Instructions to use MayBashendy/ArabicNewSplits4_WithDuplicationsForScore5_FineTuningAraBERT_run1_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_run1_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_run1_AugV5_k18_task3_organization")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("MayBashendy/ArabicNewSplits4_WithDuplicationsForScore5_FineTuningAraBERT_run1_AugV5_k18_task3_organization") model = AutoModelForSequenceClassification.from_pretrained("MayBashendy/ArabicNewSplits4_WithDuplicationsForScore5_FineTuningAraBERT_run1_AugV5_k18_task3_organization", device_map="auto") - Notebooks
- Google Colab
- Kaggle
ArabicNewSplits4_WithDuplicationsForScore5_FineTuningAraBERT_run1_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: 0.6647
- Qwk: 0.2593
- Mse: 0.6647
- Rmse: 0.8153
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 | 0.7570 | 0.0476 | 0.7570 | 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 | 0.8193 | 0.2157 | 0.8193 | 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 | 1.0899 | -0.0598 | 1.0899 | 1.0440 |
| No log | 0.9487 | 74 | 1.0493 | -0.0598 | 1.0493 | 1.0244 |
| No log | 0.9744 | 76 | 0.7614 | -0.0769 | 0.7614 | 0.8726 |
| No log | 1.0 | 78 | 0.9778 | -0.0047 | 0.9778 | 0.9889 |
| No log | 1.0256 | 80 | 1.5781 | 0.0 | 1.5781 | 1.2562 |
| No log | 1.0513 | 82 | 1.4056 | 0.0426 | 1.4056 | 1.1856 |
| No log | 1.0769 | 84 | 0.7577 | -0.1507 | 0.7577 | 0.8704 |
| 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 | 0.9777 | -0.0462 | 0.9777 | 0.9888 |
| No log | 1.2051 | 94 | 1.6522 | 0.0752 | 1.6522 | 1.2854 |
| No log | 1.2308 | 96 | 2.1432 | 0.0425 | 2.1432 | 1.4640 |
| No log | 1.2564 | 98 | 1.9960 | 0.0769 | 1.9960 | 1.4128 |
| No log | 1.2821 | 100 | 1.2162 | 0.0247 | 1.2162 | 1.1028 |
| No log | 1.3077 | 102 | 0.7968 | 0.0769 | 0.7968 | 0.8926 |
| No log | 1.3333 | 104 | 0.8509 | 0.0538 | 0.8509 | 0.9225 |
| No log | 1.3590 | 106 | 1.0551 | 0.0040 | 1.0551 | 1.0272 |
| No log | 1.3846 | 108 | 0.9615 | 0.0526 | 0.9615 | 0.9806 |
| No log | 1.4103 | 110 | 0.8121 | 0.0520 | 0.8121 | 0.9012 |
| No log | 1.4359 | 112 | 1.0645 | 0.0154 | 1.0645 | 1.0317 |
| No log | 1.4615 | 114 | 1.0190 | 0.0323 | 1.0190 | 1.0095 |
| No log | 1.4872 | 116 | 1.1060 | 0.0216 | 1.1060 | 1.0517 |
| No log | 1.5128 | 118 | 0.8530 | 0.1321 | 0.8530 | 0.9236 |
| No log | 1.5385 | 120 | 0.8511 | 0.1321 | 0.8511 | 0.9225 |
| 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 | 0.9250 | 0.0823 | 0.9250 | 0.9618 |
| No log | 1.6410 | 128 | 1.2057 | 0.0811 | 1.2057 | 1.0980 |
| No log | 1.6667 | 130 | 1.8177 | 0.1365 | 1.8177 | 1.3482 |
| No log | 1.6923 | 132 | 1.1018 | 0.0791 | 1.1018 | 1.0497 |
| No log | 1.7179 | 134 | 0.6819 | 0.2258 | 0.6819 | 0.8258 |
| No log | 1.7436 | 136 | 0.6724 | 0.1445 | 0.6724 | 0.8200 |
| No log | 1.7692 | 138 | 0.6113 | 0.2821 | 0.6113 | 0.7818 |
