Instructions to use MayBashendy/ArabicNewSplits4_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k16_task3_organization with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use MayBashendy/ArabicNewSplits4_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k16_task3_organization with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="MayBashendy/ArabicNewSplits4_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k16_task3_organization")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("MayBashendy/ArabicNewSplits4_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k16_task3_organization") model = AutoModelForSequenceClassification.from_pretrained("MayBashendy/ArabicNewSplits4_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k16_task3_organization", device_map="auto") - Notebooks
- Google Colab
- Kaggle
ArabicNewSplits4_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k16_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: 0.8258
- Qwk: 0.1560
- Mse: 0.8258
- Rmse: 0.9087
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 | 0.0290 | 2 | 3.2543 | -0.0149 | 3.2543 | 1.8040 |
| No log | 0.0580 | 4 | 1.9011 | -0.0101 | 1.9011 | 1.3788 |
| No log | 0.0870 | 6 | 1.1081 | 0.0376 | 1.1081 | 1.0527 |
| No log | 0.1159 | 8 | 0.6088 | 0.0476 | 0.6088 | 0.7803 |
| No log | 0.1449 | 10 | 0.5878 | 0.0569 | 0.5878 | 0.7667 |
| No log | 0.1739 | 12 | 0.5968 | -0.0081 | 0.5968 | 0.7725 |
| No log | 0.2029 | 14 | 0.6092 | 0.1773 | 0.6092 | 0.7805 |
| No log | 0.2319 | 16 | 0.7578 | 0.2281 | 0.7578 | 0.8705 |
| No log | 0.2609 | 18 | 0.7293 | 0.2432 | 0.7293 | 0.8540 |
| No log | 0.2899 | 20 | 0.7114 | 0.3548 | 0.7114 | 0.8434 |
| No log | 0.3188 | 22 | 0.6618 | 0.2000 | 0.6618 | 0.8135 |
| No log | 0.3478 | 24 | 0.6217 | 0.0 | 0.6217 | 0.7885 |
| No log | 0.3768 | 26 | 0.6243 | 0.0 | 0.6243 | 0.7901 |
| No log | 0.4058 | 28 | 0.6305 | 0.0 | 0.6305 | 0.7941 |
| No log | 0.4348 | 30 | 0.6355 | 0.0 | 0.6355 | 0.7972 |
| No log | 0.4638 | 32 | 0.6179 | 0.0 | 0.6179 | 0.7860 |
| No log | 0.4928 | 34 | 0.5994 | 0.0 | 0.5994 | 0.7742 |
| No log | 0.5217 | 36 | 0.5797 | 0.0 | 0.5797 | 0.7614 |
| No log | 0.5507 | 38 | 0.7038 | 0.0 | 0.7038 | 0.8389 |
| No log | 0.5797 | 40 | 0.7957 | 0.0769 | 0.7957 | 0.8920 |
| No log | 0.6087 | 42 | 0.7215 | 0.0815 | 0.7215 | 0.8494 |
| No log | 0.6377 | 44 | 0.6342 | 0.0909 | 0.6342 | 0.7963 |
| No log | 0.6667 | 46 | 0.8042 | 0.0933 | 0.8042 | 0.8968 |
| No log | 0.6957 | 48 | 0.7259 | 0.2444 | 0.7259 | 0.8520 |
| No log | 0.7246 | 50 | 0.6550 | 0.1111 | 0.6550 | 0.8093 |
| No log | 0.7536 | 52 | 0.7260 | 0.1543 | 0.7260 | 0.8521 |
| No log | 0.7826 | 54 | 1.0582 | 0.1172 | 1.0582 | 1.0287 |
| No log | 0.8116 | 56 | 0.9990 | 0.1709 | 0.9990 | 0.9995 |
| No log | 0.8406 | 58 | 0.6325 | 0.1020 | 0.6325 | 0.7953 |
