Instructions to use MayBashendy/ArabicNewSplits7_FineTuningAraBERT_run3_AugV5_k9_task1_organization with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use MayBashendy/ArabicNewSplits7_FineTuningAraBERT_run3_AugV5_k9_task1_organization with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="MayBashendy/ArabicNewSplits7_FineTuningAraBERT_run3_AugV5_k9_task1_organization")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("MayBashendy/ArabicNewSplits7_FineTuningAraBERT_run3_AugV5_k9_task1_organization") model = AutoModelForSequenceClassification.from_pretrained("MayBashendy/ArabicNewSplits7_FineTuningAraBERT_run3_AugV5_k9_task1_organization", device_map="auto") - Notebooks
- Google Colab
- Kaggle
ArabicNewSplits7_FineTuningAraBERT_run3_AugV5_k9_task1_organization
This model is a fine-tuned version of aubmindlab/bert-base-arabertv02 on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.7374
- Qwk: 0.7020
- Mse: 0.7374
- Rmse: 0.8587
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: 100
Training results
| Training Loss | Epoch | Step | Validation Loss | Qwk | Mse | Rmse |
|---|---|---|---|---|---|---|
| No log | 0.0465 | 2 | 7.0583 | -0.0111 | 7.0583 | 2.6567 |
| No log | 0.0930 | 4 | 4.6813 | 0.0579 | 4.6813 | 2.1636 |
| No log | 0.1395 | 6 | 4.7384 | -0.0648 | 4.7384 | 2.1768 |
| No log | 0.1860 | 8 | 3.3155 | -0.0122 | 3.3155 | 1.8208 |
| No log | 0.2326 | 10 | 2.3190 | 0.0148 | 2.3190 | 1.5228 |
| No log | 0.2791 | 12 | 2.2469 | 0.0451 | 2.2469 | 1.4990 |
| No log | 0.3256 | 14 | 2.2722 | 0.0 | 2.2722 | 1.5074 |
| No log | 0.3721 | 16 | 2.2332 | 0.1295 | 2.2332 | 1.4944 |
| No log | 0.4186 | 18 | 1.9840 | 0.2063 | 1.9840 | 1.4086 |
| No log | 0.4651 | 20 | 1.7658 | 0.3220 | 1.7658 | 1.3288 |
| No log | 0.5116 | 22 | 1.6691 | 0.2632 | 1.6691 | 1.2919 |
| No log | 0.5581 | 24 | 1.7317 | 0.2906 | 1.7317 | 1.3159 |
| No log | 0.6047 | 26 | 1.8036 | 0.2521 | 1.8036 | 1.3430 |
| No log | 0.6512 | 28 | 1.9021 | 0.2167 | 1.9021 | 1.3792 |
| No log | 0.6977 | 30 | 2.0280 | 0.1760 | 2.0280 | 1.4241 |
| No log | 0.7442 | 32 | 2.1870 | 0.1151 | 2.1870 | 1.4789 |
| No log | 0.7907 | 34 | 2.2550 | 0.1867 | 2.2550 | 1.5017 |
| No log | 0.8372 | 36 | 2.0936 | 0.2614 | 2.0936 | 1.4469 |
| No log | 0.8837 | 38 | 1.7192 | 0.4648 | 1.7192 | 1.3112 |
| No log | 0.9302 | 40 | 1.4486 | 0.4714 | 1.4486 | 1.2036 |
| No log | 0.9767 | 42 | 1.2198 | 0.5493 | 1.2198 | 1.1044 |
| No log | 1.0233 | 44 | 1.1216 | 0.5753 | 1.1216 | 1.0591 |
| No log | 1.0698 | 46 | 0.9261 | 0.6857 | 0.9261 | 0.9623 |
| No log | 1.1163 | 48 | 0.9882 | 0.625 | 0.9882 | 0.9941 |
| No log | 1.1628 | 50 | 0.9236 | 0.6277 | 0.9236 | 0.9610 |
| No log | 1.2093 | 52 | 1.2836 | 0.4762 | 1.2836 | 1.1330 |
| No log | 1.2558 | 54 | 1.3206 | 0.5035 | 1.3206 | 1.1492 |
| No log | 1.3023 | 56 | 1.0596 | 0.5156 | 1.0596 | 1.0293 |
| No log | 1.3488 | 58 | 0.9769 | 0.5203 | 0.9769 | 0.9884 |
| No log | 1.3953 | 60 | 0.9462 | 0.6032 | 0.9462 | 0.9727 |
| No log | 1.4419 | 62 | 0.9194 | 0.6324 | 0.9194 | 0.9589 |
| No log | 1.4884 | 64 | 0.8998 | 0.6573 | 0.8998 | 0.9486 |
| No log | 1.5349 | 66 | 1.1190 | 0.5854 | 1.1190 | 1.0578 |
| No log | 1.5814 | 68 | 1.0709 | 0.6667 | 1.0709 | 1.0348 |
| No log | 1.6279 | 70 | 0.7466 | 0.7368 | 0.7466 | 0.8641 |
| No log | 1.6744 | 72 | 0.8142 | 0.7273 | 0.8142 | 0.9023 |
| No log | 1.7209 | 74 | 0.8088 | 0.7547 | 0.8088 | 0.8993 |
| No log | 1.7674 | 76 | 0.8732 | 0.6883 | 0.8732 | 0.9344 |
| No log | 1.8140 | 78 | 1.0699 | 0.6154 | 1.0699 | 1.0344 |
| No log | 1.8605 | 80 | 1.4273 | 0.5455 | 1.4273 | 1.1947 |
| No log | 1.9070 | 82 | 1.1377 | 0.5769 | 1.1377 | 1.0667 |
| No log | 1.9535 | 84 | 0.8194 | 0.6974 | 0.8194 | 0.9052 |
| No log | 2.0 | 86 | 0.8848 | 0.6944 | 0.8848 | 0.9406 |
| No log | 2.0465 | 88 | 1.0314 | 0.5957 | 1.0314 | 1.0156 |
| No log | 2.0930 | 90 | 0.7678 | 0.6944 | 0.7678 | 0.8762 |
| No log | 2.1395 | 92 | 0.8590 | 0.6974 | 0.8590 | 0.9268 |
| No log | 2.1860 | 94 | 1.1513 | 0.6375 | 1.1513 | 1.0730 |