| No log | 1.7949 | 140 | 0.8472 | 0.2222 | 0.8472 | 0.9204 |
| No log | 1.8205 | 142 | 1.0047 | 0.2239 | 1.0047 | 1.0023 |
| No log | 1.8462 | 144 | 0.8620 | 0.2269 | 0.8620 | 0.9285 |
| No log | 1.8718 | 146 | 0.6116 | 0.2471 | 0.6116 | 0.7821 |
| No log | 1.8974 | 148 | 0.5609 | 0.2405 | 0.5609 | 0.7489 |
| No log | 1.9231 | 150 | 0.6844 | 0.1913 | 0.6844 | 0.8273 |
| No log | 1.9487 | 152 | 0.9564 | 0.1680 | 0.9564 | 0.9779 |
| No log | 1.9744 | 154 | 0.7715 | 0.2150 | 0.7715 | 0.8783 |
| No log | 2.0 | 156 | 0.5857 | 0.2096 | 0.5857 | 0.7653 |
| No log | 2.0256 | 158 | 0.7036 | 0.1443 | 0.7036 | 0.8388 |
| No log | 2.0513 | 160 | 0.5901 | 0.2471 | 0.5901 | 0.7682 |
| No log | 2.0769 | 162 | 1.1119 | 0.1587 | 1.1119 | 1.0545 |
| No log | 2.1026 | 164 | 1.4849 | 0.0960 | 1.4849 | 1.2186 |
| No log | 2.1282 | 166 | 0.9739 | 0.1130 | 0.9739 | 0.9869 |
| No log | 2.1538 | 168 | 0.6478 | 0.2000 | 0.6478 | 0.8049 |
| No log | 2.1795 | 170 | 0.6203 | 0.2516 | 0.6203 | 0.7876 |
| No log | 2.2051 | 172 | 0.7519 | 0.1746 | 0.7519 | 0.8671 |
| No log | 2.2308 | 174 | 0.9251 | 0.1588 | 0.9251 | 0.9618 |
| No log | 2.2564 | 176 | 0.7807 | 0.1753 | 0.7807 | 0.8836 |
| No log | 2.2821 | 178 | 0.8736 | 0.1855 | 0.8736 | 0.9347 |
| No log | 2.3077 | 180 | 0.7431 | 0.2990 | 0.7431 | 0.8620 |
| No log | 2.3333 | 182 | 0.6272 | 0.2457 | 0.6272 | 0.7920 |
| No log | 2.3590 | 184 | 0.7287 | 0.2245 | 0.7287 | 0.8537 |
| No log | 2.3846 | 186 | 0.7673 | 0.2222 | 0.7673 | 0.8760 |
| No log | 2.4103 | 188 | 0.6172 | 0.2746 | 0.6172 | 0.7856 |
| No log | 2.4359 | 190 | 0.5679 | 0.3563 | 0.5679 | 0.7536 |
| No log | 2.4615 | 192 | 0.6661 | 0.3143 | 0.6661 | 0.8162 |
| No log | 2.4872 | 194 | 0.9521 | 0.2263 | 0.9521 | 0.9758 |
| No log | 2.5128 | 196 | 0.9088 | 0.2199 | 0.9088 | 0.9533 |
| No log | 2.5385 | 198 | 0.6706 | 0.3365 | 0.6706 | 0.8189 |
| No log | 2.5641 | 200 | 0.7134 | 0.1698 | 0.7134 | 0.8446 |
| No log | 2.5897 | 202 | 0.6519 | 0.3508 | 0.6519 | 0.8074 |
| No log | 2.6154 | 204 | 0.6362 | 0.2941 | 0.6362 | 0.7976 |
| No log | 2.6410 | 206 | 0.7769 | 0.1698 | 0.7769 | 0.8814 |
| No log | 2.6667 | 208 | 0.7628 | 0.1304 | 0.7628 | 0.8734 |
| No log | 2.6923 | 210 | 0.6343 | 0.2626 | 0.6343 | 0.7964 |
| No log | 2.7179 | 212 | 0.7106 | 0.2487 | 0.7106 | 0.8430 |
| No log | 2.7436 | 214 | 0.6777 | 0.2000 | 0.6777 | 0.8232 |
| No log | 2.7692 | 216 | 0.6106 | 0.2000 | 0.6106 | 0.7814 |
| No log | 2.7949 | 218 | 1.1195 | 0.1418 | 1.1195 | 1.0581 |
| No log | 2.8205 | 220 | 1.4429 | 0.0520 | 1.4429 | 1.2012 |
| No log | 2.8462 | 222 | 1.1401 | 0.0897 | 1.1401 | 1.0678 |
| No log | 2.8718 | 224 | 0.6517 | 0.2281 | 0.6517 | 0.8073 |
| No log | 2.8974 | 226 | 0.5696 | 0.1807 | 0.5696 | 0.7547 |
| No log | 2.9231 | 228 | 0.5711 | 0.2626 | 0.5711 | 0.7557 |
| No log | 2.9487 | 230 | 0.6540 | 0.3797 | 0.6540 | 0.8087 |
