Instructions to use MayBashendy/ArabicNewSplits4_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k19_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_k19_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_k19_task3_organization")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("MayBashendy/ArabicNewSplits4_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k19_task3_organization") model = AutoModelForSequenceClassification.from_pretrained("MayBashendy/ArabicNewSplits4_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k19_task3_organization", device_map="auto") - Notebooks
- Google Colab
- Kaggle
ArabicNewSplits4_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k19_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: 1.1419
- Qwk: 0.0657
- Mse: 1.1419
- Rmse: 1.0686
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 | 0.0244 | 2 | 3.0641 | 0.0029 | 3.0641 | 1.7505 |
| No log | 0.0488 | 4 | 1.5927 | 0.0210 | 1.5927 | 1.2620 |
| No log | 0.0732 | 6 | 1.1866 | 0.1077 | 1.1866 | 1.0893 |
| No log | 0.0976 | 8 | 0.5663 | 0.0303 | 0.5663 | 0.7525 |
| No log | 0.1220 | 10 | 0.6354 | -0.0159 | 0.6354 | 0.7971 |
| No log | 0.1463 | 12 | 0.7667 | -0.1358 | 0.7667 | 0.8756 |
| No log | 0.1707 | 14 | 0.6853 | 0.1206 | 0.6853 | 0.8278 |
| No log | 0.1951 | 16 | 0.7548 | 0.0095 | 0.7548 | 0.8688 |
| No log | 0.2195 | 18 | 0.7078 | 0.1813 | 0.7078 | 0.8413 |
| No log | 0.2439 | 20 | 0.6695 | 0.2340 | 0.6695 | 0.8182 |
| No log | 0.2683 | 22 | 0.6288 | 0.1111 | 0.6288 | 0.7930 |
| No log | 0.2927 | 24 | 0.6048 | 0.0 | 0.6048 | 0.7777 |
| No log | 0.3171 | 26 | 0.6151 | 0.0 | 0.6151 | 0.7843 |
| No log | 0.3415 | 28 | 0.6382 | 0.0 | 0.6382 | 0.7988 |
| No log | 0.3659 | 30 | 0.7294 | -0.1701 | 0.7294 | 0.8540 |
| No log | 0.3902 | 32 | 0.7968 | -0.1034 | 0.7968 | 0.8926 |
| No log | 0.4146 | 34 | 1.0036 | -0.0476 | 1.0036 | 1.0018 |
| No log | 0.4390 | 36 | 1.3387 | 0.0 | 1.3387 | 1.1570 |
| No log | 0.4634 | 38 | 1.1508 | 0.0078 | 1.1508 | 1.0728 |
| No log | 0.4878 | 40 | 0.7594 | 0.0968 | 0.7594 | 0.8714 |
| No log | 0.5122 | 42 | 0.6180 | 0.0 | 0.6180 | 0.7861 |
| No log | 0.5366 | 44 | 0.6714 | 0.0 | 0.6714 | 0.8194 |
| No log | 0.5610 | 46 | 0.6545 | 0.0 | 0.6545 | 0.8090 |
| No log | 0.5854 | 48 | 0.6201 | 0.0 | 0.6201 | 0.7874 |
| No log | 0.6098 | 50 | 0.5693 | 0.0 | 0.5693 | 0.7545 |
| No log | 0.6341 | 52 | 0.5599 | 0.0 | 0.5599 | 0.7483 |
| No log | 0.6585 | 54 | 0.6310 | 0.0 | 0.6310 | 0.7943 |
