Instructions to use MayBashendy/ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k15_task3_organization with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use MayBashendy/ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k15_task3_organization with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="MayBashendy/ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k15_task3_organization")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("MayBashendy/ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k15_task3_organization") model = AutoModelForSequenceClassification.from_pretrained("MayBashendy/ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k15_task3_organization", device_map="auto") - Notebooks
- Google Colab
- Kaggle
ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k15_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: 0.6736
- Qwk: 0.3214
- Mse: 0.6736
- Rmse: 0.8207
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 | 0.0267 | 2 | 3.0243 | 0.0029 | 3.0243 | 1.7391 |
| No log | 0.0533 | 4 | 1.8107 | 0.0303 | 1.8107 | 1.3456 |
| No log | 0.08 | 6 | 1.2285 | 0.0677 | 1.2285 | 1.1084 |
| No log | 0.1067 | 8 | 0.6913 | -0.0556 | 0.6913 | 0.8314 |
| No log | 0.1333 | 10 | 0.6630 | -0.0159 | 0.6630 | 0.8143 |
| No log | 0.16 | 12 | 0.6149 | 0.1053 | 0.6149 | 0.7842 |
| No log | 0.1867 | 14 | 0.9526 | 0.2000 | 0.9526 | 0.9760 |
| No log | 0.2133 | 16 | 0.7782 | 0.2077 | 0.7782 | 0.8821 |
| No log | 0.24 | 18 | 0.6166 | -0.0732 | 0.6166 | 0.7853 |
| No log | 0.2667 | 20 | 0.6618 | -0.0732 | 0.6618 | 0.8135 |
| No log | 0.2933 | 22 | 0.6414 | -0.0370 | 0.6414 | 0.8009 |
| No log | 0.32 | 24 | 0.6603 | -0.0068 | 0.6603 | 0.8126 |
| No log | 0.3467 | 26 | 0.7057 | 0.0 | 0.7057 | 0.8401 |
| No log | 0.3733 | 28 | 0.6978 | 0.0345 | 0.6978 | 0.8353 |
| No log | 0.4 | 30 | 0.6931 | -0.0286 | 0.6931 | 0.8326 |
| No log | 0.4267 | 32 | 0.6955 | 0.1135 | 0.6955 | 0.8340 |
| No log | 0.4533 | 34 | 1.3806 | 0.0526 | 1.3806 | 1.1750 |
| No log | 0.48 | 36 | 1.0465 | 0.1392 | 1.0465 | 1.0230 |
| No log | 0.5067 | 38 | 0.5852 | 0.1392 | 0.5852 | 0.7650 |
| No log | 0.5333 | 40 | 0.6057 | 0.0588 | 0.6057 | 0.7783 |
| No log | 0.56 | 42 | 0.5862 | 0.0986 | 0.5862 | 0.7656 |
| No log | 0.5867 | 44 | 0.6762 | 0.2410 | 0.6762 | 0.8223 |
| No log | 0.6133 | 46 | 0.7480 | 0.1852 | 0.7480 | 0.8649 |
| No log | 0.64 | 48 | 0.6382 | 0.1543 | 0.6382 | 0.7989 |
| No log | 0.6667 | 50 | 0.6515 | 0.2102 | 0.6515 | 0.8071 |
| No log | 0.6933 | 52 | 0.6617 | 0.1467 | 0.6617 | 0.8135 |
| No log | 0.72 | 54 | 0.7968 | 0.1020 | 0.7968 | 0.8926 |
| No log | 0.7467 | 56 | 0.6948 | 0.0769 | 0.6948 | 0.8336 |
| No log | 0.7733 | 58 | 0.6230 | 0.0897 | 0.6230 | 0.7893 |
| No log | 0.8 | 60 | 0.6442 | 0.0380 | 0.6442 | 0.8026 |
| No log | 0.8267 | 62 | 0.6213 | 0.0327 | 0.6213 | 0.7882 |
| No log | 0.8533 | 64 | 0.5686 | 0.1688 | 0.5686 | 0.7541 |
| No log | 0.88 | 66 | 0.5569 | 0.2381 | 0.5569 | 0.7462 |
| No log | 0.9067 | 68 | 0.5463 | 0.2516 | 0.5463 | 0.7391 |
