Instructions to use MayBashendy/ArabicNewSplits4_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k18_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_k18_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_k18_task3_organization")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("MayBashendy/ArabicNewSplits4_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k18_task3_organization") model = AutoModelForSequenceClassification.from_pretrained("MayBashendy/ArabicNewSplits4_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k18_task3_organization", device_map="auto") - Notebooks
- Google Colab
- Kaggle
ArabicNewSplits4_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k18_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: 0.6571
- Qwk: 0.2487
- Mse: 0.6571
- Rmse: 0.8106
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 | 0.0256 | 2 | 3.4384 | 0.0026 | 3.4384 | 1.8543 |
| No log | 0.0513 | 4 | 1.6745 | -0.0370 | 1.6745 | 1.2940 |
| No log | 0.0769 | 6 | 1.0600 | 0.0769 | 1.0600 | 1.0296 |
| No log | 0.1026 | 8 | 1.1245 | 0.0968 | 1.1245 | 1.0604 |
| No log | 0.1282 | 10 | 0.5951 | 0.1895 | 0.5951 | 0.7715 |
| No log | 0.1538 | 12 | 0.6451 | 0.0 | 0.6451 | 0.8032 |
| No log | 0.1795 | 14 | 0.8151 | -0.1242 | 0.8151 | 0.9028 |
| No log | 0.2051 | 16 | 1.4621 | -0.0327 | 1.4621 | 1.2092 |
| No log | 0.2308 | 18 | 1.4403 | 0.0 | 1.4403 | 1.2001 |
| No log | 0.2564 | 20 | 1.1848 | 0.0 | 1.1848 | 1.0885 |
| No log | 0.2821 | 22 | 1.0091 | 0.0 | 1.0091 | 1.0045 |
| No log | 0.3077 | 24 | 0.7588 | 0.1549 | 0.7588 | 0.8711 |
| No log | 0.3333 | 26 | 0.6780 | 0.2000 | 0.6780 | 0.8234 |
| No log | 0.3590 | 28 | 0.5868 | 0.0 | 0.5868 | 0.7660 |
| No log | 0.3846 | 30 | 0.5801 | 0.0 | 0.5801 | 0.7616 |
| No log | 0.4103 | 32 | 0.5916 | 0.0 | 0.5916 | 0.7692 |
| No log | 0.4359 | 34 | 0.6210 | 0.0 | 0.6210 | 0.7880 |
| No log | 0.4615 | 36 | 0.6699 | 0.0815 | 0.6699 | 0.8184 |
| No log | 0.4872 | 38 | 0.7120 | -0.0667 | 0.7120 | 0.8438 |
| No log | 0.5128 | 40 | 0.6380 | -0.0081 | 0.6380 | 0.7987 |
| No log | 0.5385 | 42 | 0.6581 | 0.0 | 0.6581 | 0.8113 |
| No log | 0.5641 | 44 | 0.6599 | 0.0303 | 0.6599 | 0.8123 |
| No log | 0.5897 | 46 | 0.6549 | 0.0815 | 0.6549 | 0.8093 |
| No log | 0.6154 | 48 | 0.7642 | -0.0864 | 0.7642 | 0.8742 |
| No log | 0.6410 | 50 | 0.7749 | 0.0476 | 0.7749 | 0.8803 |
| No log | 0.6667 | 52 | 0.7571 | 0.0476 | 0.7571 | 0.8701 |
| No log | 0.6923 | 54 | 0.6518 | -0.0068 | 0.6518 | 0.8073 |
| No log | 0.7179 | 56 | 0.7256 | 0.0877 | 0.7256 | 0.8518 |
| No log | 0.7436 | 58 | 0.6908 | 0.1195 | 0.6908 | 0.8312 |
| No log | 0.7692 | 60 | 0.6719 | 0.0604 | 0.6719 | 0.8197 |
| No log | 0.7949 | 62 | 0.8194 | 0.2157 | 0.8194 | 0.9052 |
| No log | 0.8205 | 64 | 0.9740 | 0.1587 | 0.9740 | 0.9869 |
| No log | 0.8462 | 66 | 0.8542 | 0.1321 | 0.8542 | 0.9242 |
| No log | 0.8718 | 68 | 0.8973 | 0.0968 | 0.8973 | 0.9473 |
| No log | 0.8974 | 70 | 0.7767 | 0.0604 | 0.7767 | 0.8813 |
| No log | 0.9231 | 72 | 1.0900 | -0.0598 | 1.0900 | 1.0440 |
| No log | 0.9487 | 74 | 1.0494 | -0.0598 | 1.0494 | 1.0244 |
| No log | 0.9744 | 76 | 0.7614 | -0.0769 | 0.7614 | 0.8726 |
