Instructions to use MayBashendy/ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run2_AugV5_k18_task1_organization with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use MayBashendy/ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run2_AugV5_k18_task1_organization with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="MayBashendy/ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run2_AugV5_k18_task1_organization")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("MayBashendy/ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run2_AugV5_k18_task1_organization") model = AutoModelForSequenceClassification.from_pretrained("MayBashendy/ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run2_AugV5_k18_task1_organization", device_map="auto") - Notebooks
- Google Colab
- Kaggle
ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run2_AugV5_k18_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: 0.8553
- Qwk: 0.6399
- Mse: 0.8553
- Rmse: 0.9248
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 | 0.0198 | 2 | 5.1659 | -0.0195 | 5.1659 | 2.2729 |
| No log | 0.0396 | 4 | 3.0371 | 0.0666 | 3.0371 | 1.7427 |
| No log | 0.0594 | 6 | 1.7709 | 0.1013 | 1.7710 | 1.3308 |
| No log | 0.0792 | 8 | 1.2018 | 0.3244 | 1.2018 | 1.0963 |
| No log | 0.0990 | 10 | 1.7928 | -0.0944 | 1.7928 | 1.3390 |
| No log | 0.1188 | 12 | 1.8131 | -0.0834 | 1.8131 | 1.3465 |
| No log | 0.1386 | 14 | 1.3619 | 0.1357 | 1.3619 | 1.1670 |
| No log | 0.1584 | 16 | 1.2667 | 0.2614 | 1.2667 | 1.1255 |
| No log | 0.1782 | 18 | 1.7258 | 0.1417 | 1.7258 | 1.3137 |
| No log | 0.1980 | 20 | 1.9370 | 0.1779 | 1.9370 | 1.3917 |
| No log | 0.2178 | 22 | 1.3454 | 0.2125 | 1.3454 | 1.1599 |
| No log | 0.2376 | 24 | 1.0457 | 0.4102 | 1.0457 | 1.0226 |
| No log | 0.2574 | 26 | 1.1139 | 0.3369 | 1.1139 | 1.0554 |
| No log | 0.2772 | 28 | 1.0566 | 0.4115 | 1.0566 | 1.0279 |
| No log | 0.2970 | 30 | 0.9669 | 0.4504 | 0.9669 | 0.9833 |
| No log | 0.3168 | 32 | 1.1261 | 0.3020 | 1.1261 | 1.0612 |
| No log | 0.3366 | 34 | 1.1863 | 0.2931 | 1.1863 | 1.0892 |
| No log | 0.3564 | 36 | 1.3333 | 0.2775 | 1.3333 | 1.1547 |
| No log | 0.3762 | 38 | 1.1456 | 0.3205 | 1.1456 | 1.0703 |
| No log | 0.3960 | 40 | 0.9425 | 0.5024 | 0.9425 | 0.9708 |
| No log | 0.4158 | 42 | 1.0665 | 0.4771 | 1.0665 | 1.0327 |
| No log | 0.4356 | 44 | 1.0669 | 0.4671 | 1.0669 | 1.0329 |
| No log | 0.4554 | 46 | 1.0098 | 0.4639 | 1.0098 | 1.0049 |
| No log | 0.4752 | 48 | 0.9779 | 0.5034 | 0.9779 | 0.9889 |
| No log | 0.4950 | 50 | 1.2998 | 0.3604 | 1.2998 | 1.1401 |
| No log | 0.5149 | 52 | 1.2902 | 0.3448 | 1.2902 | 1.1359 |
| No log | 0.5347 | 54 | 1.2673 | 0.3693 | 1.2673 | 1.1258 |
| No log | 0.5545 | 56 | 1.0637 | 0.4580 | 1.0637 | 1.0313 |
| No log | 0.5743 | 58 | 1.0114 | 0.5180 | 1.0114 | 1.0057 |
| No log | 0.5941 | 60 | 0.9009 | 0.5385 | 0.9009 | 0.9491 |
| No log | 0.6139 | 62 | 0.9530 | 0.5072 | 0.9530 | 0.9762 |
| No log | 0.6337 | 64 | 0.9183 | 0.5289 | 0.9183 | 0.9583 |
| No log | 0.6535 | 66 | 0.8954 | 0.5582 | 0.8954 | 0.9462 |
| No log | 0.6733 | 68 | 0.9604 | 0.5470 | 0.9604 | 0.9800 |
| No log | 0.6931 | 70 | 0.8970 | 0.5713 | 0.8970 | 0.9471 |
| No log | 0.7129 | 72 | 0.8896 | 0.5466 | 0.8896 | 0.9432 |
| No log | 0.7327 | 74 | 1.1588 | 0.5457 | 1.1588 | 1.0765 |
| No log | 0.7525 | 76 | 1.2020 | 0.5563 | 1.2020 | 1.0963 |
| No log | 0.7723 | 78 | 1.0539 | 0.5929 | 1.0539 | 1.0266 |
| No log | 0.7921 | 80 | 0.8166 | 0.6165 | 0.8166 | 0.9037 |
| No log | 0.8119 | 82 | 0.9498 | 0.5611 | 0.9498 | 0.9746 |
| No log | 0.8317 | 84 | 0.9418 | 0.5593 | 0.9418 | 0.9705 |
| No log | 0.8515 | 86 | 0.7259 | 0.6100 | 0.7259 | 0.8520 |
| No log | 0.8713 | 88 | 0.9448 | 0.6053 | 0.9448 | 0.9720 |
| No log | 0.8911 | 90 | 1.1235 | 0.5568 | 1.1235 | 1.0600 |
| No log | 0.9109 | 92 | 0.9340 | 0.5985 | 0.9340 | 0.9664 |
| No log | 0.9307 | 94 | 0.6824 | 0.6605 | 0.6824 | 0.8261 |
| No log | 0.9505 | 96 | 0.7737 | 0.6643 | 0.7737 | 0.8796 |
| No log | 0.9703 | 98 | 0.7673 | 0.6803 | 0.7673 | 0.8760 |
| No log | 0.9901 | 100 | 0.6749 | 0.7048 | 0.6749 | 0.8215 |