| No log | 2.9744 | 232 | 0.9135 | 0.2258 | 0.9135 | 0.9558 |
| No log | 3.0 | 234 | 0.9224 | 0.2258 | 0.9224 | 0.9604 |
| No log | 3.0256 | 236 | 0.6424 | 0.3297 | 0.6424 | 0.8015 |
| No log | 3.0513 | 238 | 0.5934 | 0.2941 | 0.5934 | 0.7703 |
| No log | 3.0769 | 240 | 0.5898 | 0.2967 | 0.5898 | 0.7680 |
| No log | 3.1026 | 242 | 0.6623 | 0.2000 | 0.6623 | 0.8138 |
| No log | 3.1282 | 244 | 0.6875 | 0.2086 | 0.6875 | 0.8291 |
| No log | 3.1538 | 246 | 0.6173 | 0.2432 | 0.6173 | 0.7857 |
| No log | 3.1795 | 248 | 0.6284 | 0.2000 | 0.6284 | 0.7927 |
| No log | 3.2051 | 250 | 0.6956 | 0.2174 | 0.6956 | 0.8340 |
| No log | 3.2308 | 252 | 0.7103 | 0.1732 | 0.7103 | 0.8428 |
| No log | 3.2564 | 254 | 0.6371 | 0.1556 | 0.6371 | 0.7982 |
| No log | 3.2821 | 256 | 0.5890 | 0.2787 | 0.5890 | 0.7674 |
| No log | 3.3077 | 258 | 0.5838 | 0.2184 | 0.5838 | 0.7641 |
| No log | 3.3333 | 260 | 0.7235 | 0.2464 | 0.7235 | 0.8506 |
| No log | 3.3590 | 262 | 0.9845 | 0.2191 | 0.9845 | 0.9922 |
| No log | 3.3846 | 264 | 1.2082 | 0.1458 | 1.2082 | 1.0992 |
| No log | 3.4103 | 266 | 0.9548 | 0.2000 | 0.9548 | 0.9771 |
| No log | 3.4359 | 268 | 0.6718 | 0.3118 | 0.6718 | 0.8196 |
| No log | 3.4615 | 270 | 0.5901 | 0.2393 | 0.5901 | 0.7682 |
| No log | 3.4872 | 272 | 0.6532 | 0.3149 | 0.6532 | 0.8082 |
| No log | 3.5128 | 274 | 0.8077 | 0.24 | 0.8077 | 0.8987 |
| No log | 3.5385 | 276 | 0.8110 | 0.2709 | 0.8110 | 0.9006 |
| No log | 3.5641 | 278 | 0.7148 | 0.2688 | 0.7148 | 0.8455 |
| No log | 3.5897 | 280 | 0.7991 | 0.2308 | 0.7991 | 0.8939 |
| No log | 3.6154 | 282 | 0.9508 | 0.1621 | 0.9508 | 0.9751 |
| No log | 3.6410 | 284 | 0.7321 | 0.3131 | 0.7321 | 0.8556 |
| No log | 3.6667 | 286 | 0.6211 | 0.3263 | 0.6211 | 0.7881 |
| No log | 3.6923 | 288 | 0.7108 | 0.3131 | 0.7108 | 0.8431 |
| No log | 3.7179 | 290 | 1.0018 | 0.1385 | 1.0018 | 1.0009 |
| No log | 3.7436 | 292 | 1.0321 | 0.2615 | 1.0321 | 1.0159 |
| No log | 3.7692 | 294 | 0.7902 | 0.2000 | 0.7902 | 0.8889 |
| No log | 3.7949 | 296 | 0.6222 | 0.1801 | 0.6222 | 0.7888 |
| No log | 3.8205 | 298 | 0.6250 | 0.1801 | 0.6250 | 0.7906 |
| No log | 3.8462 | 300 | 0.6521 | 0.1818 | 0.6521 | 0.8075 |
| No log | 3.8718 | 302 | 0.6264 | 0.2350 | 0.6264 | 0.7915 |
| No log | 3.8974 | 304 | 0.7037 | 0.2577 | 0.7037 | 0.8389 |
| No log | 3.9231 | 306 | 0.9434 | 0.2199 | 0.9434 | 0.9713 |
| No log | 3.9487 | 308 | 0.9383 | 0.2199 | 0.9383 | 0.9687 |
| No log | 3.9744 | 310 | 0.7304 | 0.2709 | 0.7304 | 0.8547 |
| No log | 4.0 | 312 | 0.6403 | 0.2174 | 0.6403 | 0.8002 |
| No log | 4.0256 | 314 | 0.6247 | 0.2195 | 0.6247 | 0.7904 |
| No log | 4.0513 | 316 | 0.6317 | 0.2360 | 0.6317 | 0.7948 |
| No log | 4.0769 | 318 | 0.8354 | 0.2217 | 0.8354 | 0.9140 |
| No log | 4.1026 | 320 | 1.2091 | 0.0452 | 1.2092 | 1.0996 |
| No log | 4.1282 | 322 | 1.2309 | 0.0476 | 1.2309 | 1.1095 |