| No log | 0.8696 | 60 | 0.6678 | 0.1411 | 0.6678 | 0.8172 |
| No log | 0.8986 | 62 | 0.6963 | 0.0476 | 0.6963 | 0.8344 |
| No log | 0.9275 | 64 | 1.0692 | 0.1407 | 1.0692 | 1.0340 |
| No log | 0.9565 | 66 | 1.1156 | 0.1407 | 1.1156 | 1.0562 |
| No log | 0.9855 | 68 | 1.0146 | 0.0606 | 1.0146 | 1.0073 |
| No log | 1.0145 | 70 | 0.9916 | 0.0236 | 0.9916 | 0.9958 |
| No log | 1.0435 | 72 | 1.0359 | 0.0929 | 1.0359 | 1.0178 |
| No log | 1.0725 | 74 | 1.3063 | 0.0588 | 1.3063 | 1.1429 |
| No log | 1.1014 | 76 | 1.3183 | 0.0 | 1.3183 | 1.1482 |
| No log | 1.1304 | 78 | 1.0002 | 0.0 | 1.0002 | 1.0001 |
| No log | 1.1594 | 80 | 1.0203 | 0.0476 | 1.0203 | 1.0101 |
| No log | 1.1884 | 82 | 0.9402 | -0.0046 | 0.9402 | 0.9696 |
| No log | 1.2174 | 84 | 1.0175 | 0.0645 | 1.0175 | 1.0087 |
| No log | 1.2464 | 86 | 1.3712 | 0.0644 | 1.3712 | 1.1710 |
| No log | 1.2754 | 88 | 1.3505 | 0.0644 | 1.3505 | 1.1621 |
| No log | 1.3043 | 90 | 1.5298 | 0.0488 | 1.5298 | 1.2369 |
| No log | 1.3333 | 92 | 0.9065 | 0.0901 | 0.9065 | 0.9521 |
| No log | 1.3623 | 94 | 0.8369 | 0.1456 | 0.8369 | 0.9148 |
| No log | 1.3913 | 96 | 0.9087 | 0.1597 | 0.9087 | 0.9533 |
| No log | 1.4203 | 98 | 1.1421 | 0.1944 | 1.1421 | 1.0687 |
| No log | 1.4493 | 100 | 1.5075 | 0.1676 | 1.5075 | 1.2278 |
| No log | 1.4783 | 102 | 1.0094 | 0.1941 | 1.0094 | 1.0047 |
| No log | 1.5072 | 104 | 0.6808 | 0.2393 | 0.6808 | 0.8251 |
| No log | 1.5362 | 106 | 0.6494 | 0.2795 | 0.6494 | 0.8058 |
| No log | 1.5652 | 108 | 0.7807 | 0.1321 | 0.7807 | 0.8836 |
| No log | 1.5942 | 110 | 1.1379 | 0.2165 | 1.1379 | 1.0667 |
| No log | 1.6232 | 112 | 1.1272 | 0.2234 | 1.1272 | 1.0617 |
| No log | 1.6522 | 114 | 0.7010 | 0.1186 | 0.7010 | 0.8373 |
| No log | 1.6812 | 116 | 0.6469 | 0.0692 | 0.6469 | 0.8043 |
| No log | 1.7101 | 118 | 0.6851 | 0.1111 | 0.6851 | 0.8277 |
| No log | 1.7391 | 120 | 0.6215 | 0.2393 | 0.6215 | 0.7884 |
| No log | 1.7681 | 122 | 0.8693 | 0.1790 | 0.8693 | 0.9324 |
| No log | 1.7971 | 124 | 1.0356 | 0.1769 | 1.0356 | 1.0177 |
| No log | 1.8261 | 126 | 0.9576 | 0.2060 | 0.9576 | 0.9786 |
| No log | 1.8551 | 128 | 0.5895 | 0.1807 | 0.5895 | 0.7678 |
| No log | 1.8841 | 130 | 0.5930 | 0.1617 | 0.5930 | 0.7700 |
| No log | 1.9130 | 132 | 0.5921 | 0.1807 | 0.5921 | 0.7695 |
| No log | 1.9420 | 134 | 1.1820 | 0.2107 | 1.1820 | 1.0872 |
| No log | 1.9710 | 136 | 1.6311 | 0.1528 | 1.6311 | 1.2771 |
| No log | 2.0 | 138 | 1.4736 | 0.1775 | 1.4736 | 1.2139 |
| No log | 2.0290 | 140 | 0.7339 | 0.2453 | 0.7339 | 0.8567 |
| No log | 2.0580 | 142 | 0.6349 | 0.2251 | 0.6349 | 0.7968 |
| No log | 2.0870 | 144 | 0.5927 | 0.2179 | 0.5927 | 0.7698 |
| No log | 2.1159 | 146 | 0.7611 | 0.1088 | 0.7611 | 0.8724 |
| No log | 2.1449 | 148 | 1.6483 | 0.1183 | 1.6483 | 1.2839 |
| No log | 2.1739 | 150 | 1.6250 | 0.1186 | 1.6250 | 1.2748 |
