Instructions to use MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run2_AugV5_k17_task3_organization with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run2_AugV5_k17_task3_organization with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run2_AugV5_k17_task3_organization")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run2_AugV5_k17_task3_organization") model = AutoModelForSequenceClassification.from_pretrained("MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run2_AugV5_k17_task3_organization", device_map="auto") - Notebooks
- Google Colab
- Kaggle
ArabicNewSplits5_FineTuningAraBERT_run2_AugV5_k17_task3_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: 0.5230
- Qwk: 0.4112
- Mse: 0.5230
- Rmse: 0.7232
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 | 0.0202 | 2 | 3.1870 | -0.0205 | 3.1870 | 1.7852 |
| No log | 0.0404 | 4 | 2.0990 | -0.0695 | 2.0990 | 1.4488 |
| No log | 0.0606 | 6 | 0.9904 | 0.0588 | 0.9904 | 0.9952 |
| No log | 0.0808 | 8 | 1.8432 | 0.0264 | 1.8432 | 1.3576 |
| No log | 0.1010 | 10 | 2.1358 | 0.0707 | 2.1358 | 1.4614 |
| No log | 0.1212 | 12 | 1.0533 | 0.0 | 1.0533 | 1.0263 |
| No log | 0.1414 | 14 | 0.8200 | 0.1165 | 0.8200 | 0.9056 |
| No log | 0.1616 | 16 | 0.7408 | 0.0991 | 0.7408 | 0.8607 |
| No log | 0.1818 | 18 | 0.8918 | 0.0476 | 0.8918 | 0.9444 |
| No log | 0.2020 | 20 | 0.8792 | -0.0041 | 0.8792 | 0.9376 |
| No log | 0.2222 | 22 | 0.8177 | 0.1481 | 0.8177 | 0.9043 |
| No log | 0.2424 | 24 | 0.9706 | 0.0201 | 0.9706 | 0.9852 |
| No log | 0.2626 | 26 | 1.3950 | 0.0294 | 1.3950 | 1.1811 |
| No log | 0.2828 | 28 | 1.8282 | -0.0035 | 1.8282 | 1.3521 |
| No log | 0.3030 | 30 | 1.5553 | 0.0038 | 1.5553 | 1.2471 |
| No log | 0.3232 | 32 | 1.4242 | 0.0118 | 1.4242 | 1.1934 |
| No log | 0.3434 | 34 | 1.0668 | 0.0894 | 1.0668 | 1.0329 |
| No log | 0.3636 | 36 | 0.7526 | 0.1619 | 0.7526 | 0.8675 |
| No log | 0.3838 | 38 | 0.6864 | -0.0196 | 0.6864 | 0.8285 |
| No log | 0.4040 | 40 | 0.7128 | 0.0189 | 0.7128 | 0.8443 |
| No log | 0.4242 | 42 | 0.9272 | -0.0268 | 0.9272 | 0.9629 |
| No log | 0.4444 | 44 | 1.0204 | 0.0 | 1.0204 | 1.0101 |
| No log | 0.4646 | 46 | 1.0786 | 0.0 | 1.0786 | 1.0385 |
| No log | 0.4848 | 48 | 1.1635 | -0.0268 | 1.1635 | 1.0787 |
| No log | 0.5051 | 50 | 1.0193 | 0.0522 | 1.0193 | 1.0096 |
| No log | 0.5253 | 52 | 1.1469 | 0.0522 | 1.1469 | 1.0710 |
| No log | 0.5455 | 54 | 0.9405 | 0.0175 | 0.9405 | 0.9698 |
| No log | 0.5657 | 56 | 1.1403 | 0.0288 | 1.1403 | 1.0679 |
| No log | 0.5859 | 58 | 1.2908 | 0.0201 | 1.2908 | 1.1361 |
| No log | 0.6061 | 60 | 1.4839 | 0.0614 | 1.4839 | 1.2181 |
| No log | 0.6263 | 62 | 1.2643 | 0.0476 | 1.2643 | 1.1244 |
| No log | 0.6465 | 64 | 0.8606 | 0.0980 | 0.8606 | 0.9277 |
| No log | 0.6667 | 66 | 0.7864 | 0.1323 | 0.7864 | 0.8868 |
| No log | 0.6869 | 68 | 0.9560 | 0.0333 | 0.9560 | 0.9778 |
| No log | 0.7071 | 70 | 1.0040 | 0.0333 | 1.0040 | 1.0020 |
| No log | 0.7273 | 72 | 0.8201 | -0.0133 | 0.8201 | 0.9056 |
| No log | 0.7475 | 74 | 0.6486 | 0.3216 | 0.6486 | 0.8054 |
| No log | 0.7677 | 76 | 0.7924 | 0.0823 | 0.7924 | 0.8902 |
| No log | 0.7879 | 78 | 0.8923 | 0.0717 | 0.8923 | 0.9446 |
| No log | 0.8081 | 80 | 0.7625 | 0.0526 | 0.7625 | 0.8732 |
| No log | 0.8283 | 82 | 0.5911 | 0.2418 | 0.5911 | 0.7689 |
| No log | 0.8485 | 84 | 0.6307 | 0.2749 | 0.6307 | 0.7942 |
| No log | 0.8687 | 86 | 0.6718 | 0.2593 | 0.6718 | 0.8196 |
| No log | 0.8889 | 88 | 0.9355 | 0.0717 | 0.9355 | 0.9672 |
| No log | 0.9091 | 90 | 1.0242 | 0.0333 | 1.0242 | 1.0120 |
| No log | 0.9293 | 92 | 0.6611 | 0.2688 | 0.6611 | 0.8131 |
| No log | 0.9495 | 94 | 0.5620 | 0.1667 | 0.5620 | 0.7496 |
| No log | 0.9697 | 96 | 0.6090 | -0.0159 | 0.6090 | 0.7804 |
| No log | 0.9899 | 98 | 0.5791 | 0.1373 | 0.5791 | 0.7610 |
| No log | 1.0101 | 100 | 0.6449 | 0.3103 | 0.6449 | 0.8031 |
| No log | 1.0303 | 102 | 0.9388 | 0.1781 | 0.9388 | 0.9689 |
| No log | 1.0505 | 104 | 1.3798 | 0.0843 | 1.3798 | 1.1746 |