| No log | 2.2326 | 96 | 0.9120 | 0.7013 | 0.9120 | 0.9550 |
| No log | 2.2791 | 98 | 0.7041 | 0.7383 | 0.7041 | 0.8391 |
| No log | 2.3256 | 100 | 0.7204 | 0.7260 | 0.7204 | 0.8488 |
| No log | 2.3721 | 102 | 0.9744 | 0.6533 | 0.9744 | 0.9871 |
| No log | 2.4186 | 104 | 1.4037 | 0.5269 | 1.4037 | 1.1848 |
| No log | 2.4651 | 106 | 1.6383 | 0.4971 | 1.6383 | 1.2799 |
| No log | 2.5116 | 108 | 1.0130 | 0.6667 | 1.0130 | 1.0065 |
| No log | 2.5581 | 110 | 0.6087 | 0.8125 | 0.6087 | 0.7802 |
| No log | 2.6047 | 112 | 0.6740 | 0.7925 | 0.6740 | 0.8210 |
| No log | 2.6512 | 114 | 0.6407 | 0.7848 | 0.6407 | 0.8004 |
| No log | 2.6977 | 116 | 0.7550 | 0.7531 | 0.7550 | 0.8689 |
| No log | 2.7442 | 118 | 0.8433 | 0.7561 | 0.8433 | 0.9183 |
| No log | 2.7907 | 120 | 0.7083 | 0.7547 | 0.7083 | 0.8416 |
| No log | 2.8372 | 122 | 0.6574 | 0.7763 | 0.6574 | 0.8108 |
| No log | 2.8837 | 124 | 0.6707 | 0.7534 | 0.6707 | 0.8190 |
| No log | 2.9302 | 126 | 0.7874 | 0.6901 | 0.7874 | 0.8874 |
| No log | 2.9767 | 128 | 0.8071 | 0.6853 | 0.8071 | 0.8984 |
| No log | 3.0233 | 130 | 0.7030 | 0.7413 | 0.7030 | 0.8384 |
| No log | 3.0698 | 132 | 0.7076 | 0.7532 | 0.7076 | 0.8412 |
| No log | 3.1163 | 134 | 0.9990 | 0.6329 | 0.9990 | 0.9995 |
| No log | 3.1628 | 136 | 1.0260 | 0.6541 | 1.0260 | 1.0129 |
| No log | 3.2093 | 138 | 0.7247 | 0.7662 | 0.7247 | 0.8513 |
| No log | 3.2558 | 140 | 0.6624 | 0.7517 | 0.6624 | 0.8139 |
| No log | 3.3023 | 142 | 0.9019 | 0.6712 | 0.9019 | 0.9497 |
| No log | 3.3488 | 144 | 0.8772 | 0.6712 | 0.8772 | 0.9366 |
| No log | 3.3953 | 146 | 0.7200 | 0.7467 | 0.7200 | 0.8485 |
| No log | 3.4419 | 148 | 0.6698 | 0.7853 | 0.6698 | 0.8184 |
| No log | 3.4884 | 150 | 0.7956 | 0.7429 | 0.7956 | 0.8920 |
| No log | 3.5349 | 152 | 0.7452 | 0.7674 | 0.7452 | 0.8633 |
| No log | 3.5814 | 154 | 0.6415 | 0.7758 | 0.6415 | 0.8009 |
| No log | 3.6279 | 156 | 0.8552 | 0.7421 | 0.8552 | 0.9248 |
| No log | 3.6744 | 158 | 0.9678 | 0.6184 | 0.9678 | 0.9838 |
| No log | 3.7209 | 160 | 0.8335 | 0.72 | 0.8335 | 0.9130 |
| No log | 3.7674 | 162 | 0.6945 | 0.7625 | 0.6945 | 0.8334 |
| No log | 3.8140 | 164 | 0.7524 | 0.7625 | 0.7524 | 0.8674 |
| No log | 3.8605 | 166 | 0.7843 | 0.7296 | 0.7843 | 0.8856 |
| No log | 3.9070 | 168 | 0.6819 | 0.7673 | 0.6819 | 0.8257 |
| No log | 3.9535 | 170 | 0.6769 | 0.7590 | 0.6769 | 0.8228 |
| No log | 4.0 | 172 | 0.6970 | 0.7545 | 0.6970 | 0.8349 |
| No log | 4.0465 | 174 | 0.6298 | 0.7574 | 0.6298 | 0.7936 |
| No log | 4.0930 | 176 | 0.5990 | 0.8070 | 0.5990 | 0.7739 |
| No log | 4.1395 | 178 | 0.6789 | 0.8249 | 0.6789 | 0.8240 |
| No log | 4.1860 | 180 | 0.6793 | 0.8304 | 0.6793 | 0.8242 |
| No log | 4.2326 | 182 | 0.6651 | 0.8025 | 0.6651 | 0.8155 |
| No log | 4.2791 | 184 | 0.6856 | 0.7895 | 0.6856 | 0.8280 |
| No log | 4.3256 | 186 | 0.7253 | 0.7682 | 0.7253 | 0.8516 |
| No log | 4.3721 | 188 | 0.7295 | 0.7826 | 0.7295 | 0.8541 |
| No log | 4.4186 | 190 | 0.6149 | 0.8095 | 0.6149 | 0.7841 |
| No log | 4.4651 | 192 | 0.5290 | 0.8090 | 0.5290 | 0.7273 |
| No log | 4.5116 | 194 | 0.5502 | 0.8023 | 0.5502 | 0.7418 |
| No log | 4.5581 | 196 | 0.5831 | 0.7904 | 0.5831 | 0.7636 |
| No log | 4.6047 | 198 | 0.5498 | 0.8114 | 0.5498 | 0.7415 |
| No log | 4.6512 | 200 | 0.5757 | 0.8023 | 0.5757 | 0.7588 |
| No log | 4.6977 | 202 | 0.5816 | 0.7853 | 0.5816 | 0.7627 |
| No log | 4.7442 | 204 | 0.6382 | 0.7821 | 0.6382 | 0.7988 |
| No log | 4.7907 | 206 | 0.6894 | 0.7532 | 0.6894 | 0.8303 |
| No log | 4.8372 | 208 | 0.7194 | 0.7871 | 0.7194 | 0.8482 |
| No log | 4.8837 | 210 | 0.7759 | 0.7613 | 0.7759 | 0.8808 |
| No log | 4.9302 | 212 | 0.7655 | 0.7564 | 0.7655 | 0.8749 |
| No log | 4.9767 | 214 | 0.7334 | 0.7792 | 0.7334 | 0.8564 |
| No log | 5.0233 | 216 | 0.7070 | 0.7871 | 0.7070 | 0.8408 |
| No log | 5.0698 | 218 | 0.6790 | 0.7871 | 0.6790 | 0.8240 |
| No log | 5.1163 | 220 | 0.6702 | 0.7871 | 0.6702 | 0.8187 |
| No log | 5.1628 | 222 | 0.6614 | 0.7871 | 0.6614 | 0.8133 |
| No log | 5.2093 | 224 | 0.7309 | 0.7516 | 0.7309 | 0.8549 |