| No log | 1.0 | 78 | 0.9777 | -0.0047 | 0.9777 | 0.9888 |
| No log | 1.0256 | 80 | 1.5781 | 0.0 | 1.5781 | 1.2562 |
| No log | 1.0513 | 82 | 1.4058 | 0.0426 | 1.4058 | 1.1857 |
| No log | 1.0769 | 84 | 0.7577 | -0.1507 | 0.7577 | 0.8705 |
| No log | 1.1026 | 86 | 0.7689 | -0.1358 | 0.7689 | 0.8769 |
| No log | 1.1282 | 88 | 0.7776 | -0.0667 | 0.7776 | 0.8818 |
| No log | 1.1538 | 90 | 0.7044 | -0.0149 | 0.7044 | 0.8393 |
| No log | 1.1795 | 92 | 0.9779 | -0.0462 | 0.9779 | 0.9889 |
| No log | 1.2051 | 94 | 1.6524 | 0.0752 | 1.6524 | 1.2854 |
| No log | 1.2308 | 96 | 2.1431 | 0.0425 | 2.1431 | 1.4639 |
| No log | 1.2564 | 98 | 1.9962 | 0.0769 | 1.9962 | 1.4129 |
| No log | 1.2821 | 100 | 1.2165 | 0.0247 | 1.2165 | 1.1029 |
| No log | 1.3077 | 102 | 0.7970 | 0.0769 | 0.7970 | 0.8928 |
| No log | 1.3333 | 104 | 0.8512 | 0.0538 | 0.8512 | 0.9226 |
| No log | 1.3590 | 106 | 1.0553 | 0.0040 | 1.0553 | 1.0273 |
| No log | 1.3846 | 108 | 0.9616 | 0.0526 | 0.9616 | 0.9806 |
| No log | 1.4103 | 110 | 0.8121 | 0.0520 | 0.8121 | 0.9012 |
| No log | 1.4359 | 112 | 1.0644 | 0.0154 | 1.0644 | 1.0317 |
| No log | 1.4615 | 114 | 1.0189 | 0.0323 | 1.0189 | 1.0094 |
| No log | 1.4872 | 116 | 1.1063 | 0.0216 | 1.1063 | 1.0518 |
| No log | 1.5128 | 118 | 0.8532 | 0.1321 | 0.8532 | 0.9237 |
| No log | 1.5385 | 120 | 0.8512 | 0.1321 | 0.8512 | 0.9226 |
| No log | 1.5641 | 122 | 1.1623 | 0.1065 | 1.1623 | 1.0781 |
| No log | 1.5897 | 124 | 1.1186 | 0.1062 | 1.1186 | 1.0576 |
| No log | 1.6154 | 126 | 0.9252 | 0.0823 | 0.9252 | 0.9619 |
| No log | 1.6410 | 128 | 1.2061 | 0.0811 | 1.2061 | 1.0982 |
| No log | 1.6667 | 130 | 1.8182 | 0.1365 | 1.8182 | 1.3484 |
| No log | 1.6923 | 132 | 1.1022 | 0.0791 | 1.1022 | 1.0498 |
| No log | 1.7179 | 134 | 0.6821 | 0.2258 | 0.6821 | 0.8259 |
| No log | 1.7436 | 136 | 0.6724 | 0.1445 | 0.6724 | 0.8200 |
| No log | 1.7692 | 138 | 0.6113 | 0.2821 | 0.6113 | 0.7819 |
| No log | 1.7949 | 140 | 0.8471 | 0.2222 | 0.8471 | 0.9204 |
| No log | 1.8205 | 142 | 1.0046 | 0.2239 | 1.0046 | 1.0023 |
| No log | 1.8462 | 144 | 0.8622 | 0.2269 | 0.8622 | 0.9285 |
| No log | 1.8718 | 146 | 0.6117 | 0.2471 | 0.6117 | 0.7821 |
| No log | 1.8974 | 148 | 0.5609 | 0.2405 | 0.5609 | 0.7489 |
| No log | 1.9231 | 150 | 0.6841 | 0.1913 | 0.6841 | 0.8271 |
| No log | 1.9487 | 152 | 0.9565 | 0.1680 | 0.9565 | 0.9780 |
| No log | 1.9744 | 154 | 0.7718 | 0.2150 | 0.7718 | 0.8785 |
| No log | 2.0 | 156 | 0.5855 | 0.2096 | 0.5855 | 0.7651 |
| No log | 2.0256 | 158 | 0.7031 | 0.1515 | 0.7031 | 0.8385 |
| No log | 2.0513 | 160 | 0.5900 | 0.2471 | 0.5900 | 0.7681 |
| No log | 2.0769 | 162 | 1.1125 | 0.1587 | 1.1125 | 1.0547 |
| No log | 2.1026 | 164 | 1.4849 | 0.0960 | 1.4849 | 1.2186 |
| No log | 2.1282 | 166 | 0.9736 | 0.1130 | 0.9736 | 0.9867 |
| No log | 2.1538 | 168 | 0.6478 | 0.2000 | 0.6478 | 0.8048 |
| No log | 2.1795 | 170 | 0.6202 | 0.2516 | 0.6202 | 0.7876 |
| No log | 2.2051 | 172 | 0.7517 | 0.1746 | 0.7517 | 0.8670 |
| No log | 2.2308 | 174 | 0.9249 | 0.1588 | 0.9249 | 0.9617 |
| No log | 2.2564 | 176 | 0.7807 | 0.1753 | 0.7807 | 0.8836 |