| No log | 0.6829 | 56 | 0.6839 | 0.0 | 0.6839 | 0.8270 |
| No log | 0.7073 | 58 | 0.6748 | 0.0 | 0.6748 | 0.8214 |
| No log | 0.7317 | 60 | 0.6745 | 0.0 | 0.6745 | 0.8213 |
| No log | 0.7561 | 62 | 0.6710 | 0.0 | 0.6710 | 0.8191 |
| No log | 0.7805 | 64 | 0.6942 | 0.0 | 0.6942 | 0.8332 |
| No log | 0.8049 | 66 | 0.7655 | -0.0560 | 0.7655 | 0.8749 |
| No log | 0.8293 | 68 | 0.7092 | 0.0 | 0.7092 | 0.8421 |
| No log | 0.8537 | 70 | 0.6224 | 0.0 | 0.6224 | 0.7889 |
| No log | 0.8780 | 72 | 0.6191 | -0.0081 | 0.6191 | 0.7868 |
| No log | 0.9024 | 74 | 0.6442 | 0.0815 | 0.6442 | 0.8026 |
| No log | 0.9268 | 76 | 0.6259 | -0.0159 | 0.6259 | 0.7912 |
| No log | 0.9512 | 78 | 0.7098 | 0.0154 | 0.7098 | 0.8425 |
| No log | 0.9756 | 80 | 0.9675 | 0.0041 | 0.9675 | 0.9836 |
| No log | 1.0 | 82 | 1.0027 | 0.1396 | 1.0027 | 1.0013 |
| No log | 1.0244 | 84 | 0.8323 | 0.0647 | 0.8323 | 0.9123 |
| No log | 1.0488 | 86 | 0.6627 | 0.0649 | 0.6627 | 0.8140 |
| No log | 1.0732 | 88 | 0.6364 | 0.1688 | 0.6364 | 0.7978 |
| No log | 1.0976 | 90 | 0.6896 | 0.0130 | 0.6896 | 0.8304 |
| No log | 1.1220 | 92 | 0.9257 | -0.0233 | 0.9257 | 0.9621 |
| No log | 1.1463 | 94 | 1.2069 | -0.1385 | 1.2069 | 1.0986 |
| No log | 1.1707 | 96 | 1.4156 | -0.0963 | 1.4156 | 1.1898 |
| No log | 1.1951 | 98 | 1.1018 | -0.0385 | 1.1018 | 1.0496 |
| No log | 1.2195 | 100 | 1.1032 | -0.0357 | 1.1032 | 1.0503 |
| No log | 1.2439 | 102 | 1.2696 | -0.0575 | 1.2696 | 1.1268 |
| No log | 1.2683 | 104 | 1.0915 | -0.0598 | 1.0915 | 1.0448 |
| No log | 1.2927 | 106 | 1.0063 | 0.0045 | 1.0063 | 1.0031 |
| No log | 1.3171 | 108 | 1.0300 | 0.0599 | 1.0300 | 1.0149 |
| No log | 1.3415 | 110 | 1.3429 | -0.0511 | 1.3429 | 1.1589 |
| No log | 1.3659 | 112 | 1.1488 | -0.0879 | 1.1488 | 1.0718 |
| No log | 1.3902 | 114 | 1.4893 | -0.0935 | 1.4893 | 1.2204 |
| No log | 1.4146 | 116 | 1.9523 | 0.0300 | 1.9523 | 1.3972 |
| No log | 1.4390 | 118 | 2.1637 | 0.0189 | 2.1637 | 1.4710 |
| No log | 1.4634 | 120 | 1.6165 | 0.0909 | 1.6165 | 1.2714 |
| No log | 1.4878 | 122 | 1.1909 | 0.0698 | 1.1909 | 1.0913 |
| No log | 1.5122 | 124 | 0.9948 | 0.0901 | 0.9948 | 0.9974 |
| No log | 1.5366 | 126 | 1.1322 | 0.1027 | 1.1322 | 1.0640 |
| No log | 1.5610 | 128 | 1.3378 | 0.1418 | 1.3378 | 1.1566 |
| No log | 1.5854 | 130 | 1.3554 | 0.1418 | 1.3554 | 1.1642 |
| No log | 1.6098 | 132 | 1.4827 | 0.1139 | 1.4827 | 1.2177 |
| No log | 1.6341 | 134 | 1.8159 | 0.0983 | 1.8159 | 1.3476 |
| No log | 1.6585 | 136 | 1.8563 | 0.0752 | 1.8563 | 1.3624 |