| No log | 5.2558 | 226 | 0.9103 | 0.6968 | 0.9103 | 0.9541 |
| No log | 5.3023 | 228 | 0.8332 | 0.6849 | 0.8332 | 0.9128 |
| No log | 5.3488 | 230 | 0.7360 | 0.7550 | 0.7360 | 0.8579 |
| No log | 5.3953 | 232 | 0.8392 | 0.6389 | 0.8392 | 0.9161 |
| No log | 5.4419 | 234 | 0.8446 | 0.6621 | 0.8446 | 0.9190 |
| No log | 5.4884 | 236 | 0.8462 | 0.7361 | 0.8462 | 0.9199 |
| No log | 5.5349 | 238 | 0.8445 | 0.7297 | 0.8445 | 0.9190 |
| No log | 5.5814 | 240 | 0.8310 | 0.7162 | 0.8310 | 0.9116 |
| No log | 5.6279 | 242 | 0.7277 | 0.7532 | 0.7277 | 0.8530 |
| No log | 5.6744 | 244 | 0.6468 | 0.7722 | 0.6468 | 0.8043 |
| No log | 5.7209 | 246 | 0.6295 | 0.7758 | 0.6295 | 0.7934 |
| No log | 5.7674 | 248 | 0.6059 | 0.7927 | 0.6059 | 0.7784 |
| No log | 5.8140 | 250 | 0.5978 | 0.7952 | 0.5978 | 0.7732 |
| No log | 5.8605 | 252 | 0.6155 | 0.7683 | 0.6155 | 0.7846 |
| No log | 5.9070 | 254 | 0.6169 | 0.7901 | 0.6169 | 0.7854 |
| No log | 5.9535 | 256 | 0.6535 | 0.7673 | 0.6535 | 0.8084 |
| No log | 6.0 | 258 | 0.6593 | 0.7875 | 0.6593 | 0.8120 |
| No log | 6.0465 | 260 | 0.7421 | 0.775 | 0.7421 | 0.8614 |
| No log | 6.0930 | 262 | 0.8031 | 0.7692 | 0.8031 | 0.8961 |
| No log | 6.1395 | 264 | 0.6892 | 0.7692 | 0.6892 | 0.8302 |
| No log | 6.1860 | 266 | 0.5987 | 0.7950 | 0.5987 | 0.7737 |
| No log | 6.2326 | 268 | 0.5858 | 0.8148 | 0.5858 | 0.7654 |
| No log | 6.2791 | 270 | 0.5857 | 0.8075 | 0.5857 | 0.7653 |
| No log | 6.3256 | 272 | 0.6130 | 0.8025 | 0.6130 | 0.7829 |
| No log | 6.3721 | 274 | 0.6338 | 0.7949 | 0.6338 | 0.7961 |
| No log | 6.4186 | 276 | 0.6376 | 0.7898 | 0.6376 | 0.7985 |
| No log | 6.4651 | 278 | 0.6775 | 0.7564 | 0.6775 | 0.8231 |
| No log | 6.5116 | 280 | 0.6907 | 0.7613 | 0.6907 | 0.8311 |
| No log | 6.5581 | 282 | 0.7281 | 0.7662 | 0.7281 | 0.8533 |
| No log | 6.6047 | 284 | 0.7762 | 0.7226 | 0.7762 | 0.8810 |
| No log | 6.6512 | 286 | 0.7845 | 0.7436 | 0.7845 | 0.8857 |
| No log | 6.6977 | 288 | 0.7521 | 0.7662 | 0.7521 | 0.8672 |
| No log | 6.7442 | 290 | 0.7293 | 0.7123 | 0.7293 | 0.8540 |
| No log | 6.7907 | 292 | 0.7181 | 0.7123 | 0.7181 | 0.8474 |
| No log | 6.8372 | 294 | 0.7537 | 0.7368 | 0.7537 | 0.8681 |
| No log | 6.8837 | 296 | 0.9332 | 0.6301 | 0.9332 | 0.9660 |
| No log | 6.9302 | 298 | 0.9558 | 0.5972 | 0.9558 | 0.9776 |
| No log | 6.9767 | 300 | 0.7867 | 0.6571 | 0.7867 | 0.8870 |
| No log | 7.0233 | 302 | 0.7366 | 0.6901 | 0.7366 | 0.8583 |
| No log | 7.0698 | 304 | 0.7865 | 0.7183 | 0.7865 | 0.8868 |
| No log | 7.1163 | 306 | 0.7782 | 0.6950 | 0.7782 | 0.8822 |
| No log | 7.1628 | 308 | 0.8215 | 0.6522 | 0.8215 | 0.9064 |
| No log | 7.2093 | 310 | 0.8482 | 0.6131 | 0.8482 | 0.9210 |
| No log | 7.2558 | 312 | 0.7403 | 0.7083 | 0.7403 | 0.8604 |
| No log | 7.3023 | 314 | 0.7312 | 0.7448 | 0.7312 | 0.8551 |
| No log | 7.3488 | 316 | 0.8526 | 0.6853 | 0.8526 | 0.9233 |
| No log | 7.3953 | 318 | 0.8420 | 0.6901 | 0.8420 | 0.9176 |
| No log | 7.4419 | 320 | 0.7932 | 0.7133 | 0.7932 | 0.8906 |
| No log | 7.4884 | 322 | 0.7987 | 0.7361 | 0.7987 | 0.8937 |
| No log | 7.5349 | 324 | 0.8356 | 0.6853 | 0.8356 | 0.9141 |
| No log | 7.5814 | 326 | 0.8914 | 0.6429 | 0.8914 | 0.9442 |
| No log | 7.6279 | 328 | 0.7852 | 0.6944 | 0.7852 | 0.8861 |
| No log | 7.6744 | 330 | 0.6771 | 0.76 | 0.6771 | 0.8228 |
| No log | 7.7209 | 332 | 0.6778 | 0.7632 | 0.6778 | 0.8233 |
| No log | 7.7674 | 334 | 0.6706 | 0.76 | 0.6706 | 0.8189 |
| No log | 7.8140 | 336 | 0.6910 | 0.7517 | 0.6910 | 0.8313 |
| No log | 7.8605 | 338 | 0.6919 | 0.7483 | 0.6919 | 0.8318 |
| No log | 7.9070 | 340 | 0.7242 | 0.7517 | 0.7242 | 0.8510 |
| No log | 7.9535 | 342 | 0.8325 | 0.6980 | 0.8325 | 0.9124 |
| No log | 8.0 | 344 | 0.8299 | 0.6525 | 0.8299 | 0.9110 |
| No log | 8.0465 | 346 | 0.7752 | 0.7534 | 0.7752 | 0.8804 |
| No log | 8.0930 | 348 | 0.7964 | 0.7172 | 0.7964 | 0.8924 |
| No log | 8.1395 | 350 | 0.7456 | 0.7260 | 0.7456 | 0.8635 |
| No log | 8.1860 | 352 | 0.7077 | 0.7867 | 0.7077 | 0.8412 |
| No log | 8.2326 | 354 | 0.7934 | 0.6842 | 0.7934 | 0.8907 |