| No log | 4.1538 | 324 | 0.9436 | 0.1667 | 0.9436 | 0.9714 |
| No log | 4.1795 | 326 | 0.6043 | 0.3103 | 0.6043 | 0.7774 |
| No log | 4.2051 | 328 | 0.5522 | 0.2195 | 0.5522 | 0.7431 |
| No log | 4.2308 | 330 | 0.5514 | 0.2195 | 0.5514 | 0.7426 |
| No log | 4.2564 | 332 | 0.6315 | 0.3402 | 0.6315 | 0.7946 |
| No log | 4.2821 | 334 | 1.0227 | 0.1686 | 1.0227 | 1.0113 |
| No log | 4.3077 | 336 | 1.2693 | 0.1220 | 1.2693 | 1.1266 |
| No log | 4.3333 | 338 | 1.1041 | 0.1448 | 1.1041 | 1.0508 |
| No log | 4.3590 | 340 | 0.8032 | 0.2579 | 0.8032 | 0.8962 |
| No log | 4.3846 | 342 | 0.5781 | 0.2575 | 0.5781 | 0.7603 |
| No log | 4.4103 | 344 | 0.5377 | 0.1892 | 0.5377 | 0.7333 |
| No log | 4.4359 | 346 | 0.5517 | 0.2000 | 0.5517 | 0.7428 |
| No log | 4.4615 | 348 | 0.6416 | 0.1818 | 0.6416 | 0.8010 |
| No log | 4.4872 | 350 | 0.8436 | 0.2372 | 0.8436 | 0.9185 |
| No log | 4.5128 | 352 | 0.8727 | 0.2364 | 0.8727 | 0.9342 |
| No log | 4.5385 | 354 | 0.7508 | 0.2315 | 0.7508 | 0.8665 |
| No log | 4.5641 | 356 | 0.6074 | 0.2273 | 0.6074 | 0.7794 |
| No log | 4.5897 | 358 | 0.5470 | 0.2485 | 0.5470 | 0.7396 |
| No log | 4.6154 | 360 | 0.5397 | 0.2289 | 0.5397 | 0.7347 |
| No log | 4.6410 | 362 | 0.5617 | 0.2889 | 0.5617 | 0.7495 |
| No log | 4.6667 | 364 | 0.6563 | 0.2637 | 0.6563 | 0.8101 |
| No log | 4.6923 | 366 | 0.7390 | 0.2692 | 0.7390 | 0.8597 |
| No log | 4.7179 | 368 | 0.8742 | 0.2364 | 0.8742 | 0.9350 |
| No log | 4.7436 | 370 | 0.8513 | 0.2364 | 0.8513 | 0.9227 |
| No log | 4.7692 | 372 | 0.6730 | 0.2323 | 0.6730 | 0.8203 |
| No log | 4.7949 | 374 | 0.5850 | 0.2609 | 0.5850 | 0.7648 |
| No log | 4.8205 | 376 | 0.6278 | 0.2577 | 0.6278 | 0.7923 |
| No log | 4.8462 | 378 | 0.6762 | 0.2323 | 0.6762 | 0.8223 |
| No log | 4.8718 | 380 | 0.7082 | 0.2692 | 0.7082 | 0.8416 |
| No log | 4.8974 | 382 | 0.7166 | 0.2692 | 0.7166 | 0.8465 |
| No log | 4.9231 | 384 | 0.6799 | 0.2464 | 0.6799 | 0.8246 |
| No log | 4.9487 | 386 | 0.5976 | 0.2410 | 0.5976 | 0.7730 |
| No log | 4.9744 | 388 | 0.5723 | 0.3224 | 0.5723 | 0.7565 |
| No log | 5.0 | 390 | 0.5636 | 0.2273 | 0.5636 | 0.7508 |
| No log | 5.0256 | 392 | 0.5825 | 0.3258 | 0.5825 | 0.7632 |
| No log | 5.0513 | 394 | 0.6195 | 0.2421 | 0.6195 | 0.7871 |
| No log | 5.0769 | 396 | 0.7127 | 0.2637 | 0.7127 | 0.8442 |
| No log | 5.1026 | 398 | 0.6704 | 0.2487 | 0.6704 | 0.8188 |
| No log | 5.1282 | 400 | 0.5746 | 0.2832 | 0.5746 | 0.7580 |
| No log | 5.1538 | 402 | 0.5602 | 0.2405 | 0.5602 | 0.7485 |
| No log | 5.1795 | 404 | 0.5910 | 0.1543 | 0.5910 | 0.7688 |
| No log | 5.2051 | 406 | 0.6672 | 0.2323 | 0.6672 | 0.8168 |
| No log | 5.2308 | 408 | 0.8937 | 0.1934 | 0.8937 | 0.9454 |
| No log | 5.2564 | 410 | 1.0371 | 0.2615 | 1.0371 | 1.0184 |
| No log | 5.2821 | 412 | 0.9307 | 0.2000 | 0.9307 | 0.9647 |
| No log | 5.3077 | 414 | 0.6680 | 0.2676 | 0.6680 | 0.8173 |