| No log | 1.0099 | 102 | 0.7954 | 0.7196 | 0.7954 | 0.8919 |
| No log | 1.0297 | 104 | 1.1086 | 0.5811 | 1.1086 | 1.0529 |
| No log | 1.0495 | 106 | 1.0537 | 0.5274 | 1.0537 | 1.0265 |
| No log | 1.0693 | 108 | 0.7444 | 0.6508 | 0.7444 | 0.8628 |
| No log | 1.0891 | 110 | 0.6527 | 0.6327 | 0.6527 | 0.8079 |
| No log | 1.1089 | 112 | 0.6587 | 0.6470 | 0.6587 | 0.8116 |
| No log | 1.1287 | 114 | 0.7502 | 0.6548 | 0.7502 | 0.8661 |
| No log | 1.1485 | 116 | 0.8123 | 0.6374 | 0.8123 | 0.9013 |
| No log | 1.1683 | 118 | 0.7497 | 0.7415 | 0.7497 | 0.8659 |
| No log | 1.1881 | 120 | 0.7040 | 0.6984 | 0.7040 | 0.8390 |
| No log | 1.2079 | 122 | 0.6906 | 0.7074 | 0.6906 | 0.8310 |
| No log | 1.2277 | 124 | 0.6838 | 0.7447 | 0.6838 | 0.8269 |
| No log | 1.2475 | 126 | 0.7846 | 0.6886 | 0.7846 | 0.8858 |
| No log | 1.2673 | 128 | 0.6449 | 0.7004 | 0.6449 | 0.8031 |
| No log | 1.2871 | 130 | 0.6463 | 0.6739 | 0.6463 | 0.8040 |
| No log | 1.3069 | 132 | 0.8224 | 0.6488 | 0.8224 | 0.9069 |
| No log | 1.3267 | 134 | 0.9792 | 0.6012 | 0.9792 | 0.9895 |
| No log | 1.3465 | 136 | 1.1572 | 0.5432 | 1.1572 | 1.0757 |
| No log | 1.3663 | 138 | 0.8289 | 0.6730 | 0.8289 | 0.9104 |
| No log | 1.3861 | 140 | 0.6405 | 0.6080 | 0.6405 | 0.8003 |
| No log | 1.4059 | 142 | 0.8225 | 0.5685 | 0.8225 | 0.9069 |
| No log | 1.4257 | 144 | 0.8649 | 0.6055 | 0.8649 | 0.9300 |
| No log | 1.4455 | 146 | 0.6622 | 0.6483 | 0.6622 | 0.8138 |
| No log | 1.4653 | 148 | 0.6746 | 0.6705 | 0.6746 | 0.8213 |
| No log | 1.4851 | 150 | 0.7636 | 0.6830 | 0.7636 | 0.8739 |
| No log | 1.5050 | 152 | 0.6915 | 0.6755 | 0.6915 | 0.8316 |
| No log | 1.5248 | 154 | 0.6335 | 0.7003 | 0.6335 | 0.7959 |
| No log | 1.5446 | 156 | 0.6437 | 0.6869 | 0.6437 | 0.8023 |
| No log | 1.5644 | 158 | 0.6664 | 0.7008 | 0.6664 | 0.8164 |
| No log | 1.5842 | 160 | 0.7109 | 0.6773 | 0.7109 | 0.8432 |
| No log | 1.6040 | 162 | 0.7292 | 0.6845 | 0.7292 | 0.8539 |
| No log | 1.6238 | 164 | 0.7254 | 0.6839 | 0.7254 | 0.8517 |
| No log | 1.6436 | 166 | 0.7982 | 0.6609 | 0.7982 | 0.8934 |
| No log | 1.6634 | 168 | 0.8197 | 0.6550 | 0.8197 | 0.9054 |
| No log | 1.6832 | 170 | 0.8515 | 0.6431 | 0.8515 | 0.9227 |
| No log | 1.7030 | 172 | 1.0778 | 0.5932 | 1.0778 | 1.0382 |
| No log | 1.7228 | 174 | 1.4136 | 0.5338 | 1.4136 | 1.1889 |
| No log | 1.7426 | 176 | 1.2010 | 0.5662 | 1.2010 | 1.0959 |
| No log | 1.7624 | 178 | 0.7218 | 0.7031 | 0.7218 | 0.8496 |
| No log | 1.7822 | 180 | 0.6478 | 0.6706 | 0.6478 | 0.8048 |
| No log | 1.8020 | 182 | 0.6538 | 0.6673 | 0.6538 | 0.8086 |
| No log | 1.8218 | 184 | 0.6294 | 0.6692 | 0.6294 | 0.7933 |
| No log | 1.8416 | 186 | 1.0439 | 0.6187 | 1.0439 | 1.0217 |
| No log | 1.8614 | 188 | 1.9746 | 0.4804 | 1.9746 | 1.4052 |
| No log | 1.8812 | 190 | 2.3621 | 0.4151 | 2.3621 | 1.5369 |
| No log | 1.9010 | 192 | 2.1682 | 0.4566 | 2.1682 | 1.4725 |
| No log | 1.9208 | 194 | 1.5824 | 0.5312 | 1.5824 | 1.2580 |
| No log | 1.9406 | 196 | 0.9883 | 0.6369 | 0.9883 | 0.9941 |
| No log | 1.9604 | 198 | 0.8537 | 0.6331 | 0.8537 | 0.9240 |
| No log | 1.9802 | 200 | 0.9522 | 0.6257 | 0.9522 | 0.9758 |
| No log | 2.0 | 202 | 1.2960 | 0.5346 | 1.2960 | 1.1384 |
| No log | 2.0198 | 204 | 1.6803 | 0.4956 | 1.6803 | 1.2963 |
| No log | 2.0396 | 206 | 1.6777 | 0.5025 | 1.6777 | 1.2953 |
| No log | 2.0594 | 208 | 1.3321 | 0.5689 | 1.3321 | 1.1542 |
| No log | 2.0792 | 210 | 0.9168 | 0.6697 | 0.9168 | 0.9575 |
| No log | 2.0990 | 212 | 0.7776 | 0.7217 | 0.7776 | 0.8818 |
| No log | 2.1188 | 214 | 0.7664 | 0.7337 | 0.7664 | 0.8754 |
| No log | 2.1386 | 216 | 0.8124 | 0.6781 | 0.8124 | 0.9014 |
| No log | 2.1584 | 218 | 0.9872 | 0.6311 | 0.9872 | 0.9936 |
| No log | 2.1782 | 220 | 1.3607 | 0.5523 | 1.3607 | 1.1665 |
| No log | 2.1980 | 222 | 1.3728 | 0.5523 | 1.3728 | 1.1717 |
| No log | 2.2178 | 224 | 1.1960 | 0.5698 | 1.1960 | 1.0936 |
| No log | 2.2376 | 226 | 0.8609 | 0.6414 | 0.8609 | 0.9278 |
| No log | 2.2574 | 228 | 0.7183 | 0.6976 | 0.7183 | 0.8475 |
| No log | 2.2772 | 230 | 0.7889 | 0.6851 | 0.7889 | 0.8882 |