| No log | 2.2029 | 152 | 0.8482 | 0.1928 | 0.8482 | 0.9210 |
| No log | 2.2319 | 154 | 0.6182 | 0.2381 | 0.6182 | 0.7863 |
| No log | 2.2609 | 156 | 0.6232 | 0.2381 | 0.6232 | 0.7894 |
| No log | 2.2899 | 158 | 0.7237 | 0.1667 | 0.7237 | 0.8507 |
| No log | 2.3188 | 160 | 1.4482 | 0.1404 | 1.4482 | 1.2034 |
| No log | 2.3478 | 162 | 1.6886 | 0.0786 | 1.6886 | 1.2995 |
| No log | 2.3768 | 164 | 1.2426 | 0.1640 | 1.2426 | 1.1147 |
| No log | 2.4058 | 166 | 0.8006 | 0.2390 | 0.8006 | 0.8948 |
| No log | 2.4348 | 168 | 0.6851 | 0.2653 | 0.6851 | 0.8277 |
| No log | 2.4638 | 170 | 0.6769 | 0.2165 | 0.6769 | 0.8228 |
| No log | 2.4928 | 172 | 0.8347 | 0.2881 | 0.8347 | 0.9136 |
| No log | 2.5217 | 174 | 0.6966 | 0.2637 | 0.6966 | 0.8346 |
| No log | 2.5507 | 176 | 0.5730 | 0.2471 | 0.5730 | 0.7570 |
| No log | 2.5797 | 178 | 0.5501 | 0.2749 | 0.5501 | 0.7417 |
| No log | 2.6087 | 180 | 0.6294 | 0.2088 | 0.6294 | 0.7934 |
| No log | 2.6377 | 182 | 0.7256 | 0.2245 | 0.7256 | 0.8518 |
| No log | 2.6667 | 184 | 0.7136 | 0.2487 | 0.7136 | 0.8448 |
| No log | 2.6957 | 186 | 0.9168 | 0.2248 | 0.9168 | 0.9575 |
| No log | 2.7246 | 188 | 0.9532 | 0.2782 | 0.9532 | 0.9763 |
| No log | 2.7536 | 190 | 0.7268 | 0.3561 | 0.7268 | 0.8525 |
| No log | 2.7826 | 192 | 0.7309 | 0.2986 | 0.7309 | 0.8549 |
| No log | 2.8116 | 194 | 0.8500 | 0.2640 | 0.8500 | 0.9220 |
| No log | 2.8406 | 196 | 1.0569 | 0.2653 | 1.0569 | 1.0281 |
| No log | 2.8696 | 198 | 0.7449 | 0.2000 | 0.7449 | 0.8631 |
| No log | 2.8986 | 200 | 0.5410 | 0.2289 | 0.5410 | 0.7355 |
| No log | 2.9275 | 202 | 0.6203 | 0.2265 | 0.6203 | 0.7876 |
| No log | 2.9565 | 204 | 0.9541 | 0.2441 | 0.9541 | 0.9768 |
| No log | 2.9855 | 206 | 1.5389 | 0.1368 | 1.5389 | 1.2405 |
| No log | 3.0145 | 208 | 1.6161 | 0.1365 | 1.6161 | 1.2713 |
| No log | 3.0435 | 210 | 1.5330 | 0.1332 | 1.5330 | 1.2381 |
| No log | 3.0725 | 212 | 1.1926 | 0.2056 | 1.1926 | 1.0921 |
| No log | 3.1014 | 214 | 1.0178 | 0.1525 | 1.0178 | 1.0089 |
| No log | 3.1304 | 216 | 0.8517 | 0.2146 | 0.8517 | 0.9229 |
| No log | 3.1594 | 218 | 0.8811 | 0.2222 | 0.8811 | 0.9387 |
| No log | 3.1884 | 220 | 0.8447 | 0.1923 | 0.8447 | 0.9191 |
| No log | 3.2174 | 222 | 0.7082 | 0.1732 | 0.7082 | 0.8415 |
| No log | 3.2464 | 224 | 0.6442 | 0.2289 | 0.6442 | 0.8026 |
| No log | 3.2754 | 226 | 0.6608 | 0.1515 | 0.6608 | 0.8129 |
| No log | 3.3043 | 228 | 0.8738 | 0.2294 | 0.8738 | 0.9348 |
| No log | 3.3333 | 230 | 0.8859 | 0.1579 | 0.8859 | 0.9412 |
| No log | 3.3623 | 232 | 0.8450 | 0.1150 | 0.8450 | 0.9193 |
| No log | 3.3913 | 234 | 0.8675 | 0.1150 | 0.8675 | 0.9314 |
| No log | 3.4203 | 236 | 0.9405 | 0.2263 | 0.9405 | 0.9698 |
| No log | 3.4493 | 238 | 0.9399 | 0.1667 | 0.9399 | 0.9695 |
| No log | 3.4783 | 240 | 0.9432 | 0.2000 | 0.9432 | 0.9712 |
| No log | 3.5072 | 242 | 0.8044 | 0.2727 | 0.8044 | 0.8969 |