| No log | 0.9333 | 70 | 0.5576 | 0.2766 | 0.5576 | 0.7467 |
| No log | 0.96 | 72 | 0.8971 | 0.2131 | 0.8971 | 0.9472 |
| No log | 0.9867 | 74 | 0.5944 | 0.4051 | 0.5944 | 0.7710 |
| No log | 1.0133 | 76 | 0.8967 | 0.2520 | 0.8967 | 0.9469 |
| No log | 1.04 | 78 | 1.0096 | 0.1686 | 1.0096 | 1.0048 |
| No log | 1.0667 | 80 | 0.5455 | 0.2970 | 0.5455 | 0.7386 |
| No log | 1.0933 | 82 | 0.5240 | 0.2727 | 0.5240 | 0.7239 |
| No log | 1.12 | 84 | 0.6058 | 0.2273 | 0.6058 | 0.7783 |
| No log | 1.1467 | 86 | 0.7194 | 0.2251 | 0.7194 | 0.8482 |
| No log | 1.1733 | 88 | 0.5665 | 0.3253 | 0.5665 | 0.7527 |
| No log | 1.2 | 90 | 0.6426 | 0.1675 | 0.6426 | 0.8016 |
| No log | 1.2267 | 92 | 0.5804 | 0.3478 | 0.5804 | 0.7618 |
| No log | 1.2533 | 94 | 1.1961 | 0.1355 | 1.1961 | 1.0936 |
| No log | 1.28 | 96 | 1.4761 | 0.0710 | 1.4761 | 1.2150 |
| No log | 1.3067 | 98 | 0.8634 | 0.1864 | 0.8634 | 0.9292 |
| No log | 1.3333 | 100 | 0.8164 | 0.1858 | 0.8164 | 0.9035 |
| No log | 1.3600 | 102 | 1.1401 | 0.1601 | 1.1401 | 1.0678 |
| No log | 1.3867 | 104 | 0.7466 | 0.2727 | 0.7466 | 0.8641 |
| No log | 1.4133 | 106 | 0.7350 | 0.2442 | 0.7350 | 0.8573 |
| No log | 1.44 | 108 | 0.9571 | 0.2199 | 0.9571 | 0.9783 |
| No log | 1.4667 | 110 | 1.4541 | 0.0850 | 1.4541 | 1.2059 |
| No log | 1.4933 | 112 | 1.0347 | 0.1875 | 1.0347 | 1.0172 |
| No log | 1.52 | 114 | 0.6645 | 0.2421 | 0.6645 | 0.8152 |
| No log | 1.5467 | 116 | 0.7230 | 0.2308 | 0.7230 | 0.8503 |
| No log | 1.5733 | 118 | 0.6243 | 0.2281 | 0.6243 | 0.7901 |
| No log | 1.6 | 120 | 1.6507 | 0.0714 | 1.6507 | 1.2848 |
| No log | 1.6267 | 122 | 2.2607 | 0.0835 | 2.2607 | 1.5036 |
| No log | 1.6533 | 124 | 1.5497 | 0.0714 | 1.5497 | 1.2449 |
| No log | 1.6800 | 126 | 0.7249 | 0.3061 | 0.7249 | 0.8514 |
| No log | 1.7067 | 128 | 0.5773 | 0.2485 | 0.5773 | 0.7598 |
| No log | 1.7333 | 130 | 0.5648 | 0.2485 | 0.5648 | 0.7515 |
| No log | 1.76 | 132 | 0.8974 | 0.1935 | 0.8974 | 0.9473 |
| No log | 1.7867 | 134 | 1.4648 | 0.2157 | 1.4648 | 1.2103 |
| No log | 1.8133 | 136 | 1.0245 | 0.2107 | 1.0245 | 1.0122 |
| No log | 1.8400 | 138 | 0.5719 | 0.3407 | 0.5719 | 0.7562 |
| No log | 1.8667 | 140 | 0.5630 | 0.3369 | 0.5630 | 0.7503 |
| No log | 1.8933 | 142 | 0.5683 | 0.4225 | 0.5683 | 0.7539 |
| No log | 1.92 | 144 | 0.6930 | 0.3607 | 0.6930 | 0.8325 |
| No log | 1.9467 | 146 | 1.1276 | 0.1837 | 1.1276 | 1.0619 |
| No log | 1.9733 | 148 | 1.1826 | 0.2053 | 1.1826 | 1.0875 |
| No log | 2.0 | 150 | 1.3246 | 0.2601 | 1.3246 | 1.1509 |
| No log | 2.0267 | 152 | 0.7462 | 0.2217 | 0.7462 | 0.8638 |
| No log | 2.0533 | 154 | 0.8008 | 0.2727 | 0.8008 | 0.8949 |
| No log | 2.08 | 156 | 1.2326 | 0.2052 | 1.2326 | 1.1102 |
| No log | 2.1067 | 158 | 1.0326 | 0.1886 | 1.0326 | 1.0162 |
| No log | 2.1333 | 160 | 0.5479 | 0.4112 | 0.5479 | 0.7402 |
| No log | 2.16 | 162 | 0.7474 | 0.3000 | 0.7474 | 0.8645 |
| No log | 2.1867 | 164 | 0.6394 | 0.3365 | 0.6394 | 0.7996 |
| No log | 2.2133 | 166 | 0.6727 | 0.36 | 0.6727 | 0.8202 |