| No log | 2.2970 | 232 | 1.0621 | 0.6145 | 1.0621 | 1.0306 |
| No log | 2.3168 | 234 | 1.1064 | 0.6118 | 1.1064 | 1.0519 |
| No log | 2.3366 | 236 | 1.1218 | 0.6138 | 1.1218 | 1.0592 |
| No log | 2.3564 | 238 | 1.0132 | 0.6045 | 1.0132 | 1.0066 |
| No log | 2.3762 | 240 | 1.0361 | 0.6014 | 1.0361 | 1.0179 |
| No log | 2.3960 | 242 | 0.9440 | 0.6363 | 0.9440 | 0.9716 |
| No log | 2.4158 | 244 | 0.8749 | 0.6662 | 0.8749 | 0.9354 |
| No log | 2.4356 | 246 | 0.8655 | 0.6833 | 0.8655 | 0.9303 |
| No log | 2.4554 | 248 | 0.7915 | 0.7295 | 0.7915 | 0.8897 |
| No log | 2.4752 | 250 | 0.7443 | 0.7361 | 0.7443 | 0.8627 |
| No log | 2.4950 | 252 | 0.7692 | 0.7342 | 0.7692 | 0.8771 |
| No log | 2.5149 | 254 | 0.8230 | 0.7153 | 0.8230 | 0.9072 |
| No log | 2.5347 | 256 | 0.9046 | 0.6746 | 0.9046 | 0.9511 |
| No log | 2.5545 | 258 | 0.9898 | 0.6568 | 0.9898 | 0.9949 |
| No log | 2.5743 | 260 | 0.8273 | 0.6808 | 0.8273 | 0.9095 |
| No log | 2.5941 | 262 | 0.7599 | 0.6904 | 0.7599 | 0.8717 |
| No log | 2.6139 | 264 | 0.6835 | 0.7066 | 0.6835 | 0.8268 |
| No log | 2.6337 | 266 | 0.6424 | 0.7065 | 0.6424 | 0.8015 |
| No log | 2.6535 | 268 | 0.6882 | 0.7209 | 0.6882 | 0.8296 |
| No log | 2.6733 | 270 | 0.8309 | 0.6930 | 0.8309 | 0.9115 |
| No log | 2.6931 | 272 | 0.9180 | 0.6877 | 0.9180 | 0.9581 |
| No log | 2.7129 | 274 | 1.0190 | 0.6705 | 1.0190 | 1.0094 |
| No log | 2.7327 | 276 | 0.9375 | 0.7011 | 0.9375 | 0.9682 |
| No log | 2.7525 | 278 | 0.7183 | 0.7291 | 0.7183 | 0.8475 |
| No log | 2.7723 | 280 | 0.6990 | 0.7430 | 0.6990 | 0.8361 |
| No log | 2.7921 | 282 | 0.8234 | 0.7055 | 0.8234 | 0.9074 |
| No log | 2.8119 | 284 | 0.9072 | 0.6726 | 0.9072 | 0.9525 |
| No log | 2.8317 | 286 | 1.0646 | 0.6362 | 1.0646 | 1.0318 |
| No log | 2.8515 | 288 | 0.9750 | 0.6415 | 0.9750 | 0.9874 |
| No log | 2.8713 | 290 | 0.9282 | 0.6429 | 0.9282 | 0.9634 |
| No log | 2.8911 | 292 | 1.0390 | 0.6252 | 1.0390 | 1.0193 |
| No log | 2.9109 | 294 | 0.9670 | 0.6652 | 0.9670 | 0.9834 |
| No log | 2.9307 | 296 | 0.7366 | 0.7094 | 0.7366 | 0.8582 |
| No log | 2.9505 | 298 | 0.7039 | 0.7006 | 0.7039 | 0.8390 |
| No log | 2.9703 | 300 | 0.7319 | 0.7158 | 0.7319 | 0.8555 |
| No log | 2.9901 | 302 | 0.8361 | 0.6558 | 0.8361 | 0.9144 |
| No log | 3.0099 | 304 | 1.1853 | 0.5766 | 1.1853 | 1.0887 |
| No log | 3.0297 | 306 | 1.3854 | 0.5412 | 1.3854 | 1.1770 |
| No log | 3.0495 | 308 | 1.3057 | 0.5491 | 1.3057 | 1.1427 |
| No log | 3.0693 | 310 | 1.0614 | 0.5916 | 1.0614 | 1.0302 |
| No log | 3.0891 | 312 | 0.8774 | 0.6492 | 0.8774 | 0.9367 |
| No log | 3.1089 | 314 | 0.7359 | 0.7207 | 0.7359 | 0.8578 |
| No log | 3.1287 | 316 | 0.6710 | 0.7400 | 0.6710 | 0.8192 |
| No log | 3.1485 | 318 | 0.7892 | 0.7132 | 0.7892 | 0.8884 |
| No log | 3.1683 | 320 | 1.1488 | 0.6069 | 1.1488 | 1.0718 |
| No log | 3.1881 | 322 | 1.3770 | 0.5435 | 1.3770 | 1.1735 |
| No log | 3.2079 | 324 | 1.2796 | 0.5908 | 1.2796 | 1.1312 |
| No log | 3.2277 | 326 | 1.0066 | 0.6160 | 1.0066 | 1.0033 |
| No log | 3.2475 | 328 | 0.7130 | 0.7101 | 0.7130 | 0.8444 |
| No log | 3.2673 | 330 | 0.6392 | 0.7107 | 0.6392 | 0.7995 |
| No log | 3.2871 | 332 | 0.7063 | 0.7074 | 0.7063 | 0.8404 |
| No log | 3.3069 | 334 | 0.9254 | 0.6235 | 0.9254 | 0.9620 |
| No log | 3.3267 | 336 | 1.0443 | 0.6 | 1.0443 | 1.0219 |
| No log | 3.3465 | 338 | 0.9320 | 0.6471 | 0.9320 | 0.9654 |
| No log | 3.3663 | 340 | 0.7335 | 0.7282 | 0.7335 | 0.8564 |
| No log | 3.3861 | 342 | 0.6634 | 0.7473 | 0.6634 | 0.8145 |
| No log | 3.4059 | 344 | 0.6924 | 0.7411 | 0.6924 | 0.8321 |
| No log | 3.4257 | 346 | 0.8209 | 0.6942 | 0.8209 | 0.9061 |
| No log | 3.4455 | 348 | 0.9761 | 0.6650 | 0.9761 | 0.9880 |
| No log | 3.4653 | 350 | 1.0826 | 0.6312 | 1.0826 | 1.0405 |
| No log | 3.4851 | 352 | 1.0739 | 0.6275 | 1.0739 | 1.0363 |
| No log | 3.5050 | 354 | 1.2394 | 0.5957 | 1.2394 | 1.1133 |
| No log | 3.5248 | 356 | 1.2276 | 0.5924 | 1.2276 | 1.1080 |
| No log | 3.5446 | 358 | 1.1046 | 0.6141 | 1.1046 | 1.0510 |
| No log | 3.5644 | 360 | 0.9332 | 0.6403 | 0.9332 | 0.9660 |
| No log | 3.5842 | 362 | 0.9397 | 0.6403 | 0.9397 | 0.9694 |