| No log | 3.5362 | 244 | 0.6890 | 0.2265 | 0.6890 | 0.8301 |
| No log | 3.5652 | 246 | 0.6844 | 0.2174 | 0.6844 | 0.8273 |
| No log | 3.5942 | 248 | 0.6900 | 0.2169 | 0.6900 | 0.8307 |
| No log | 3.6232 | 250 | 0.7812 | 0.1765 | 0.7812 | 0.8839 |
| No log | 3.6522 | 252 | 0.9536 | 0.2263 | 0.9536 | 0.9765 |
| No log | 3.6812 | 254 | 1.0921 | 0.1396 | 1.0921 | 1.0450 |
| No log | 3.7101 | 256 | 0.8815 | 0.1429 | 0.8815 | 0.9389 |
| No log | 3.7391 | 258 | 0.7455 | 0.0601 | 0.7455 | 0.8635 |
| No log | 3.7681 | 260 | 0.8008 | 0.1658 | 0.8008 | 0.8949 |
| No log | 3.7971 | 262 | 1.0172 | 0.1605 | 1.0172 | 1.0085 |
| No log | 3.8261 | 264 | 1.1114 | 0.1318 | 1.1114 | 1.0542 |
| No log | 3.8551 | 266 | 1.0556 | 0.1235 | 1.0556 | 1.0274 |
| No log | 3.8841 | 268 | 1.0682 | 0.125 | 1.0682 | 1.0336 |
| No log | 3.9130 | 270 | 0.9515 | 0.1071 | 0.9515 | 0.9755 |
| No log | 3.9420 | 272 | 0.9263 | 0.1131 | 0.9263 | 0.9625 |
| No log | 3.9710 | 274 | 0.8452 | 0.1357 | 0.8452 | 0.9194 |
| No log | 4.0 | 276 | 0.7371 | 0.1325 | 0.7371 | 0.8586 |
| No log | 4.0290 | 278 | 0.7077 | 0.1138 | 0.7077 | 0.8412 |
| No log | 4.0580 | 280 | 0.7069 | 0.1500 | 0.7069 | 0.8408 |
| No log | 4.0870 | 282 | 0.9698 | 0.1020 | 0.9698 | 0.9848 |
| No log | 4.1159 | 284 | 1.1064 | 0.0897 | 1.1064 | 1.0519 |
| No log | 4.1449 | 286 | 1.0942 | 0.1143 | 1.0942 | 1.0460 |
| No log | 4.1739 | 288 | 0.8181 | 0.1770 | 0.8181 | 0.9045 |
| No log | 4.2029 | 290 | 0.7320 | 0.1304 | 0.7320 | 0.8556 |
| No log | 4.2319 | 292 | 0.7915 | 0.0798 | 0.7915 | 0.8896 |
| No log | 4.2609 | 294 | 0.7128 | 0.1716 | 0.7128 | 0.8443 |
| No log | 4.2899 | 296 | 0.8686 | 0.1770 | 0.8686 | 0.9320 |
| No log | 4.3188 | 298 | 1.4153 | 0.0520 | 1.4153 | 1.1897 |
| No log | 4.3478 | 300 | 1.5144 | 0.0769 | 1.5144 | 1.2306 |
| No log | 4.3768 | 302 | 1.1293 | 0.0792 | 1.1293 | 1.0627 |
| No log | 4.4058 | 304 | 0.7169 | 0.2088 | 0.7169 | 0.8467 |
| No log | 4.4348 | 306 | 0.7026 | 0.1832 | 0.7026 | 0.8382 |
| No log | 4.4638 | 308 | 0.7553 | 0.0638 | 0.7553 | 0.8691 |
| No log | 4.4928 | 310 | 0.6592 | 0.0455 | 0.6592 | 0.8119 |
| No log | 4.5217 | 312 | 0.6803 | 0.1813 | 0.6803 | 0.8248 |
| No log | 4.5507 | 314 | 0.7979 | 0.1919 | 0.7979 | 0.8933 |
| No log | 4.5797 | 316 | 0.7864 | 0.1917 | 0.7864 | 0.8868 |
| No log | 4.6087 | 318 | 0.7931 | 0.2444 | 0.7931 | 0.8905 |
| No log | 4.6377 | 320 | 0.7333 | 0.2000 | 0.7333 | 0.8563 |
| No log | 4.6667 | 322 | 0.7310 | 0.1908 | 0.7310 | 0.8550 |
| No log | 4.6957 | 324 | 0.7677 | 0.1910 | 0.7677 | 0.8762 |
| No log | 4.7246 | 326 | 0.8204 | 0.1921 | 0.8204 | 0.9058 |
| No log | 4.7536 | 328 | 0.8196 | 0.1503 | 0.8196 | 0.9053 |
| No log | 4.7826 | 330 | 0.7637 | 0.1658 | 0.7637 | 0.8739 |
| No log | 4.8116 | 332 | 0.8273 | 0.1675 | 0.8273 | 0.9096 |