| No log | 1.6829 | 138 | 2.5474 | 0.0057 | 2.5474 | 1.5960 |
| No log | 1.7073 | 140 | 2.8878 | 0.0405 | 2.8878 | 1.6994 |
| No log | 1.7317 | 142 | 2.1067 | -0.0208 | 2.1067 | 1.4515 |
| No log | 1.7561 | 144 | 1.1330 | 0.0996 | 1.1330 | 1.0644 |
| No log | 1.7805 | 146 | 0.7078 | 0.2281 | 0.7078 | 0.8413 |
| No log | 1.8049 | 148 | 0.9132 | 0.0588 | 0.9132 | 0.9556 |
| No log | 1.8293 | 150 | 0.8242 | 0.0647 | 0.8242 | 0.9079 |
| No log | 1.8537 | 152 | 0.6796 | 0.1195 | 0.6796 | 0.8244 |
| No log | 1.8780 | 154 | 0.6896 | -0.0303 | 0.6896 | 0.8304 |
| No log | 1.9024 | 156 | 0.8820 | 0.1068 | 0.8820 | 0.9391 |
| No log | 1.9268 | 158 | 1.3480 | 0.0571 | 1.3480 | 1.1610 |
| No log | 1.9512 | 160 | 2.0790 | -0.0292 | 2.0790 | 1.4419 |
| No log | 1.9756 | 162 | 2.2751 | 0.0067 | 2.2751 | 1.5083 |
| No log | 2.0 | 164 | 1.6397 | -0.0279 | 1.6397 | 1.2805 |
| No log | 2.0244 | 166 | 0.8369 | 0.1568 | 0.8369 | 0.9148 |
| No log | 2.0488 | 168 | 0.9872 | -0.0233 | 0.9872 | 0.9936 |
| No log | 2.0732 | 170 | 1.0876 | 0.0370 | 1.0876 | 1.0429 |
| No log | 2.0976 | 172 | 0.7545 | 0.0118 | 0.7545 | 0.8686 |
| No log | 2.1220 | 174 | 0.9583 | 0.0476 | 0.9583 | 0.9789 |
| No log | 2.1463 | 176 | 1.5367 | 0.0951 | 1.5367 | 1.2396 |
| No log | 2.1707 | 178 | 1.6218 | 0.0951 | 1.6218 | 1.2735 |
| No log | 2.1951 | 180 | 1.1704 | 0.1014 | 1.1704 | 1.0818 |
| No log | 2.2195 | 182 | 0.8907 | 0.1429 | 0.8907 | 0.9438 |
| No log | 2.2439 | 184 | 0.8151 | 0.1050 | 0.8151 | 0.9028 |
| No log | 2.2683 | 186 | 0.8679 | 0.1193 | 0.8679 | 0.9316 |
| No log | 2.2927 | 188 | 0.8307 | 0.1193 | 0.8307 | 0.9114 |
| No log | 2.3171 | 190 | 0.9906 | 0.136 | 0.9906 | 0.9953 |
| No log | 2.3415 | 192 | 1.4361 | 0.1186 | 1.4361 | 1.1984 |
| No log | 2.3659 | 194 | 2.0459 | 0.1131 | 2.0459 | 1.4303 |
| No log | 2.3902 | 196 | 2.0872 | 0.1121 | 2.0872 | 1.4447 |
| No log | 2.4146 | 198 | 1.6114 | 0.1858 | 1.6114 | 1.2694 |
| No log | 2.4390 | 200 | 0.8654 | 0.2787 | 0.8654 | 0.9303 |
| No log | 2.4634 | 202 | 0.8163 | 0.2000 | 0.8163 | 0.9035 |
| No log | 2.4878 | 204 | 1.0736 | 0.1127 | 1.0736 | 1.0362 |
| No log | 2.5122 | 206 | 1.9468 | 0.0576 | 1.9468 | 1.3953 |
| No log | 2.5366 | 208 | 2.0879 | 0.0185 | 2.0879 | 1.4450 |
| No log | 2.5610 | 210 | 1.5265 | 0.0984 | 1.5265 | 1.2355 |
| No log | 2.5854 | 212 | 0.8338 | 0.0852 | 0.8338 | 0.9131 |
| No log | 2.6098 | 214 | 0.6681 | 0.3149 | 0.6681 | 0.8174 |
| No log | 2.6341 | 216 | 0.7652 | 0.1133 | 0.7652 | 0.8748 |