| No log | 2.24 | 168 | 1.3702 | 0.1900 | 1.3702 | 1.1705 |
| No log | 2.2667 | 170 | 1.2516 | 0.1448 | 1.2516 | 1.1188 |
| No log | 2.2933 | 172 | 0.6977 | 0.2245 | 0.6977 | 0.8353 |
| No log | 2.32 | 174 | 0.5580 | 0.4033 | 0.5580 | 0.7470 |
| No log | 2.3467 | 176 | 0.5738 | 0.4348 | 0.5738 | 0.7575 |
| No log | 2.3733 | 178 | 0.6253 | 0.2332 | 0.6253 | 0.7908 |
| No log | 2.4 | 180 | 0.9718 | 0.1331 | 0.9718 | 0.9858 |
| No log | 2.4267 | 182 | 1.0469 | 0.1594 | 1.0469 | 1.0232 |
| No log | 2.4533 | 184 | 0.7119 | 0.3208 | 0.7119 | 0.8438 |
| No log | 2.48 | 186 | 0.6189 | 0.3769 | 0.6189 | 0.7867 |
| No log | 2.5067 | 188 | 0.6360 | 0.3103 | 0.6360 | 0.7975 |
| No log | 2.5333 | 190 | 0.9735 | 0.1587 | 0.9735 | 0.9867 |
| No log | 2.56 | 192 | 1.1252 | 0.1886 | 1.1252 | 1.0607 |
| No log | 2.5867 | 194 | 1.0086 | 0.1886 | 1.0086 | 1.0043 |
| No log | 2.6133 | 196 | 0.6750 | 0.3561 | 0.6750 | 0.8216 |
| No log | 2.64 | 198 | 0.5373 | 0.4286 | 0.5373 | 0.7330 |
| No log | 2.6667 | 200 | 0.5262 | 0.4286 | 0.5262 | 0.7254 |
| No log | 2.6933 | 202 | 0.7620 | 0.2000 | 0.7620 | 0.8729 |
| No log | 2.7200 | 204 | 0.8922 | 0.1686 | 0.8922 | 0.9445 |
| No log | 2.7467 | 206 | 0.7012 | 0.2212 | 0.7012 | 0.8374 |
| No log | 2.7733 | 208 | 0.5785 | 0.4583 | 0.5785 | 0.7606 |
| No log | 2.8 | 210 | 0.5191 | 0.4396 | 0.5191 | 0.7205 |
| No log | 2.8267 | 212 | 0.5682 | 0.4341 | 0.5682 | 0.7538 |
| No log | 2.8533 | 214 | 0.7758 | 0.2941 | 0.7758 | 0.8808 |
| No log | 2.88 | 216 | 0.9482 | 0.1642 | 0.9482 | 0.9738 |
| No log | 2.9067 | 218 | 0.8661 | 0.2756 | 0.8661 | 0.9306 |
| No log | 2.9333 | 220 | 0.5889 | 0.4059 | 0.5889 | 0.7674 |
| No log | 2.96 | 222 | 0.5492 | 0.4286 | 0.5492 | 0.7411 |
| No log | 2.9867 | 224 | 0.5852 | 0.3951 | 0.5852 | 0.7650 |
| No log | 3.0133 | 226 | 0.9939 | 0.2174 | 0.9939 | 0.9970 |
| No log | 3.04 | 228 | 1.3149 | 0.1345 | 1.3149 | 1.1467 |
| No log | 3.0667 | 230 | 1.1449 | 0.1615 | 1.1449 | 1.0700 |
| No log | 3.0933 | 232 | 0.7627 | 0.3000 | 0.7627 | 0.8733 |
| No log | 3.12 | 234 | 0.7252 | 0.3613 | 0.7252 | 0.8516 |
| No log | 3.1467 | 236 | 0.9719 | 0.2490 | 0.9719 | 0.9858 |
| No log | 3.1733 | 238 | 0.9202 | 0.2134 | 0.9202 | 0.9593 |
| No log | 3.2 | 240 | 0.6763 | 0.4027 | 0.6763 | 0.8224 |
| No log | 3.2267 | 242 | 0.6697 | 0.3929 | 0.6697 | 0.8184 |
| No log | 3.2533 | 244 | 0.9770 | 0.2432 | 0.9770 | 0.9884 |
| No log | 3.2800 | 246 | 1.0865 | 0.2537 | 1.0865 | 1.0424 |
| No log | 3.3067 | 248 | 0.8150 | 0.2134 | 0.8150 | 0.9028 |
| No log | 3.3333 | 250 | 0.6790 | 0.2850 | 0.6790 | 0.8240 |
| No log | 3.36 | 252 | 0.6200 | 0.3641 | 0.6200 | 0.7874 |
| No log | 3.3867 | 254 | 0.7322 | 0.2523 | 0.7322 | 0.8557 |
| No log | 3.4133 | 256 | 0.7797 | 0.2131 | 0.7797 | 0.8830 |
| No log | 3.44 | 258 | 0.6454 | 0.3462 | 0.6454 | 0.8033 |
| No log | 3.4667 | 260 | 0.6003 | 0.4105 | 0.6003 | 0.7748 |
| No log | 3.4933 | 262 | 0.6113 | 0.4112 | 0.6113 | 0.7819 |
| No log | 3.52 | 264 | 0.7755 | 0.2759 | 0.7755 | 0.8806 |