| No log | 3.6040 | 364 | 0.9180 | 0.6554 | 0.9180 | 0.9581 |
| No log | 3.6238 | 366 | 0.9772 | 0.6486 | 0.9772 | 0.9885 |
| No log | 3.6436 | 368 | 1.1527 | 0.6299 | 1.1527 | 1.0736 |
| No log | 3.6634 | 370 | 1.3347 | 0.5693 | 1.3347 | 1.1553 |
| No log | 3.6832 | 372 | 1.3500 | 0.5805 | 1.3500 | 1.1619 |
| No log | 3.7030 | 374 | 1.1814 | 0.6296 | 1.1814 | 1.0869 |
| No log | 3.7228 | 376 | 0.9411 | 0.6593 | 0.9411 | 0.9701 |
| No log | 3.7426 | 378 | 0.8291 | 0.6794 | 0.8291 | 0.9105 |
| No log | 3.7624 | 380 | 0.8198 | 0.6803 | 0.8198 | 0.9054 |
| No log | 3.7822 | 382 | 0.7906 | 0.6932 | 0.7906 | 0.8891 |
| No log | 3.8020 | 384 | 0.8951 | 0.6449 | 0.8951 | 0.9461 |
| No log | 3.8218 | 386 | 0.8987 | 0.6461 | 0.8987 | 0.9480 |
| No log | 3.8416 | 388 | 0.8495 | 0.6576 | 0.8495 | 0.9217 |
| No log | 3.8614 | 390 | 0.9266 | 0.6617 | 0.9266 | 0.9626 |
| No log | 3.8812 | 392 | 0.9804 | 0.6722 | 0.9804 | 0.9901 |
| No log | 3.9010 | 394 | 1.0267 | 0.6657 | 1.0267 | 1.0132 |
| No log | 3.9208 | 396 | 1.0754 | 0.6605 | 1.0754 | 1.0370 |
| No log | 3.9406 | 398 | 0.9781 | 0.6634 | 0.9781 | 0.9890 |
| No log | 3.9604 | 400 | 0.7753 | 0.7005 | 0.7753 | 0.8805 |
| No log | 3.9802 | 402 | 0.6909 | 0.7231 | 0.6909 | 0.8312 |
| No log | 4.0 | 404 | 0.6851 | 0.7317 | 0.6851 | 0.8277 |
| No log | 4.0198 | 406 | 0.8501 | 0.6614 | 0.8501 | 0.9220 |
| No log | 4.0396 | 408 | 0.9616 | 0.6228 | 0.9616 | 0.9806 |
| No log | 4.0594 | 410 | 0.8974 | 0.6418 | 0.8974 | 0.9473 |
| No log | 4.0792 | 412 | 0.7152 | 0.7014 | 0.7152 | 0.8457 |
| No log | 4.0990 | 414 | 0.6597 | 0.7157 | 0.6597 | 0.8122 |
| No log | 4.1188 | 416 | 0.7119 | 0.7095 | 0.7119 | 0.8438 |
| No log | 4.1386 | 418 | 0.8575 | 0.6480 | 0.8575 | 0.9260 |
| No log | 4.1584 | 420 | 0.8914 | 0.6215 | 0.8914 | 0.9442 |
| No log | 4.1782 | 422 | 0.7854 | 0.6645 | 0.7854 | 0.8862 |
| No log | 4.1980 | 424 | 0.6403 | 0.7343 | 0.6403 | 0.8002 |
| No log | 4.2178 | 426 | 0.5811 | 0.7591 | 0.5811 | 0.7623 |
| No log | 4.2376 | 428 | 0.6093 | 0.7434 | 0.6093 | 0.7806 |
| No log | 4.2574 | 430 | 0.7242 | 0.7016 | 0.7242 | 0.8510 |
| No log | 4.2772 | 432 | 0.8245 | 0.6499 | 0.8245 | 0.9080 |
| No log | 4.2970 | 434 | 0.8189 | 0.6515 | 0.8189 | 0.9049 |
| No log | 4.3168 | 436 | 0.7053 | 0.7146 | 0.7053 | 0.8398 |
| No log | 4.3366 | 438 | 0.6630 | 0.7267 | 0.6630 | 0.8142 |
| No log | 4.3564 | 440 | 0.6653 | 0.7232 | 0.6653 | 0.8157 |
| No log | 4.3762 | 442 | 0.7029 | 0.7109 | 0.7029 | 0.8384 |
| No log | 4.3960 | 444 | 0.7918 | 0.6758 | 0.7918 | 0.8898 |
| No log | 4.4158 | 446 | 0.9585 | 0.6329 | 0.9585 | 0.9790 |
| No log | 4.4356 | 448 | 0.9720 | 0.6329 | 0.9720 | 0.9859 |
| No log | 4.4554 | 450 | 0.8275 | 0.6508 | 0.8275 | 0.9097 |
| No log | 4.4752 | 452 | 0.6763 | 0.7080 | 0.6763 | 0.8224 |
| No log | 4.4950 | 454 | 0.6545 | 0.7207 | 0.6545 | 0.8090 |
| No log | 4.5149 | 456 | 0.7545 | 0.6773 | 0.7545 | 0.8686 |
| No log | 4.5347 | 458 | 0.9397 | 0.6246 | 0.9397 | 0.9694 |
| No log | 4.5545 | 460 | 1.0296 | 0.5989 | 1.0296 | 1.0147 |
| No log | 4.5743 | 462 | 1.0195 | 0.5963 | 1.0195 | 1.0097 |
| No log | 4.5941 | 464 | 0.8592 | 0.6378 | 0.8592 | 0.9269 |
| No log | 4.6139 | 466 | 0.6584 | 0.6840 | 0.6584 | 0.8114 |
| No log | 4.6337 | 468 | 0.5895 | 0.7144 | 0.5895 | 0.7678 |
| No log | 4.6535 | 470 | 0.5874 | 0.7559 | 0.5874 | 0.7664 |
| No log | 4.6733 | 472 | 0.6186 | 0.7212 | 0.6186 | 0.7865 |
| No log | 4.6931 | 474 | 0.7748 | 0.6546 | 0.7748 | 0.8802 |
| No log | 4.7129 | 476 | 1.1100 | 0.5880 | 1.1100 | 1.0536 |
| No log | 4.7327 | 478 | 1.2667 | 0.5216 | 1.2667 | 1.1255 |
| No log | 4.7525 | 480 | 1.2370 | 0.5613 | 1.2370 | 1.1122 |
| No log | 4.7723 | 482 | 1.0512 | 0.5921 | 1.0512 | 1.0253 |
| No log | 4.7921 | 484 | 0.8177 | 0.6548 | 0.8177 | 0.9043 |
| No log | 4.8119 | 486 | 0.7581 | 0.6733 | 0.7581 | 0.8707 |
| No log | 4.8317 | 488 | 0.8074 | 0.6441 | 0.8074 | 0.8985 |
| No log | 4.8515 | 490 | 0.9560 | 0.5770 | 0.9560 | 0.9778 |
| No log | 4.8713 | 492 | 1.0721 | 0.5678 | 1.0721 | 1.0354 |