| No log | 8.2791 | 356 | 0.7481 | 0.7273 | 0.7481 | 0.8649 |
| No log | 8.3256 | 358 | 0.6337 | 0.8101 | 0.6337 | 0.7960 |
| No log | 8.3721 | 360 | 0.6553 | 0.7843 | 0.6553 | 0.8095 |
| No log | 8.4186 | 362 | 0.7094 | 0.75 | 0.7094 | 0.8423 |
| No log | 8.4651 | 364 | 0.7413 | 0.7651 | 0.7413 | 0.8610 |
| No log | 8.5116 | 366 | 0.7617 | 0.7432 | 0.7617 | 0.8727 |
| No log | 8.5581 | 368 | 0.7831 | 0.7703 | 0.7831 | 0.8849 |
| No log | 8.6047 | 370 | 0.7668 | 0.7867 | 0.7668 | 0.8757 |
| No log | 8.6512 | 372 | 0.7378 | 0.76 | 0.7378 | 0.8589 |
| No log | 8.6977 | 374 | 0.7646 | 0.7703 | 0.7646 | 0.8744 |
| No log | 8.7442 | 376 | 0.7497 | 0.7417 | 0.7497 | 0.8658 |
| No log | 8.7907 | 378 | 0.6904 | 0.7682 | 0.6904 | 0.8309 |
| No log | 8.8372 | 380 | 0.6634 | 0.8077 | 0.6634 | 0.8145 |
| No log | 8.8837 | 382 | 0.6450 | 0.8050 | 0.6450 | 0.8031 |
| No log | 8.9302 | 384 | 0.6894 | 0.7922 | 0.6894 | 0.8303 |
| No log | 8.9767 | 386 | 0.7431 | 0.7947 | 0.7431 | 0.8621 |
| No log | 9.0233 | 388 | 0.7729 | 0.7785 | 0.7729 | 0.8791 |
| No log | 9.0698 | 390 | 0.7540 | 0.7785 | 0.7540 | 0.8683 |
| No log | 9.1163 | 392 | 0.7752 | 0.6846 | 0.7752 | 0.8805 |
| No log | 9.1628 | 394 | 0.7249 | 0.7451 | 0.7249 | 0.8514 |
| No log | 9.2093 | 396 | 0.6275 | 0.8199 | 0.6275 | 0.7921 |
| No log | 9.2558 | 398 | 0.6580 | 0.7975 | 0.6580 | 0.8112 |
| No log | 9.3023 | 400 | 0.7076 | 0.7578 | 0.7076 | 0.8412 |
| No log | 9.3488 | 402 | 0.6728 | 0.7722 | 0.6728 | 0.8203 |
| No log | 9.3953 | 404 | 0.6305 | 0.7974 | 0.6305 | 0.7940 |
| No log | 9.4419 | 406 | 0.6354 | 0.7947 | 0.6354 | 0.7971 |
| No log | 9.4884 | 408 | 0.6189 | 0.8052 | 0.6189 | 0.7867 |
| No log | 9.5349 | 410 | 0.6071 | 0.8050 | 0.6071 | 0.7791 |
| No log | 9.5814 | 412 | 0.6379 | 0.8050 | 0.6379 | 0.7987 |
| No log | 9.6279 | 414 | 0.6477 | 0.7792 | 0.6477 | 0.8048 |
| No log | 9.6744 | 416 | 0.6218 | 0.8050 | 0.6218 | 0.7886 |
| No log | 9.7209 | 418 | 0.5922 | 0.8075 | 0.5922 | 0.7696 |
| No log | 9.7674 | 420 | 0.6000 | 0.8125 | 0.6000 | 0.7746 |
| No log | 9.8140 | 422 | 0.5861 | 0.8075 | 0.5861 | 0.7656 |
| No log | 9.8605 | 424 | 0.6147 | 0.8075 | 0.6147 | 0.7840 |
| No log | 9.9070 | 426 | 0.6298 | 0.8049 | 0.6298 | 0.7936 |
| No log | 9.9535 | 428 | 0.6427 | 0.7950 | 0.6427 | 0.8017 |
| No log | 10.0 | 430 | 0.6415 | 0.7950 | 0.6415 | 0.8009 |
| No log | 10.0465 | 432 | 0.6470 | 0.7853 | 0.6470 | 0.8044 |
| No log | 10.0930 | 434 | 0.6858 | 0.7925 | 0.6858 | 0.8281 |
| No log | 10.1395 | 436 | 0.7375 | 0.7815 | 0.7375 | 0.8588 |
| No log | 10.1860 | 438 | 0.7457 | 0.7815 | 0.7457 | 0.8635 |
| No log | 10.2326 | 440 | 0.7384 | 0.7875 | 0.7384 | 0.8593 |
| No log | 10.2791 | 442 | 0.7601 | 0.7975 | 0.7601 | 0.8718 |
| No log | 10.3256 | 444 | 0.8003 | 0.7342 | 0.8003 | 0.8946 |
| No log | 10.3721 | 446 | 0.7232 | 0.7826 | 0.7232 | 0.8504 |
| No log | 10.4186 | 448 | 0.6444 | 0.8 | 0.6444 | 0.8027 |
| No log | 10.4651 | 450 | 0.6206 | 0.7805 | 0.6206 | 0.7878 |
| No log | 10.5116 | 452 | 0.6289 | 0.7758 | 0.6289 | 0.7930 |
| No log | 10.5581 | 454 | 0.6022 | 0.7901 | 0.6022 | 0.7760 |
| No log | 10.6047 | 456 | 0.6152 | 0.8272 | 0.6152 | 0.7843 |
| No log | 10.6512 | 458 | 0.6356 | 0.8148 | 0.6356 | 0.7973 |
| No log | 10.6977 | 460 | 0.6658 | 0.8272 | 0.6658 | 0.8159 |
| No log | 10.7442 | 462 | 0.6984 | 0.7848 | 0.6984 | 0.8357 |
| No log | 10.7907 | 464 | 0.6848 | 0.7898 | 0.6848 | 0.8275 |
| No log | 10.8372 | 466 | 0.6964 | 0.7763 | 0.6964 | 0.8345 |
| No log | 10.8837 | 468 | 0.7543 | 0.7682 | 0.7543 | 0.8685 |
| No log | 10.9302 | 470 | 0.8253 | 0.6479 | 0.8253 | 0.9085 |
| No log | 10.9767 | 472 | 0.8512 | 0.6241 | 0.8512 | 0.9226 |
| No log | 11.0233 | 474 | 0.8067 | 0.7733 | 0.8067 | 0.8982 |
| No log | 11.0698 | 476 | 0.7673 | 0.7550 | 0.7673 | 0.8760 |
| No log | 11.1163 | 478 | 0.7492 | 0.7582 | 0.7492 | 0.8655 |
| No log | 11.1628 | 480 | 0.7582 | 0.7582 | 0.7582 | 0.8708 |
| No log | 11.2093 | 482 | 0.7741 | 0.7451 | 0.7741 | 0.8799 |
| No log | 11.2558 | 484 | 0.8049 | 0.6980 | 0.8049 | 0.8972 |