| No log | 3.5467 | 266 | 0.9527 | 0.2115 | 0.9527 | 0.9761 |
| No log | 3.5733 | 268 | 0.6828 | 0.2153 | 0.6828 | 0.8263 |
| No log | 3.6 | 270 | 0.5530 | 0.4973 | 0.5530 | 0.7436 |
| No log | 3.6267 | 272 | 0.5812 | 0.4346 | 0.5812 | 0.7624 |
| No log | 3.6533 | 274 | 0.5543 | 0.4483 | 0.5543 | 0.7445 |
| No log | 3.68 | 276 | 0.6415 | 0.2644 | 0.6415 | 0.8010 |
| No log | 3.7067 | 278 | 0.9760 | 0.1579 | 0.9760 | 0.9879 |
| No log | 3.7333 | 280 | 0.9016 | 0.1605 | 0.9016 | 0.9495 |
| No log | 3.76 | 282 | 0.6325 | 0.3258 | 0.6325 | 0.7953 |
| No log | 3.7867 | 284 | 0.5868 | 0.3706 | 0.5868 | 0.7660 |
| No log | 3.8133 | 286 | 0.5902 | 0.4483 | 0.5902 | 0.7682 |
| No log | 3.84 | 288 | 0.8465 | 0.1597 | 0.8465 | 0.9201 |
| No log | 3.8667 | 290 | 0.9500 | 0.1621 | 0.9500 | 0.9747 |
| No log | 3.8933 | 292 | 0.7040 | 0.2830 | 0.7040 | 0.8390 |
| No log | 3.92 | 294 | 0.6722 | 0.3171 | 0.6722 | 0.8199 |
| No log | 3.9467 | 296 | 0.5758 | 0.3898 | 0.5758 | 0.7588 |
| No log | 3.9733 | 298 | 0.6013 | 0.3803 | 0.6013 | 0.7754 |
| No log | 4.0 | 300 | 0.5646 | 0.4872 | 0.5646 | 0.7514 |
| No log | 4.0267 | 302 | 0.6221 | 0.4393 | 0.6221 | 0.7887 |
| No log | 4.0533 | 304 | 0.5747 | 0.4 | 0.5747 | 0.7581 |
| No log | 4.08 | 306 | 0.5272 | 0.3978 | 0.5272 | 0.7261 |
| No log | 4.1067 | 308 | 0.5166 | 0.3778 | 0.5166 | 0.7187 |
| No log | 4.1333 | 310 | 0.5807 | 0.3407 | 0.5807 | 0.7620 |
| No log | 4.16 | 312 | 0.6971 | 0.3301 | 0.6971 | 0.8349 |
| No log | 4.1867 | 314 | 0.6784 | 0.3367 | 0.6784 | 0.8236 |
| No log | 4.2133 | 316 | 0.5451 | 0.4286 | 0.5451 | 0.7383 |
| No log | 4.24 | 318 | 0.5514 | 0.3508 | 0.5514 | 0.7426 |
| No log | 4.2667 | 320 | 0.5774 | 0.3333 | 0.5774 | 0.7599 |
| No log | 4.2933 | 322 | 0.5953 | 0.4 | 0.5953 | 0.7716 |
| No log | 4.32 | 324 | 0.8958 | 0.2188 | 0.8958 | 0.9465 |
| No log | 4.3467 | 326 | 1.0905 | 0.1888 | 1.0905 | 1.0443 |
| No log | 4.3733 | 328 | 0.8496 | 0.25 | 0.8496 | 0.9217 |
| No log | 4.4 | 330 | 0.6097 | 0.4627 | 0.6097 | 0.7808 |
| No log | 4.4267 | 332 | 0.5432 | 0.3617 | 0.5432 | 0.7371 |
| No log | 4.4533 | 334 | 0.5377 | 0.3617 | 0.5377 | 0.7333 |
| No log | 4.48 | 336 | 0.6283 | 0.4400 | 0.6283 | 0.7927 |
| No log | 4.5067 | 338 | 0.7427 | 0.2275 | 0.7427 | 0.8618 |
| No log | 4.5333 | 340 | 0.6398 | 0.2809 | 0.6398 | 0.7999 |
| No log | 4.5600 | 342 | 0.5573 | 0.4839 | 0.5573 | 0.7466 |
| No log | 4.5867 | 344 | 0.6140 | 0.4105 | 0.6140 | 0.7836 |
| No log | 4.6133 | 346 | 0.7108 | 0.25 | 0.7108 | 0.8431 |
| No log | 4.64 | 348 | 0.8161 | 0.2203 | 0.8161 | 0.9034 |
| No log | 4.6667 | 350 | 0.9653 | 0.2184 | 0.9653 | 0.9825 |
| No log | 4.6933 | 352 | 0.9506 | 0.2424 | 0.9506 | 0.9750 |
| No log | 4.72 | 354 | 0.9537 | 0.2119 | 0.9537 | 0.9766 |
| No log | 4.7467 | 356 | 0.8474 | 0.2531 | 0.8474 | 0.9205 |
| No log | 4.7733 | 358 | 0.6762 | 0.4286 | 0.6762 | 0.8223 |
| No log | 4.8 | 360 | 0.7487 | 0.2143 | 0.7487 | 0.8653 |
| No log | 4.8267 | 362 | 0.8344 | 0.1931 | 0.8344 | 0.9135 |