| No log | 2.2821 | 178 | 0.8737 | 0.1855 | 0.8737 | 0.9347 |
| No log | 2.3077 | 180 | 0.7430 | 0.2990 | 0.7430 | 0.8620 |
| No log | 2.3333 | 182 | 0.6271 | 0.2457 | 0.6271 | 0.7919 |
| No log | 2.3590 | 184 | 0.7286 | 0.2245 | 0.7286 | 0.8536 |
| No log | 2.3846 | 186 | 0.7672 | 0.2222 | 0.7672 | 0.8759 |
| No log | 2.4103 | 188 | 0.6170 | 0.2746 | 0.6170 | 0.7855 |
| No log | 2.4359 | 190 | 0.5679 | 0.3563 | 0.5679 | 0.7536 |
| No log | 2.4615 | 192 | 0.6661 | 0.3143 | 0.6661 | 0.8161 |
| No log | 2.4872 | 194 | 0.9535 | 0.2263 | 0.9535 | 0.9765 |
| No log | 2.5128 | 196 | 0.9107 | 0.2199 | 0.9107 | 0.9543 |
| No log | 2.5385 | 198 | 0.6715 | 0.3365 | 0.6715 | 0.8194 |
| No log | 2.5641 | 200 | 0.7131 | 0.1698 | 0.7131 | 0.8444 |
| No log | 2.5897 | 202 | 0.6515 | 0.3118 | 0.6515 | 0.8071 |
| No log | 2.6154 | 204 | 0.6363 | 0.2941 | 0.6363 | 0.7977 |
| No log | 2.6410 | 206 | 0.7787 | 0.1698 | 0.7787 | 0.8824 |
| No log | 2.6667 | 208 | 0.7641 | 0.1698 | 0.7641 | 0.8742 |
| No log | 2.6923 | 210 | 0.6340 | 0.2626 | 0.6340 | 0.7962 |
| No log | 2.7179 | 212 | 0.7119 | 0.2487 | 0.7119 | 0.8437 |
| No log | 2.7436 | 214 | 0.6791 | 0.2000 | 0.6791 | 0.8241 |
| No log | 2.7692 | 216 | 0.6097 | 0.2832 | 0.6097 | 0.7808 |
| No log | 2.7949 | 218 | 1.1195 | 0.1407 | 1.1195 | 1.0581 |
| No log | 2.8205 | 220 | 1.4475 | 0.0520 | 1.4475 | 1.2031 |
| No log | 2.8462 | 222 | 1.1466 | 0.0644 | 1.1466 | 1.0708 |
| No log | 2.8718 | 224 | 0.6556 | 0.2281 | 0.6556 | 0.8097 |
| No log | 2.8974 | 226 | 0.5696 | 0.1807 | 0.5696 | 0.7547 |
| No log | 2.9231 | 228 | 0.5713 | 0.2626 | 0.5713 | 0.7558 |
| No log | 2.9487 | 230 | 0.6495 | 0.3797 | 0.6495 | 0.8059 |
| No log | 2.9744 | 232 | 0.9115 | 0.2258 | 0.9115 | 0.9547 |
| No log | 3.0 | 234 | 0.9263 | 0.2258 | 0.9263 | 0.9625 |
| No log | 3.0256 | 236 | 0.6452 | 0.3297 | 0.6452 | 0.8032 |
| No log | 3.0513 | 238 | 0.5931 | 0.2941 | 0.5931 | 0.7701 |
| No log | 3.0769 | 240 | 0.5889 | 0.2967 | 0.5889 | 0.7674 |
| No log | 3.1026 | 242 | 0.6614 | 0.2086 | 0.6614 | 0.8133 |
| No log | 3.1282 | 244 | 0.6922 | 0.2086 | 0.6922 | 0.8320 |
| No log | 3.1538 | 246 | 0.6194 | 0.2432 | 0.6194 | 0.7870 |
| No log | 3.1795 | 248 | 0.6264 | 0.2000 | 0.6264 | 0.7915 |
| No log | 3.2051 | 250 | 0.6885 | 0.2174 | 0.6885 | 0.8298 |
| No log | 3.2308 | 252 | 0.7072 | 0.1732 | 0.7072 | 0.8410 |
| No log | 3.2564 | 254 | 0.6404 | 0.1556 | 0.6404 | 0.8003 |
| No log | 3.2821 | 256 | 0.5888 | 0.2787 | 0.5888 | 0.7673 |
| No log | 3.3077 | 258 | 0.5838 | 0.2184 | 0.5838 | 0.7641 |
| No log | 3.3333 | 260 | 0.7170 | 0.2464 | 0.7170 | 0.8468 |
| No log | 3.3590 | 262 | 0.9769 | 0.2191 | 0.9769 | 0.9884 |
| No log | 3.3846 | 264 | 1.2227 | 0.1458 | 1.2227 | 1.1057 |
| No log | 3.4103 | 266 | 0.9778 | 0.2000 | 0.9778 | 0.9888 |
| No log | 3.4359 | 268 | 0.6861 | 0.2653 | 0.6861 | 0.8283 |
| No log | 3.4615 | 270 | 0.5945 | 0.2381 | 0.5945 | 0.7710 |
| No log | 3.4872 | 272 | 0.6542 | 0.2727 | 0.6542 | 0.8088 |
| No log | 3.5128 | 274 | 0.7954 | 0.2709 | 0.7954 | 0.8918 |
| No log | 3.5385 | 276 | 0.8181 | 0.2709 | 0.8181 | 0.9045 |
| No log | 3.5641 | 278 | 0.7281 | 0.2239 | 0.7281 | 0.8533 |