| No log | 11.3023 | 486 | 0.7604 | 0.7451 | 0.7604 | 0.8720 |
| No log | 11.3488 | 488 | 0.7007 | 0.7799 | 0.7007 | 0.8371 |
| No log | 11.3953 | 490 | 0.6790 | 0.7771 | 0.6790 | 0.8240 |
| No log | 11.4419 | 492 | 0.6700 | 0.7848 | 0.6700 | 0.8185 |
| No log | 11.4884 | 494 | 0.6540 | 0.7722 | 0.6540 | 0.8087 |
| No log | 11.5349 | 496 | 0.6803 | 0.7643 | 0.6803 | 0.8248 |
| No log | 11.5814 | 498 | 0.7613 | 0.6974 | 0.7613 | 0.8725 |
| 0.3933 | 11.6279 | 500 | 0.7491 | 0.7320 | 0.7491 | 0.8655 |
| 0.3933 | 11.6744 | 502 | 0.6855 | 0.7712 | 0.6855 | 0.8280 |
| 0.3933 | 11.7209 | 504 | 0.6700 | 0.7799 | 0.6700 | 0.8185 |
| 0.3933 | 11.7674 | 506 | 0.6692 | 0.7722 | 0.6692 | 0.8180 |
| 0.3933 | 11.8140 | 508 | 0.6779 | 0.7799 | 0.6779 | 0.8233 |
| 0.3933 | 11.8605 | 510 | 0.7116 | 0.7651 | 0.7116 | 0.8435 |
| 0.3933 | 11.9070 | 512 | 0.7407 | 0.72 | 0.7407 | 0.8606 |
| 0.3933 | 11.9535 | 514 | 0.7094 | 0.7190 | 0.7094 | 0.8422 |
| 0.3933 | 12.0 | 516 | 0.6333 | 0.7879 | 0.6333 | 0.7958 |
| 0.3933 | 12.0465 | 518 | 0.5768 | 0.8075 | 0.5768 | 0.7594 |
| 0.3933 | 12.0930 | 520 | 0.6252 | 0.7673 | 0.6252 | 0.7907 |
| 0.3933 | 12.1395 | 522 | 0.6595 | 0.7595 | 0.6595 | 0.8121 |
| 0.3933 | 12.1860 | 524 | 0.6786 | 0.7702 | 0.6786 | 0.8238 |
| 0.3933 | 12.2326 | 526 | 0.6700 | 0.7625 | 0.6700 | 0.8185 |
| 0.3933 | 12.2791 | 528 | 0.7033 | 0.7403 | 0.7033 | 0.8386 |
| 0.3933 | 12.3256 | 530 | 0.7465 | 0.7190 | 0.7465 | 0.8640 |
| 0.3933 | 12.3721 | 532 | 0.7834 | 0.6944 | 0.7834 | 0.8851 |
| 0.3933 | 12.4186 | 534 | 0.8143 | 0.6713 | 0.8143 | 0.9024 |
| 0.3933 | 12.4651 | 536 | 0.7606 | 0.7075 | 0.7606 | 0.8721 |
| 0.3933 | 12.5116 | 538 | 0.6662 | 0.7792 | 0.6662 | 0.8162 |
| 0.3933 | 12.5581 | 540 | 0.6047 | 0.7898 | 0.6047 | 0.7776 |
| 0.3933 | 12.6047 | 542 | 0.5838 | 0.7975 | 0.5838 | 0.7641 |
| 0.3933 | 12.6512 | 544 | 0.5647 | 0.8 | 0.5647 | 0.7515 |
| 0.3933 | 12.6977 | 546 | 0.5598 | 0.7977 | 0.5598 | 0.7482 |
| 0.3933 | 12.7442 | 548 | 0.5675 | 0.7952 | 0.5675 | 0.7533 |
| 0.3933 | 12.7907 | 550 | 0.5893 | 0.775 | 0.5893 | 0.7676 |
| 0.3933 | 12.8372 | 552 | 0.6424 | 0.7448 | 0.6424 | 0.8015 |
| 0.3933 | 12.8837 | 554 | 0.6981 | 0.7324 | 0.6981 | 0.8355 |
| 0.3933 | 12.9302 | 556 | 0.7295 | 0.7324 | 0.7295 | 0.8541 |
| 0.3933 | 12.9767 | 558 | 0.7551 | 0.7143 | 0.7551 | 0.8690 |
| 0.3933 | 13.0233 | 560 | 0.7741 | 0.6815 | 0.7741 | 0.8798 |
| 0.3933 | 13.0698 | 562 | 0.7643 | 0.7007 | 0.7643 | 0.8743 |
| 0.3933 | 13.1163 | 564 | 0.7374 | 0.7143 | 0.7374 | 0.8587 |
| 0.3933 | 13.1628 | 566 | 0.7135 | 0.7324 | 0.7135 | 0.8447 |
| 0.3933 | 13.2093 | 568 | 0.6950 | 0.7 | 0.6950 | 0.8337 |
| 0.3933 | 13.2558 | 570 | 0.7085 | 0.6906 | 0.7085 | 0.8417 |
| 0.3933 | 13.3023 | 572 | 0.7199 | 0.6861 | 0.7199 | 0.8485 |
| 0.3933 | 13.3488 | 574 | 0.7155 | 0.7007 | 0.7155 | 0.8459 |
| 0.3933 | 13.3953 | 576 | 0.7227 | 0.7376 | 0.7227 | 0.8501 |
| 0.3933 | 13.4419 | 578 | 0.7509 | 0.7273 | 0.7509 | 0.8665 |
| 0.3933 | 13.4884 | 580 | 0.7407 | 0.7143 | 0.7407 | 0.8607 |
| 0.3933 | 13.5349 | 582 | 0.6314 | 0.7815 | 0.6314 | 0.7946 |
| 0.3933 | 13.5814 | 584 | 0.5873 | 0.7517 | 0.5873 | 0.7664 |
| 0.3933 | 13.6279 | 586 | 0.6472 | 0.7582 | 0.6472 | 0.8045 |
| 0.3933 | 13.6744 | 588 | 0.6356 | 0.7582 | 0.6356 | 0.7973 |
| 0.3933 | 13.7209 | 590 | 0.5625 | 0.7871 | 0.5625 | 0.7500 |
| 0.3933 | 13.7674 | 592 | 0.5647 | 0.8026 | 0.5647 | 0.7515 |
| 0.3933 | 13.8140 | 594 | 0.5838 | 0.7815 | 0.5838 | 0.7641 |
| 0.3933 | 13.8605 | 596 | 0.5805 | 0.7922 | 0.5805 | 0.7619 |
| 0.3933 | 13.9070 | 598 | 0.5565 | 0.8101 | 0.5565 | 0.7460 |
| 0.3933 | 13.9535 | 600 | 0.5524 | 0.8101 | 0.5524 | 0.7432 |
| 0.3933 | 14.0 | 602 | 0.5968 | 0.7826 | 0.5968 | 0.7725 |
| 0.3933 | 14.0465 | 604 | 0.6667 | 0.7831 | 0.6667 | 0.8165 |
| 0.3933 | 14.0930 | 606 | 0.6849 | 0.7564 | 0.6849 | 0.8276 |
| 0.3933 | 14.1395 | 608 | 0.6795 | 0.7483 | 0.6795 | 0.8243 |
| 0.3933 | 14.1860 | 610 | 0.6466 | 0.7671 | 0.6466 | 0.8041 |
| 0.3933 | 14.2326 | 612 | 0.6104 | 0.7448 | 0.6104 | 0.7813 |