| No log | 4.8911 | 494 | 1.0765 | 0.5678 | 1.0765 | 1.0375 |
| No log | 4.9109 | 496 | 0.9572 | 0.5829 | 0.9572 | 0.9784 |
| No log | 4.9307 | 498 | 0.7464 | 0.6667 | 0.7464 | 0.8640 |
| 0.4782 | 4.9505 | 500 | 0.6357 | 0.6949 | 0.6357 | 0.7973 |
| 0.4782 | 4.9703 | 502 | 0.6215 | 0.6962 | 0.6215 | 0.7884 |
| 0.4782 | 4.9901 | 504 | 0.6887 | 0.7098 | 0.6887 | 0.8299 |
| 0.4782 | 5.0099 | 506 | 0.7464 | 0.6705 | 0.7464 | 0.8639 |
| 0.4782 | 5.0297 | 508 | 0.7615 | 0.6603 | 0.7615 | 0.8726 |
| 0.4782 | 5.0495 | 510 | 0.7743 | 0.6742 | 0.7743 | 0.8799 |
| 0.4782 | 5.0693 | 512 | 0.7765 | 0.6926 | 0.7765 | 0.8812 |
| 0.4782 | 5.0891 | 514 | 0.7879 | 0.6909 | 0.7879 | 0.8876 |
| 0.4782 | 5.1089 | 516 | 0.9080 | 0.6291 | 0.9080 | 0.9529 |
| 0.4782 | 5.1287 | 518 | 0.9399 | 0.6254 | 0.9399 | 0.9695 |
| 0.4782 | 5.1485 | 520 | 0.8896 | 0.6660 | 0.8896 | 0.9432 |
| 0.4782 | 5.1683 | 522 | 0.8078 | 0.6573 | 0.8078 | 0.8988 |
| 0.4782 | 5.1881 | 524 | 0.7132 | 0.6929 | 0.7132 | 0.8445 |
| 0.4782 | 5.2079 | 526 | 0.6710 | 0.7136 | 0.6710 | 0.8191 |
| 0.4782 | 5.2277 | 528 | 0.6926 | 0.6972 | 0.6926 | 0.8322 |
| 0.4782 | 5.2475 | 530 | 0.8206 | 0.6750 | 0.8206 | 0.9058 |
| 0.4782 | 5.2673 | 532 | 0.8631 | 0.6469 | 0.8631 | 0.9290 |
| 0.4782 | 5.2871 | 534 | 0.8144 | 0.6699 | 0.8144 | 0.9024 |
| 0.4782 | 5.3069 | 536 | 0.7785 | 0.6715 | 0.7785 | 0.8823 |
| 0.4782 | 5.3267 | 538 | 0.7519 | 0.6732 | 0.7519 | 0.8671 |
| 0.4782 | 5.3465 | 540 | 0.7236 | 0.6910 | 0.7236 | 0.8507 |
| 0.4782 | 5.3663 | 542 | 0.7299 | 0.6841 | 0.7299 | 0.8543 |
| 0.4782 | 5.3861 | 544 | 0.8021 | 0.6709 | 0.8021 | 0.8956 |
| 0.4782 | 5.4059 | 546 | 0.8308 | 0.6617 | 0.8308 | 0.9115 |
| 0.4782 | 5.4257 | 548 | 0.7874 | 0.6773 | 0.7874 | 0.8874 |
| 0.4782 | 5.4455 | 550 | 0.7036 | 0.6941 | 0.7036 | 0.8388 |
| 0.4782 | 5.4653 | 552 | 0.6511 | 0.7013 | 0.6511 | 0.8069 |
| 0.4782 | 5.4851 | 554 | 0.6293 | 0.7120 | 0.6293 | 0.7933 |
| 0.4782 | 5.5050 | 556 | 0.6635 | 0.6954 | 0.6635 | 0.8145 |
| 0.4782 | 5.5248 | 558 | 0.7214 | 0.7000 | 0.7214 | 0.8494 |
| 0.4782 | 5.5446 | 560 | 0.8517 | 0.6503 | 0.8517 | 0.9229 |
| 0.4782 | 5.5644 | 562 | 0.9656 | 0.6239 | 0.9656 | 0.9826 |
| 0.4782 | 5.5842 | 564 | 0.9246 | 0.6320 | 0.9246 | 0.9615 |
| 0.4782 | 5.6040 | 566 | 0.8129 | 0.6439 | 0.8129 | 0.9016 |
| 0.4782 | 5.6238 | 568 | 0.7121 | 0.7032 | 0.7121 | 0.8438 |
| 0.4782 | 5.6436 | 570 | 0.6541 | 0.6916 | 0.6541 | 0.8088 |
| 0.4782 | 5.6634 | 572 | 0.6184 | 0.7022 | 0.6184 | 0.7864 |
| 0.4782 | 5.6832 | 574 | 0.6091 | 0.7226 | 0.6091 | 0.7804 |
| 0.4782 | 5.7030 | 576 | 0.6360 | 0.7088 | 0.6360 | 0.7975 |
| 0.4782 | 5.7228 | 578 | 0.7427 | 0.6819 | 0.7427 | 0.8618 |
| 0.4782 | 5.7426 | 580 | 0.8754 | 0.6309 | 0.8754 | 0.9356 |
| 0.4782 | 5.7624 | 582 | 0.9290 | 0.6322 | 0.9290 | 0.9639 |
| 0.4782 | 5.7822 | 584 | 0.9706 | 0.6187 | 0.9706 | 0.9852 |
| 0.4782 | 5.8020 | 586 | 0.9726 | 0.6281 | 0.9726 | 0.9862 |
| 0.4782 | 5.8218 | 588 | 0.8931 | 0.6235 | 0.8931 | 0.9450 |
| 0.4782 | 5.8416 | 590 | 0.8352 | 0.6213 | 0.8352 | 0.9139 |
| 0.4782 | 5.8614 | 592 | 0.7998 | 0.6415 | 0.7998 | 0.8943 |
| 0.4782 | 5.8812 | 594 | 0.7357 | 0.6739 | 0.7357 | 0.8577 |
| 0.4782 | 5.9010 | 596 | 0.6644 | 0.7017 | 0.6644 | 0.8151 |
| 0.4782 | 5.9208 | 598 | 0.6346 | 0.7012 | 0.6346 | 0.7966 |
| 0.4782 | 5.9406 | 600 | 0.6378 | 0.7240 | 0.6378 | 0.7986 |
| 0.4782 | 5.9604 | 602 | 0.6952 | 0.6873 | 0.6952 | 0.8338 |
| 0.4782 | 5.9802 | 604 | 0.7687 | 0.6939 | 0.7687 | 0.8767 |
| 0.4782 | 6.0 | 606 | 0.8538 | 0.6510 | 0.8538 | 0.9240 |
| 0.4782 | 6.0198 | 608 | 0.8657 | 0.6552 | 0.8657 | 0.9305 |
| 0.4782 | 6.0396 | 610 | 0.8211 | 0.6667 | 0.8211 | 0.9061 |
| 0.4782 | 6.0594 | 612 | 0.7457 | 0.7029 | 0.7457 | 0.8635 |
| 0.4782 | 6.0792 | 614 | 0.6925 | 0.7040 | 0.6925 | 0.8322 |
| 0.4782 | 6.0990 | 616 | 0.7005 | 0.6833 | 0.7005 | 0.8369 |
| 0.4782 | 6.1188 | 618 | 0.7472 | 0.6833 | 0.7472 | 0.8644 |
| 0.4782 | 6.1386 | 620 | 0.8272 | 0.6855 | 0.8272 | 0.9095 |
| 0.4782 | 6.1584 | 622 | 0.8502 | 0.6669 | 0.8502 | 0.9221 |
| 0.4782 | 6.1782 | 624 | 0.8285 | 0.6743 | 0.8285 | 0.9102 |