| No log | 3.5897 | 280 | 0.7974 | 0.2227 | 0.7974 | 0.8930 |
| No log | 3.6154 | 282 | 0.9253 | 0.2263 | 0.9253 | 0.9619 |
| No log | 3.6410 | 284 | 0.7041 | 0.3161 | 0.7041 | 0.8391 |
| No log | 3.6667 | 286 | 0.6135 | 0.3263 | 0.6135 | 0.7833 |
| No log | 3.6923 | 288 | 0.7242 | 0.3131 | 0.7242 | 0.8510 |
| No log | 3.7179 | 290 | 1.0247 | 0.1385 | 1.0247 | 1.0123 |
| No log | 3.7436 | 292 | 1.0422 | 0.1709 | 1.0422 | 1.0209 |
| No log | 3.7692 | 294 | 0.7904 | 0.2000 | 0.7904 | 0.8891 |
| No log | 3.7949 | 296 | 0.6211 | 0.1801 | 0.6211 | 0.7881 |
| No log | 3.8205 | 298 | 0.6219 | 0.1801 | 0.6219 | 0.7886 |
| No log | 3.8462 | 300 | 0.6515 | 0.1813 | 0.6515 | 0.8072 |
| No log | 3.8718 | 302 | 0.6290 | 0.2350 | 0.6290 | 0.7931 |
| No log | 3.8974 | 304 | 0.7119 | 0.2577 | 0.7119 | 0.8438 |
| No log | 3.9231 | 306 | 0.9539 | 0.2199 | 0.9539 | 0.9767 |
| No log | 3.9487 | 308 | 0.9396 | 0.2199 | 0.9396 | 0.9693 |
| No log | 3.9744 | 310 | 0.7252 | 0.2709 | 0.7252 | 0.8516 |
| No log | 4.0 | 312 | 0.6404 | 0.2174 | 0.6404 | 0.8003 |
| No log | 4.0256 | 314 | 0.6274 | 0.2575 | 0.6274 | 0.7921 |
| No log | 4.0513 | 316 | 0.6244 | 0.2360 | 0.6244 | 0.7902 |
| No log | 4.0769 | 318 | 0.8079 | 0.2222 | 0.8079 | 0.8988 |
| No log | 4.1026 | 320 | 1.1932 | 0.0452 | 1.1932 | 1.0924 |
| No log | 4.1282 | 322 | 1.2395 | 0.0476 | 1.2395 | 1.1133 |
| No log | 4.1538 | 324 | 0.9703 | 0.2000 | 0.9703 | 0.9850 |
| No log | 4.1795 | 326 | 0.6240 | 0.2265 | 0.6240 | 0.7900 |
| No log | 4.2051 | 328 | 0.5509 | 0.2195 | 0.5509 | 0.7422 |
| No log | 4.2308 | 330 | 0.5519 | 0.2195 | 0.5519 | 0.7429 |
| No log | 4.2564 | 332 | 0.6385 | 0.3402 | 0.6385 | 0.7990 |
| No log | 4.2821 | 334 | 1.0172 | 0.1686 | 1.0172 | 1.0085 |
| No log | 4.3077 | 336 | 1.2391 | 0.0960 | 1.2391 | 1.1131 |
| No log | 4.3333 | 338 | 1.0588 | 0.1698 | 1.0588 | 1.0290 |
| No log | 4.3590 | 340 | 0.7752 | 0.2579 | 0.7752 | 0.8805 |
| No log | 4.3846 | 342 | 0.5799 | 0.2575 | 0.5799 | 0.7615 |
| No log | 4.4103 | 344 | 0.5427 | 0.2000 | 0.5427 | 0.7367 |
| No log | 4.4359 | 346 | 0.5664 | 0.2593 | 0.5664 | 0.7526 |
| No log | 4.4615 | 348 | 0.6570 | 0.1828 | 0.6570 | 0.8106 |
| No log | 4.4872 | 350 | 0.8210 | 0.2372 | 0.8210 | 0.9061 |
| No log | 4.5128 | 352 | 0.7993 | 0.2372 | 0.7993 | 0.8940 |
| No log | 4.5385 | 354 | 0.6870 | 0.2637 | 0.6870 | 0.8288 |
| No log | 4.5641 | 356 | 0.6119 | 0.2670 | 0.6119 | 0.7822 |
| No log | 4.5897 | 358 | 0.5902 | 0.3520 | 0.5902 | 0.7683 |
| No log | 4.6154 | 360 | 0.6016 | 0.2688 | 0.6016 | 0.7757 |
| No log | 4.6410 | 362 | 0.6363 | 0.2653 | 0.6363 | 0.7977 |
| No log | 4.6667 | 364 | 0.7302 | 0.24 | 0.7302 | 0.8545 |
| No log | 4.6923 | 366 | 0.6975 | 0.2315 | 0.6975 | 0.8351 |
| No log | 4.7179 | 368 | 0.7012 | 0.24 | 0.7012 | 0.8374 |
| No log | 4.7436 | 370 | 0.6304 | 0.2350 | 0.6304 | 0.7940 |
| No log | 4.7692 | 372 | 0.5495 | 0.2771 | 0.5495 | 0.7413 |
| No log | 4.7949 | 374 | 0.5481 | 0.2644 | 0.5481 | 0.7403 |
| No log | 4.8205 | 376 | 0.6894 | 0.2315 | 0.6894 | 0.8303 |
| No log | 4.8462 | 378 | 0.7583 | 0.2692 | 0.7583 | 0.8708 |
| No log | 4.8718 | 380 | 0.6606 | 0.2323 | 0.6606 | 0.8128 |