| 0.3933 | 14.2791 | 614 | 0.5878 | 0.7671 | 0.5878 | 0.7667 |
| 0.3933 | 14.3256 | 616 | 0.6396 | 0.7843 | 0.6396 | 0.7998 |
| 0.3933 | 14.3721 | 618 | 0.6669 | 0.7421 | 0.6669 | 0.8166 |
| 0.3933 | 14.4186 | 620 | 0.6956 | 0.7237 | 0.6956 | 0.8341 |
| 0.3933 | 14.4651 | 622 | 0.6611 | 0.7517 | 0.6611 | 0.8131 |
| 0.3933 | 14.5116 | 624 | 0.6422 | 0.7755 | 0.6422 | 0.8013 |
| 0.3933 | 14.5581 | 626 | 0.5878 | 0.8129 | 0.5878 | 0.7667 |
| 0.3933 | 14.6047 | 628 | 0.5661 | 0.8176 | 0.5661 | 0.7524 |
| 0.3933 | 14.6512 | 630 | 0.5470 | 0.8148 | 0.5470 | 0.7396 |
| 0.3933 | 14.6977 | 632 | 0.5333 | 0.8095 | 0.5333 | 0.7303 |
| 0.3933 | 14.7442 | 634 | 0.5279 | 0.8095 | 0.5279 | 0.7266 |
| 0.3933 | 14.7907 | 636 | 0.5305 | 0.8095 | 0.5305 | 0.7284 |
| 0.3933 | 14.8372 | 638 | 0.5435 | 0.8098 | 0.5435 | 0.7372 |
| 0.3933 | 14.8837 | 640 | 0.5614 | 0.8101 | 0.5614 | 0.7493 |
| 0.3933 | 14.9302 | 642 | 0.5712 | 0.7895 | 0.5712 | 0.7558 |
| 0.3933 | 14.9767 | 644 | 0.5913 | 0.7619 | 0.5913 | 0.7689 |
| 0.3933 | 15.0233 | 646 | 0.5839 | 0.7815 | 0.5839 | 0.7641 |
| 0.3933 | 15.0698 | 648 | 0.5920 | 0.7376 | 0.5920 | 0.7694 |
| 0.3933 | 15.1163 | 650 | 0.5605 | 0.7586 | 0.5605 | 0.7487 |
| 0.3933 | 15.1628 | 652 | 0.5553 | 0.7771 | 0.5553 | 0.7452 |
| 0.3933 | 15.2093 | 654 | 0.5942 | 0.7929 | 0.5942 | 0.7708 |
| 0.3933 | 15.2558 | 656 | 0.5680 | 0.7665 | 0.5680 | 0.7537 |
| 0.3933 | 15.3023 | 658 | 0.5085 | 0.8095 | 0.5085 | 0.7131 |
| 0.3933 | 15.3488 | 660 | 0.5762 | 0.8050 | 0.5762 | 0.7591 |
| 0.3933 | 15.3953 | 662 | 0.7324 | 0.7771 | 0.7324 | 0.8558 |
| 0.3933 | 15.4419 | 664 | 0.7543 | 0.7771 | 0.7543 | 0.8685 |
| 0.3933 | 15.4884 | 666 | 0.6744 | 0.7582 | 0.6744 | 0.8212 |
| 0.3933 | 15.5349 | 668 | 0.6092 | 0.75 | 0.6092 | 0.7805 |
| 0.3933 | 15.5814 | 670 | 0.6810 | 0.7361 | 0.6810 | 0.8252 |
| 0.3933 | 15.6279 | 672 | 0.7426 | 0.6944 | 0.7426 | 0.8617 |
| 0.3933 | 15.6744 | 674 | 0.7411 | 0.7361 | 0.7411 | 0.8609 |
| 0.3933 | 15.7209 | 676 | 0.6987 | 0.7465 | 0.6987 | 0.8359 |
| 0.3933 | 15.7674 | 678 | 0.6610 | 0.75 | 0.6610 | 0.8130 |
| 0.3933 | 15.8140 | 680 | 0.6041 | 0.7821 | 0.6041 | 0.7772 |
| 0.3933 | 15.8605 | 682 | 0.5825 | 0.7898 | 0.5825 | 0.7632 |
| 0.3933 | 15.9070 | 684 | 0.5769 | 0.7875 | 0.5769 | 0.7595 |
| 0.3933 | 15.9535 | 686 | 0.6178 | 0.7703 | 0.6178 | 0.7860 |
| 0.3933 | 16.0 | 688 | 0.7118 | 0.7123 | 0.7118 | 0.8437 |
| 0.3933 | 16.0465 | 690 | 0.7500 | 0.7083 | 0.7500 | 0.8660 |
| 0.3933 | 16.0930 | 692 | 0.7288 | 0.7324 | 0.7288 | 0.8537 |
| 0.3933 | 16.1395 | 694 | 0.6835 | 0.7639 | 0.6835 | 0.8268 |
| 0.3933 | 16.1860 | 696 | 0.6282 | 0.7778 | 0.6282 | 0.7926 |
| 0.3933 | 16.2326 | 698 | 0.5663 | 0.7867 | 0.5663 | 0.7526 |
| 0.3933 | 16.2791 | 700 | 0.5207 | 0.8166 | 0.5207 | 0.7216 |
| 0.3933 | 16.3256 | 702 | 0.5756 | 0.8259 | 0.5756 | 0.7587 |
| 0.3933 | 16.3721 | 704 | 0.6065 | 0.8235 | 0.6065 | 0.7788 |
| 0.3933 | 16.4186 | 706 | 0.5792 | 0.8259 | 0.5792 | 0.7611 |
| 0.3933 | 16.4651 | 708 | 0.5317 | 0.8022 | 0.5317 | 0.7292 |
| 0.3933 | 16.5116 | 710 | 0.5173 | 0.8095 | 0.5173 | 0.7193 |
| 0.3933 | 16.5581 | 712 | 0.5395 | 0.8050 | 0.5395 | 0.7345 |
| 0.3933 | 16.6047 | 714 | 0.5498 | 0.8 | 0.5498 | 0.7415 |
| 0.3933 | 16.6512 | 716 | 0.5572 | 0.8 | 0.5572 | 0.7465 |
| 0.3933 | 16.6977 | 718 | 0.5597 | 0.7568 | 0.5597 | 0.7482 |
| 0.3933 | 16.7442 | 720 | 0.5447 | 0.7532 | 0.5447 | 0.7380 |
| 0.3933 | 16.7907 | 722 | 0.4972 | 0.8166 | 0.4972 | 0.7052 |
| 0.3933 | 16.8372 | 724 | 0.4718 | 0.8343 | 0.4718 | 0.6869 |
| 0.3933 | 16.8837 | 726 | 0.4816 | 0.8488 | 0.4816 | 0.6940 |
| 0.3933 | 16.9302 | 728 | 0.4942 | 0.8439 | 0.4942 | 0.7030 |
| 0.3933 | 16.9767 | 730 | 0.4706 | 0.8421 | 0.4706 | 0.6860 |
| 0.3933 | 17.0233 | 732 | 0.4750 | 0.8095 | 0.4750 | 0.6892 |
| 0.3933 | 17.0698 | 734 | 0.5224 | 0.7730 | 0.5224 | 0.7228 |
| 0.3933 | 17.1163 | 736 | 0.5489 | 0.7651 | 0.5489 | 0.7409 |
| 0.3933 | 17.1628 | 738 | 0.5638 | 0.7808 | 0.5638 | 0.7509 |
| 0.3933 | 17.2093 | 740 | 0.5760 | 0.7778 | 0.5760 | 0.7590 |