| No log | 4.8406 | 334 | 1.0356 | 0.1245 | 1.0356 | 1.0177 |
| No log | 4.8696 | 336 | 1.1926 | 0.0769 | 1.1926 | 1.0920 |
| No log | 4.8986 | 338 | 1.1080 | 0.1027 | 1.1080 | 1.0526 |
| No log | 4.9275 | 340 | 1.0276 | 0.0968 | 1.0276 | 1.0137 |
| No log | 4.9565 | 342 | 0.9923 | 0.1333 | 0.9923 | 0.9961 |
| No log | 4.9855 | 344 | 1.0173 | 0.1673 | 1.0173 | 1.0086 |
| No log | 5.0145 | 346 | 0.9639 | 0.1333 | 0.9639 | 0.9818 |
| No log | 5.0435 | 348 | 0.8053 | 0.1919 | 0.8053 | 0.8974 |
| No log | 5.0725 | 350 | 0.8035 | 0.1841 | 0.8035 | 0.8964 |
| No log | 5.1014 | 352 | 0.8387 | 0.2300 | 0.8387 | 0.9158 |
| No log | 5.1304 | 354 | 0.7890 | 0.1429 | 0.7890 | 0.8883 |
| No log | 5.1594 | 356 | 0.8212 | 0.2300 | 0.8212 | 0.9062 |
| No log | 5.1884 | 358 | 0.9107 | 0.2000 | 0.9107 | 0.9543 |
| No log | 5.2174 | 360 | 0.8077 | 0.1923 | 0.8077 | 0.8987 |
| No log | 5.2464 | 362 | 0.6556 | 0.2340 | 0.6556 | 0.8097 |
| No log | 5.2754 | 364 | 0.6144 | 0.2090 | 0.6144 | 0.7838 |
| No log | 5.3043 | 366 | 0.6306 | 0.2169 | 0.6306 | 0.7941 |
| No log | 5.3333 | 368 | 0.7844 | 0.1845 | 0.7844 | 0.8857 |
| No log | 5.3623 | 370 | 0.9485 | 0.1667 | 0.9485 | 0.9739 |
| No log | 5.3913 | 372 | 0.8979 | 0.2294 | 0.8979 | 0.9476 |
| No log | 5.4203 | 374 | 0.7558 | 0.2077 | 0.7558 | 0.8694 |
| No log | 5.4493 | 376 | 0.6921 | 0.2000 | 0.6921 | 0.8319 |
| No log | 5.4783 | 378 | 0.6685 | 0.2444 | 0.6685 | 0.8176 |
| No log | 5.5072 | 380 | 0.7167 | 0.1739 | 0.7167 | 0.8466 |
| No log | 5.5362 | 382 | 0.8030 | 0.2308 | 0.8030 | 0.8961 |
| No log | 5.5652 | 384 | 0.7532 | 0.1489 | 0.7532 | 0.8679 |
| No log | 5.5942 | 386 | 0.6765 | 0.1818 | 0.6765 | 0.8225 |
| No log | 5.6232 | 388 | 0.6593 | 0.2184 | 0.6593 | 0.8120 |
| No log | 5.6522 | 390 | 0.6591 | 0.2542 | 0.6591 | 0.8119 |
| No log | 5.6812 | 392 | 0.6665 | 0.2179 | 0.6665 | 0.8164 |
| No log | 5.7101 | 394 | 0.7824 | 0.1917 | 0.7824 | 0.8845 |
| No log | 5.7391 | 396 | 0.8366 | 0.2300 | 0.8366 | 0.9147 |
| No log | 5.7681 | 398 | 0.8651 | 0.2294 | 0.8651 | 0.9301 |
| No log | 5.7971 | 400 | 0.7636 | 0.1832 | 0.7636 | 0.8738 |
| No log | 5.8261 | 402 | 0.7776 | 0.1832 | 0.7776 | 0.8818 |
| No log | 5.8551 | 404 | 0.8783 | 0.1211 | 0.8783 | 0.9372 |
| No log | 5.8841 | 406 | 1.0037 | 0.1040 | 1.0037 | 1.0018 |
| No log | 5.9130 | 408 | 0.9095 | 0.1228 | 0.9095 | 0.9537 |
| No log | 5.9420 | 410 | 0.7803 | 0.2161 | 0.7803 | 0.8833 |
| No log | 5.9710 | 412 | 0.7318 | 0.1746 | 0.7318 | 0.8554 |
| No log | 6.0 | 414 | 0.7602 | 0.2161 | 0.7602 | 0.8719 |
| No log | 6.0290 | 416 | 0.8120 | 0.2000 | 0.8120 | 0.9011 |
| No log | 6.0580 | 418 | 0.8808 | 0.2000 | 0.8808 | 0.9385 |
| No log | 6.0870 | 420 | 0.9287 | 0.1319 | 0.9287 | 0.9637 |
| No log | 6.1159 | 422 | 0.8942 | 0.1304 | 0.8942 | 0.9456 |
| No log | 6.1449 | 424 | 0.7709 | 0.2000 | 0.7709 | 0.8780 |