| No log | 4.8974 | 382 | 0.5656 | 0.2941 | 0.5656 | 0.7521 |
| No log | 4.9231 | 384 | 0.5951 | 0.25 | 0.5951 | 0.7714 |
| No log | 4.9487 | 386 | 0.6994 | 0.2315 | 0.6994 | 0.8363 |
| No log | 4.9744 | 388 | 0.7989 | 0.2941 | 0.7989 | 0.8938 |
| No log | 5.0 | 390 | 0.7547 | 0.2692 | 0.7547 | 0.8687 |
| No log | 5.0256 | 392 | 0.6469 | 0.25 | 0.6469 | 0.8043 |
| No log | 5.0513 | 394 | 0.5761 | 0.2360 | 0.5761 | 0.7590 |
| No log | 5.0769 | 396 | 0.5868 | 0.2360 | 0.5868 | 0.7660 |
| No log | 5.1026 | 398 | 0.5978 | 0.1556 | 0.5978 | 0.7732 |
| No log | 5.1282 | 400 | 0.5962 | 0.1556 | 0.5962 | 0.7722 |
| No log | 5.1538 | 402 | 0.6163 | 0.2421 | 0.6163 | 0.7851 |
| No log | 5.1795 | 404 | 0.6863 | 0.2464 | 0.6863 | 0.8285 |
| No log | 5.2051 | 406 | 0.7095 | 0.2536 | 0.7095 | 0.8423 |
| No log | 5.2308 | 408 | 0.8117 | 0.3028 | 0.8117 | 0.9009 |
| No log | 5.2564 | 410 | 0.8192 | 0.2287 | 0.8192 | 0.9051 |
| No log | 5.2821 | 412 | 0.6875 | 0.2523 | 0.6875 | 0.8292 |
| No log | 5.3077 | 414 | 0.6032 | 0.2410 | 0.6032 | 0.7766 |
| No log | 5.3333 | 416 | 0.5974 | 0.2421 | 0.5974 | 0.7729 |
| No log | 5.3590 | 418 | 0.6497 | 0.2653 | 0.6497 | 0.8061 |
| No log | 5.3846 | 420 | 0.7676 | 0.2632 | 0.7676 | 0.8761 |
| No log | 5.4103 | 422 | 0.8276 | 0.2711 | 0.8276 | 0.9097 |
| No log | 5.4359 | 424 | 0.7836 | 0.2632 | 0.7836 | 0.8852 |
| No log | 5.4615 | 426 | 0.6414 | 0.2350 | 0.6414 | 0.8009 |
| No log | 5.4872 | 428 | 0.5349 | 0.1500 | 0.5349 | 0.7314 |
| No log | 5.5128 | 430 | 0.5300 | 0.2832 | 0.5300 | 0.7280 |
| No log | 5.5385 | 432 | 0.5340 | 0.2626 | 0.5340 | 0.7307 |
| No log | 5.5641 | 434 | 0.5543 | 0.3161 | 0.5543 | 0.7445 |
| No log | 5.5897 | 436 | 0.6075 | 0.25 | 0.6075 | 0.7794 |
| No log | 5.6154 | 438 | 0.7083 | 0.3010 | 0.7083 | 0.8416 |
| No log | 5.6410 | 440 | 0.7079 | 0.2727 | 0.7079 | 0.8413 |
| No log | 5.6667 | 442 | 0.6432 | 0.2688 | 0.6432 | 0.8020 |
| No log | 5.6923 | 444 | 0.6283 | 0.2707 | 0.6283 | 0.7926 |
| No log | 5.7179 | 446 | 0.6334 | 0.2707 | 0.6334 | 0.7959 |
| No log | 5.7436 | 448 | 0.5554 | 0.1628 | 0.5554 | 0.7453 |
| No log | 5.7692 | 450 | 0.5301 | 0.2393 | 0.5301 | 0.7281 |
| No log | 5.7949 | 452 | 0.5408 | 0.2393 | 0.5408 | 0.7354 |
| No log | 5.8205 | 454 | 0.5907 | 0.2000 | 0.5907 | 0.7686 |
| No log | 5.8462 | 456 | 0.7078 | 0.2811 | 0.7078 | 0.8413 |
| No log | 5.8718 | 458 | 0.8121 | 0.2900 | 0.8121 | 0.9012 |
| No log | 5.8974 | 460 | 0.8136 | 0.2134 | 0.8136 | 0.9020 |
| No log | 5.9231 | 462 | 0.7548 | 0.2727 | 0.7548 | 0.8688 |
| No log | 5.9487 | 464 | 0.7719 | 0.2711 | 0.7719 | 0.8786 |
| No log | 5.9744 | 466 | 0.7856 | 0.2963 | 0.7856 | 0.8864 |
| No log | 6.0 | 468 | 0.8504 | 0.2646 | 0.8504 | 0.9222 |
| No log | 6.0256 | 470 | 0.8266 | 0.2294 | 0.8266 | 0.9092 |
| No log | 6.0513 | 472 | 0.7173 | 0.2637 | 0.7173 | 0.8469 |
| No log | 6.0769 | 474 | 0.6360 | 0.2000 | 0.6360 | 0.7975 |
| No log | 6.1026 | 476 | 0.5825 | 0.1529 | 0.5825 | 0.7632 |
| No log | 6.1282 | 478 | 0.5990 | 0.2000 | 0.5990 | 0.7739 |
| No log | 6.1538 | 480 | 0.7052 | 0.2381 | 0.7052 | 0.8398 |