| No log | 1.0707 | 106 | 1.1248 | 0.1000 | 1.1248 | 1.0606 |
| No log | 1.0909 | 108 | 0.6862 | 0.2350 | 0.6862 | 0.8283 |
| No log | 1.1111 | 110 | 0.5791 | 0.1895 | 0.5791 | 0.7610 |
| No log | 1.1313 | 112 | 0.6742 | -0.0081 | 0.6742 | 0.8211 |
| No log | 1.1515 | 114 | 0.6341 | 0.0476 | 0.6341 | 0.7963 |
| No log | 1.1717 | 116 | 0.7566 | 0.0833 | 0.7566 | 0.8698 |
| No log | 1.1919 | 118 | 1.0233 | 0.0957 | 1.0233 | 1.0116 |
| No log | 1.2121 | 120 | 0.7020 | 0.0222 | 0.7020 | 0.8379 |
| No log | 1.2323 | 122 | 0.6117 | 0.2340 | 0.6117 | 0.7821 |
| No log | 1.2525 | 124 | 0.7225 | 0.0213 | 0.7225 | 0.8500 |
| No log | 1.2727 | 126 | 0.7442 | 0.0157 | 0.7442 | 0.8627 |
| No log | 1.2929 | 128 | 0.7427 | 0.0612 | 0.7427 | 0.8618 |
| No log | 1.3131 | 130 | 0.6335 | 0.2632 | 0.6335 | 0.7959 |
| No log | 1.3333 | 132 | 0.6801 | 0.1364 | 0.6801 | 0.8247 |
| No log | 1.3535 | 134 | 0.8077 | 0.1269 | 0.8077 | 0.8987 |
| No log | 1.3737 | 136 | 0.7162 | 0.1739 | 0.7162 | 0.8463 |
| No log | 1.3939 | 138 | 0.7009 | 0.1045 | 0.7009 | 0.8372 |
| No log | 1.4141 | 140 | 0.7539 | 0.0769 | 0.7539 | 0.8683 |
| No log | 1.4343 | 142 | 0.6609 | 0.1884 | 0.6609 | 0.8130 |
| No log | 1.4545 | 144 | 1.4669 | 0.0073 | 1.4669 | 1.2111 |
| No log | 1.4747 | 146 | 1.6982 | 0.0 | 1.6982 | 1.3031 |
| No log | 1.4949 | 148 | 1.2980 | 0.0 | 1.2980 | 1.1393 |
| No log | 1.5152 | 150 | 1.0243 | -0.0175 | 1.0243 | 1.0121 |
| No log | 1.5354 | 152 | 0.8674 | -0.0222 | 0.8674 | 0.9313 |
| No log | 1.5556 | 154 | 0.7429 | -0.0612 | 0.7429 | 0.8619 |
| No log | 1.5758 | 156 | 0.7436 | -0.0072 | 0.7436 | 0.8623 |
| No log | 1.5960 | 158 | 0.7080 | -0.0411 | 0.7080 | 0.8414 |
| No log | 1.6162 | 160 | 0.7259 | 0.0952 | 0.7259 | 0.8520 |
| No log | 1.6364 | 162 | 0.9862 | 0.0526 | 0.9862 | 0.9931 |
| No log | 1.6566 | 164 | 0.6596 | 0.1905 | 0.6596 | 0.8122 |
| No log | 1.6768 | 166 | 0.6342 | 0.1807 | 0.6342 | 0.7964 |
| No log | 1.6970 | 168 | 0.5749 | 0.2558 | 0.5749 | 0.7582 |
| No log | 1.7172 | 170 | 0.9145 | 0.1712 | 0.9145 | 0.9563 |
| No log | 1.7374 | 172 | 0.7936 | 0.2157 | 0.7936 | 0.8908 |
| No log | 1.7576 | 174 | 0.5750 | 0.3446 | 0.5750 | 0.7583 |
| No log | 1.7778 | 176 | 0.6550 | 0.2174 | 0.6550 | 0.8093 |
| No log | 1.7980 | 178 | 0.5706 | 0.3103 | 0.5706 | 0.7554 |
| No log | 1.8182 | 180 | 1.0330 | 0.1276 | 1.0330 | 1.0163 |
| No log | 1.8384 | 182 | 1.3643 | 0.1077 | 1.3643 | 1.1680 |
| No log | 1.8586 | 184 | 0.9361 | 0.0769 | 0.9361 | 0.9675 |
| No log | 1.8788 | 186 | 0.5728 | 0.3023 | 0.5728 | 0.7568 |
| No log | 1.8990 | 188 | 0.5835 | 0.3374 | 0.5835 | 0.7639 |
| No log | 1.9192 | 190 | 0.6348 | 0.1908 | 0.6348 | 0.7967 |
| No log | 1.9394 | 192 | 1.0009 | 0.0717 | 1.0009 | 1.0005 |
| No log | 1.9596 | 194 | 1.1310 | 0.0947 | 1.1310 | 1.0635 |
| No log | 1.9798 | 196 | 0.8339 | 0.0826 | 0.8339 | 0.9132 |
| No log | 2.0 | 198 | 0.6950 | 0.0 | 0.6950 | 0.8337 |
| No log | 2.0202 | 200 | 0.6479 | 0.2683 | 0.6479 | 0.8049 |
| No log | 2.0404 | 202 | 0.6268 | 0.2683 | 0.6268 | 0.7917 |
| No log | 2.0606 | 204 | 0.6348 | 0.3086 | 0.6348 | 0.7968 |
| No log | 2.0808 | 206 | 0.5911 | 0.2542 | 0.5911 | 0.7688 |
| No log | 2.1010 | 208 | 1.0274 | 0.0667 | 1.0274 | 1.0136 |
| No log | 2.1212 | 210 | 1.1696 | 0.0894 | 1.1696 | 1.0815 |
| No log | 2.1414 | 212 | 0.8524 | 0.1050 | 0.8524 | 0.9233 |
| No log | 2.1616 | 214 | 0.5885 | 0.2444 | 0.5885 | 0.7671 |
| No log | 2.1818 | 216 | 0.5251 | 0.2393 | 0.5251 | 0.7246 |
| No log | 2.2020 | 218 | 0.5286 | 0.2644 | 0.5286 | 0.7270 |
| No log | 2.2222 | 220 | 0.5847 | 0.2842 | 0.5847 | 0.7647 |
| No log | 2.2424 | 222 | 0.5498 | 0.2865 | 0.5498 | 0.7415 |
| No log | 2.2626 | 224 | 0.5435 | 0.2857 | 0.5435 | 0.7373 |
| No log | 2.2828 | 226 | 0.5487 | 0.2527 | 0.5487 | 0.7408 |
| No log | 2.3030 | 228 | 0.5878 | 0.2688 | 0.5878 | 0.7667 |
| No log | 2.3232 | 230 | 0.5871 | 0.2707 | 0.5871 | 0.7662 |