| No log | 4.8533 | 364 | 0.9384 | 0.1938 | 0.9384 | 0.9687 |
| No log | 4.88 | 366 | 0.8565 | 0.2618 | 0.8565 | 0.9255 |
| No log | 4.9067 | 368 | 0.7976 | 0.2212 | 0.7976 | 0.8931 |
| No log | 4.9333 | 370 | 0.7067 | 0.2711 | 0.7067 | 0.8407 |
| No log | 4.96 | 372 | 0.7457 | 0.3128 | 0.7457 | 0.8635 |
| No log | 4.9867 | 374 | 1.0377 | 0.1939 | 1.0377 | 1.0187 |
| No log | 5.0133 | 376 | 1.1722 | 0.1655 | 1.1722 | 1.0827 |
| No log | 5.04 | 378 | 1.0358 | 0.1939 | 1.0358 | 1.0177 |
| No log | 5.0667 | 380 | 0.9197 | 0.2605 | 0.9197 | 0.9590 |
| No log | 5.0933 | 382 | 0.7031 | 0.3514 | 0.7031 | 0.8385 |
| No log | 5.12 | 384 | 0.6258 | 0.3524 | 0.6258 | 0.7911 |
| No log | 5.1467 | 386 | 0.6684 | 0.2877 | 0.6684 | 0.8176 |
| No log | 5.1733 | 388 | 0.7373 | 0.2146 | 0.7373 | 0.8587 |
| No log | 5.2 | 390 | 0.9550 | 0.2203 | 0.9550 | 0.9773 |
| No log | 5.2267 | 392 | 0.9414 | 0.2531 | 0.9414 | 0.9703 |
| No log | 5.2533 | 394 | 0.7893 | 0.2423 | 0.7893 | 0.8884 |
| No log | 5.28 | 396 | 0.7280 | 0.2696 | 0.7280 | 0.8532 |
| No log | 5.3067 | 398 | 0.6148 | 0.3744 | 0.6148 | 0.7841 |
| No log | 5.3333 | 400 | 0.6246 | 0.4059 | 0.6246 | 0.7903 |
| No log | 5.36 | 402 | 0.8519 | 0.2698 | 0.8519 | 0.9230 |
| No log | 5.3867 | 404 | 1.0260 | 0.2177 | 1.0260 | 1.0129 |
| No log | 5.4133 | 406 | 0.8725 | 0.2741 | 0.8725 | 0.9341 |
| No log | 5.44 | 408 | 0.5920 | 0.4455 | 0.5920 | 0.7694 |
| No log | 5.4667 | 410 | 0.5398 | 0.4105 | 0.5398 | 0.7347 |
| No log | 5.4933 | 412 | 0.5974 | 0.4510 | 0.5974 | 0.7729 |
| No log | 5.52 | 414 | 0.8595 | 0.2741 | 0.8595 | 0.9271 |
| No log | 5.5467 | 416 | 0.9793 | 0.2177 | 0.9793 | 0.9896 |
| No log | 5.5733 | 418 | 0.8293 | 0.2510 | 0.8293 | 0.9107 |
| No log | 5.6 | 420 | 0.6288 | 0.4231 | 0.6288 | 0.7930 |
| No log | 5.6267 | 422 | 0.5605 | 0.4112 | 0.5605 | 0.7487 |
| No log | 5.6533 | 424 | 0.5590 | 0.4112 | 0.5590 | 0.7477 |
| No log | 5.68 | 426 | 0.6219 | 0.36 | 0.6219 | 0.7886 |
| No log | 5.7067 | 428 | 0.7152 | 0.2775 | 0.7152 | 0.8457 |
| No log | 5.7333 | 430 | 0.8580 | 0.2756 | 0.8580 | 0.9263 |
| No log | 5.76 | 432 | 0.8540 | 0.2756 | 0.8540 | 0.9241 |
| No log | 5.7867 | 434 | 0.7221 | 0.3448 | 0.7221 | 0.8497 |
| No log | 5.8133 | 436 | 0.6629 | 0.3874 | 0.6629 | 0.8142 |
| No log | 5.84 | 438 | 0.6939 | 0.3793 | 0.6939 | 0.8330 |
| No log | 5.8667 | 440 | 0.7382 | 0.3418 | 0.7382 | 0.8592 |
| No log | 5.8933 | 442 | 0.7852 | 0.3115 | 0.7852 | 0.8861 |
| No log | 5.92 | 444 | 0.7037 | 0.3793 | 0.7037 | 0.8389 |
| No log | 5.9467 | 446 | 0.5544 | 0.3333 | 0.5544 | 0.7446 |
| No log | 5.9733 | 448 | 0.5253 | 0.3913 | 0.5253 | 0.7248 |
| No log | 6.0 | 450 | 0.5597 | 0.4059 | 0.5597 | 0.7481 |
| No log | 6.0267 | 452 | 0.5188 | 0.3913 | 0.5188 | 0.7203 |
| No log | 6.0533 | 454 | 0.5388 | 0.3333 | 0.5388 | 0.7340 |
| No log | 6.08 | 456 | 0.7564 | 0.3443 | 0.7564 | 0.8697 |
| No log | 6.1067 | 458 | 0.9008 | 0.2812 | 0.9008 | 0.9491 |
| No log | 6.1333 | 460 | 0.8191 | 0.3050 | 0.8191 | 0.9050 |