| No log | 5.3333 | 416 | 0.5385 | 0.3591 | 0.5385 | 0.7339 |
| No log | 5.3590 | 418 | 0.5281 | 0.3253 | 0.5281 | 0.7267 |
| No log | 5.3846 | 420 | 0.5699 | 0.2626 | 0.5699 | 0.7549 |
| No log | 5.4103 | 422 | 0.6765 | 0.2676 | 0.6765 | 0.8225 |
| No log | 5.4359 | 424 | 0.7349 | 0.2676 | 0.7349 | 0.8572 |
| No log | 5.4615 | 426 | 0.6494 | 0.2727 | 0.6494 | 0.8059 |
| No log | 5.4872 | 428 | 0.5346 | 0.2000 | 0.5346 | 0.7312 |
| No log | 5.5128 | 430 | 0.5178 | 0.3407 | 0.5178 | 0.7196 |
| No log | 5.5385 | 432 | 0.5390 | 0.3191 | 0.5390 | 0.7342 |
| No log | 5.5641 | 434 | 0.5654 | 0.3131 | 0.5654 | 0.7519 |
| No log | 5.5897 | 436 | 0.5689 | 0.3131 | 0.5689 | 0.7543 |
| No log | 5.6154 | 438 | 0.6102 | 0.3089 | 0.6102 | 0.7812 |
| No log | 5.6410 | 440 | 0.6029 | 0.2688 | 0.6029 | 0.7765 |
| No log | 5.6667 | 442 | 0.6136 | 0.2688 | 0.6136 | 0.7834 |
| No log | 5.6923 | 444 | 0.6762 | 0.2692 | 0.6762 | 0.8223 |
| No log | 5.7179 | 446 | 0.6341 | 0.2350 | 0.6341 | 0.7963 |
| No log | 5.7436 | 448 | 0.5369 | 0.1515 | 0.5369 | 0.7327 |
| No log | 5.7692 | 450 | 0.5191 | 0.2405 | 0.5191 | 0.7205 |
| No log | 5.7949 | 452 | 0.5261 | 0.2405 | 0.5261 | 0.7254 |
| No log | 5.8205 | 454 | 0.5364 | 0.2683 | 0.5364 | 0.7324 |
| No log | 5.8462 | 456 | 0.5702 | 0.2787 | 0.5702 | 0.7551 |
| No log | 5.8718 | 458 | 0.7307 | 0.2217 | 0.7307 | 0.8548 |
| No log | 5.8974 | 460 | 0.8632 | 0.2281 | 0.8632 | 0.9291 |
| No log | 5.9231 | 462 | 0.8004 | 0.2566 | 0.8004 | 0.8946 |
| No log | 5.9487 | 464 | 0.6445 | 0.2390 | 0.6445 | 0.8028 |
| No log | 5.9744 | 466 | 0.5836 | 0.2787 | 0.5836 | 0.7640 |
| No log | 6.0 | 468 | 0.5811 | 0.2787 | 0.5811 | 0.7623 |
| No log | 6.0256 | 470 | 0.6183 | 0.2421 | 0.6183 | 0.7863 |
| No log | 6.0513 | 472 | 0.6604 | 0.2487 | 0.6604 | 0.8127 |
| No log | 6.0769 | 474 | 0.6592 | 0.2577 | 0.6592 | 0.8119 |
| No log | 6.1026 | 476 | 0.6126 | 0.2090 | 0.6126 | 0.7827 |
| No log | 6.1282 | 478 | 0.6445 | 0.2609 | 0.6445 | 0.8028 |
| No log | 6.1538 | 480 | 0.6539 | 0.2688 | 0.6539 | 0.8087 |
| No log | 6.1795 | 482 | 0.7297 | 0.1923 | 0.7297 | 0.8542 |
| No log | 6.2051 | 484 | 0.7323 | 0.1923 | 0.7323 | 0.8558 |
| No log | 6.2308 | 486 | 0.6329 | 0.2609 | 0.6329 | 0.7955 |
| No log | 6.2564 | 488 | 0.5794 | 0.3191 | 0.5794 | 0.7612 |
| No log | 6.2821 | 490 | 0.6015 | 0.3297 | 0.6015 | 0.7755 |
| No log | 6.3077 | 492 | 0.7182 | 0.2150 | 0.7182 | 0.8475 |
| No log | 6.3333 | 494 | 0.7894 | 0.2863 | 0.7894 | 0.8885 |
| No log | 6.3590 | 496 | 0.7496 | 0.2222 | 0.7496 | 0.8658 |
| No log | 6.3846 | 498 | 0.7241 | 0.2146 | 0.7241 | 0.8509 |
| 0.5141 | 6.4103 | 500 | 0.6889 | 0.2150 | 0.6889 | 0.8300 |
| 0.5141 | 6.4359 | 502 | 0.7102 | 0.2146 | 0.7102 | 0.8427 |
| 0.5141 | 6.4615 | 504 | 0.7358 | 0.25 | 0.7358 | 0.8578 |
| 0.5141 | 6.4872 | 506 | 0.7223 | 0.25 | 0.7223 | 0.8499 |
| 0.5141 | 6.5128 | 508 | 0.6967 | 0.2919 | 0.6967 | 0.8347 |