| 0.3933 | 17.2558 | 742 | 0.5688 | 0.7862 | 0.5688 | 0.7542 |
| 0.3933 | 17.3023 | 744 | 0.5543 | 0.7733 | 0.5543 | 0.7445 |
| 0.3933 | 17.3488 | 746 | 0.5248 | 0.8302 | 0.5248 | 0.7244 |
| 0.3933 | 17.3953 | 748 | 0.5132 | 0.8095 | 0.5132 | 0.7164 |
| 0.3933 | 17.4419 | 750 | 0.5628 | 0.7841 | 0.5628 | 0.7502 |
| 0.3933 | 17.4884 | 752 | 0.6469 | 0.7349 | 0.6469 | 0.8043 |
| 0.3933 | 17.5349 | 754 | 0.6943 | 0.7134 | 0.6943 | 0.8333 |
| 0.3933 | 17.5814 | 756 | 0.7175 | 0.7152 | 0.7175 | 0.8471 |
| 0.3933 | 17.6279 | 758 | 0.6695 | 0.7368 | 0.6695 | 0.8182 |
| 0.3933 | 17.6744 | 760 | 0.5898 | 0.7682 | 0.5898 | 0.7680 |
| 0.3933 | 17.7209 | 762 | 0.5522 | 0.7619 | 0.5522 | 0.7431 |
| 0.3933 | 17.7674 | 764 | 0.5270 | 0.7778 | 0.5270 | 0.7260 |
| 0.3933 | 17.8140 | 766 | 0.5215 | 0.8098 | 0.5215 | 0.7222 |
| 0.3933 | 17.8605 | 768 | 0.5324 | 0.8025 | 0.5324 | 0.7296 |
| 0.3933 | 17.9070 | 770 | 0.5671 | 0.7792 | 0.5671 | 0.7531 |
| 0.3933 | 17.9535 | 772 | 0.6137 | 0.7397 | 0.6137 | 0.7834 |
| 0.3933 | 18.0 | 774 | 0.6316 | 0.7397 | 0.6316 | 0.7947 |
| 0.3933 | 18.0465 | 776 | 0.6325 | 0.7397 | 0.6325 | 0.7953 |
| 0.3933 | 18.0930 | 778 | 0.6331 | 0.7534 | 0.6331 | 0.7956 |
| 0.3933 | 18.1395 | 780 | 0.6340 | 0.7448 | 0.6340 | 0.7962 |
| 0.3933 | 18.1860 | 782 | 0.6299 | 0.7619 | 0.6299 | 0.7937 |
| 0.3933 | 18.2326 | 784 | 0.6478 | 0.7310 | 0.6478 | 0.8048 |
| 0.3933 | 18.2791 | 786 | 0.6996 | 0.7273 | 0.6996 | 0.8364 |
| 0.3933 | 18.3256 | 788 | 0.7087 | 0.7273 | 0.7087 | 0.8419 |
| 0.3933 | 18.3721 | 790 | 0.7101 | 0.7361 | 0.7101 | 0.8427 |
| 0.3933 | 18.4186 | 792 | 0.7288 | 0.7310 | 0.7288 | 0.8537 |
| 0.3933 | 18.4651 | 794 | 0.7262 | 0.7310 | 0.7262 | 0.8521 |
| 0.3933 | 18.5116 | 796 | 0.6978 | 0.7534 | 0.6978 | 0.8353 |
| 0.3933 | 18.5581 | 798 | 0.6712 | 0.7534 | 0.6712 | 0.8193 |
| 0.3933 | 18.6047 | 800 | 0.6480 | 0.7534 | 0.6480 | 0.8050 |
| 0.3933 | 18.6512 | 802 | 0.6314 | 0.7843 | 0.6314 | 0.7946 |
| 0.3933 | 18.6977 | 804 | 0.5991 | 0.8025 | 0.5991 | 0.7740 |
| 0.3933 | 18.7442 | 806 | 0.5905 | 0.7952 | 0.5905 | 0.7685 |
| 0.3933 | 18.7907 | 808 | 0.5935 | 0.8 | 0.5935 | 0.7704 |
| 0.3933 | 18.8372 | 810 | 0.6333 | 0.8077 | 0.6333 | 0.7958 |
| 0.3933 | 18.8837 | 812 | 0.6562 | 0.7974 | 0.6562 | 0.8100 |
| 0.3933 | 18.9302 | 814 | 0.6822 | 0.7755 | 0.6822 | 0.8259 |
| 0.3933 | 18.9767 | 816 | 0.6845 | 0.7808 | 0.6845 | 0.8274 |
| 0.3933 | 19.0233 | 818 | 0.6789 | 0.7891 | 0.6789 | 0.8240 |
| 0.3933 | 19.0698 | 820 | 0.6574 | 0.7815 | 0.6574 | 0.8108 |
| 0.3933 | 19.1163 | 822 | 0.6438 | 0.7662 | 0.6438 | 0.8024 |
| 0.3933 | 19.1628 | 824 | 0.6378 | 0.7643 | 0.6378 | 0.7986 |
| 0.3933 | 19.2093 | 826 | 0.6430 | 0.7643 | 0.6430 | 0.8019 |
| 0.3933 | 19.2558 | 828 | 0.6850 | 0.7125 | 0.6850 | 0.8277 |
| 0.3933 | 19.3023 | 830 | 0.7619 | 0.725 | 0.7619 | 0.8728 |
| 0.3933 | 19.3488 | 832 | 0.7862 | 0.7051 | 0.7862 | 0.8867 |
| 0.3933 | 19.3953 | 834 | 0.7560 | 0.7568 | 0.7560 | 0.8695 |
| 0.3933 | 19.4419 | 836 | 0.7485 | 0.75 | 0.7485 | 0.8652 |
| 0.3933 | 19.4884 | 838 | 0.7466 | 0.75 | 0.7466 | 0.8641 |
| 0.3933 | 19.5349 | 840 | 0.7238 | 0.7671 | 0.7238 | 0.8507 |
| 0.3933 | 19.5814 | 842 | 0.6706 | 0.7651 | 0.6706 | 0.8189 |
| 0.3933 | 19.6279 | 844 | 0.6332 | 0.7815 | 0.6332 | 0.7958 |
| 0.3933 | 19.6744 | 846 | 0.6096 | 0.7815 | 0.6096 | 0.7808 |
| 0.3933 | 19.7209 | 848 | 0.6235 | 0.7532 | 0.6235 | 0.7896 |
| 0.3933 | 19.7674 | 850 | 0.6444 | 0.7564 | 0.6444 | 0.8028 |
| 0.3933 | 19.8140 | 852 | 0.6780 | 0.7613 | 0.6780 | 0.8234 |
| 0.3933 | 19.8605 | 854 | 0.6657 | 0.7568 | 0.6657 | 0.8159 |
| 0.3933 | 19.9070 | 856 | 0.6439 | 0.7755 | 0.6439 | 0.8024 |
| 0.3933 | 19.9535 | 858 | 0.6210 | 0.8054 | 0.6210 | 0.7880 |
| 0.3933 | 20.0 | 860 | 0.5883 | 0.8153 | 0.5883 | 0.7670 |
| 0.3933 | 20.0465 | 862 | 0.5721 | 0.8395 | 0.5721 | 0.7564 |
| 0.3933 | 20.0930 | 864 | 0.5888 | 0.7654 | 0.5888 | 0.7673 |
| 0.3933 | 20.1395 | 866 | 0.6210 | 0.7673 | 0.6210 | 0.7880 |
| 0.3933 | 20.1860 | 868 | 0.6424 | 0.76 | 0.6424 | 0.8015 |