| No log | 2.3434 | 232 | 0.5447 | 0.3023 | 0.5447 | 0.7380 |
| No log | 2.3636 | 234 | 0.7227 | 0.2621 | 0.7227 | 0.8501 |
| No log | 2.3838 | 236 | 0.6392 | 0.1823 | 0.6392 | 0.7995 |
| No log | 2.4040 | 238 | 0.5423 | 0.3563 | 0.5423 | 0.7364 |
| No log | 2.4242 | 240 | 0.5444 | 0.3708 | 0.5444 | 0.7378 |
| No log | 2.4444 | 242 | 0.5523 | 0.3757 | 0.5523 | 0.7432 |
| No log | 2.4646 | 244 | 0.5290 | 0.3418 | 0.5290 | 0.7274 |
| No log | 2.4848 | 246 | 0.5090 | 0.2318 | 0.5090 | 0.7134 |
| No log | 2.5051 | 248 | 0.4948 | 0.2432 | 0.4948 | 0.7034 |
| No log | 2.5253 | 250 | 0.5133 | 0.2201 | 0.5133 | 0.7164 |
| No log | 2.5455 | 252 | 0.5476 | 0.2381 | 0.5476 | 0.7400 |
| No log | 2.5657 | 254 | 0.4940 | 0.2941 | 0.4940 | 0.7028 |
| No log | 2.5859 | 256 | 0.5085 | 0.2778 | 0.5085 | 0.7131 |
| No log | 2.6061 | 258 | 0.5063 | 0.2318 | 0.5063 | 0.7116 |
| No log | 2.6263 | 260 | 0.5272 | 0.2485 | 0.5272 | 0.7261 |
| No log | 2.6465 | 262 | 0.5856 | 0.2787 | 0.5856 | 0.7653 |
| No log | 2.6667 | 264 | 0.6355 | 0.2410 | 0.6355 | 0.7972 |
| No log | 2.6869 | 266 | 0.8160 | 0.2727 | 0.8160 | 0.9033 |
| No log | 2.7071 | 268 | 1.0298 | 0.2184 | 1.0298 | 1.0148 |
| No log | 2.7273 | 270 | 0.9054 | 0.2374 | 0.9054 | 0.9515 |
| No log | 2.7475 | 272 | 0.7596 | 0.2821 | 0.7596 | 0.8715 |
| No log | 2.7677 | 274 | 0.8289 | 0.2922 | 0.8289 | 0.9104 |
| No log | 2.7879 | 276 | 0.8034 | 0.2922 | 0.8034 | 0.8963 |
| No log | 2.8081 | 278 | 0.7327 | 0.2793 | 0.7327 | 0.8560 |
| No log | 2.8283 | 280 | 0.7131 | 0.2646 | 0.7131 | 0.8444 |
| No log | 2.8485 | 282 | 0.7004 | 0.3498 | 0.7004 | 0.8369 |
| No log | 2.8687 | 284 | 0.6813 | 0.36 | 0.6813 | 0.8254 |
| No log | 2.8889 | 286 | 0.6008 | 0.2169 | 0.6008 | 0.7751 |
| No log | 2.9091 | 288 | 0.6105 | 0.3161 | 0.6105 | 0.7814 |
| No log | 2.9293 | 290 | 0.5689 | 0.2644 | 0.5689 | 0.7543 |
| No log | 2.9495 | 292 | 0.7917 | 0.2372 | 0.7917 | 0.8898 |
| No log | 2.9697 | 294 | 0.8816 | 0.2356 | 0.8816 | 0.9390 |
| No log | 2.9899 | 296 | 0.6617 | 0.2563 | 0.6617 | 0.8135 |
| No log | 3.0101 | 298 | 0.5704 | 0.2258 | 0.5704 | 0.7553 |
| No log | 3.0303 | 300 | 0.6038 | 0.2821 | 0.6038 | 0.7770 |
| No log | 3.0505 | 302 | 0.6603 | 0.3231 | 0.6603 | 0.8126 |
| No log | 3.0707 | 304 | 0.9833 | 0.2243 | 0.9833 | 0.9916 |
| No log | 3.0909 | 306 | 1.1034 | 0.1378 | 1.1034 | 1.0504 |
| No log | 3.1111 | 308 | 0.8058 | 0.2227 | 0.8058 | 0.8977 |
| No log | 3.1313 | 310 | 0.6486 | 0.2676 | 0.6486 | 0.8053 |
| No log | 3.1515 | 312 | 0.6410 | 0.2676 | 0.6410 | 0.8007 |
| No log | 3.1717 | 314 | 0.6564 | 0.2607 | 0.6564 | 0.8102 |
| No log | 3.1919 | 316 | 0.8318 | 0.2531 | 0.8318 | 0.9120 |
| No log | 3.2121 | 318 | 0.9298 | 0.2308 | 0.9298 | 0.9643 |
| No log | 3.2323 | 320 | 0.6966 | 0.1845 | 0.6966 | 0.8346 |
| No log | 3.2525 | 322 | 0.6074 | 0.3043 | 0.6074 | 0.7794 |
| No log | 3.2727 | 324 | 0.6003 | 0.3043 | 0.6003 | 0.7748 |
| No log | 3.2929 | 326 | 0.5871 | 0.3520 | 0.5871 | 0.7662 |
| No log | 3.3131 | 328 | 0.6601 | 0.2161 | 0.6601 | 0.8125 |
| No log | 3.3333 | 330 | 0.6786 | 0.2239 | 0.6786 | 0.8238 |
| No log | 3.3535 | 332 | 0.5679 | 0.2889 | 0.5679 | 0.7536 |
| No log | 3.3737 | 334 | 0.7634 | 0.2709 | 0.7634 | 0.8737 |
| No log | 3.3939 | 336 | 0.7989 | 0.2536 | 0.7989 | 0.8938 |
| No log | 3.4141 | 338 | 0.6269 | 0.3118 | 0.6269 | 0.7918 |
| No log | 3.4343 | 340 | 0.5739 | 0.3708 | 0.5739 | 0.7576 |
| No log | 3.4545 | 342 | 0.6329 | 0.1753 | 0.6329 | 0.7955 |
| No log | 3.4747 | 344 | 0.5988 | 0.2917 | 0.5988 | 0.7738 |
| No log | 3.4949 | 346 | 0.5671 | 0.3263 | 0.5671 | 0.7530 |
| No log | 3.5152 | 348 | 0.6106 | 0.3333 | 0.6106 | 0.7814 |
| No log | 3.5354 | 350 | 0.5901 | 0.2865 | 0.5901 | 0.7682 |
| No log | 3.5556 | 352 | 0.5594 | 0.3023 | 0.5594 | 0.7479 |
| No log | 3.5758 | 354 | 0.6059 | 0.375 | 0.6059 | 0.7784 |
| No log | 3.5960 | 356 | 0.5784 | 0.2857 | 0.5784 | 0.7605 |
| No log | 3.6162 | 358 | 0.5553 | 0.3032 | 0.5553 | 0.7452 |