| 0.4782 | 6.1980 | 626 | 0.7956 | 0.6744 | 0.7956 | 0.8919 |
| 0.4782 | 6.2178 | 628 | 0.7779 | 0.6761 | 0.7779 | 0.8820 |
| 0.4782 | 6.2376 | 630 | 0.7453 | 0.6797 | 0.7453 | 0.8633 |
| 0.4782 | 6.2574 | 632 | 0.7693 | 0.6830 | 0.7693 | 0.8771 |
| 0.4782 | 6.2772 | 634 | 0.8006 | 0.6802 | 0.8006 | 0.8947 |
| 0.4782 | 6.2970 | 636 | 0.8764 | 0.6476 | 0.8764 | 0.9362 |
| 0.4782 | 6.3168 | 638 | 0.9553 | 0.6112 | 0.9553 | 0.9774 |
| 0.4782 | 6.3366 | 640 | 0.9789 | 0.6037 | 0.9789 | 0.9894 |
| 0.4782 | 6.3564 | 642 | 0.9068 | 0.6172 | 0.9068 | 0.9522 |
| 0.4782 | 6.3762 | 644 | 0.7772 | 0.6569 | 0.7772 | 0.8816 |
| 0.4782 | 6.3960 | 646 | 0.6670 | 0.7015 | 0.6670 | 0.8167 |
| 0.4782 | 6.4158 | 648 | 0.6307 | 0.6992 | 0.6307 | 0.7942 |
| 0.4782 | 6.4356 | 650 | 0.6433 | 0.7199 | 0.6433 | 0.8021 |
| 0.4782 | 6.4554 | 652 | 0.6986 | 0.7257 | 0.6986 | 0.8358 |
| 0.4782 | 6.4752 | 654 | 0.8206 | 0.6859 | 0.8206 | 0.9059 |
| 0.4782 | 6.4950 | 656 | 0.9374 | 0.6083 | 0.9374 | 0.9682 |
| 0.4782 | 6.5149 | 658 | 1.0047 | 0.6068 | 1.0047 | 1.0024 |
| 0.4782 | 6.5347 | 660 | 0.9850 | 0.6109 | 0.9850 | 0.9925 |
| 0.4782 | 6.5545 | 662 | 0.9198 | 0.6485 | 0.9198 | 0.9591 |
| 0.4782 | 6.5743 | 664 | 0.8226 | 0.6933 | 0.8226 | 0.9070 |
| 0.4782 | 6.5941 | 666 | 0.7403 | 0.7016 | 0.7403 | 0.8604 |
| 0.4782 | 6.6139 | 668 | 0.7084 | 0.7317 | 0.7084 | 0.8416 |
| 0.4782 | 6.6337 | 670 | 0.7436 | 0.6773 | 0.7436 | 0.8623 |
| 0.4782 | 6.6535 | 672 | 0.8242 | 0.6738 | 0.8242 | 0.9079 |
| 0.4782 | 6.6733 | 674 | 0.8978 | 0.6167 | 0.8978 | 0.9475 |
| 0.4782 | 6.6931 | 676 | 0.9847 | 0.5976 | 0.9847 | 0.9923 |
| 0.4782 | 6.7129 | 678 | 0.9660 | 0.5980 | 0.9660 | 0.9828 |
| 0.4782 | 6.7327 | 680 | 0.8972 | 0.6414 | 0.8972 | 0.9472 |
| 0.4782 | 6.7525 | 682 | 0.8408 | 0.6482 | 0.8408 | 0.9169 |
| 0.4782 | 6.7723 | 684 | 0.7462 | 0.7016 | 0.7462 | 0.8638 |
| 0.4782 | 6.7921 | 686 | 0.7075 | 0.7117 | 0.7075 | 0.8412 |
| 0.4782 | 6.8119 | 688 | 0.7177 | 0.7003 | 0.7177 | 0.8472 |
| 0.4782 | 6.8317 | 690 | 0.7225 | 0.7003 | 0.7225 | 0.8500 |
| 0.4782 | 6.8515 | 692 | 0.7721 | 0.7061 | 0.7721 | 0.8787 |
| 0.4782 | 6.8713 | 694 | 0.8160 | 0.6933 | 0.8160 | 0.9033 |
| 0.4782 | 6.8911 | 696 | 0.8081 | 0.6933 | 0.8081 | 0.8989 |
| 0.4782 | 6.9109 | 698 | 0.7708 | 0.6891 | 0.7708 | 0.8779 |
| 0.4782 | 6.9307 | 700 | 0.7521 | 0.6990 | 0.7521 | 0.8672 |
| 0.4782 | 6.9505 | 702 | 0.7247 | 0.6840 | 0.7247 | 0.8513 |
| 0.4782 | 6.9703 | 704 | 0.7479 | 0.6840 | 0.7479 | 0.8648 |
| 0.4782 | 6.9901 | 706 | 0.8346 | 0.6564 | 0.8346 | 0.9136 |
| 0.4782 | 7.0099 | 708 | 0.9354 | 0.6304 | 0.9354 | 0.9672 |
| 0.4782 | 7.0297 | 710 | 1.0103 | 0.6205 | 1.0103 | 1.0051 |
| 0.4782 | 7.0495 | 712 | 1.0027 | 0.6245 | 1.0027 | 1.0014 |
| 0.4782 | 7.0693 | 714 | 0.9021 | 0.6603 | 0.9021 | 0.9498 |
| 0.4782 | 7.0891 | 716 | 0.7716 | 0.6886 | 0.7716 | 0.8784 |
| 0.4782 | 7.1089 | 718 | 0.6965 | 0.7117 | 0.6965 | 0.8346 |
| 0.4782 | 7.1287 | 720 | 0.6852 | 0.7117 | 0.6852 | 0.8277 |
| 0.4782 | 7.1485 | 722 | 0.6992 | 0.7117 | 0.6992 | 0.8362 |
| 0.4782 | 7.1683 | 724 | 0.7271 | 0.7001 | 0.7271 | 0.8527 |
| 0.4782 | 7.1881 | 726 | 0.7855 | 0.6725 | 0.7855 | 0.8863 |
| 0.4782 | 7.2079 | 728 | 0.8208 | 0.6585 | 0.8208 | 0.9060 |
| 0.4782 | 7.2277 | 730 | 0.8963 | 0.6662 | 0.8963 | 0.9467 |
| 0.4782 | 7.2475 | 732 | 0.9422 | 0.6543 | 0.9422 | 0.9707 |
| 0.4782 | 7.2673 | 734 | 0.9353 | 0.6543 | 0.9353 | 0.9671 |
| 0.4782 | 7.2871 | 736 | 0.8574 | 0.6700 | 0.8574 | 0.9260 |
| 0.4782 | 7.3069 | 738 | 0.7649 | 0.6863 | 0.7649 | 0.8746 |
| 0.4782 | 7.3267 | 740 | 0.7220 | 0.6863 | 0.7220 | 0.8497 |
| 0.4782 | 7.3465 | 742 | 0.7139 | 0.6863 | 0.7139 | 0.8449 |
| 0.4782 | 7.3663 | 744 | 0.6947 | 0.7109 | 0.6947 | 0.8335 |
| 0.4782 | 7.3861 | 746 | 0.6985 | 0.7109 | 0.6985 | 0.8358 |
| 0.4782 | 7.4059 | 748 | 0.7210 | 0.6791 | 0.7210 | 0.8491 |
| 0.4782 | 7.4257 | 750 | 0.7376 | 0.6759 | 0.7376 | 0.8589 |
| 0.4782 | 7.4455 | 752 | 0.7724 | 0.6657 | 0.7724 | 0.8789 |
| 0.4782 | 7.4653 | 754 | 0.8198 | 0.6444 | 0.8198 | 0.9054 |