| No log | 6.1795 | 482 | 0.9896 | 0.2314 | 0.9896 | 0.9948 |
| No log | 6.2051 | 484 | 1.1593 | 0.2222 | 1.1593 | 1.0767 |
| No log | 6.2308 | 486 | 1.0494 | 0.2615 | 1.0494 | 1.0244 |
| No log | 6.2564 | 488 | 0.8054 | 0.3365 | 0.8054 | 0.8974 |
| No log | 6.2821 | 490 | 0.6876 | 0.2381 | 0.6876 | 0.8292 |
| No log | 6.3077 | 492 | 0.6607 | 0.24 | 0.6607 | 0.8128 |
| No log | 6.3333 | 494 | 0.6376 | 0.2653 | 0.6376 | 0.7985 |
| No log | 6.3590 | 496 | 0.6914 | 0.2381 | 0.6914 | 0.8315 |
| No log | 6.3846 | 498 | 0.8701 | 0.2203 | 0.8701 | 0.9328 |
| 0.5135 | 6.4103 | 500 | 0.9650 | 0.2000 | 0.9650 | 0.9823 |
| 0.5135 | 6.4359 | 502 | 0.8839 | 0.1933 | 0.8839 | 0.9402 |
| 0.5135 | 6.4615 | 504 | 0.7906 | 0.2963 | 0.7906 | 0.8892 |
| 0.5135 | 6.4872 | 506 | 0.6763 | 0.2000 | 0.6763 | 0.8224 |
| 0.5135 | 6.5128 | 508 | 0.6281 | 0.1556 | 0.6281 | 0.7925 |
| 0.5135 | 6.5385 | 510 | 0.6375 | 0.1556 | 0.6375 | 0.7984 |
| 0.5135 | 6.5641 | 512 | 0.6773 | 0.2390 | 0.6773 | 0.8230 |
| 0.5135 | 6.5897 | 514 | 0.7272 | 0.2811 | 0.7272 | 0.8528 |
| 0.5135 | 6.6154 | 516 | 0.7282 | 0.2811 | 0.7282 | 0.8533 |
| 0.5135 | 6.6410 | 518 | 0.7020 | 0.2744 | 0.7020 | 0.8378 |
| 0.5135 | 6.6667 | 520 | 0.6560 | 0.2421 | 0.6560 | 0.8099 |
| 0.5135 | 6.6923 | 522 | 0.6261 | 0.2688 | 0.6261 | 0.7913 |
| 0.5135 | 6.7179 | 524 | 0.6431 | 0.3161 | 0.6431 | 0.8019 |
| 0.5135 | 6.7436 | 526 | 0.6760 | 0.2410 | 0.6760 | 0.8222 |
| 0.5135 | 6.7692 | 528 | 0.6718 | 0.2410 | 0.6718 | 0.8196 |
| 0.5135 | 6.7949 | 530 | 0.6844 | 0.2762 | 0.6844 | 0.8273 |
| 0.5135 | 6.8205 | 532 | 0.6919 | 0.2850 | 0.6919 | 0.8318 |
| 0.5135 | 6.8462 | 534 | 0.7436 | 0.2523 | 0.7436 | 0.8623 |
| 0.5135 | 6.8718 | 536 | 0.7138 | 0.2621 | 0.7138 | 0.8448 |
| 0.5135 | 6.8974 | 538 | 0.6977 | 0.2549 | 0.6977 | 0.8353 |
| 0.5135 | 6.9231 | 540 | 0.6924 | 0.2850 | 0.6924 | 0.8321 |
| 0.5135 | 6.9487 | 542 | 0.6320 | 0.2086 | 0.6320 | 0.7950 |
| 0.5135 | 6.9744 | 544 | 0.6293 | 0.2086 | 0.6293 | 0.7933 |
| 0.5135 | 7.0 | 546 | 0.6292 | 0.2000 | 0.6292 | 0.7933 |
| 0.5135 | 7.0256 | 548 | 0.6701 | 0.2487 | 0.6701 | 0.8186 |
| 0.5135 | 7.0513 | 550 | 0.7576 | 0.2830 | 0.7576 | 0.8704 |
| 0.5135 | 7.0769 | 552 | 0.8145 | 0.2877 | 0.8145 | 0.9025 |
| 0.5135 | 7.1026 | 554 | 0.7888 | 0.2811 | 0.7888 | 0.8881 |
| 0.5135 | 7.1282 | 556 | 0.7845 | 0.2811 | 0.7845 | 0.8857 |
| 0.5135 | 7.1538 | 558 | 0.7988 | 0.2811 | 0.7988 | 0.8938 |
| 0.5135 | 7.1795 | 560 | 0.7845 | 0.2811 | 0.7845 | 0.8857 |
| 0.5135 | 7.2051 | 562 | 0.7005 | 0.2762 | 0.7005 | 0.8370 |
| 0.5135 | 7.2308 | 564 | 0.6410 | 0.1556 | 0.6410 | 0.8006 |
| 0.5135 | 7.2564 | 566 | 0.6480 | 0.1556 | 0.6480 | 0.8050 |
| 0.5135 | 7.2821 | 568 | 0.7090 | 0.2464 | 0.7090 | 0.8420 |
| 0.5135 | 7.3077 | 570 | 0.7879 | 0.2877 | 0.7879 | 0.8876 |
| 0.5135 | 7.3333 | 572 | 0.7922 | 0.2963 | 0.7922 | 0.8900 |
| 0.5135 | 7.3590 | 574 | 0.7241 | 0.2464 | 0.7241 | 0.8510 |
| 0.5135 | 7.3846 | 576 | 0.6453 | 0.2000 | 0.6453 | 0.8033 |
| 0.5135 | 7.4103 | 578 | 0.5956 | 0.2360 | 0.5956 | 0.7717 |
| 0.5135 | 7.4359 | 580 | 0.5930 | 0.2360 | 0.5930 | 0.7701 |
| 0.5135 | 7.4615 | 582 | 0.6098 | 0.1556 | 0.6098 | 0.7809 |