| No log | 2.6585 | 218 | 1.2875 | 0.0897 | 1.2875 | 1.1347 |
| No log | 2.6829 | 220 | 1.8585 | 0.0090 | 1.8585 | 1.3633 |
| No log | 2.7073 | 222 | 1.8535 | 0.0115 | 1.8535 | 1.3614 |
| No log | 2.7317 | 224 | 1.3884 | 0.0891 | 1.3884 | 1.1783 |
| No log | 2.7561 | 226 | 0.8571 | 0.0717 | 0.8571 | 0.9258 |
| No log | 2.7805 | 228 | 0.7345 | 0.2941 | 0.7345 | 0.8570 |
| No log | 2.8049 | 230 | 0.8724 | 0.0979 | 0.8724 | 0.9340 |
| No log | 2.8293 | 232 | 1.4910 | 0.0604 | 1.4910 | 1.2211 |
| No log | 2.8537 | 234 | 2.2399 | 0.0255 | 2.2399 | 1.4966 |
| No log | 2.8780 | 236 | 2.2432 | 0.0275 | 2.2432 | 1.4977 |
| No log | 2.9024 | 238 | 1.7007 | 0.0511 | 1.7007 | 1.3041 |
| No log | 2.9268 | 240 | 1.0052 | 0.0476 | 1.0052 | 1.0026 |
| No log | 2.9512 | 242 | 0.8026 | 0.0802 | 0.8026 | 0.8959 |
| No log | 2.9756 | 244 | 0.7966 | 0.2850 | 0.7966 | 0.8925 |
| No log | 3.0 | 246 | 0.9179 | 0.0909 | 0.9179 | 0.9581 |
| No log | 3.0244 | 248 | 1.4217 | 0.0769 | 1.4217 | 1.1924 |
| No log | 3.0488 | 250 | 1.6628 | 0.0868 | 1.6628 | 1.2895 |
| No log | 3.0732 | 252 | 1.7855 | 0.0227 | 1.7855 | 1.3362 |
| No log | 3.0976 | 254 | 1.8380 | 0.0499 | 1.8380 | 1.3557 |
| No log | 3.1220 | 256 | 1.6200 | 0.0943 | 1.6200 | 1.2728 |
| No log | 3.1463 | 258 | 1.2912 | 0.0580 | 1.2912 | 1.1363 |
| No log | 3.1707 | 260 | 1.0870 | 0.0476 | 1.0870 | 1.0426 |
| No log | 3.1951 | 262 | 1.0881 | 0.0791 | 1.0881 | 1.0431 |
| No log | 3.2195 | 264 | 1.4178 | 0.0671 | 1.4178 | 1.1907 |
| No log | 3.2439 | 266 | 1.5851 | 0.0943 | 1.5851 | 1.2590 |
| No log | 3.2683 | 268 | 1.6061 | 0.0943 | 1.6061 | 1.2673 |
| No log | 3.2927 | 270 | 1.5650 | 0.1169 | 1.5650 | 1.2510 |
| No log | 3.3171 | 272 | 1.3134 | 0.1622 | 1.3134 | 1.1460 |
| No log | 3.3415 | 274 | 1.1909 | 0.0747 | 1.1909 | 1.0913 |
| No log | 3.3659 | 276 | 1.1655 | 0.0747 | 1.1655 | 1.0796 |
| No log | 3.3902 | 278 | 1.2459 | 0.1672 | 1.2459 | 1.1162 |
| No log | 3.4146 | 280 | 1.1066 | 0.1367 | 1.1066 | 1.0519 |
| No log | 3.4390 | 282 | 0.8877 | 0.1148 | 0.8877 | 0.9422 |
| No log | 3.4634 | 284 | 0.9595 | 0.1008 | 0.9595 | 0.9795 |
| No log | 3.4878 | 286 | 1.2088 | 0.1672 | 1.2088 | 1.0995 |
| No log | 3.5122 | 288 | 1.0597 | 0.1661 | 1.0597 | 1.0294 |
| No log | 3.5366 | 290 | 0.8126 | 0.1000 | 0.8126 | 0.9015 |
| No log | 3.5610 | 292 | 0.8910 | 0.1417 | 0.8910 | 0.9439 |
| No log | 3.5854 | 294 | 1.1434 | 0.1389 | 1.1434 | 1.0693 |
| No log | 3.6098 | 296 | 1.2298 | 0.1672 | 1.2298 | 1.1090 |