| 0.4782 | 7.4851 | 756 | 0.8225 | 0.6259 | 0.8225 | 0.9069 |
| 0.4782 | 7.5050 | 758 | 0.8202 | 0.6444 | 0.8202 | 0.9057 |
| 0.4782 | 7.5248 | 760 | 0.8277 | 0.6353 | 0.8277 | 0.9098 |
| 0.4782 | 7.5446 | 762 | 0.8301 | 0.6442 | 0.8301 | 0.9111 |
| 0.4782 | 7.5644 | 764 | 0.8496 | 0.6442 | 0.8496 | 0.9218 |
| 0.4782 | 7.5842 | 766 | 0.8484 | 0.6495 | 0.8484 | 0.9211 |
| 0.4782 | 7.6040 | 768 | 0.8448 | 0.6536 | 0.8448 | 0.9191 |
| 0.4782 | 7.6238 | 770 | 0.8572 | 0.6580 | 0.8572 | 0.9258 |
| 0.4782 | 7.6436 | 772 | 0.8550 | 0.6495 | 0.8550 | 0.9247 |
| 0.4782 | 7.6634 | 774 | 0.8214 | 0.6600 | 0.8214 | 0.9063 |
| 0.4782 | 7.6832 | 776 | 0.7877 | 0.6768 | 0.7877 | 0.8876 |
| 0.4782 | 7.7030 | 778 | 0.7625 | 0.6716 | 0.7625 | 0.8732 |
| 0.4782 | 7.7228 | 780 | 0.7249 | 0.6848 | 0.7249 | 0.8514 |
| 0.4782 | 7.7426 | 782 | 0.6799 | 0.7249 | 0.6799 | 0.8245 |
| 0.4782 | 7.7624 | 784 | 0.6518 | 0.7253 | 0.6518 | 0.8074 |
| 0.4782 | 7.7822 | 786 | 0.6547 | 0.7209 | 0.6547 | 0.8091 |
| 0.4782 | 7.8020 | 788 | 0.6712 | 0.7079 | 0.6712 | 0.8192 |
| 0.4782 | 7.8218 | 790 | 0.7107 | 0.6859 | 0.7107 | 0.8430 |
| 0.4782 | 7.8416 | 792 | 0.7703 | 0.6628 | 0.7703 | 0.8777 |
| 0.4782 | 7.8614 | 794 | 0.8276 | 0.6548 | 0.8276 | 0.9097 |
| 0.4782 | 7.8812 | 796 | 0.8476 | 0.6442 | 0.8476 | 0.9206 |
| 0.4782 | 7.9010 | 798 | 0.8697 | 0.6352 | 0.8697 | 0.9326 |
| 0.4782 | 7.9208 | 800 | 0.8496 | 0.6440 | 0.8496 | 0.9218 |
| 0.4782 | 7.9406 | 802 | 0.8311 | 0.6559 | 0.8311 | 0.9117 |
| 0.4782 | 7.9604 | 804 | 0.8142 | 0.6600 | 0.8142 | 0.9023 |
| 0.4782 | 7.9802 | 806 | 0.8132 | 0.6559 | 0.8132 | 0.9018 |
| 0.4782 | 8.0 | 808 | 0.8203 | 0.6454 | 0.8203 | 0.9057 |
| 0.4782 | 8.0198 | 810 | 0.8066 | 0.6457 | 0.8066 | 0.8981 |
| 0.4782 | 8.0396 | 812 | 0.7884 | 0.6548 | 0.7884 | 0.8879 |
| 0.4782 | 8.0594 | 814 | 0.8133 | 0.6442 | 0.8133 | 0.9018 |
| 0.4782 | 8.0792 | 816 | 0.8511 | 0.6454 | 0.8511 | 0.9225 |
| 0.4782 | 8.0990 | 818 | 0.8720 | 0.6412 | 0.8720 | 0.9338 |
| 0.4782 | 8.1188 | 820 | 0.8659 | 0.6503 | 0.8659 | 0.9305 |
| 0.4782 | 8.1386 | 822 | 0.8678 | 0.6413 | 0.8678 | 0.9316 |
| 0.4782 | 8.1584 | 824 | 0.8693 | 0.6399 | 0.8693 | 0.9324 |
| 0.4782 | 8.1782 | 826 | 0.8942 | 0.6325 | 0.8942 | 0.9456 |
| 0.4782 | 8.1980 | 828 | 0.8891 | 0.6325 | 0.8891 | 0.9429 |
| 0.4782 | 8.2178 | 830 | 0.8417 | 0.6454 | 0.8417 | 0.9175 |
| 0.4782 | 8.2376 | 832 | 0.7939 | 0.6733 | 0.7939 | 0.8910 |
| 0.4782 | 8.2574 | 834 | 0.7803 | 0.6742 | 0.7803 | 0.8834 |
| 0.4782 | 8.2772 | 836 | 0.7875 | 0.6742 | 0.7875 | 0.8874 |
| 0.4782 | 8.2970 | 838 | 0.8137 | 0.6551 | 0.8137 | 0.9020 |
| 0.4782 | 8.3168 | 840 | 0.8392 | 0.6406 | 0.8392 | 0.9161 |
| 0.4782 | 8.3366 | 842 | 0.8650 | 0.6406 | 0.8650 | 0.9301 |
| 0.4782 | 8.3564 | 844 | 0.8890 | 0.6365 | 0.8890 | 0.9428 |
| 0.4782 | 8.3762 | 846 | 0.8835 | 0.6452 | 0.8835 | 0.9400 |
| 0.4782 | 8.3960 | 848 | 0.8708 | 0.6392 | 0.8708 | 0.9332 |
| 0.4782 | 8.4158 | 850 | 0.8443 | 0.6406 | 0.8443 | 0.9189 |
| 0.4782 | 8.4356 | 852 | 0.8513 | 0.6406 | 0.8513 | 0.9227 |
| 0.4782 | 8.4554 | 854 | 0.8628 | 0.6406 | 0.8628 | 0.9289 |
| 0.4782 | 8.4752 | 856 | 0.8724 | 0.6365 | 0.8724 | 0.9340 |
| 0.4782 | 8.4950 | 858 | 0.8962 | 0.6449 | 0.8962 | 0.9467 |
| 0.4782 | 8.5149 | 860 | 0.9267 | 0.6461 | 0.9267 | 0.9627 |
| 0.4782 | 8.5347 | 862 | 0.9323 | 0.6479 | 0.9323 | 0.9656 |
| 0.4782 | 8.5545 | 864 | 0.9456 | 0.6479 | 0.9456 | 0.9724 |
| 0.4782 | 8.5743 | 866 | 0.9565 | 0.6403 | 0.9565 | 0.9780 |
| 0.4782 | 8.5941 | 868 | 0.9458 | 0.6403 | 0.9458 | 0.9725 |
| 0.4782 | 8.6139 | 870 | 0.9350 | 0.6278 | 0.9350 | 0.9669 |
| 0.4782 | 8.6337 | 872 | 0.9091 | 0.6202 | 0.9091 | 0.9535 |
| 0.4782 | 8.6535 | 874 | 0.8917 | 0.6202 | 0.8917 | 0.9443 |
| 0.4782 | 8.6733 | 876 | 0.8741 | 0.6202 | 0.8741 | 0.9349 |
| 0.4782 | 8.6931 | 878 | 0.8697 | 0.6202 | 0.8697 | 0.9326 |
| 0.4782 | 8.7129 | 880 | 0.8663 | 0.6202 | 0.8663 | 0.9308 |
| 0.4782 | 8.7327 | 882 | 0.8591 | 0.6202 | 0.8591 | 0.9269 |
| 0.4782 | 8.7525 | 884 | 0.8730 | 0.6202 | 0.8730 | 0.9343 |
| 0.4782 | 8.7723 | 886 | 0.8889 | 0.6132 | 0.8889 | 0.9428 |