| 0.5135 | 7.4872 | 584 | 0.6724 | 0.24 | 0.6724 | 0.8200 |
| 0.5135 | 7.5128 | 586 | 0.7887 | 0.2897 | 0.7887 | 0.8881 |
| 0.5135 | 7.5385 | 588 | 0.8510 | 0.2566 | 0.8510 | 0.9225 |
| 0.5135 | 7.5641 | 590 | 0.8095 | 0.2963 | 0.8095 | 0.8997 |
| 0.5135 | 7.5897 | 592 | 0.7122 | 0.2577 | 0.7122 | 0.8439 |
| 0.5135 | 7.6154 | 594 | 0.6132 | 0.2000 | 0.6132 | 0.7831 |
| 0.5135 | 7.6410 | 596 | 0.5795 | 0.2265 | 0.5795 | 0.7612 |
| 0.5135 | 7.6667 | 598 | 0.5747 | 0.2281 | 0.5747 | 0.7581 |
| 0.5135 | 7.6923 | 600 | 0.5770 | 0.2265 | 0.5770 | 0.7596 |
| 0.5135 | 7.7179 | 602 | 0.6051 | 0.2000 | 0.6051 | 0.7779 |
| 0.5135 | 7.7436 | 604 | 0.6675 | 0.2593 | 0.6675 | 0.8170 |
| 0.5135 | 7.7692 | 606 | 0.6943 | 0.2577 | 0.6943 | 0.8332 |
| 0.5135 | 7.7949 | 608 | 0.7023 | 0.2563 | 0.7023 | 0.8380 |
| 0.5135 | 7.8205 | 610 | 0.6982 | 0.2563 | 0.6982 | 0.8356 |
| 0.5135 | 7.8462 | 612 | 0.7053 | 0.2563 | 0.7053 | 0.8398 |
| 0.5135 | 7.8718 | 614 | 0.6701 | 0.2487 | 0.6701 | 0.8186 |
| 0.5135 | 7.8974 | 616 | 0.6582 | 0.2000 | 0.6582 | 0.8113 |
| 0.5135 | 7.9231 | 618 | 0.6454 | 0.2000 | 0.6454 | 0.8034 |
| 0.5135 | 7.9487 | 620 | 0.6237 | 0.2000 | 0.6237 | 0.7898 |
| 0.5135 | 7.9744 | 622 | 0.6341 | 0.2000 | 0.6341 | 0.7963 |
| 0.5135 | 8.0 | 624 | 0.6714 | 0.2083 | 0.6714 | 0.8194 |
| 0.5135 | 8.0256 | 626 | 0.6808 | 0.2083 | 0.6808 | 0.8251 |
| 0.5135 | 8.0513 | 628 | 0.6560 | 0.2000 | 0.6560 | 0.8099 |
| 0.5135 | 8.0769 | 630 | 0.6285 | 0.2000 | 0.6285 | 0.7928 |
| 0.5135 | 8.1026 | 632 | 0.6262 | 0.2000 | 0.6262 | 0.7914 |
| 0.5135 | 8.1282 | 634 | 0.6239 | 0.2000 | 0.6239 | 0.7899 |
| 0.5135 | 8.1538 | 636 | 0.6443 | 0.2000 | 0.6443 | 0.8027 |
| 0.5135 | 8.1795 | 638 | 0.6701 | 0.2000 | 0.6701 | 0.8186 |
| 0.5135 | 8.2051 | 640 | 0.6963 | 0.2475 | 0.6963 | 0.8344 |
| 0.5135 | 8.2308 | 642 | 0.7062 | 0.2475 | 0.7062 | 0.8404 |
| 0.5135 | 8.2564 | 644 | 0.7044 | 0.2475 | 0.7044 | 0.8393 |
| 0.5135 | 8.2821 | 646 | 0.6730 | 0.2475 | 0.6730 | 0.8204 |
| 0.5135 | 8.3077 | 648 | 0.6391 | 0.2086 | 0.6391 | 0.7995 |
| 0.5135 | 8.3333 | 650 | 0.6117 | 0.2000 | 0.6117 | 0.7821 |
| 0.5135 | 8.3590 | 652 | 0.6051 | 0.2000 | 0.6051 | 0.7779 |
| 0.5135 | 8.3846 | 654 | 0.5862 | 0.2000 | 0.5862 | 0.7657 |
| 0.5135 | 8.4103 | 656 | 0.5840 | 0.2000 | 0.5840 | 0.7642 |
| 0.5135 | 8.4359 | 658 | 0.5879 | 0.2000 | 0.5879 | 0.7668 |
| 0.5135 | 8.4615 | 660 | 0.5944 | 0.2000 | 0.5944 | 0.7710 |
| 0.5135 | 8.4872 | 662 | 0.5874 | 0.2000 | 0.5874 | 0.7664 |
| 0.5135 | 8.5128 | 664 | 0.5998 | 0.2000 | 0.5998 | 0.7745 |
| 0.5135 | 8.5385 | 666 | 0.6252 | 0.2000 | 0.6252 | 0.7907 |
| 0.5135 | 8.5641 | 668 | 0.6217 | 0.2000 | 0.6217 | 0.7885 |
| 0.5135 | 8.5897 | 670 | 0.5987 | 0.2000 | 0.5987 | 0.7737 |
| 0.5135 | 8.6154 | 672 | 0.5951 | 0.2000 | 0.5951 | 0.7714 |
| 0.5135 | 8.6410 | 674 | 0.5945 | 0.2000 | 0.5945 | 0.7710 |
| 0.5135 | 8.6667 | 676 | 0.5933 | 0.2000 | 0.5933 | 0.7703 |
| 0.5135 | 8.6923 | 678 | 0.6051 | 0.2000 | 0.6051 | 0.7779 |
| 0.5135 | 8.7179 | 680 | 0.6238 | 0.2000 | 0.6238 | 0.7898 |
| 0.5135 | 8.7436 | 682 | 0.6252 | 0.2000 | 0.6252 | 0.7907 |