| No log | 6.1739 | 426 | 0.6639 | 0.1648 | 0.6639 | 0.8148 |
| No log | 6.2029 | 428 | 0.6606 | 0.2000 | 0.6606 | 0.8128 |
| No log | 6.2319 | 430 | 0.6972 | 0.2000 | 0.6972 | 0.8350 |
| No log | 6.2609 | 432 | 0.7664 | 0.2390 | 0.7664 | 0.8754 |
| No log | 6.2899 | 434 | 0.8948 | 0.1493 | 0.8948 | 0.9459 |
| No log | 6.3188 | 436 | 1.0513 | 0.0698 | 1.0513 | 1.0253 |
| No log | 6.3478 | 438 | 1.1812 | 0.0769 | 1.1812 | 1.0868 |
| No log | 6.3768 | 440 | 1.1486 | 0.0745 | 1.1486 | 1.0717 |
| No log | 6.4058 | 442 | 1.0074 | 0.1020 | 1.0074 | 1.0037 |
| No log | 6.4348 | 444 | 0.8636 | 0.2308 | 0.8636 | 0.9293 |
| No log | 6.4638 | 446 | 0.8674 | 0.1927 | 0.8674 | 0.9314 |
| No log | 6.4928 | 448 | 0.8234 | 0.1921 | 0.8234 | 0.9074 |
| No log | 6.5217 | 450 | 0.8462 | 0.1549 | 0.8462 | 0.9199 |
| No log | 6.5507 | 452 | 0.8304 | 0.1921 | 0.8304 | 0.9113 |
| No log | 6.5797 | 454 | 0.8106 | 0.1921 | 0.8106 | 0.9003 |
| No log | 6.6087 | 456 | 0.7429 | 0.1828 | 0.7429 | 0.8619 |
| No log | 6.6377 | 458 | 0.7728 | 0.2315 | 0.7728 | 0.8791 |
| No log | 6.6667 | 460 | 0.8688 | 0.2308 | 0.8688 | 0.9321 |
| No log | 6.6957 | 462 | 0.8919 | 0.1927 | 0.8919 | 0.9444 |
| No log | 6.7246 | 464 | 0.8449 | 0.2308 | 0.8449 | 0.9192 |
| No log | 6.7536 | 466 | 0.8059 | 0.2308 | 0.8059 | 0.8977 |
| No log | 6.7826 | 468 | 0.8084 | 0.2308 | 0.8084 | 0.8991 |
| No log | 6.8116 | 470 | 0.7923 | 0.2308 | 0.7923 | 0.8901 |
| No log | 6.8406 | 472 | 0.7548 | 0.1915 | 0.7548 | 0.8688 |
| No log | 6.8696 | 474 | 0.7335 | 0.1913 | 0.7335 | 0.8565 |
| No log | 6.8986 | 476 | 0.7465 | 0.1913 | 0.7465 | 0.8640 |
| No log | 6.9275 | 478 | 0.7890 | 0.2332 | 0.7890 | 0.8882 |
| No log | 6.9565 | 480 | 0.7541 | 0.1915 | 0.7541 | 0.8684 |
| No log | 6.9855 | 482 | 0.6754 | 0.1724 | 0.6754 | 0.8218 |
| No log | 7.0145 | 484 | 0.6354 | 0.2485 | 0.6354 | 0.7971 |
| No log | 7.0435 | 486 | 0.6512 | 0.1724 | 0.6512 | 0.8070 |
| No log | 7.0725 | 488 | 0.7301 | 0.2251 | 0.7301 | 0.8545 |
| No log | 7.1014 | 490 | 0.8606 | 0.1628 | 0.8606 | 0.9277 |
| No log | 7.1304 | 492 | 0.9735 | 0.1000 | 0.9735 | 0.9867 |
| No log | 7.1594 | 494 | 1.0149 | 0.0694 | 1.0149 | 1.0074 |
| No log | 7.1884 | 496 | 0.9318 | 0.1588 | 0.9318 | 0.9653 |
| No log | 7.2174 | 498 | 0.8276 | 0.1481 | 0.8276 | 0.9097 |
| 0.4816 | 7.2464 | 500 | 0.8095 | 0.1481 | 0.8095 | 0.8997 |
| 0.4816 | 7.2754 | 502 | 0.8708 | 0.1855 | 0.8708 | 0.9332 |
| 0.4816 | 7.3043 | 504 | 0.9675 | 0.0667 | 0.9675 | 0.9836 |
| 0.4816 | 7.3333 | 506 | 1.0254 | 0.0667 | 1.0254 | 1.0126 |
| 0.4816 | 7.3623 | 508 | 0.9658 | 0.0667 | 0.9658 | 0.9827 |
| 0.4816 | 7.3913 | 510 | 0.8370 | 0.1481 | 0.8370 | 0.9149 |
| 0.4816 | 7.4203 | 512 | 0.7696 | 0.2245 | 0.7696 | 0.8773 |
| 0.4816 | 7.4493 | 514 | 0.7694 | 0.2251 | 0.7694 | 0.8771 |