| No log | 3.6364 | 360 | 0.5848 | 0.2265 | 0.5848 | 0.7647 |
| No log | 3.6566 | 362 | 0.5429 | 0.3000 | 0.5429 | 0.7368 |
| No log | 3.6768 | 364 | 0.5553 | 0.2970 | 0.5553 | 0.7452 |
| No log | 3.6970 | 366 | 0.6216 | 0.2513 | 0.6216 | 0.7884 |
| No log | 3.7172 | 368 | 0.6098 | 0.2889 | 0.6098 | 0.7809 |
| No log | 3.7374 | 370 | 0.5954 | 0.2653 | 0.5954 | 0.7716 |
| No log | 3.7576 | 372 | 0.6895 | 0.3231 | 0.6895 | 0.8304 |
| No log | 3.7778 | 374 | 0.6338 | 0.2332 | 0.6338 | 0.7961 |
| No log | 3.7980 | 376 | 0.6681 | 0.28 | 0.6681 | 0.8174 |
| No log | 3.8182 | 378 | 0.8137 | 0.2137 | 0.8137 | 0.9020 |
| No log | 3.8384 | 380 | 0.7564 | 0.2000 | 0.7564 | 0.8697 |
| No log | 3.8586 | 382 | 0.5907 | 0.2914 | 0.5907 | 0.7686 |
| No log | 3.8788 | 384 | 0.5584 | 0.2360 | 0.5584 | 0.7473 |
| No log | 3.8990 | 386 | 0.6058 | 0.3369 | 0.6058 | 0.7783 |
| No log | 3.9192 | 388 | 0.5926 | 0.3333 | 0.5926 | 0.7698 |
| No log | 3.9394 | 390 | 0.5892 | 0.2787 | 0.5892 | 0.7676 |
| No log | 3.9596 | 392 | 0.5754 | 0.2609 | 0.5754 | 0.7586 |
| No log | 3.9798 | 394 | 0.5880 | 0.2513 | 0.5880 | 0.7668 |
| No log | 4.0 | 396 | 0.5996 | 0.2593 | 0.5996 | 0.7743 |
| No log | 4.0202 | 398 | 0.7178 | 0.2549 | 0.7178 | 0.8472 |
| No log | 4.0404 | 400 | 0.7142 | 0.2563 | 0.7142 | 0.8451 |
| No log | 4.0606 | 402 | 0.5944 | 0.2787 | 0.5944 | 0.7709 |
| No log | 4.0808 | 404 | 0.5750 | 0.3043 | 0.5750 | 0.7583 |
| No log | 4.1010 | 406 | 0.6190 | 0.2865 | 0.6190 | 0.7868 |
| No log | 4.1212 | 408 | 0.6802 | 0.2081 | 0.6802 | 0.8248 |
| No log | 4.1414 | 410 | 0.6560 | 0.3535 | 0.6560 | 0.8099 |
| No log | 4.1616 | 412 | 0.6116 | 0.3118 | 0.6116 | 0.7820 |
| No log | 4.1818 | 414 | 0.5771 | 0.3073 | 0.5771 | 0.7597 |
| No log | 4.2020 | 416 | 0.5965 | 0.3224 | 0.5965 | 0.7723 |
| No log | 4.2222 | 418 | 0.6343 | 0.2169 | 0.6343 | 0.7964 |
| No log | 4.2424 | 420 | 0.6088 | 0.2626 | 0.6088 | 0.7802 |
| No log | 4.2626 | 422 | 0.6236 | 0.2370 | 0.6236 | 0.7897 |
| No log | 4.2828 | 424 | 0.5400 | 0.3086 | 0.5400 | 0.7348 |
| No log | 4.3030 | 426 | 0.5092 | 0.3374 | 0.5092 | 0.7136 |
| No log | 4.3232 | 428 | 0.5168 | 0.3939 | 0.5168 | 0.7189 |
| No log | 4.3434 | 430 | 0.5459 | 0.2994 | 0.5459 | 0.7389 |
| No log | 4.3636 | 432 | 0.5748 | 0.3149 | 0.5748 | 0.7581 |
| No log | 4.3838 | 434 | 0.5902 | 0.2809 | 0.5902 | 0.7683 |
| No log | 4.4040 | 436 | 0.5618 | 0.3520 | 0.5618 | 0.7495 |
| No log | 4.4242 | 438 | 0.5404 | 0.3224 | 0.5404 | 0.7351 |
| No log | 4.4444 | 440 | 0.5540 | 0.3224 | 0.5540 | 0.7443 |
| No log | 4.4646 | 442 | 0.5340 | 0.3520 | 0.5340 | 0.7307 |
| No log | 4.4848 | 444 | 0.5347 | 0.3103 | 0.5347 | 0.7312 |
| No log | 4.5051 | 446 | 0.5391 | 0.2558 | 0.5391 | 0.7342 |
| No log | 4.5253 | 448 | 0.5378 | 0.2994 | 0.5378 | 0.7333 |
| No log | 4.5455 | 450 | 0.6327 | 0.2340 | 0.6327 | 0.7954 |
| No log | 4.5657 | 452 | 0.6913 | 0.2332 | 0.6913 | 0.8314 |
| No log | 4.5859 | 454 | 0.5905 | 0.3103 | 0.5905 | 0.7684 |
| No log | 4.6061 | 456 | 0.5254 | 0.2558 | 0.5254 | 0.7248 |
| No log | 4.6263 | 458 | 0.5294 | 0.2593 | 0.5294 | 0.7276 |
| No log | 4.6465 | 460 | 0.5184 | 0.2298 | 0.5184 | 0.7200 |
| No log | 4.6667 | 462 | 0.5212 | 0.2405 | 0.5212 | 0.7219 |
| No log | 4.6869 | 464 | 0.5331 | 0.25 | 0.5331 | 0.7301 |
| No log | 4.7071 | 466 | 0.5254 | 0.25 | 0.5254 | 0.7248 |
| No log | 4.7273 | 468 | 0.5263 | 0.2527 | 0.5263 | 0.7255 |
| No log | 4.7475 | 470 | 0.5425 | 0.2917 | 0.5425 | 0.7366 |
| No log | 4.7677 | 472 | 0.5806 | 0.3548 | 0.5806 | 0.7620 |
| No log | 4.7879 | 474 | 0.5800 | 0.2917 | 0.5800 | 0.7616 |
| No log | 4.8081 | 476 | 0.5883 | 0.3231 | 0.5883 | 0.7670 |
| No log | 4.8283 | 478 | 0.5879 | 0.3231 | 0.5879 | 0.7667 |
| No log | 4.8485 | 480 | 0.6642 | 0.3846 | 0.6642 | 0.8150 |
| No log | 4.8687 | 482 | 0.7688 | 0.2423 | 0.7688 | 0.8768 |
| No log | 4.8889 | 484 | 0.6333 | 0.3575 | 0.6333 | 0.7958 |
| No log | 4.9091 | 486 | 0.5678 | 0.3831 | 0.5678 | 0.7535 |