| 0.5135 | 8.7692 | 684 | 0.6227 | 0.2000 | 0.6227 | 0.7891 |
| 0.5135 | 8.7949 | 686 | 0.6164 | 0.2000 | 0.6164 | 0.7851 |
| 0.5135 | 8.8205 | 688 | 0.6243 | 0.2000 | 0.6243 | 0.7901 |
| 0.5135 | 8.8462 | 690 | 0.6316 | 0.2000 | 0.6316 | 0.7948 |
| 0.5135 | 8.8718 | 692 | 0.6460 | 0.2000 | 0.6460 | 0.8037 |
| 0.5135 | 8.8974 | 694 | 0.6397 | 0.2000 | 0.6397 | 0.7998 |
| 0.5135 | 8.9231 | 696 | 0.6223 | 0.2000 | 0.6223 | 0.7889 |
| 0.5135 | 8.9487 | 698 | 0.6075 | 0.2000 | 0.6075 | 0.7794 |
| 0.5135 | 8.9744 | 700 | 0.6122 | 0.2000 | 0.6122 | 0.7824 |
| 0.5135 | 9.0 | 702 | 0.6164 | 0.2000 | 0.6164 | 0.7851 |
| 0.5135 | 9.0256 | 704 | 0.6159 | 0.2000 | 0.6159 | 0.7848 |
| 0.5135 | 9.0513 | 706 | 0.6269 | 0.2000 | 0.6269 | 0.7918 |
| 0.5135 | 9.0769 | 708 | 0.6324 | 0.2000 | 0.6324 | 0.7953 |
| 0.5135 | 9.1026 | 710 | 0.6418 | 0.2000 | 0.6418 | 0.8012 |
| 0.5135 | 9.1282 | 712 | 0.6461 | 0.2000 | 0.6461 | 0.8038 |
| 0.5135 | 9.1538 | 714 | 0.6495 | 0.2000 | 0.6495 | 0.8059 |
| 0.5135 | 9.1795 | 716 | 0.6374 | 0.2000 | 0.6374 | 0.7984 |
| 0.5135 | 9.2051 | 718 | 0.6282 | 0.2000 | 0.6282 | 0.7926 |
| 0.5135 | 9.2308 | 720 | 0.6156 | 0.2000 | 0.6156 | 0.7846 |
| 0.5135 | 9.2564 | 722 | 0.6011 | 0.2000 | 0.6011 | 0.7753 |
| 0.5135 | 9.2821 | 724 | 0.5951 | 0.2000 | 0.5951 | 0.7714 |
| 0.5135 | 9.3077 | 726 | 0.5959 | 0.2000 | 0.5959 | 0.7720 |
| 0.5135 | 9.3333 | 728 | 0.5958 | 0.2000 | 0.5958 | 0.7719 |
| 0.5135 | 9.3590 | 730 | 0.5986 | 0.2000 | 0.5986 | 0.7737 |
| 0.5135 | 9.3846 | 732 | 0.6048 | 0.2000 | 0.6048 | 0.7777 |
| 0.5135 | 9.4103 | 734 | 0.6156 | 0.2000 | 0.6156 | 0.7846 |
| 0.5135 | 9.4359 | 736 | 0.6289 | 0.2000 | 0.6289 | 0.7930 |
| 0.5135 | 9.4615 | 738 | 0.6373 | 0.2000 | 0.6373 | 0.7983 |
| 0.5135 | 9.4872 | 740 | 0.6394 | 0.2000 | 0.6394 | 0.7996 |
| 0.5135 | 9.5128 | 742 | 0.6371 | 0.2000 | 0.6371 | 0.7982 |
| 0.5135 | 9.5385 | 744 | 0.6398 | 0.2000 | 0.6398 | 0.7999 |
| 0.5135 | 9.5641 | 746 | 0.6484 | 0.2000 | 0.6484 | 0.8053 |
| 0.5135 | 9.5897 | 748 | 0.6569 | 0.2000 | 0.6569 | 0.8105 |
| 0.5135 | 9.6154 | 750 | 0.6623 | 0.2487 | 0.6623 | 0.8138 |
| 0.5135 | 9.6410 | 752 | 0.6648 | 0.2487 | 0.6648 | 0.8153 |
| 0.5135 | 9.6667 | 754 | 0.6712 | 0.2487 | 0.6712 | 0.8193 |
| 0.5135 | 9.6923 | 756 | 0.6735 | 0.2487 | 0.6735 | 0.8207 |
| 0.5135 | 9.7179 | 758 | 0.6762 | 0.2487 | 0.6762 | 0.8223 |
| 0.5135 | 9.7436 | 760 | 0.6781 | 0.2487 | 0.6781 | 0.8235 |
| 0.5135 | 9.7692 | 762 | 0.6761 | 0.2487 | 0.6761 | 0.8222 |
| 0.5135 | 9.7949 | 764 | 0.6761 | 0.2487 | 0.6761 | 0.8223 |
| 0.5135 | 9.8205 | 766 | 0.6753 | 0.2487 | 0.6753 | 0.8217 |
| 0.5135 | 9.8462 | 768 | 0.6753 | 0.2487 | 0.6753 | 0.8218 |
| 0.5135 | 9.8718 | 770 | 0.6720 | 0.2487 | 0.6720 | 0.8197 |
| 0.5135 | 9.8974 | 772 | 0.6679 | 0.2487 | 0.6679 | 0.8172 |
| 0.5135 | 9.9231 | 774 | 0.6638 | 0.2487 | 0.6638 | 0.8147 |
| 0.5135 | 9.9487 | 776 | 0.6601 | 0.2487 | 0.6601 | 0.8125 |
| 0.5135 | 9.9744 | 778 | 0.6577 | 0.2487 | 0.6577 | 0.8110 |
| 0.5135 | 10.0 | 780 | 0.6571 | 0.2487 | 0.6571 | 0.8106 |
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_k18_task3_organization
Base model
aubmindlab/bert-base-arabertv02