| No log | 3.6341 | 298 | 1.4369 | 0.1438 | 1.4369 | 1.1987 |
| No log | 3.6585 | 300 | 1.1786 | 0.1719 | 1.1786 | 1.0856 |
| No log | 3.6829 | 302 | 0.8707 | 0.1228 | 0.8707 | 0.9331 |
| No log | 3.7073 | 304 | 0.8410 | 0.1570 | 0.8410 | 0.9171 |
| No log | 3.7317 | 306 | 1.0292 | 0.1934 | 1.0292 | 1.0145 |
| No log | 3.7561 | 308 | 1.2440 | 0.1714 | 1.2440 | 1.1154 |
| No log | 3.7805 | 310 | 1.5235 | 0.0732 | 1.5235 | 1.2343 |
| No log | 3.8049 | 312 | 1.2937 | 0.1943 | 1.2937 | 1.1374 |
| No log | 3.8293 | 314 | 0.9012 | 0.1319 | 0.9012 | 0.9493 |
| No log | 3.8537 | 316 | 0.7972 | 0.2743 | 0.7972 | 0.8929 |
| No log | 3.8780 | 318 | 0.8542 | 0.0823 | 0.8542 | 0.9242 |
| No log | 3.9024 | 320 | 1.1291 | 0.1828 | 1.1291 | 1.0626 |
| No log | 3.9268 | 322 | 1.5784 | 0.0453 | 1.5784 | 1.2564 |
| No log | 3.9512 | 324 | 1.5944 | 0.0189 | 1.5944 | 1.2627 |
| No log | 3.9756 | 326 | 1.2032 | 0.1587 | 1.2032 | 1.0969 |
| No log | 4.0 | 328 | 0.7583 | 0.1675 | 0.7583 | 0.8708 |
| No log | 4.0244 | 330 | 0.6601 | 0.2727 | 0.6601 | 0.8124 |
| No log | 4.0488 | 332 | 0.6628 | 0.2593 | 0.6628 | 0.8141 |
| No log | 4.0732 | 334 | 0.7669 | 0.1321 | 0.7669 | 0.8757 |
| No log | 4.0976 | 336 | 0.9544 | 0.1245 | 0.9544 | 0.9769 |
| No log | 4.1220 | 338 | 1.0743 | 0.0672 | 1.0743 | 1.0365 |
| No log | 4.1463 | 340 | 1.1461 | 0.0722 | 1.1461 | 1.0706 |
| No log | 4.1707 | 342 | 1.1797 | 0.1062 | 1.1797 | 1.0861 |
| No log | 4.1951 | 344 | 1.1443 | 0.0701 | 1.1443 | 1.0697 |
| No log | 4.2195 | 346 | 0.8766 | 0.1379 | 0.8766 | 0.9363 |
| No log | 4.2439 | 348 | 0.8343 | 0.1379 | 0.8343 | 0.9134 |
| No log | 4.2683 | 350 | 1.0616 | 0.2184 | 1.0616 | 1.0304 |
| No log | 4.2927 | 352 | 1.4854 | 0.0415 | 1.4854 | 1.2188 |
| No log | 4.3171 | 354 | 1.5464 | 0.0030 | 1.5464 | 1.2435 |
| No log | 4.3415 | 356 | 1.2729 | 0.1351 | 1.2729 | 1.1282 |
| No log | 4.3659 | 358 | 1.1766 | 0.1608 | 1.1766 | 1.0847 |
| No log | 4.3902 | 360 | 1.1778 | 0.1608 | 1.1778 | 1.0853 |
| No log | 4.4146 | 362 | 1.0189 | 0.1506 | 1.0189 | 1.0094 |
| No log | 4.4390 | 364 | 0.9634 | 0.1807 | 0.9634 | 0.9815 |
| No log | 4.4634 | 366 | 1.1076 | 0.0996 | 1.1076 | 1.0524 |
| No log | 4.4878 | 368 | 1.4909 | 0.0868 | 1.4909 | 1.2210 |
| No log | 4.5122 | 370 | 1.6167 | 0.0893 | 1.6167 | 1.2715 |
| No log | 4.5366 | 372 | 1.3600 | 0.1608 | 1.3600 | 1.1662 |
| No log | 4.5610 | 374 | 0.9612 | 0.0722 | 0.9612 | 0.9804 |
| No log | 4.5854 | 376 | 0.8543 | 0.2000 | 0.8543 | 0.9243 |