| 0.4782 | 8.7921 | 888 | 0.8903 | 0.6132 | 0.8903 | 0.9436 |
| 0.4782 | 8.8119 | 890 | 0.8799 | 0.6132 | 0.8799 | 0.9380 |
| 0.4782 | 8.8317 | 892 | 0.8765 | 0.6132 | 0.8765 | 0.9362 |
| 0.4782 | 8.8515 | 894 | 0.8894 | 0.6132 | 0.8894 | 0.9431 |
| 0.4782 | 8.8713 | 896 | 0.8792 | 0.6243 | 0.8792 | 0.9377 |
| 0.4782 | 8.8911 | 898 | 0.8634 | 0.6331 | 0.8634 | 0.9292 |
| 0.4782 | 8.9109 | 900 | 0.8503 | 0.6413 | 0.8503 | 0.9221 |
| 0.4782 | 8.9307 | 902 | 0.8300 | 0.6480 | 0.8300 | 0.9110 |
| 0.4782 | 8.9505 | 904 | 0.8282 | 0.6480 | 0.8282 | 0.9101 |
| 0.4782 | 8.9703 | 906 | 0.8442 | 0.6565 | 0.8442 | 0.9188 |
| 0.4782 | 8.9901 | 908 | 0.8575 | 0.6565 | 0.8575 | 0.9260 |
| 0.4782 | 9.0099 | 910 | 0.8730 | 0.6560 | 0.8730 | 0.9343 |
| 0.4782 | 9.0297 | 912 | 0.8764 | 0.6560 | 0.8764 | 0.9362 |
| 0.4782 | 9.0495 | 914 | 0.8727 | 0.6560 | 0.8727 | 0.9342 |
| 0.4782 | 9.0693 | 916 | 0.8640 | 0.6466 | 0.8640 | 0.9295 |
| 0.4782 | 9.0891 | 918 | 0.8562 | 0.6480 | 0.8562 | 0.9253 |
| 0.4782 | 9.1089 | 920 | 0.8654 | 0.6466 | 0.8654 | 0.9303 |
| 0.4782 | 9.1287 | 922 | 0.8788 | 0.6399 | 0.8788 | 0.9375 |
| 0.4782 | 9.1485 | 924 | 0.8917 | 0.6311 | 0.8917 | 0.9443 |
| 0.4782 | 9.1683 | 926 | 0.9134 | 0.6311 | 0.9134 | 0.9557 |
| 0.4782 | 9.1881 | 928 | 0.9222 | 0.6298 | 0.9222 | 0.9603 |
| 0.4782 | 9.2079 | 930 | 0.9242 | 0.6298 | 0.9242 | 0.9613 |
| 0.4782 | 9.2277 | 932 | 0.9220 | 0.6298 | 0.9220 | 0.9602 |
| 0.4782 | 9.2475 | 934 | 0.9133 | 0.6311 | 0.9133 | 0.9557 |
| 0.4782 | 9.2673 | 936 | 0.8994 | 0.6311 | 0.8994 | 0.9484 |
| 0.4782 | 9.2871 | 938 | 0.8923 | 0.6311 | 0.8923 | 0.9446 |
| 0.4782 | 9.3069 | 940 | 0.8755 | 0.6311 | 0.8755 | 0.9357 |
| 0.4782 | 9.3267 | 942 | 0.8623 | 0.6311 | 0.8623 | 0.9286 |
| 0.4782 | 9.3465 | 944 | 0.8561 | 0.6311 | 0.8561 | 0.9253 |
| 0.4782 | 9.3663 | 946 | 0.8519 | 0.6311 | 0.8519 | 0.9230 |
| 0.4782 | 9.3861 | 948 | 0.8507 | 0.6311 | 0.8507 | 0.9223 |
| 0.4782 | 9.4059 | 950 | 0.8474 | 0.6311 | 0.8474 | 0.9205 |
| 0.4782 | 9.4257 | 952 | 0.8466 | 0.6399 | 0.8466 | 0.9201 |
| 0.4782 | 9.4455 | 954 | 0.8532 | 0.6399 | 0.8532 | 0.9237 |
| 0.4782 | 9.4653 | 956 | 0.8590 | 0.6399 | 0.8590 | 0.9268 |
| 0.4782 | 9.4851 | 958 | 0.8669 | 0.6399 | 0.8669 | 0.9311 |
| 0.4782 | 9.5050 | 960 | 0.8775 | 0.6399 | 0.8775 | 0.9367 |
| 0.4782 | 9.5248 | 962 | 0.8829 | 0.6399 | 0.8829 | 0.9396 |
| 0.4782 | 9.5446 | 964 | 0.8877 | 0.6311 | 0.8877 | 0.9422 |
| 0.4782 | 9.5644 | 966 | 0.8903 | 0.6311 | 0.8903 | 0.9436 |
| 0.4782 | 9.5842 | 968 | 0.8839 | 0.6311 | 0.8839 | 0.9402 |
| 0.4782 | 9.6040 | 970 | 0.8822 | 0.6399 | 0.8822 | 0.9393 |
| 0.4782 | 9.6238 | 972 | 0.8830 | 0.6399 | 0.8830 | 0.9397 |
| 0.4782 | 9.6436 | 974 | 0.8833 | 0.6399 | 0.8833 | 0.9398 |
| 0.4782 | 9.6634 | 976 | 0.8882 | 0.6311 | 0.8882 | 0.9425 |
| 0.4782 | 9.6832 | 978 | 0.8880 | 0.6311 | 0.8880 | 0.9423 |
| 0.4782 | 9.7030 | 980 | 0.8854 | 0.6399 | 0.8854 | 0.9410 |
| 0.4782 | 9.7228 | 982 | 0.8823 | 0.6399 | 0.8823 | 0.9393 |
| 0.4782 | 9.7426 | 984 | 0.8757 | 0.6399 | 0.8757 | 0.9358 |
| 0.4782 | 9.7624 | 986 | 0.8711 | 0.6399 | 0.8711 | 0.9333 |
| 0.4782 | 9.7822 | 988 | 0.8654 | 0.6399 | 0.8654 | 0.9302 |
| 0.4782 | 9.8020 | 990 | 0.8610 | 0.6399 | 0.8610 | 0.9279 |
| 0.4782 | 9.8218 | 992 | 0.8587 | 0.6399 | 0.8587 | 0.9267 |
| 0.4782 | 9.8416 | 994 | 0.8583 | 0.6399 | 0.8583 | 0.9265 |
| 0.4782 | 9.8614 | 996 | 0.8553 | 0.6399 | 0.8553 | 0.9248 |
| 0.4782 | 9.8812 | 998 | 0.8533 | 0.6399 | 0.8533 | 0.9237 |
| 0.0659 | 9.9010 | 1000 | 0.8522 | 0.6399 | 0.8522 | 0.9231 |
| 0.0659 | 9.9208 | 1002 | 0.8530 | 0.6399 | 0.8530 | 0.9236 |
| 0.0659 | 9.9406 | 1004 | 0.8540 | 0.6399 | 0.8540 | 0.9241 |
| 0.0659 | 9.9604 | 1006 | 0.8548 | 0.6399 | 0.8548 | 0.9245 |
| 0.0659 | 9.9802 | 1008 | 0.8551 | 0.6399 | 0.8551 | 0.9247 |
| 0.0659 | 10.0 | 1010 | 0.8553 | 0.6399 | 0.8553 | 0.9248 |
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/ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run2_AugV5_k18_task1_organization
Base model
aubmindlab/bert-base-arabertv02