| 0.4816 | 7.4783 | 516 | 0.8172 | 0.1481 | 0.8172 | 0.9040 |
| 0.4816 | 7.5072 | 518 | 0.9445 | 0.1289 | 0.9445 | 0.9718 |
| 0.4816 | 7.5362 | 520 | 1.0406 | 0.1020 | 1.0406 | 1.0201 |
| 0.4816 | 7.5652 | 522 | 1.0576 | 0.1059 | 1.0576 | 1.0284 |
| 0.4816 | 7.5942 | 524 | 0.9677 | 0.0924 | 0.9677 | 0.9837 |
| 0.4816 | 7.6232 | 526 | 0.8663 | 0.1174 | 0.8663 | 0.9307 |
| 0.4816 | 7.6522 | 528 | 0.8077 | 0.1923 | 0.8077 | 0.8987 |
| 0.4816 | 7.6812 | 530 | 0.7721 | 0.1915 | 0.7721 | 0.8787 |
| 0.4816 | 7.7101 | 532 | 0.8040 | 0.1921 | 0.8040 | 0.8967 |
| 0.4816 | 7.7391 | 534 | 0.8716 | 0.1560 | 0.8716 | 0.9336 |
| 0.4816 | 7.7681 | 536 | 0.9488 | 0.1245 | 0.9488 | 0.9741 |
| 0.4816 | 7.7971 | 538 | 1.0260 | 0.136 | 1.0260 | 1.0129 |
| 0.4816 | 7.8261 | 540 | 0.9851 | 0.1667 | 0.9851 | 0.9925 |
| 0.4816 | 7.8551 | 542 | 0.8934 | 0.1211 | 0.8934 | 0.9452 |
| 0.4816 | 7.8841 | 544 | 0.8087 | 0.1921 | 0.8087 | 0.8993 |
| 0.4816 | 7.9130 | 546 | 0.7771 | 0.1919 | 0.7771 | 0.8815 |
| 0.4816 | 7.9420 | 548 | 0.7760 | 0.1921 | 0.7760 | 0.8809 |
| 0.4816 | 7.9710 | 550 | 0.8099 | 0.2390 | 0.8099 | 0.8999 |
| 0.4816 | 8.0 | 552 | 0.8103 | 0.2390 | 0.8103 | 0.9002 |
| 0.4816 | 8.0290 | 554 | 0.7988 | 0.1921 | 0.7988 | 0.8938 |
| 0.4816 | 8.0580 | 556 | 0.7896 | 0.1923 | 0.7896 | 0.8886 |
| 0.4816 | 8.0870 | 558 | 0.7587 | 0.1919 | 0.7587 | 0.8710 |
| 0.4816 | 8.1159 | 560 | 0.7500 | 0.1841 | 0.7500 | 0.8660 |
| 0.4816 | 8.1449 | 562 | 0.7817 | 0.1923 | 0.7817 | 0.8842 |
| 0.4816 | 8.1739 | 564 | 0.8373 | 0.1560 | 0.8373 | 0.9150 |
| 0.4816 | 8.2029 | 566 | 0.8898 | 0.1560 | 0.8898 | 0.9433 |
| 0.4816 | 8.2319 | 568 | 0.9102 | 0.1579 | 0.9102 | 0.9540 |
| 0.4816 | 8.2609 | 570 | 0.8932 | 0.1560 | 0.8932 | 0.9451 |
| 0.4816 | 8.2899 | 572 | 0.8634 | 0.1560 | 0.8634 | 0.9292 |
| 0.4816 | 8.3188 | 574 | 0.8216 | 0.1560 | 0.8216 | 0.9064 |
| 0.4816 | 8.3478 | 576 | 0.7896 | 0.1923 | 0.7896 | 0.8886 |
| 0.4816 | 8.3768 | 578 | 0.7664 | 0.1848 | 0.7664 | 0.8755 |
| 0.4816 | 8.4058 | 580 | 0.7516 | 0.1845 | 0.7516 | 0.8669 |
| 0.4816 | 8.4348 | 582 | 0.7587 | 0.1848 | 0.7587 | 0.8711 |
| 0.4816 | 8.4638 | 584 | 0.7758 | 0.1923 | 0.7758 | 0.8808 |
| 0.4816 | 8.4928 | 586 | 0.7729 | 0.1923 | 0.7729 | 0.8791 |
| 0.4816 | 8.5217 | 588 | 0.8065 | 0.2300 | 0.8065 | 0.8981 |
| 0.4816 | 8.5507 | 590 | 0.8131 | 0.2300 | 0.8131 | 0.9017 |
| 0.4816 | 8.5797 | 592 | 0.8119 | 0.2300 | 0.8119 | 0.9010 |
| 0.4816 | 8.6087 | 594 | 0.7915 | 0.1923 | 0.7915 | 0.8896 |
| 0.4816 | 8.6377 | 596 | 0.7967 | 0.1923 | 0.7967 | 0.8926 |
| 0.4816 | 8.6667 | 598 | 0.8224 | 0.1560 | 0.8224 | 0.9069 |
| 0.4816 | 8.6957 | 600 | 0.8280 | 0.1560 | 0.8280 | 0.9100 |
| 0.4816 | 8.7246 | 602 | 0.8290 | 0.1560 | 0.8290 | 0.9105 |
| 0.4816 | 8.7536 | 604 | 0.8462 | 0.1560 | 0.8462 | 0.9199 |
| 0.4816 | 8.7826 | 606 | 0.8403 | 0.1560 | 0.8403 | 0.9167 |