| No log | 4.6098 | 378 | 0.9138 | 0.1525 | 0.9138 | 0.9559 |
| No log | 4.6341 | 380 | 1.0976 | 0.1161 | 1.0976 | 1.0477 |
| No log | 4.6585 | 382 | 1.5406 | 0.1335 | 1.5406 | 1.2412 |
| No log | 4.6829 | 384 | 1.7179 | 0.0924 | 1.7179 | 1.3107 |
| No log | 4.7073 | 386 | 1.4739 | 0.0868 | 1.4739 | 1.2141 |
| No log | 4.7317 | 388 | 1.0367 | 0.1264 | 1.0367 | 1.0182 |
| No log | 4.7561 | 390 | 0.8228 | 0.1636 | 0.8228 | 0.9071 |
| No log | 4.7805 | 392 | 0.8405 | 0.1111 | 0.8405 | 0.9168 |
| No log | 4.8049 | 394 | 0.9627 | 0.1525 | 0.9627 | 0.9812 |
| No log | 4.8293 | 396 | 1.2510 | 0.1389 | 1.2510 | 1.1185 |
| No log | 4.8537 | 398 | 1.3386 | 0.1340 | 1.3386 | 1.1570 |
| No log | 4.8780 | 400 | 1.2171 | 0.0435 | 1.2171 | 1.1032 |
| No log | 4.9024 | 402 | 0.9615 | 0.1525 | 0.9615 | 0.9806 |
| No log | 4.9268 | 404 | 0.8494 | 0.1111 | 0.8494 | 0.9216 |
| No log | 4.9512 | 406 | 0.9379 | 0.1525 | 0.9379 | 0.9685 |
| No log | 4.9756 | 408 | 1.0987 | 0.0651 | 1.0987 | 1.0482 |
| No log | 5.0 | 410 | 1.0438 | 0.125 | 1.0438 | 1.0217 |
| No log | 5.0244 | 412 | 0.9189 | 0.1464 | 0.9189 | 0.9586 |
| No log | 5.0488 | 414 | 0.9120 | 0.1464 | 0.9120 | 0.9550 |
| No log | 5.0732 | 416 | 0.9667 | 0.1535 | 0.9667 | 0.9832 |
| No log | 5.0976 | 418 | 1.0343 | 0.1278 | 1.0343 | 1.0170 |
| No log | 5.1220 | 420 | 0.9182 | 0.1525 | 0.9182 | 0.9582 |
| No log | 5.1463 | 422 | 0.8274 | 0.1786 | 0.8274 | 0.9096 |
| No log | 5.1707 | 424 | 0.7901 | 0.1683 | 0.7901 | 0.8889 |
| No log | 5.1951 | 426 | 0.9189 | 0.1554 | 0.9189 | 0.9586 |
| No log | 5.2195 | 428 | 1.0537 | 0.1579 | 1.0537 | 1.0265 |
| No log | 5.2439 | 430 | 1.1236 | 0.1014 | 1.1236 | 1.0600 |
| No log | 5.2683 | 432 | 1.2718 | 0.1032 | 1.2718 | 1.1277 |
| No log | 5.2927 | 434 | 1.3914 | 0.0811 | 1.3914 | 1.1796 |
| No log | 5.3171 | 436 | 1.4822 | 0.1068 | 1.4822 | 1.2174 |
| No log | 5.3415 | 438 | 1.3794 | 0.0515 | 1.3794 | 1.1745 |
| No log | 5.3659 | 440 | 1.4788 | 0.1083 | 1.4788 | 1.2160 |
| No log | 5.3902 | 442 | 1.3852 | 0.0789 | 1.3852 | 1.1769 |
| No log | 5.4146 | 444 | 1.1839 | 0.1541 | 1.1839 | 1.0881 |
| No log | 5.4390 | 446 | 1.0051 | 0.1698 | 1.0051 | 1.0026 |
| No log | 5.4634 | 448 | 1.0114 | 0.1461 | 1.0114 | 1.0057 |
| No log | 5.4878 | 450 | 1.0406 | 0.1241 | 1.0406 | 1.0201 |
| No log | 5.5122 | 452 | 0.9875 | 0.1506 | 0.9875 | 0.9937 |
| No log | 5.5366 | 454 | 1.0094 | 0.1515 | 1.0094 | 1.0047 |
| No log | 5.5610 | 456 | 1.0907 | 0.1594 | 1.0907 | 1.0444 |