| No log | 4.9293 | 488 | 0.5966 | 0.3508 | 0.5966 | 0.7724 |
| No log | 4.9495 | 490 | 0.5598 | 0.4091 | 0.5598 | 0.7482 |
| No log | 4.9697 | 492 | 0.5400 | 0.4222 | 0.5400 | 0.7348 |
| No log | 4.9899 | 494 | 0.5455 | 0.3548 | 0.5455 | 0.7386 |
| No log | 5.0101 | 496 | 0.5365 | 0.3043 | 0.5365 | 0.7325 |
| No log | 5.0303 | 498 | 0.5521 | 0.3508 | 0.5521 | 0.7431 |
| 0.4579 | 5.0505 | 500 | 0.5674 | 0.3402 | 0.5674 | 0.7533 |
| 0.4579 | 5.0707 | 502 | 0.5754 | 0.4051 | 0.5754 | 0.7586 |
| 0.4579 | 5.0909 | 504 | 0.6301 | 0.3488 | 0.6301 | 0.7938 |
| 0.4579 | 5.1111 | 506 | 0.6263 | 0.3833 | 0.6263 | 0.7914 |
| 0.4579 | 5.1313 | 508 | 0.6124 | 0.4495 | 0.6124 | 0.7826 |
| 0.4579 | 5.1515 | 510 | 0.6223 | 0.3469 | 0.6223 | 0.7889 |
| 0.4579 | 5.1717 | 512 | 0.6570 | 0.3575 | 0.6570 | 0.8105 |
| 0.4579 | 5.1919 | 514 | 0.7296 | 0.2348 | 0.7296 | 0.8542 |
| 0.4579 | 5.2121 | 516 | 0.8845 | 0.2558 | 0.8845 | 0.9405 |
| 0.4579 | 5.2323 | 518 | 0.7926 | 0.1861 | 0.7926 | 0.8903 |
| 0.4579 | 5.2525 | 520 | 0.6039 | 0.2842 | 0.6039 | 0.7771 |
| 0.4579 | 5.2727 | 522 | 0.5392 | 0.4348 | 0.5392 | 0.7343 |
| 0.4579 | 5.2929 | 524 | 0.5625 | 0.4033 | 0.5625 | 0.7500 |
| 0.4579 | 5.3131 | 526 | 0.5203 | 0.3927 | 0.5203 | 0.7213 |
| 0.4579 | 5.3333 | 528 | 0.5312 | 0.3617 | 0.5312 | 0.7288 |
| 0.4579 | 5.3535 | 530 | 0.5194 | 0.4227 | 0.5194 | 0.7207 |
| 0.4579 | 5.3737 | 532 | 0.5338 | 0.4747 | 0.5338 | 0.7306 |
| 0.4579 | 5.3939 | 534 | 0.5244 | 0.3402 | 0.5244 | 0.7241 |
| 0.4579 | 5.4141 | 536 | 0.5227 | 0.3433 | 0.5227 | 0.7229 |
| 0.4579 | 5.4343 | 538 | 0.5235 | 0.3367 | 0.5235 | 0.7235 |
| 0.4579 | 5.4545 | 540 | 0.5309 | 0.4400 | 0.5309 | 0.7286 |
| 0.4579 | 5.4747 | 542 | 0.5319 | 0.4526 | 0.5319 | 0.7293 |
| 0.4579 | 5.4949 | 544 | 0.5085 | 0.3263 | 0.5085 | 0.7131 |
| 0.4579 | 5.5152 | 546 | 0.5957 | 0.2917 | 0.5957 | 0.7718 |
| 0.4579 | 5.5354 | 548 | 0.6513 | 0.2251 | 0.6513 | 0.8071 |
| 0.4579 | 5.5556 | 550 | 0.5601 | 0.2941 | 0.5601 | 0.7484 |
| 0.4579 | 5.5758 | 552 | 0.5149 | 0.4220 | 0.5149 | 0.7175 |
| 0.4579 | 5.5960 | 554 | 0.5955 | 0.4286 | 0.5955 | 0.7717 |
| 0.4579 | 5.6162 | 556 | 0.6114 | 0.4059 | 0.6114 | 0.7819 |
| 0.4579 | 5.6364 | 558 | 0.5498 | 0.4475 | 0.5498 | 0.7415 |
| 0.4579 | 5.6566 | 560 | 0.4987 | 0.3333 | 0.4987 | 0.7062 |
| 0.4579 | 5.6768 | 562 | 0.5096 | 0.2994 | 0.5096 | 0.7138 |
| 0.4579 | 5.6970 | 564 | 0.4931 | 0.3407 | 0.4931 | 0.7022 |
| 0.4579 | 5.7172 | 566 | 0.4904 | 0.3297 | 0.4904 | 0.7003 |
| 0.4579 | 5.7374 | 568 | 0.5078 | 0.2994 | 0.5078 | 0.7126 |
| 0.4579 | 5.7576 | 570 | 0.5475 | 0.2994 | 0.5475 | 0.7399 |
| 0.4579 | 5.7778 | 572 | 0.5290 | 0.2994 | 0.5290 | 0.7273 |
| 0.4579 | 5.7980 | 574 | 0.5046 | 0.4229 | 0.5046 | 0.7103 |
| 0.4579 | 5.8182 | 576 | 0.5056 | 0.4510 | 0.5056 | 0.7110 |
| 0.4579 | 5.8384 | 578 | 0.5144 | 0.4396 | 0.5144 | 0.7172 |
| 0.4579 | 5.8586 | 580 | 0.5139 | 0.4396 | 0.5139 | 0.7168 |
| 0.4579 | 5.8788 | 582 | 0.5298 | 0.2889 | 0.5298 | 0.7279 |
| 0.4579 | 5.8990 | 584 | 0.5301 | 0.2889 | 0.5301 | 0.7281 |
| 0.4579 | 5.9192 | 586 | 0.5112 | 0.4573 | 0.5112 | 0.7150 |
| 0.4579 | 5.9394 | 588 | 0.5324 | 0.4222 | 0.5324 | 0.7297 |
| 0.4579 | 5.9596 | 590 | 0.5216 | 0.4350 | 0.5216 | 0.7222 |
| 0.4579 | 5.9798 | 592 | 0.5017 | 0.3520 | 0.5017 | 0.7083 |
| 0.4579 | 6.0 | 594 | 0.5341 | 0.2644 | 0.5341 | 0.7308 |
| 0.4579 | 6.0202 | 596 | 0.5396 | 0.2644 | 0.5396 | 0.7346 |
| 0.4579 | 6.0404 | 598 | 0.5068 | 0.3412 | 0.5068 | 0.7119 |
| 0.4579 | 6.0606 | 600 | 0.4975 | 0.3136 | 0.4975 | 0.7053 |
| 0.4579 | 6.0808 | 602 | 0.5148 | 0.4350 | 0.5148 | 0.7175 |
| 0.4579 | 6.1010 | 604 | 0.5482 | 0.3797 | 0.5482 | 0.7404 |
| 0.4579 | 6.1212 | 606 | 0.5265 | 0.3862 | 0.5265 | 0.7256 |
| 0.4579 | 6.1414 | 608 | 0.4977 | 0.4409 | 0.4977 | 0.7055 |
| 0.4579 | 6.1616 | 610 | 0.4993 | 0.4475 | 0.4993 | 0.7066 |
| 0.4579 | 6.1818 | 612 | 0.5171 | 0.4098 | 0.5171 | 0.7191 |