| 0.5141 | 6.5385 | 510 | 0.6857 | 0.3010 | 0.6857 | 0.8281 |
| 0.5141 | 6.5641 | 512 | 0.6593 | 0.2083 | 0.6593 | 0.8120 |
| 0.5141 | 6.5897 | 514 | 0.6507 | 0.2088 | 0.6507 | 0.8066 |
| 0.5141 | 6.6154 | 516 | 0.6186 | 0.2000 | 0.6186 | 0.7865 |
| 0.5141 | 6.6410 | 518 | 0.5925 | 0.1529 | 0.5925 | 0.7698 |
| 0.5141 | 6.6667 | 520 | 0.5851 | 0.1529 | 0.5851 | 0.7649 |
| 0.5141 | 6.6923 | 522 | 0.6095 | 0.2421 | 0.6095 | 0.7807 |
| 0.5141 | 6.7179 | 524 | 0.6583 | 0.2871 | 0.6583 | 0.8113 |
| 0.5141 | 6.7436 | 526 | 0.6350 | 0.2893 | 0.6350 | 0.7969 |
| 0.5141 | 6.7692 | 528 | 0.5974 | 0.2432 | 0.5974 | 0.7729 |
| 0.5141 | 6.7949 | 530 | 0.5859 | 0.2432 | 0.5859 | 0.7655 |
| 0.5141 | 6.8205 | 532 | 0.5897 | 0.2000 | 0.5897 | 0.7679 |
| 0.5141 | 6.8462 | 534 | 0.6503 | 0.2965 | 0.6503 | 0.8064 |
| 0.5141 | 6.8718 | 536 | 0.7045 | 0.2709 | 0.7045 | 0.8393 |
| 0.5141 | 6.8974 | 538 | 0.7512 | 0.3052 | 0.7512 | 0.8667 |
| 0.5141 | 6.9231 | 540 | 0.7384 | 0.2709 | 0.7384 | 0.8593 |
| 0.5141 | 6.9487 | 542 | 0.6500 | 0.2563 | 0.6500 | 0.8062 |
| 0.5141 | 6.9744 | 544 | 0.6307 | 0.2593 | 0.6307 | 0.7942 |
| 0.5141 | 7.0 | 546 | 0.6125 | 0.2609 | 0.6125 | 0.7826 |
| 0.5141 | 7.0256 | 548 | 0.6265 | 0.2593 | 0.6265 | 0.7915 |
| 0.5141 | 7.0513 | 550 | 0.6812 | 0.2919 | 0.6812 | 0.8253 |
| 0.5141 | 7.0769 | 552 | 0.6967 | 0.2919 | 0.6967 | 0.8347 |
| 0.5141 | 7.1026 | 554 | 0.6854 | 0.2549 | 0.6854 | 0.8279 |
| 0.5141 | 7.1282 | 556 | 0.7233 | 0.2146 | 0.7233 | 0.8505 |
| 0.5141 | 7.1538 | 558 | 0.8065 | 0.2579 | 0.8065 | 0.8980 |
| 0.5141 | 7.1795 | 560 | 0.8200 | 0.2579 | 0.8200 | 0.9056 |
| 0.5141 | 7.2051 | 562 | 0.7309 | 0.2150 | 0.7309 | 0.8549 |
| 0.5141 | 7.2308 | 564 | 0.6480 | 0.2513 | 0.6480 | 0.8050 |
| 0.5141 | 7.2564 | 566 | 0.6379 | 0.2513 | 0.6379 | 0.7987 |
| 0.5141 | 7.2821 | 568 | 0.6811 | 0.2513 | 0.6811 | 0.8253 |
| 0.5141 | 7.3077 | 570 | 0.7474 | 0.2222 | 0.7474 | 0.8645 |
| 0.5141 | 7.3333 | 572 | 0.7687 | 0.2222 | 0.7687 | 0.8768 |
| 0.5141 | 7.3590 | 574 | 0.7301 | 0.2637 | 0.7301 | 0.8545 |
| 0.5141 | 7.3846 | 576 | 0.6608 | 0.2513 | 0.6608 | 0.8129 |
| 0.5141 | 7.4103 | 578 | 0.6084 | 0.1556 | 0.6084 | 0.7800 |
| 0.5141 | 7.4359 | 580 | 0.6040 | 0.1543 | 0.6040 | 0.7772 |
| 0.5141 | 7.4615 | 582 | 0.6253 | 0.2000 | 0.6253 | 0.7907 |
| 0.5141 | 7.4872 | 584 | 0.6903 | 0.2593 | 0.6903 | 0.8309 |
| 0.5141 | 7.5128 | 586 | 0.7679 | 0.2222 | 0.7679 | 0.8763 |
| 0.5141 | 7.5385 | 588 | 0.7879 | 0.2222 | 0.7879 | 0.8877 |
| 0.5141 | 7.5641 | 590 | 0.7339 | 0.3010 | 0.7339 | 0.8567 |
| 0.5141 | 7.5897 | 592 | 0.6594 | 0.2609 | 0.6594 | 0.8120 |
| 0.5141 | 7.6154 | 594 | 0.6006 | 0.2000 | 0.6006 | 0.7750 |
| 0.5141 | 7.6410 | 596 | 0.5828 | 0.2090 | 0.5828 | 0.7634 |
| 0.5141 | 7.6667 | 598 | 0.5804 | 0.2090 | 0.5804 | 0.7618 |
| 0.5141 | 7.6923 | 600 | 0.5899 | 0.2457 | 0.5899 | 0.7680 |