| No log | 5.5854 | 458 | 1.0251 | 0.1880 | 1.0251 | 1.0125 |
| No log | 5.6098 | 460 | 0.9247 | 0.1235 | 0.9247 | 0.9616 |
| No log | 5.6341 | 462 | 0.8812 | 0.1741 | 0.8812 | 0.9387 |
| No log | 5.6585 | 464 | 0.9185 | 0.1128 | 0.9185 | 0.9584 |
| No log | 5.6829 | 466 | 1.0185 | 0.1461 | 1.0185 | 1.0092 |
| No log | 5.7073 | 468 | 1.1030 | 0.1480 | 1.1030 | 1.0502 |
| No log | 5.7317 | 470 | 1.0968 | 0.1480 | 1.0968 | 1.0473 |
| No log | 5.7561 | 472 | 1.1989 | 0.1268 | 1.1989 | 1.0949 |
| No log | 5.7805 | 474 | 1.1399 | 0.1227 | 1.1399 | 1.0677 |
| No log | 5.8049 | 476 | 0.9819 | 0.1128 | 0.9819 | 0.9909 |
| No log | 5.8293 | 478 | 0.9186 | 0.1405 | 0.9186 | 0.9584 |
| No log | 5.8537 | 480 | 1.0116 | 0.1145 | 1.0116 | 1.0058 |
| No log | 5.8780 | 482 | 1.1595 | 0.1304 | 1.1595 | 1.0768 |
| No log | 5.9024 | 484 | 1.1193 | 0.1587 | 1.1193 | 1.0580 |
| No log | 5.9268 | 486 | 1.0492 | 0.1571 | 1.0492 | 1.0243 |
| No log | 5.9512 | 488 | 1.0845 | 0.1278 | 1.0845 | 1.0414 |
| No log | 5.9756 | 490 | 1.1575 | 0.1304 | 1.1575 | 1.0759 |
| No log | 6.0 | 492 | 1.0792 | 0.1278 | 1.0792 | 1.0389 |
| No log | 6.0244 | 494 | 0.9964 | 0.1506 | 0.9964 | 0.9982 |
| No log | 6.0488 | 496 | 0.9321 | 0.2063 | 0.9321 | 0.9654 |
| No log | 6.0732 | 498 | 0.8880 | 0.1937 | 0.8880 | 0.9424 |
| 0.5766 | 6.0976 | 500 | 0.9832 | 0.1450 | 0.9832 | 0.9916 |
| 0.5766 | 6.1220 | 502 | 1.1692 | 0.1587 | 1.1692 | 1.0813 |
| 0.5766 | 6.1463 | 504 | 1.3110 | 0.1065 | 1.3110 | 1.1450 |
| 0.5766 | 6.1707 | 506 | 1.3637 | 0.1081 | 1.3637 | 1.1678 |
| 0.5766 | 6.1951 | 508 | 1.1937 | 0.1304 | 1.1937 | 1.0925 |
| 0.5766 | 6.2195 | 510 | 0.9841 | 0.2063 | 0.9841 | 0.9920 |
| 0.5766 | 6.2439 | 512 | 0.9636 | 0.1741 | 0.9636 | 0.9816 |
| 0.5766 | 6.2683 | 514 | 1.0452 | 0.1515 | 1.0452 | 1.0224 |
| 0.5766 | 6.2927 | 516 | 1.1970 | 0.0701 | 1.1970 | 1.0941 |
| 0.5766 | 6.3171 | 518 | 1.3962 | 0.0336 | 1.3962 | 1.1816 |
| 0.5766 | 6.3415 | 520 | 1.3512 | 0.0556 | 1.3512 | 1.1624 |
| 0.5766 | 6.3659 | 522 | 1.1350 | 0.0625 | 1.1350 | 1.0654 |
| 0.5766 | 6.3902 | 524 | 1.0512 | 0.0201 | 1.0512 | 1.0253 |
| 0.5766 | 6.4146 | 526 | 1.1438 | 0.0625 | 1.1438 | 1.0695 |
| 0.5766 | 6.4390 | 528 | 1.1352 | 0.0625 | 1.1352 | 1.0655 |
| 0.5766 | 6.4634 | 530 | 1.1685 | 0.0672 | 1.1685 | 1.0810 |
| 0.5766 | 6.4878 | 532 | 1.2794 | 0.1062 | 1.2794 | 1.1311 |
| 0.5766 | 6.5122 | 534 | 1.2242 | 0.1062 | 1.2242 | 1.1064 |
| 0.5766 | 6.5366 | 536 | 1.0794 | 0.0323 | 1.0794 | 1.0389 |