| 0.4579 | 6.2020 | 614 | 0.5191 | 0.4098 | 0.5191 | 0.7205 |
| 0.4579 | 6.2222 | 616 | 0.5018 | 0.4667 | 0.5018 | 0.7084 |
| 0.4579 | 6.2424 | 618 | 0.5025 | 0.5027 | 0.5025 | 0.7089 |
| 0.4579 | 6.2626 | 620 | 0.5075 | 0.3478 | 0.5075 | 0.7124 |
| 0.4579 | 6.2828 | 622 | 0.5052 | 0.4667 | 0.5052 | 0.7107 |
| 0.4579 | 6.3030 | 624 | 0.5618 | 0.2865 | 0.5618 | 0.7495 |
| 0.4579 | 6.3232 | 626 | 0.5971 | 0.2487 | 0.5971 | 0.7727 |
| 0.4579 | 6.3434 | 628 | 0.5623 | 0.2865 | 0.5623 | 0.7499 |
| 0.4579 | 6.3636 | 630 | 0.5028 | 0.4413 | 0.5028 | 0.7091 |
| 0.4579 | 6.3838 | 632 | 0.4946 | 0.5027 | 0.4946 | 0.7033 |
| 0.4579 | 6.4040 | 634 | 0.5173 | 0.3023 | 0.5173 | 0.7192 |
| 0.4579 | 6.4242 | 636 | 0.5974 | 0.3016 | 0.5974 | 0.7729 |
| 0.4579 | 6.4444 | 638 | 0.6072 | 0.3402 | 0.6072 | 0.7792 |
| 0.4579 | 6.4646 | 640 | 0.5847 | 0.3333 | 0.5847 | 0.7647 |
| 0.4579 | 6.4848 | 642 | 0.5184 | 0.4343 | 0.5184 | 0.7200 |
| 0.4579 | 6.5051 | 644 | 0.5232 | 0.4717 | 0.5232 | 0.7233 |
| 0.4579 | 6.5253 | 646 | 0.5559 | 0.4341 | 0.5559 | 0.7456 |
| 0.4579 | 6.5455 | 648 | 0.5635 | 0.4341 | 0.5635 | 0.7507 |
| 0.4579 | 6.5657 | 650 | 0.5420 | 0.4717 | 0.5420 | 0.7362 |
| 0.4579 | 6.5859 | 652 | 0.5155 | 0.4639 | 0.5155 | 0.7180 |
| 0.4579 | 6.6061 | 654 | 0.5852 | 0.3706 | 0.5852 | 0.7650 |
| 0.4579 | 6.6263 | 656 | 0.6578 | 0.3208 | 0.6578 | 0.8110 |
| 0.4579 | 6.6465 | 658 | 0.6178 | 0.3663 | 0.6178 | 0.7860 |
| 0.4579 | 6.6667 | 660 | 0.5615 | 0.3730 | 0.5615 | 0.7494 |
| 0.4579 | 6.6869 | 662 | 0.5190 | 0.4639 | 0.5190 | 0.7204 |
| 0.4579 | 6.7071 | 664 | 0.5503 | 0.3846 | 0.5503 | 0.7418 |
| 0.4579 | 6.7273 | 666 | 0.5600 | 0.3498 | 0.5600 | 0.7484 |
| 0.4579 | 6.7475 | 668 | 0.5294 | 0.4286 | 0.5294 | 0.7276 |
| 0.4579 | 6.7677 | 670 | 0.5083 | 0.5027 | 0.5083 | 0.7130 |
| 0.4579 | 6.7879 | 672 | 0.5251 | 0.3829 | 0.5251 | 0.7246 |
| 0.4579 | 6.8081 | 674 | 0.5396 | 0.3778 | 0.5396 | 0.7346 |
| 0.4579 | 6.8283 | 676 | 0.5364 | 0.3778 | 0.5364 | 0.7324 |
| 0.4579 | 6.8485 | 678 | 0.5362 | 0.3829 | 0.5362 | 0.7323 |
| 0.4579 | 6.8687 | 680 | 0.5354 | 0.3548 | 0.5354 | 0.7317 |
| 0.4579 | 6.8889 | 682 | 0.5344 | 0.4404 | 0.5344 | 0.7310 |
| 0.4579 | 6.9091 | 684 | 0.5355 | 0.4286 | 0.5355 | 0.7318 |
| 0.4579 | 6.9293 | 686 | 0.5689 | 0.4118 | 0.5689 | 0.7543 |
| 0.4579 | 6.9495 | 688 | 0.6006 | 0.3561 | 0.6006 | 0.7750 |
| 0.4579 | 6.9697 | 690 | 0.6201 | 0.3301 | 0.6201 | 0.7874 |
| 0.4579 | 6.9899 | 692 | 0.5949 | 0.3905 | 0.5949 | 0.7713 |
| 0.4579 | 7.0101 | 694 | 0.5772 | 0.4450 | 0.5772 | 0.7598 |
| 0.4579 | 7.0303 | 696 | 0.5635 | 0.3663 | 0.5635 | 0.7506 |
| 0.4579 | 7.0505 | 698 | 0.5966 | 0.3267 | 0.5966 | 0.7724 |
| 0.4579 | 7.0707 | 700 | 0.5999 | 0.3267 | 0.5999 | 0.7745 |
| 0.4579 | 7.0909 | 702 | 0.5946 | 0.3267 | 0.5946 | 0.7711 |
| 0.4579 | 7.1111 | 704 | 0.5895 | 0.3267 | 0.5895 | 0.7678 |
| 0.4579 | 7.1313 | 706 | 0.5657 | 0.4175 | 0.5657 | 0.7521 |
| 0.4579 | 7.1515 | 708 | 0.5492 | 0.4639 | 0.5492 | 0.7410 |
| 0.4579 | 7.1717 | 710 | 0.5457 | 0.4286 | 0.5457 | 0.7387 |
| 0.4579 | 7.1919 | 712 | 0.5412 | 0.4518 | 0.5412 | 0.7357 |
| 0.4579 | 7.2121 | 714 | 0.5382 | 0.4639 | 0.5382 | 0.7336 |
| 0.4579 | 7.2323 | 716 | 0.5382 | 0.4468 | 0.5382 | 0.7336 |
| 0.4579 | 7.2525 | 718 | 0.5371 | 0.3730 | 0.5371 | 0.7329 |
| 0.4579 | 7.2727 | 720 | 0.5359 | 0.4409 | 0.5359 | 0.7320 |
| 0.4579 | 7.2929 | 722 | 0.5436 | 0.4286 | 0.5436 | 0.7373 |
| 0.4579 | 7.3131 | 724 | 0.5479 | 0.4286 | 0.5479 | 0.7402 |
| 0.4579 | 7.3333 | 726 | 0.5511 | 0.4286 | 0.5511 | 0.7423 |
| 0.4579 | 7.3535 | 728 | 0.5585 | 0.4286 | 0.5585 | 0.7473 |
| 0.4579 | 7.3737 | 730 | 0.5709 | 0.375 | 0.5709 | 0.7556 |
| 0.4579 | 7.3939 | 732 | 0.5908 | 0.3814 | 0.5908 | 0.7686 |
| 0.4579 | 7.4141 | 734 | 0.5987 | 0.3814 | 0.5987 | 0.7737 |
| 0.4579 | 7.4343 | 736 | 0.5893 | 0.3641 | 0.5893 | 0.7677 |
| 0.4579 | 7.4545 | 738 | 0.5886 | 0.4510 | 0.5886 | 0.7672 |
| 0.4579 | 7.4747 | 740 | 0.5875 | 0.4510 | 0.5875 | 0.7665 |