| 0.3933 | 20.2326 | 870 | 0.6482 | 0.7671 | 0.6482 | 0.8051 |
| 0.3933 | 20.2791 | 872 | 0.6753 | 0.7639 | 0.6753 | 0.8218 |
| 0.3933 | 20.3256 | 874 | 0.6897 | 0.7692 | 0.6897 | 0.8305 |
| 0.3933 | 20.3721 | 876 | 0.6741 | 0.7862 | 0.6741 | 0.8210 |
| 0.3933 | 20.4186 | 878 | 0.6214 | 0.7919 | 0.6214 | 0.7883 |
| 0.3933 | 20.4651 | 880 | 0.5726 | 0.8129 | 0.5726 | 0.7567 |
| 0.3933 | 20.5116 | 882 | 0.5971 | 0.7952 | 0.5971 | 0.7727 |
| 0.3933 | 20.5581 | 884 | 0.6905 | 0.7374 | 0.6905 | 0.8309 |
| 0.3933 | 20.6047 | 886 | 0.8033 | 0.7579 | 0.8033 | 0.8962 |
| 0.3933 | 20.6512 | 888 | 0.8043 | 0.7391 | 0.8043 | 0.8968 |
| 0.3933 | 20.6977 | 890 | 0.7749 | 0.7229 | 0.7749 | 0.8803 |
| 0.3933 | 20.7442 | 892 | 0.7396 | 0.7320 | 0.7396 | 0.8600 |
| 0.3933 | 20.7907 | 894 | 0.7368 | 0.7333 | 0.7368 | 0.8584 |
| 0.3933 | 20.8372 | 896 | 0.6996 | 0.7517 | 0.6996 | 0.8364 |
| 0.3933 | 20.8837 | 898 | 0.6513 | 0.7550 | 0.6513 | 0.8070 |
| 0.3933 | 20.9302 | 900 | 0.6226 | 0.775 | 0.6226 | 0.7890 |
| 0.3933 | 20.9767 | 902 | 0.6284 | 0.7826 | 0.6284 | 0.7927 |
| 0.3933 | 21.0233 | 904 | 0.6317 | 0.7625 | 0.6317 | 0.7948 |
| 0.3933 | 21.0698 | 906 | 0.6543 | 0.7625 | 0.6543 | 0.8089 |
| 0.3933 | 21.1163 | 908 | 0.6402 | 0.7607 | 0.6402 | 0.8001 |
| 0.3933 | 21.1628 | 910 | 0.6207 | 0.75 | 0.6207 | 0.7879 |
| 0.3933 | 21.2093 | 912 | 0.5851 | 0.7643 | 0.5851 | 0.7649 |
| 0.3933 | 21.2558 | 914 | 0.5788 | 0.8228 | 0.5788 | 0.7608 |
| 0.3933 | 21.3023 | 916 | 0.5924 | 0.7843 | 0.5924 | 0.7697 |
| 0.3933 | 21.3488 | 918 | 0.5805 | 0.7974 | 0.5805 | 0.7619 |
| 0.3933 | 21.3953 | 920 | 0.5617 | 0.8 | 0.5617 | 0.7495 |
| 0.3933 | 21.4419 | 922 | 0.5512 | 0.8050 | 0.5512 | 0.7424 |
| 0.3933 | 21.4884 | 924 | 0.5795 | 0.7711 | 0.5795 | 0.7613 |
| 0.3933 | 21.5349 | 926 | 0.5755 | 0.7811 | 0.5755 | 0.7586 |
| 0.3933 | 21.5814 | 928 | 0.5596 | 0.7784 | 0.5596 | 0.7481 |
| 0.3933 | 21.6279 | 930 | 0.5639 | 0.7805 | 0.5639 | 0.7509 |
| 0.3933 | 21.6744 | 932 | 0.5852 | 0.7625 | 0.5852 | 0.7650 |
| 0.3933 | 21.7209 | 934 | 0.6213 | 0.7643 | 0.6213 | 0.7882 |
| 0.3933 | 21.7674 | 936 | 0.6361 | 0.7568 | 0.6361 | 0.7976 |
| 0.3933 | 21.8140 | 938 | 0.6181 | 0.7534 | 0.6181 | 0.7862 |
| 0.3933 | 21.8605 | 940 | 0.6048 | 0.7619 | 0.6048 | 0.7777 |
| 0.3933 | 21.9070 | 942 | 0.5953 | 0.7947 | 0.5953 | 0.7716 |
| 0.3933 | 21.9535 | 944 | 0.5751 | 0.76 | 0.5751 | 0.7584 |
| 0.3933 | 22.0 | 946 | 0.6096 | 0.7722 | 0.6096 | 0.7808 |
| 0.3933 | 22.0465 | 948 | 0.6452 | 0.7470 | 0.6452 | 0.8033 |
| 0.3933 | 22.0930 | 950 | 0.6077 | 0.75 | 0.6077 | 0.7796 |
| 0.3933 | 22.1395 | 952 | 0.5603 | 0.7613 | 0.5603 | 0.7485 |
| 0.3933 | 22.1860 | 954 | 0.5657 | 0.7949 | 0.5657 | 0.7521 |
| 0.3933 | 22.2326 | 956 | 0.5938 | 0.7947 | 0.5938 | 0.7706 |
| 0.3933 | 22.2791 | 958 | 0.6280 | 0.7755 | 0.6280 | 0.7925 |
| 0.3933 | 22.3256 | 960 | 0.6386 | 0.7534 | 0.6386 | 0.7991 |
| 0.3933 | 22.3721 | 962 | 0.6498 | 0.7671 | 0.6498 | 0.8061 |
| 0.3933 | 22.4186 | 964 | 0.6828 | 0.7517 | 0.6828 | 0.8263 |
| 0.3933 | 22.4651 | 966 | 0.7316 | 0.7333 | 0.7316 | 0.8554 |
| 0.3933 | 22.5116 | 968 | 0.7854 | 0.7006 | 0.7854 | 0.8862 |
| 0.3933 | 22.5581 | 970 | 0.7739 | 0.7381 | 0.7739 | 0.8797 |
| 0.3933 | 22.6047 | 972 | 0.7098 | 0.7381 | 0.7098 | 0.8425 |
| 0.3933 | 22.6512 | 974 | 0.6655 | 0.7453 | 0.6655 | 0.8158 |
| 0.3933 | 22.6977 | 976 | 0.6080 | 0.7467 | 0.6080 | 0.7798 |
| 0.3933 | 22.7442 | 978 | 0.5738 | 0.7867 | 0.5738 | 0.7575 |
| 0.3933 | 22.7907 | 980 | 0.5896 | 0.7517 | 0.5896 | 0.7679 |
| 0.3933 | 22.8372 | 982 | 0.6627 | 0.7320 | 0.6627 | 0.8140 |
| 0.3933 | 22.8837 | 984 | 0.7536 | 0.7317 | 0.7536 | 0.8681 |
| 0.3933 | 22.9302 | 986 | 0.8602 | 0.6667 | 0.8602 | 0.9275 |
| 0.3933 | 22.9767 | 988 | 0.8298 | 0.6951 | 0.8298 | 0.9109 |
| 0.3933 | 23.0233 | 990 | 0.7374 | 0.7020 | 0.7374 | 0.8587 |
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/ArabicNewSplits7_FineTuningAraBERT_run3_AugV5_k9_task1_organization
Base model
aubmindlab/bert-base-arabertv02