| No log | 6.16 | 462 | 0.6279 | 0.3171 | 0.6279 | 0.7924 |
| No log | 6.1867 | 464 | 0.5366 | 0.4051 | 0.5366 | 0.7325 |
| No log | 6.2133 | 466 | 0.5268 | 0.4404 | 0.5268 | 0.7258 |
| No log | 6.24 | 468 | 0.5468 | 0.3333 | 0.5468 | 0.7395 |
| No log | 6.2667 | 470 | 0.6317 | 0.3548 | 0.6317 | 0.7948 |
| No log | 6.2933 | 472 | 0.7111 | 0.3593 | 0.7111 | 0.8433 |
| No log | 6.32 | 474 | 0.7472 | 0.3171 | 0.7472 | 0.8644 |
| No log | 6.3467 | 476 | 0.6799 | 0.3537 | 0.6799 | 0.8245 |
| No log | 6.3733 | 478 | 0.5689 | 0.4400 | 0.5689 | 0.7543 |
| No log | 6.4 | 480 | 0.5111 | 0.3591 | 0.5111 | 0.7149 |
| No log | 6.4267 | 482 | 0.5019 | 0.4222 | 0.5019 | 0.7085 |
| No log | 6.4533 | 484 | 0.5276 | 0.3161 | 0.5276 | 0.7264 |
| No log | 6.48 | 486 | 0.6795 | 0.3833 | 0.6795 | 0.8243 |
| No log | 6.5067 | 488 | 0.7850 | 0.2581 | 0.7850 | 0.8860 |
| No log | 6.5333 | 490 | 0.7188 | 0.2846 | 0.7188 | 0.8478 |
| No log | 6.5600 | 492 | 0.5802 | 0.4605 | 0.5802 | 0.7617 |
| No log | 6.5867 | 494 | 0.4914 | 0.3224 | 0.4914 | 0.7010 |
| No log | 6.6133 | 496 | 0.4693 | 0.4917 | 0.4693 | 0.6851 |
| No log | 6.64 | 498 | 0.4657 | 0.4917 | 0.4657 | 0.6824 |
| 0.4249 | 6.6667 | 500 | 0.4793 | 0.3224 | 0.4793 | 0.6923 |
| 0.4249 | 6.6933 | 502 | 0.5456 | 0.4051 | 0.5456 | 0.7386 |
| 0.4249 | 6.72 | 504 | 0.6004 | 0.4605 | 0.6004 | 0.7749 |
| 0.4249 | 6.7467 | 506 | 0.6802 | 0.3443 | 0.6802 | 0.8248 |
| 0.4249 | 6.7733 | 508 | 0.6621 | 0.3808 | 0.6621 | 0.8137 |
| 0.4249 | 6.8 | 510 | 0.5683 | 0.4286 | 0.5683 | 0.7539 |
| 0.4249 | 6.8267 | 512 | 0.5223 | 0.3927 | 0.5223 | 0.7227 |
| 0.4249 | 6.8533 | 514 | 0.5297 | 0.3927 | 0.5297 | 0.7278 |
| 0.4249 | 6.88 | 516 | 0.6034 | 0.3607 | 0.6034 | 0.7768 |
| 0.4249 | 6.9067 | 518 | 0.7458 | 0.3443 | 0.7458 | 0.8636 |
| 0.4249 | 6.9333 | 520 | 0.8981 | 0.2490 | 0.8981 | 0.9477 |
| 0.4249 | 6.96 | 522 | 0.8912 | 0.2490 | 0.8912 | 0.9440 |
| 0.4249 | 6.9867 | 524 | 0.8012 | 0.3092 | 0.8012 | 0.8951 |
| 0.4249 | 7.0133 | 526 | 0.6933 | 0.3388 | 0.6933 | 0.8326 |
| 0.4249 | 7.04 | 528 | 0.5963 | 0.3860 | 0.5963 | 0.7722 |
| 0.4249 | 7.0667 | 530 | 0.5889 | 0.3860 | 0.5889 | 0.7674 |
| 0.4249 | 7.0933 | 532 | 0.6381 | 0.3422 | 0.6381 | 0.7988 |
| 0.4249 | 7.12 | 534 | 0.6915 | 0.2743 | 0.6915 | 0.8315 |
| 0.4249 | 7.1467 | 536 | 0.7297 | 0.3115 | 0.7297 | 0.8542 |
| 0.4249 | 7.1733 | 538 | 0.8395 | 0.2829 | 0.8395 | 0.9162 |
| 0.4249 | 7.2 | 540 | 0.8216 | 0.2829 | 0.8216 | 0.9064 |
| 0.4249 | 7.2267 | 542 | 0.7008 | 0.3162 | 0.7008 | 0.8371 |
| 0.4249 | 7.2533 | 544 | 0.5917 | 0.4 | 0.5917 | 0.7692 |
| 0.4249 | 7.28 | 546 | 0.5772 | 0.3892 | 0.5772 | 0.7597 |
| 0.4249 | 7.3067 | 548 | 0.6222 | 0.3905 | 0.6222 | 0.7888 |
| 0.4249 | 7.3333 | 550 | 0.7030 | 0.3537 | 0.7030 | 0.8384 |
| 0.4249 | 7.36 | 552 | 0.8139 | 0.2787 | 0.8139 | 0.9022 |
| 0.4249 | 7.3867 | 554 | 0.8600 | 0.2531 | 0.8600 | 0.9274 |
| 0.4249 | 7.4133 | 556 | 0.8598 | 0.2771 | 0.8598 | 0.9273 |
| 0.4249 | 7.44 | 558 | 0.8182 | 0.2787 | 0.8182 | 0.9046 |