| 0.4579 | 7.4949 | 742 | 0.5845 | 0.4510 | 0.5845 | 0.7646 |
| 0.4579 | 7.5152 | 744 | 0.5891 | 0.375 | 0.5891 | 0.7675 |
| 0.4579 | 7.5354 | 746 | 0.5911 | 0.3814 | 0.5911 | 0.7688 |
| 0.4579 | 7.5556 | 748 | 0.5810 | 0.3862 | 0.5810 | 0.7622 |
| 0.4579 | 7.5758 | 750 | 0.5765 | 0.3862 | 0.5765 | 0.7593 |
| 0.4579 | 7.5960 | 752 | 0.5770 | 0.3224 | 0.5770 | 0.7596 |
| 0.4579 | 7.6162 | 754 | 0.6038 | 0.2941 | 0.6038 | 0.7770 |
| 0.4579 | 7.6364 | 756 | 0.6023 | 0.2941 | 0.6023 | 0.7761 |
| 0.4579 | 7.6566 | 758 | 0.5869 | 0.2842 | 0.5869 | 0.7661 |
| 0.4579 | 7.6768 | 760 | 0.5571 | 0.3862 | 0.5571 | 0.7464 |
| 0.4579 | 7.6970 | 762 | 0.5457 | 0.4639 | 0.5457 | 0.7387 |
| 0.4579 | 7.7172 | 764 | 0.5575 | 0.4286 | 0.5575 | 0.7467 |
| 0.4579 | 7.7374 | 766 | 0.5590 | 0.4286 | 0.5590 | 0.7477 |
| 0.4579 | 7.7576 | 768 | 0.5564 | 0.4518 | 0.5564 | 0.7459 |
| 0.4579 | 7.7778 | 770 | 0.5576 | 0.4455 | 0.5576 | 0.7467 |
| 0.4579 | 7.7980 | 772 | 0.5558 | 0.4455 | 0.5558 | 0.7455 |
| 0.4579 | 7.8182 | 774 | 0.5515 | 0.4455 | 0.5515 | 0.7426 |
| 0.4579 | 7.8384 | 776 | 0.5470 | 0.4 | 0.5470 | 0.7396 |
| 0.4579 | 7.8586 | 778 | 0.5448 | 0.3641 | 0.5448 | 0.7381 |
| 0.4579 | 7.8788 | 780 | 0.5368 | 0.4 | 0.5368 | 0.7327 |
| 0.4579 | 7.8990 | 782 | 0.5316 | 0.4764 | 0.5316 | 0.7291 |
| 0.4579 | 7.9192 | 784 | 0.5376 | 0.3913 | 0.5376 | 0.7332 |
| 0.4579 | 7.9394 | 786 | 0.5781 | 0.2967 | 0.5781 | 0.7603 |
| 0.4579 | 7.9596 | 788 | 0.6001 | 0.2917 | 0.6001 | 0.7747 |
| 0.4579 | 7.9798 | 790 | 0.6165 | 0.2917 | 0.6165 | 0.7852 |
| 0.4579 | 8.0 | 792 | 0.5858 | 0.3407 | 0.5858 | 0.7654 |
| 0.4579 | 8.0202 | 794 | 0.5452 | 0.3913 | 0.5452 | 0.7384 |
| 0.4579 | 8.0404 | 796 | 0.5327 | 0.4059 | 0.5327 | 0.7299 |
| 0.4579 | 8.0606 | 798 | 0.5416 | 0.3939 | 0.5416 | 0.7359 |
| 0.4579 | 8.0808 | 800 | 0.5396 | 0.3939 | 0.5396 | 0.7346 |
| 0.4579 | 8.1010 | 802 | 0.5320 | 0.4171 | 0.5320 | 0.7294 |
| 0.4579 | 8.1212 | 804 | 0.5422 | 0.3913 | 0.5422 | 0.7363 |
| 0.4579 | 8.1414 | 806 | 0.5758 | 0.3488 | 0.5758 | 0.7588 |
| 0.4579 | 8.1616 | 808 | 0.6074 | 0.3369 | 0.6074 | 0.7793 |
| 0.4579 | 8.1818 | 810 | 0.6029 | 0.3407 | 0.6029 | 0.7765 |
| 0.4579 | 8.2020 | 812 | 0.5787 | 0.4157 | 0.5787 | 0.7607 |
| 0.4579 | 8.2222 | 814 | 0.5634 | 0.3913 | 0.5634 | 0.7506 |
| 0.4579 | 8.2424 | 816 | 0.5520 | 0.4526 | 0.5520 | 0.7429 |
| 0.4579 | 8.2626 | 818 | 0.5456 | 0.4059 | 0.5456 | 0.7387 |
| 0.4579 | 8.2828 | 820 | 0.5429 | 0.3951 | 0.5429 | 0.7368 |
| 0.4579 | 8.3030 | 822 | 0.5400 | 0.4171 | 0.5400 | 0.7349 |
| 0.4579 | 8.3232 | 824 | 0.5409 | 0.4526 | 0.5409 | 0.7355 |
| 0.4579 | 8.3434 | 826 | 0.5422 | 0.4526 | 0.5422 | 0.7364 |
| 0.4579 | 8.3636 | 828 | 0.5467 | 0.4033 | 0.5467 | 0.7394 |
| 0.4579 | 8.3838 | 830 | 0.5436 | 0.4033 | 0.5436 | 0.7373 |
| 0.4579 | 8.4040 | 832 | 0.5369 | 0.3913 | 0.5369 | 0.7327 |
| 0.4579 | 8.4242 | 834 | 0.5287 | 0.4725 | 0.5287 | 0.7271 |
| 0.4579 | 8.4444 | 836 | 0.5277 | 0.3913 | 0.5277 | 0.7264 |
| 0.4579 | 8.4646 | 838 | 0.5257 | 0.4091 | 0.5257 | 0.7251 |
| 0.4579 | 8.4848 | 840 | 0.5193 | 0.4091 | 0.5193 | 0.7206 |
| 0.4579 | 8.5051 | 842 | 0.5130 | 0.4725 | 0.5130 | 0.7162 |
| 0.4579 | 8.5253 | 844 | 0.5090 | 0.4222 | 0.5090 | 0.7134 |
| 0.4579 | 8.5455 | 846 | 0.5090 | 0.4222 | 0.5090 | 0.7134 |
| 0.4579 | 8.5657 | 848 | 0.5103 | 0.4536 | 0.5103 | 0.7143 |
| 0.4579 | 8.5859 | 850 | 0.5110 | 0.4894 | 0.5110 | 0.7149 |
| 0.4579 | 8.6061 | 852 | 0.5123 | 0.4894 | 0.5123 | 0.7158 |
| 0.4579 | 8.6263 | 854 | 0.5145 | 0.4894 | 0.5145 | 0.7173 |
| 0.4579 | 8.6465 | 856 | 0.5168 | 0.4764 | 0.5168 | 0.7189 |
| 0.4579 | 8.6667 | 858 | 0.5195 | 0.4112 | 0.5195 | 0.7208 |
| 0.4579 | 8.6869 | 860 | 0.5230 | 0.4112 | 0.5230 | 0.7232 |
| 0.4579 | 8.7071 | 862 | 0.5252 | 0.4112 | 0.5252 | 0.7247 |
| 0.4579 | 8.7273 | 864 | 0.5218 | 0.4112 | 0.5218 | 0.7224 |
| 0.4579 | 8.7475 | 866 | 0.5232 | 0.4526 | 0.5232 | 0.7233 |
| 0.4579 | 8.7677 | 868 | 0.5328 | 0.4286 | 0.5328 | 0.7300 |