| 0.4816 | 8.8116 | 608 | 0.8247 | 0.1560 | 0.8247 | 0.9081 |
| 0.4816 | 8.8406 | 610 | 0.8034 | 0.1923 | 0.8034 | 0.8963 |
| 0.4816 | 8.8696 | 612 | 0.7986 | 0.1923 | 0.7986 | 0.8936 |
| 0.4816 | 8.8986 | 614 | 0.8085 | 0.2300 | 0.8085 | 0.8991 |
| 0.4816 | 8.9275 | 616 | 0.8472 | 0.1560 | 0.8472 | 0.9205 |
| 0.4816 | 8.9565 | 618 | 0.8753 | 0.1560 | 0.8753 | 0.9356 |
| 0.4816 | 8.9855 | 620 | 0.8817 | 0.1560 | 0.8817 | 0.9390 |
| 0.4816 | 9.0145 | 622 | 0.8656 | 0.1560 | 0.8656 | 0.9304 |
| 0.4816 | 9.0435 | 624 | 0.8341 | 0.1560 | 0.8341 | 0.9133 |
| 0.4816 | 9.0725 | 626 | 0.8078 | 0.2300 | 0.8078 | 0.8988 |
| 0.4816 | 9.1014 | 628 | 0.7760 | 0.1921 | 0.7760 | 0.8809 |
| 0.4816 | 9.1304 | 630 | 0.7464 | 0.1832 | 0.7464 | 0.8640 |
| 0.4816 | 9.1594 | 632 | 0.7223 | 0.1398 | 0.7223 | 0.8499 |
| 0.4816 | 9.1884 | 634 | 0.7107 | 0.1381 | 0.7107 | 0.8430 |
| 0.4816 | 9.2174 | 636 | 0.7136 | 0.1381 | 0.7136 | 0.8447 |
| 0.4816 | 9.2464 | 638 | 0.7220 | 0.1398 | 0.7220 | 0.8497 |
| 0.4816 | 9.2754 | 640 | 0.7429 | 0.1915 | 0.7429 | 0.8619 |
| 0.4816 | 9.3043 | 642 | 0.7701 | 0.1917 | 0.7701 | 0.8775 |
| 0.4816 | 9.3333 | 644 | 0.7945 | 0.1921 | 0.7945 | 0.8913 |
| 0.4816 | 9.3623 | 646 | 0.8182 | 0.2300 | 0.8182 | 0.9045 |
| 0.4816 | 9.3913 | 648 | 0.8534 | 0.1560 | 0.8534 | 0.9238 |
| 0.4816 | 9.4203 | 650 | 0.8899 | 0.1628 | 0.8899 | 0.9434 |
| 0.4816 | 9.4493 | 652 | 0.9135 | 0.1273 | 0.9135 | 0.9558 |
| 0.4816 | 9.4783 | 654 | 0.9275 | 0.1273 | 0.9275 | 0.9631 |
| 0.4816 | 9.5072 | 656 | 0.9287 | 0.1273 | 0.9287 | 0.9637 |
| 0.4816 | 9.5362 | 658 | 0.9213 | 0.1273 | 0.9213 | 0.9598 |
| 0.4816 | 9.5652 | 660 | 0.9057 | 0.1273 | 0.9057 | 0.9517 |
| 0.4816 | 9.5942 | 662 | 0.8897 | 0.1628 | 0.8897 | 0.9432 |
| 0.4816 | 9.6232 | 664 | 0.8778 | 0.1560 | 0.8778 | 0.9369 |
| 0.4816 | 9.6522 | 666 | 0.8723 | 0.1560 | 0.8723 | 0.9340 |
| 0.4816 | 9.6812 | 668 | 0.8607 | 0.1560 | 0.8607 | 0.9277 |
| 0.4816 | 9.7101 | 670 | 0.8545 | 0.1560 | 0.8545 | 0.9244 |
| 0.4816 | 9.7391 | 672 | 0.8485 | 0.1560 | 0.8485 | 0.9211 |
| 0.4816 | 9.7681 | 674 | 0.8457 | 0.1560 | 0.8457 | 0.9196 |
| 0.4816 | 9.7971 | 676 | 0.8391 | 0.1560 | 0.8391 | 0.9160 |
| 0.4816 | 9.8261 | 678 | 0.8321 | 0.1560 | 0.8321 | 0.9122 |
| 0.4816 | 9.8551 | 680 | 0.8305 | 0.1560 | 0.8305 | 0.9113 |
| 0.4816 | 9.8841 | 682 | 0.8290 | 0.1560 | 0.8290 | 0.9105 |
| 0.4816 | 9.9130 | 684 | 0.8267 | 0.1560 | 0.8267 | 0.9092 |
| 0.4816 | 9.9420 | 686 | 0.8259 | 0.1560 | 0.8259 | 0.9088 |
| 0.4816 | 9.9710 | 688 | 0.8254 | 0.1560 | 0.8254 | 0.9085 |
| 0.4816 | 10.0 | 690 | 0.8258 | 0.1560 | 0.8258 | 0.9087 |
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/ArabicNewSplits4_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k16_task3_organization
Base model
aubmindlab/bert-base-arabertv02