| 0.4249 | 7.4667 | 560 | 0.7432 | 0.2469 | 0.7432 | 0.8621 |
| 0.4249 | 7.4933 | 562 | 0.7455 | 0.2469 | 0.7455 | 0.8634 |
| 0.4249 | 7.52 | 564 | 0.8191 | 0.2520 | 0.8191 | 0.9050 |
| 0.4249 | 7.5467 | 566 | 0.8193 | 0.2520 | 0.8193 | 0.9052 |
| 0.4249 | 7.5733 | 568 | 0.7320 | 0.2137 | 0.7320 | 0.8556 |
| 0.4249 | 7.6 | 570 | 0.6966 | 0.3153 | 0.6966 | 0.8346 |
| 0.4249 | 7.6267 | 572 | 0.6982 | 0.3153 | 0.6982 | 0.8356 |
| 0.4249 | 7.6533 | 574 | 0.6991 | 0.3153 | 0.6991 | 0.8361 |
| 0.4249 | 7.68 | 576 | 0.7506 | 0.2821 | 0.7506 | 0.8664 |
| 0.4249 | 7.7067 | 578 | 0.7687 | 0.2469 | 0.7687 | 0.8768 |
| 0.4249 | 7.7333 | 580 | 0.7342 | 0.2821 | 0.7342 | 0.8569 |
| 0.4249 | 7.76 | 582 | 0.6954 | 0.3514 | 0.6954 | 0.8339 |
| 0.4249 | 7.7867 | 584 | 0.6564 | 0.3548 | 0.6564 | 0.8102 |
| 0.4249 | 7.8133 | 586 | 0.6540 | 0.3548 | 0.6540 | 0.8087 |
| 0.4249 | 7.84 | 588 | 0.6511 | 0.3548 | 0.6511 | 0.8069 |
| 0.4249 | 7.8667 | 590 | 0.7139 | 0.3448 | 0.7139 | 0.8449 |
| 0.4249 | 7.8933 | 592 | 0.7946 | 0.2771 | 0.7946 | 0.8914 |
| 0.4249 | 7.92 | 594 | 0.8124 | 0.3071 | 0.8124 | 0.9013 |
| 0.4249 | 7.9467 | 596 | 0.7949 | 0.2459 | 0.7949 | 0.8916 |
| 0.4249 | 7.9733 | 598 | 0.7876 | 0.2459 | 0.7876 | 0.8875 |
| 0.4249 | 8.0 | 600 | 0.7344 | 0.3188 | 0.7344 | 0.8570 |
| 0.4249 | 8.0267 | 602 | 0.6876 | 0.3874 | 0.6876 | 0.8292 |
| 0.4249 | 8.0533 | 604 | 0.7161 | 0.3188 | 0.7161 | 0.8462 |
| 0.4249 | 8.08 | 606 | 0.7155 | 0.3188 | 0.7155 | 0.8459 |
| 0.4249 | 8.1067 | 608 | 0.6577 | 0.3874 | 0.6577 | 0.8110 |
| 0.4249 | 8.1333 | 610 | 0.6074 | 0.3274 | 0.6074 | 0.7793 |
| 0.4249 | 8.16 | 612 | 0.6037 | 0.3274 | 0.6037 | 0.7770 |
| 0.4249 | 8.1867 | 614 | 0.6022 | 0.3274 | 0.6022 | 0.7760 |
| 0.4249 | 8.2133 | 616 | 0.6491 | 0.3874 | 0.6491 | 0.8056 |
| 0.4249 | 8.24 | 618 | 0.6812 | 0.3607 | 0.6812 | 0.8253 |
| 0.4249 | 8.2667 | 620 | 0.7441 | 0.2787 | 0.7441 | 0.8626 |
| 0.4249 | 8.2933 | 622 | 0.7964 | 0.2771 | 0.7964 | 0.8924 |
| 0.4249 | 8.32 | 624 | 0.8484 | 0.2829 | 0.8484 | 0.9211 |
| 0.4249 | 8.3467 | 626 | 0.8222 | 0.2829 | 0.8222 | 0.9068 |
| 0.4249 | 8.3733 | 628 | 0.7329 | 0.2787 | 0.7329 | 0.8561 |
| 0.4249 | 8.4 | 630 | 0.6224 | 0.3874 | 0.6224 | 0.7889 |
| 0.4249 | 8.4267 | 632 | 0.5662 | 0.3645 | 0.5662 | 0.7524 |
| 0.4249 | 8.4533 | 634 | 0.5484 | 0.3585 | 0.5484 | 0.7405 |
| 0.4249 | 8.48 | 636 | 0.5604 | 0.3645 | 0.5604 | 0.7486 |
| 0.4249 | 8.5067 | 638 | 0.5890 | 0.3886 | 0.5890 | 0.7675 |
| 0.4249 | 8.5333 | 640 | 0.6597 | 0.3874 | 0.6597 | 0.8122 |
| 0.4249 | 8.56 | 642 | 0.7734 | 0.2787 | 0.7734 | 0.8794 |
| 0.4249 | 8.5867 | 644 | 0.9031 | 0.2812 | 0.9031 | 0.9503 |
| 0.4249 | 8.6133 | 646 | 0.9475 | 0.2797 | 0.9475 | 0.9734 |
| 0.4249 | 8.64 | 648 | 0.9211 | 0.2812 | 0.9211 | 0.9598 |
| 0.4249 | 8.6667 | 650 | 0.8660 | 0.3071 | 0.8660 | 0.9306 |
| 0.4249 | 8.6933 | 652 | 0.7980 | 0.3071 | 0.7980 | 0.8933 |
| 0.4249 | 8.72 | 654 | 0.7202 | 0.3080 | 0.7202 | 0.8487 |
| 0.4249 | 8.7467 | 656 | 0.6622 | 0.3874 | 0.6622 | 0.8137 |