| 0.4579 | 8.7879 | 870 | 0.5381 | 0.4286 | 0.5381 | 0.7335 |
| 0.4579 | 8.8081 | 872 | 0.5357 | 0.4286 | 0.5357 | 0.7319 |
| 0.4579 | 8.8283 | 874 | 0.5258 | 0.4652 | 0.5258 | 0.7251 |
| 0.4579 | 8.8485 | 876 | 0.5176 | 0.4894 | 0.5176 | 0.7195 |
| 0.4579 | 8.8687 | 878 | 0.5225 | 0.4400 | 0.5225 | 0.7229 |
| 0.4579 | 8.8889 | 880 | 0.5330 | 0.4229 | 0.5330 | 0.7300 |
| 0.4579 | 8.9091 | 882 | 0.5389 | 0.3878 | 0.5389 | 0.7341 |
| 0.4579 | 8.9293 | 884 | 0.5362 | 0.4229 | 0.5362 | 0.7323 |
| 0.4579 | 8.9495 | 886 | 0.5317 | 0.4343 | 0.5317 | 0.7292 |
| 0.4579 | 8.9697 | 888 | 0.5251 | 0.4400 | 0.5251 | 0.7246 |
| 0.4579 | 8.9899 | 890 | 0.5256 | 0.4286 | 0.5256 | 0.7250 |
| 0.4579 | 9.0101 | 892 | 0.5313 | 0.4819 | 0.5313 | 0.7289 |
| 0.4579 | 9.0303 | 894 | 0.5337 | 0.4526 | 0.5337 | 0.7306 |
| 0.4579 | 9.0505 | 896 | 0.5427 | 0.4652 | 0.5427 | 0.7367 |
| 0.4579 | 9.0707 | 898 | 0.5481 | 0.4098 | 0.5481 | 0.7404 |
| 0.4579 | 9.0909 | 900 | 0.5420 | 0.4652 | 0.5420 | 0.7362 |
| 0.4579 | 9.1111 | 902 | 0.5344 | 0.4526 | 0.5344 | 0.7310 |
| 0.4579 | 9.1313 | 904 | 0.5292 | 0.4819 | 0.5292 | 0.7275 |
| 0.4579 | 9.1515 | 906 | 0.5268 | 0.4286 | 0.5268 | 0.7258 |
| 0.4579 | 9.1717 | 908 | 0.5227 | 0.4286 | 0.5227 | 0.7230 |
| 0.4579 | 9.1919 | 910 | 0.5217 | 0.4400 | 0.5217 | 0.7223 |
| 0.4579 | 9.2121 | 912 | 0.5260 | 0.4343 | 0.5260 | 0.7252 |
| 0.4579 | 9.2323 | 914 | 0.5298 | 0.4343 | 0.5298 | 0.7279 |
| 0.4579 | 9.2525 | 916 | 0.5275 | 0.4343 | 0.5275 | 0.7263 |
| 0.4579 | 9.2727 | 918 | 0.5219 | 0.4343 | 0.5219 | 0.7224 |
| 0.4579 | 9.2929 | 920 | 0.5189 | 0.4051 | 0.5189 | 0.7203 |
| 0.4579 | 9.3131 | 922 | 0.5162 | 0.4346 | 0.5162 | 0.7185 |
| 0.4579 | 9.3333 | 924 | 0.5161 | 0.4819 | 0.5161 | 0.7184 |
| 0.4579 | 9.3535 | 926 | 0.5188 | 0.4526 | 0.5188 | 0.7203 |
| 0.4579 | 9.3737 | 928 | 0.5230 | 0.4652 | 0.5230 | 0.7232 |
| 0.4579 | 9.3939 | 930 | 0.5292 | 0.4286 | 0.5292 | 0.7275 |
| 0.4579 | 9.4141 | 932 | 0.5306 | 0.4286 | 0.5306 | 0.7284 |
| 0.4579 | 9.4343 | 934 | 0.5292 | 0.4286 | 0.5292 | 0.7275 |
| 0.4579 | 9.4545 | 936 | 0.5256 | 0.4526 | 0.5256 | 0.7250 |
| 0.4579 | 9.4747 | 938 | 0.5206 | 0.4526 | 0.5206 | 0.7215 |
| 0.4579 | 9.4949 | 940 | 0.5182 | 0.4819 | 0.5182 | 0.7199 |
| 0.4579 | 9.5152 | 942 | 0.5183 | 0.4346 | 0.5183 | 0.7200 |
| 0.4579 | 9.5354 | 944 | 0.5192 | 0.4227 | 0.5192 | 0.7205 |
| 0.4579 | 9.5556 | 946 | 0.5203 | 0.4171 | 0.5203 | 0.7213 |
| 0.4579 | 9.5758 | 948 | 0.5219 | 0.4819 | 0.5219 | 0.7224 |
| 0.4579 | 9.5960 | 950 | 0.5233 | 0.4819 | 0.5233 | 0.7234 |
| 0.4579 | 9.6162 | 952 | 0.5247 | 0.4819 | 0.5247 | 0.7244 |
| 0.4579 | 9.6364 | 954 | 0.5250 | 0.4819 | 0.5250 | 0.7246 |
| 0.4579 | 9.6566 | 956 | 0.5245 | 0.4171 | 0.5245 | 0.7242 |
| 0.4579 | 9.6768 | 958 | 0.5237 | 0.4059 | 0.5237 | 0.7237 |
| 0.4579 | 9.6970 | 960 | 0.5231 | 0.4059 | 0.5231 | 0.7232 |
| 0.4579 | 9.7172 | 962 | 0.5233 | 0.4059 | 0.5233 | 0.7234 |
| 0.4579 | 9.7374 | 964 | 0.5238 | 0.4059 | 0.5238 | 0.7237 |
| 0.4579 | 9.7576 | 966 | 0.5243 | 0.4059 | 0.5243 | 0.7241 |
| 0.4579 | 9.7778 | 968 | 0.5247 | 0.4059 | 0.5247 | 0.7244 |
| 0.4579 | 9.7980 | 970 | 0.5247 | 0.4573 | 0.5247 | 0.7244 |
| 0.4579 | 9.8182 | 972 | 0.5241 | 0.4059 | 0.5241 | 0.7240 |
| 0.4579 | 9.8384 | 974 | 0.5235 | 0.4059 | 0.5235 | 0.7235 |
| 0.4579 | 9.8586 | 976 | 0.5232 | 0.4059 | 0.5232 | 0.7233 |
| 0.4579 | 9.8788 | 978 | 0.5231 | 0.4112 | 0.5231 | 0.7233 |
| 0.4579 | 9.8990 | 980 | 0.5232 | 0.4112 | 0.5232 | 0.7233 |
| 0.4579 | 9.9192 | 982 | 0.5233 | 0.4112 | 0.5233 | 0.7234 |
| 0.4579 | 9.9394 | 984 | 0.5232 | 0.4112 | 0.5232 | 0.7233 |
| 0.4579 | 9.9596 | 986 | 0.5231 | 0.4112 | 0.5231 | 0.7233 |
| 0.4579 | 9.9798 | 988 | 0.5231 | 0.4112 | 0.5231 | 0.7232 |
| 0.4579 | 10.0 | 990 | 0.5230 | 0.4112 | 0.5230 | 0.7232 |
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_run2_AugV5_k17_task3_organization
Base model
aubmindlab/bert-base-arabertv02