| 0.5141 | 7.7179 | 602 | 0.6289 | 0.2609 | 0.6289 | 0.7930 |
| 0.5141 | 7.7436 | 604 | 0.6437 | 0.2609 | 0.6437 | 0.8023 |
| 0.5141 | 7.7692 | 606 | 0.6205 | 0.2609 | 0.6205 | 0.7877 |
| 0.5141 | 7.7949 | 608 | 0.6138 | 0.2626 | 0.6138 | 0.7835 |
| 0.5141 | 7.8205 | 610 | 0.6182 | 0.2626 | 0.6182 | 0.7862 |
| 0.5141 | 7.8462 | 612 | 0.6456 | 0.2609 | 0.6456 | 0.8035 |
| 0.5141 | 7.8718 | 614 | 0.6586 | 0.2593 | 0.6586 | 0.8115 |
| 0.5141 | 7.8974 | 616 | 0.6836 | 0.2670 | 0.6836 | 0.8268 |
| 0.5141 | 7.9231 | 618 | 0.6803 | 0.2340 | 0.6803 | 0.8248 |
| 0.5141 | 7.9487 | 620 | 0.6444 | 0.2179 | 0.6444 | 0.8027 |
| 0.5141 | 7.9744 | 622 | 0.6379 | 0.2179 | 0.6379 | 0.7987 |
| 0.5141 | 8.0 | 624 | 0.6571 | 0.2273 | 0.6571 | 0.8106 |
| 0.5141 | 8.0256 | 626 | 0.6538 | 0.2179 | 0.6538 | 0.8086 |
| 0.5141 | 8.0513 | 628 | 0.6307 | 0.2179 | 0.6307 | 0.7941 |
| 0.5141 | 8.0769 | 630 | 0.6259 | 0.2000 | 0.6259 | 0.7911 |
| 0.5141 | 8.1026 | 632 | 0.6365 | 0.2088 | 0.6365 | 0.7978 |
| 0.5141 | 8.1282 | 634 | 0.6724 | 0.2593 | 0.6724 | 0.8200 |
| 0.5141 | 8.1538 | 636 | 0.7257 | 0.2549 | 0.7257 | 0.8519 |
| 0.5141 | 8.1795 | 638 | 0.7287 | 0.2549 | 0.7287 | 0.8536 |
| 0.5141 | 8.2051 | 640 | 0.7074 | 0.2563 | 0.7074 | 0.8411 |
| 0.5141 | 8.2308 | 642 | 0.6798 | 0.2593 | 0.6798 | 0.8245 |
| 0.5141 | 8.2564 | 644 | 0.6847 | 0.2593 | 0.6847 | 0.8275 |
| 0.5141 | 8.2821 | 646 | 0.6842 | 0.2593 | 0.6842 | 0.8272 |
| 0.5141 | 8.3077 | 648 | 0.6922 | 0.2563 | 0.6922 | 0.8320 |
| 0.5141 | 8.3333 | 650 | 0.7161 | 0.2653 | 0.7161 | 0.8462 |
| 0.5141 | 8.3590 | 652 | 0.7218 | 0.2653 | 0.7218 | 0.8496 |
| 0.5141 | 8.3846 | 654 | 0.6835 | 0.2563 | 0.6835 | 0.8267 |
| 0.5141 | 8.4103 | 656 | 0.6596 | 0.2609 | 0.6596 | 0.8122 |
| 0.5141 | 8.4359 | 658 | 0.6428 | 0.2609 | 0.6428 | 0.8018 |
| 0.5141 | 8.4615 | 660 | 0.6333 | 0.2626 | 0.6333 | 0.7958 |
| 0.5141 | 8.4872 | 662 | 0.6129 | 0.2626 | 0.6129 | 0.7829 |
| 0.5141 | 8.5128 | 664 | 0.6134 | 0.2626 | 0.6134 | 0.7832 |
| 0.5141 | 8.5385 | 666 | 0.6248 | 0.2626 | 0.6248 | 0.7904 |
| 0.5141 | 8.5641 | 668 | 0.6303 | 0.2626 | 0.6303 | 0.7939 |
| 0.5141 | 8.5897 | 670 | 0.6201 | 0.2626 | 0.6201 | 0.7875 |
| 0.5141 | 8.6154 | 672 | 0.6277 | 0.2626 | 0.6277 | 0.7923 |
| 0.5141 | 8.6410 | 674 | 0.6406 | 0.2609 | 0.6406 | 0.8004 |
| 0.5141 | 8.6667 | 676 | 0.6393 | 0.2609 | 0.6393 | 0.7995 |
| 0.5141 | 8.6923 | 678 | 0.6505 | 0.2609 | 0.6505 | 0.8065 |
| 0.5141 | 8.7179 | 680 | 0.6737 | 0.2577 | 0.6737 | 0.8208 |
| 0.5141 | 8.7436 | 682 | 0.6731 | 0.2577 | 0.6731 | 0.8204 |
| 0.5141 | 8.7692 | 684 | 0.6642 | 0.2609 | 0.6642 | 0.8150 |
| 0.5141 | 8.7949 | 686 | 0.6498 | 0.2609 | 0.6498 | 0.8061 |
| 0.5141 | 8.8205 | 688 | 0.6468 | 0.2609 | 0.6468 | 0.8043 |
| 0.5141 | 8.8462 | 690 | 0.6443 | 0.2513 | 0.6443 | 0.8027 |
| 0.5141 | 8.8718 | 692 | 0.6553 | 0.2609 | 0.6553 | 0.8095 |
