 0.5730 | 0.6033 | 0.7767 |
| 0.4978 | 8.9574 | 842 | 0.6042 | 0.5857 | 0.6042 | 0.7773 |
| 0.4978 | 8.9787 | 844 | 0.6058 | 0.5697 | 0.6058 | 0.7783 |
| 0.4978 | 9.0 | 846 | 0.6081 | 0.5450 | 0.6081 | 0.7798 |
| 0.4978 | 9.0213 | 848 | 0.6152 | 0.5435 | 0.6152 | 0.7844 |
| 0.4978 | 9.0426 | 850 | 0.6207 | 0.5097 | 0.6207 | 0.7878 |
| 0.4978 | 9.0638 | 852 | 0.6261 | 0.4802 | 0.6261 | 0.7912 |
| 0.4978 | 9.0851 | 854 | 0.6238 | 0.5229 | 0.6238 | 0.7898 |
| 0.4978 | 9.1064 | 856 | 0.6208 | 0.5375 | 0.6208 | 0.7879 |
| 0.4978 | 9.1277 | 858 | 0.6169 | 0.5435 | 0.6169 | 0.7854 |
| 0.4978 | 9.1489 | 860 | 0.6142 | 0.5435 | 0.6142 | 0.7837 |
| 0.4978 | 9.1702 | 862 | 0.6101 | 0.5678 | 0.6101 | 0.7811 |
| 0.4978 | 9.1915 | 864 | 0.6059 | 0.5697 | 0.6059 | 0.7784 |
| 0.4978 | 9.2128 | 866 | 0.6056 | 0.5795 | 0.6056 | 0.7782 |
| 0.4978 | 9.2340 | 868 | 0.6048 | 0.5795 | 0.6048 | 0.7777 |
| 0.4978 | 9.2553 | 870 | 0.6030 | 0.5730 | 0.6030 | 0.7765 |
| 0.4978 | 9.2766 | 872 | 0.6010 | 0.5730 | 0.6010 | 0.7752 |
| 0.4978 | 9.2979 | 874 | 0.5997 | 0.5730 | 0.5997 | 0.7744 |
| 0.4978 | 9.3191 | 876 | 0.5976 | 0.5795 | 0.5976 | 0.7731 |
| 0.4978 | 9.3404 | 878 | 0.5966 | 0.5795 | 0.5966 | 0.7724 |
| 0.4978 | 9.3617 | 880 | 0.5972 | 0.5795 | 0.5972 | 0.7728 |
| 0.4978 | 9.3830 | 882 | 0.5985 | 0.5565 | 0.5985 | 0.7736 |
| 0.4978 | 9.4043 | 884 | 0.6009 | 0.5565 | 0.6009 | 0.7752 |
| 0.4978 | 9.4255 | 886 | 0.6031 | 0.5481 | 0.6031 | 0.7766 |
| 0.4978 | 9.4468 | 888 | 0.6049 | 0.5435 | 0.6049 | 0.7778 |
| 0.4978 | 9.4681 | 890 | 0.6070 | 0.5435 | 0.6070 | 0.7791 |
| 0.4978 | 9.4894 | 892 | 0.6066 | 0.5435 | 0.6066 | 0.7788 |
| 0.4978 | 9.5106 | 894 | 0.6053 | 0.5303 | 0.6053 | 0.7780 |
| 0.4978 | 9.5319 | 896 | 0.6040 | 0.54 | 0.6040 | 0.7772 |
| 0.4978 | 9.5532 | 898 | 0.6030 | 0.5565 | 0.6030 | 0.7765 |
| 0.4978 | 9.5745 | 900 | 0.6009 | 0.5565 | 0.6009 | 0.7752 |
| 0.4978 | 9.5957 | 902 | 0.5995 | 0.5565 | 0.5995 | 0.7743 |
| 0.4978 | 9.6170 | 904 | 0.5989 | 0.5565 | 0.5989 | 0.7739 |
| 0.4978 | 9.6383 | 906 | 0.5990 | 0.5565 | 0.5990 | 0.7739 |
| 0.4978 | 9.6596 | 908 | 0.5984 | 0.5481 | 0.5984 | 0.7736 |
| 0.4978 | 9.6809 | 910 | 0.5972 | 0.5565 | 0.5972 | 0.7728 |
| 0.4978 | 9.7021 | 912 | 0.5962 | 0.5331 | 0.5962 | 0.7722 |
| 0.4978 | 9.7234 | 914 | 0.5948 | 0.5583 | 0.5948 | 0.7712 |
| 0.4978 | 9.7447 | 916 | 0.5937 | 0.5583 | 0.5937 | 0.7705 |
| 0.4978 | 9.7660 | 918 | 0.5928 | 0.5583 | 0.5928 | 0.7699 |
| 0.4978 | 9.7872 | 920 | 0.5926 | 0.5583 | 0.5926 | 0.7698 |
| 0.4978 | 9.8085 | 922 | 0.5927 | 0.5583 | 0.5927 | 0.7699 |
| 0.4978 | 9.8298 | 924 | 0.5927 | 0.5583 | 0.5927 | 0.7699 |
| 0.4978 | 9.8511 | 926 | 0.5930 | 0.5583 | 0.5930 | 0.7701 |
| 0.4978 | 9.8723 | 928 | 0.5932 | 0.5345 | 0.5932 | 0.7702 |
| 0.4978 | 9.8936 | 930 | 0.5933 | 0.5345 | 0.5933 | 0.7702 |
| 0.4978 | 9.9149 | 932 | 0.5935 | 0.5345 | 0.5935 | 0.7704 |
| 0.4978 | 9.9362 | 934 | 0.5936 | 0.5345 | 0.5936 | 0.7705 |
| 0.4978 | 9.9574 | 936 | 0.5939 | 0.5345 | 0.5939 | 0.7707 |
| 0.4978 | 9.9787 | 938 | 0.5941 | 0.5345 | 0.5941 | 0.7708 |
| 0.4978 | 10.0 | 940 | 0.5942 | 0.5345 | 0.5942 | 0.7708 |
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_k15_task2_organization
Base model
aubmindlab/bert-base-arabertv02