| 0.4249 | 8.7733 | 658 | 0.6395 | 0.3874 | 0.6395 | 0.7997 |
| 0.4249 | 8.8 | 660 | 0.6496 | 0.3874 | 0.6496 | 0.8060 |
| 0.4249 | 8.8267 | 662 | 0.6613 | 0.3874 | 0.6613 | 0.8132 |
| 0.4249 | 8.8533 | 664 | 0.6942 | 0.3480 | 0.6942 | 0.8332 |
| 0.4249 | 8.88 | 666 | 0.7200 | 0.3080 | 0.7200 | 0.8485 |
| 0.4249 | 8.9067 | 668 | 0.7089 | 0.3080 | 0.7089 | 0.8419 |
| 0.4249 | 8.9333 | 670 | 0.6735 | 0.3480 | 0.6735 | 0.8207 |
| 0.4249 | 8.96 | 672 | 0.6439 | 0.3874 | 0.6439 | 0.8024 |
| 0.4249 | 8.9867 | 674 | 0.6554 | 0.3874 | 0.6554 | 0.8096 |
| 0.4249 | 9.0133 | 676 | 0.6969 | 0.3480 | 0.6969 | 0.8348 |
| 0.4249 | 9.04 | 678 | 0.7285 | 0.2727 | 0.7285 | 0.8535 |
| 0.4249 | 9.0667 | 680 | 0.7608 | 0.3036 | 0.7608 | 0.8722 |
| 0.4249 | 9.0933 | 682 | 0.7623 | 0.3036 | 0.7623 | 0.8731 |
| 0.4249 | 9.12 | 684 | 0.7455 | 0.2727 | 0.7455 | 0.8634 |
| 0.4249 | 9.1467 | 686 | 0.7277 | 0.2727 | 0.7277 | 0.8531 |
| 0.4249 | 9.1733 | 688 | 0.7261 | 0.2727 | 0.7261 | 0.8521 |
| 0.4249 | 9.2 | 690 | 0.6983 | 0.3080 | 0.6983 | 0.8357 |
| 0.4249 | 9.2267 | 692 | 0.6798 | 0.3480 | 0.6798 | 0.8245 |
| 0.4249 | 9.2533 | 694 | 0.6562 | 0.3874 | 0.6562 | 0.8100 |
| 0.4249 | 9.28 | 696 | 0.6396 | 0.3874 | 0.6396 | 0.7998 |
| 0.4249 | 9.3067 | 698 | 0.6220 | 0.3874 | 0.6220 | 0.7887 |
| 0.4249 | 9.3333 | 700 | 0.6054 | 0.4286 | 0.6054 | 0.7781 |
| 0.4249 | 9.36 | 702 | 0.6058 | 0.3874 | 0.6058 | 0.7783 |
| 0.4249 | 9.3867 | 704 | 0.6189 | 0.3874 | 0.6189 | 0.7867 |
| 0.4249 | 9.4133 | 706 | 0.6356 | 0.3874 | 0.6356 | 0.7972 |
| 0.4249 | 9.44 | 708 | 0.6374 | 0.3874 | 0.6374 | 0.7984 |
| 0.4249 | 9.4667 | 710 | 0.6266 | 0.3874 | 0.6266 | 0.7916 |
| 0.4249 | 9.4933 | 712 | 0.6238 | 0.3874 | 0.6238 | 0.7898 |
| 0.4249 | 9.52 | 714 | 0.6261 | 0.3874 | 0.6261 | 0.7913 |
| 0.4249 | 9.5467 | 716 | 0.6370 | 0.3874 | 0.6370 | 0.7981 |
| 0.4249 | 9.5733 | 718 | 0.6514 | 0.3874 | 0.6514 | 0.8071 |
| 0.4249 | 9.6 | 720 | 0.6666 | 0.3480 | 0.6666 | 0.8164 |
| 0.4249 | 9.6267 | 722 | 0.6842 | 0.3214 | 0.6842 | 0.8272 |
| 0.4249 | 9.6533 | 724 | 0.7030 | 0.2821 | 0.7030 | 0.8385 |
| 0.4249 | 9.68 | 726 | 0.7175 | 0.2821 | 0.7175 | 0.8470 |
| 0.4249 | 9.7067 | 728 | 0.7217 | 0.2787 | 0.7217 | 0.8495 |
| 0.4249 | 9.7333 | 730 | 0.7261 | 0.2787 | 0.7261 | 0.8521 |
| 0.4249 | 9.76 | 732 | 0.7216 | 0.2787 | 0.7216 | 0.8494 |
| 0.4249 | 9.7867 | 734 | 0.7183 | 0.2821 | 0.7183 | 0.8475 |
| 0.4249 | 9.8133 | 736 | 0.7132 | 0.2821 | 0.7132 | 0.8445 |
| 0.4249 | 9.84 | 738 | 0.7054 | 0.2821 | 0.7054 | 0.8399 |
| 0.4249 | 9.8667 | 740 | 0.6951 | 0.2838 | 0.6951 | 0.8337 |
| 0.4249 | 9.8933 | 742 | 0.6862 | 0.3214 | 0.6862 | 0.8284 |
| 0.4249 | 9.92 | 744 | 0.6798 | 0.3214 | 0.6798 | 0.8245 |
| 0.4249 | 9.9467 | 746 | 0.6753 | 0.3214 | 0.6753 | 0.8217 |
| 0.4249 | 9.9733 | 748 | 0.6741 | 0.3214 | 0.6741 | 0.8210 |
| 0.4249 | 10.0 | 750 | 0.6736 | 0.3214 | 0.6736 | 0.8207 |
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_run3_AugV5_k15_task3_organization
Base model
aubmindlab/bert-base-arabertv02