| 0.5141 | 8.8974 | 694 | 0.6542 | 0.2513 | 0.6542 | 0.8088 |
| 0.5141 | 8.9231 | 696 | 0.6488 | 0.2513 | 0.6488 | 0.8055 |
| 0.5141 | 8.9487 | 698 | 0.6439 | 0.2421 | 0.6439 | 0.8024 |
| 0.5141 | 8.9744 | 700 | 0.6574 | 0.2513 | 0.6574 | 0.8108 |
| 0.5141 | 9.0 | 702 | 0.6665 | 0.2609 | 0.6665 | 0.8164 |
| 0.5141 | 9.0256 | 704 | 0.6596 | 0.2609 | 0.6596 | 0.8121 |
| 0.5141 | 9.0513 | 706 | 0.6624 | 0.2609 | 0.6624 | 0.8139 |
| 0.5141 | 9.0769 | 708 | 0.6613 | 0.2593 | 0.6613 | 0.8132 |
| 0.5141 | 9.1026 | 710 | 0.6682 | 0.2593 | 0.6682 | 0.8174 |
| 0.5141 | 9.1282 | 712 | 0.6736 | 0.2577 | 0.6736 | 0.8208 |
| 0.5141 | 9.1538 | 714 | 0.6765 | 0.2577 | 0.6765 | 0.8225 |
| 0.5141 | 9.1795 | 716 | 0.6626 | 0.25 | 0.6626 | 0.8140 |
| 0.5141 | 9.2051 | 718 | 0.6510 | 0.2513 | 0.6510 | 0.8069 |
| 0.5141 | 9.2308 | 720 | 0.6382 | 0.2421 | 0.6382 | 0.7988 |
| 0.5141 | 9.2564 | 722 | 0.6216 | 0.2000 | 0.6216 | 0.7884 |
| 0.5141 | 9.2821 | 724 | 0.6140 | 0.2000 | 0.6140 | 0.7836 |
| 0.5141 | 9.3077 | 726 | 0.6110 | 0.2000 | 0.6110 | 0.7817 |
| 0.5141 | 9.3333 | 728 | 0.6077 | 0.2000 | 0.6077 | 0.7796 |
| 0.5141 | 9.3590 | 730 | 0.6079 | 0.2000 | 0.6079 | 0.7797 |
| 0.5141 | 9.3846 | 732 | 0.6110 | 0.2000 | 0.6110 | 0.7817 |
| 0.5141 | 9.4103 | 734 | 0.6191 | 0.2000 | 0.6191 | 0.7869 |
| 0.5141 | 9.4359 | 736 | 0.6305 | 0.2432 | 0.6305 | 0.7941 |
| 0.5141 | 9.4615 | 738 | 0.6400 | 0.2513 | 0.6400 | 0.8000 |
| 0.5141 | 9.4872 | 740 | 0.6426 | 0.2513 | 0.6426 | 0.8016 |
| 0.5141 | 9.5128 | 742 | 0.6417 | 0.2513 | 0.6417 | 0.8011 |
| 0.5141 | 9.5385 | 744 | 0.6472 | 0.2513 | 0.6472 | 0.8045 |
| 0.5141 | 9.5641 | 746 | 0.6584 | 0.2593 | 0.6584 | 0.8114 |
| 0.5141 | 9.5897 | 748 | 0.6688 | 0.2593 | 0.6688 | 0.8178 |
| 0.5141 | 9.6154 | 750 | 0.6737 | 0.2577 | 0.6737 | 0.8208 |
| 0.5141 | 9.6410 | 752 | 0.6748 | 0.2577 | 0.6748 | 0.8215 |
| 0.5141 | 9.6667 | 754 | 0.6805 | 0.2577 | 0.6805 | 0.8249 |
| 0.5141 | 9.6923 | 756 | 0.6821 | 0.2577 | 0.6821 | 0.8259 |
| 0.5141 | 9.7179 | 758 | 0.6843 | 0.2577 | 0.6843 | 0.8272 |
| 0.5141 | 9.7436 | 760 | 0.6859 | 0.2577 | 0.6859 | 0.8282 |
| 0.5141 | 9.7692 | 762 | 0.6831 | 0.2577 | 0.6831 | 0.8265 |
| 0.5141 | 9.7949 | 764 | 0.6826 | 0.2577 | 0.6826 | 0.8262 |
| 0.5141 | 9.8205 | 766 | 0.6813 | 0.2577 | 0.6813 | 0.8254 |
| 0.5141 | 9.8462 | 768 | 0.6808 | 0.2577 | 0.6808 | 0.8251 |
| 0.5141 | 9.8718 | 770 | 0.6776 | 0.2577 | 0.6776 | 0.8232 |
| 0.5141 | 9.8974 | 772 | 0.6739 | 0.2577 | 0.6739 | 0.8209 |
| 0.5141 | 9.9231 | 774 | 0.6701 | 0.2577 | 0.6701 | 0.8186 |
| 0.5141 | 9.9487 | 776 | 0.6671 | 0.2577 | 0.6671 | 0.8168 |
| 0.5141 | 9.9744 | 778 | 0.6652 | 0.2593 | 0.6652 | 0.8156 |
| 0.5141 | 10.0 | 780 | 0.6647 | 0.2593 | 0.6647 | 0.8153 |
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_run1_AugV5_k18_task3_organization
Base model
aubmindlab/bert-base-arabertv02