| 0.5766 | 6.5610 | 538 | 1.0417 | 0.0279 | 1.0417 | 1.0206 |
| 0.5766 | 6.5854 | 540 | 0.9465 | 0.1504 | 0.9465 | 0.9729 |
| 0.5766 | 6.6098 | 542 | 0.9173 | 0.1453 | 0.9173 | 0.9578 |
| 0.5766 | 6.6341 | 544 | 0.9216 | 0.1453 | 0.9216 | 0.9600 |
| 0.5766 | 6.6585 | 546 | 0.8714 | 0.1718 | 0.8714 | 0.9335 |
| 0.5766 | 6.6829 | 548 | 0.8864 | 0.1441 | 0.8864 | 0.9415 |
| 0.5766 | 6.7073 | 550 | 1.0277 | 0.0843 | 1.0277 | 1.0138 |
| 0.5766 | 6.7317 | 552 | 1.1982 | 0.1367 | 1.1982 | 1.0946 |
| 0.5766 | 6.7561 | 554 | 1.2392 | 0.1367 | 1.2392 | 1.1132 |
| 0.5766 | 6.7805 | 556 | 1.1302 | 0.1343 | 1.1302 | 1.0631 |
| 0.5766 | 6.8049 | 558 | 1.0096 | 0.1181 | 1.0096 | 1.0048 |
| 0.5766 | 6.8293 | 560 | 1.0498 | 0.1939 | 1.0498 | 1.0246 |
| 0.5766 | 6.8537 | 562 | 1.0283 | 0.1621 | 1.0283 | 1.0141 |
| 0.5766 | 6.8780 | 564 | 0.9913 | 0.1181 | 0.9913 | 0.9957 |
| 0.5766 | 6.9024 | 566 | 0.9270 | 0.1111 | 0.9270 | 0.9628 |
| 0.5766 | 6.9268 | 568 | 0.9285 | 0.1464 | 0.9285 | 0.9636 |
| 0.5766 | 6.9512 | 570 | 1.0438 | 0.1181 | 1.0438 | 1.0216 |
| 0.5766 | 6.9756 | 572 | 1.2896 | 0.1111 | 1.2896 | 1.1356 |
| 0.5766 | 7.0 | 574 | 1.5038 | 0.0415 | 1.5038 | 1.2263 |
| 0.5766 | 7.0244 | 576 | 1.6187 | -0.0063 | 1.6187 | 1.2723 |
| 0.5766 | 7.0488 | 578 | 1.5512 | 0.0415 | 1.5512 | 1.2455 |
| 0.5766 | 7.0732 | 580 | 1.3585 | 0.0811 | 1.3585 | 1.1656 |
| 0.5766 | 7.0976 | 582 | 1.1253 | 0.1227 | 1.1253 | 1.0608 |
| 0.5766 | 7.1220 | 584 | 0.9581 | 0.1055 | 0.9581 | 0.9788 |
| 0.5766 | 7.1463 | 586 | 0.9449 | 0.1055 | 0.9449 | 0.9721 |
| 0.5766 | 7.1707 | 588 | 1.0346 | 0.1486 | 1.0346 | 1.0172 |
| 0.5766 | 7.1951 | 590 | 1.2403 | 0.1014 | 1.2403 | 1.1137 |
| 0.5766 | 7.2195 | 592 | 1.3973 | 0.1065 | 1.3973 | 1.1821 |
| 0.5766 | 7.2439 | 594 | 1.3623 | 0.0747 | 1.3623 | 1.1672 |
| 0.5766 | 7.2683 | 596 | 1.1909 | 0.0632 | 1.1909 | 1.0913 |
| 0.5766 | 7.2927 | 598 | 0.9859 | 0.1392 | 0.9859 | 0.9929 |
| 0.5766 | 7.3171 | 600 | 0.9213 | 0.1392 | 0.9213 | 0.9598 |
| 0.5766 | 7.3415 | 602 | 0.8889 | 0.1718 | 0.8889 | 0.9428 |
| 0.5766 | 7.3659 | 604 | 0.9460 | 0.1392 | 0.9460 | 0.9726 |
| 0.5766 | 7.3902 | 606 | 1.0470 | 0.1181 | 1.0470 | 1.0232 |
| 0.5766 | 7.4146 | 608 | 1.1440 | 0.0632 | 1.1440 | 1.0696 |
| 0.5766 | 7.4390 | 610 | 1.1503 | 0.0632 | 1.1503 | 1.0725 |
| 0.5766 | 7.4634 | 612 | 1.0805 | 0.0579 | 1.0805 | 1.0395 |
| 0.5766 | 7.4878 | 614 | 0.9911 | 0.1464 | 0.9911 | 0.9956 |
| 0.5766 | 7.5122 | 616 | 0.9986 | 0.1464 | 0.9986 | 0.9993 |
| 0.5766 | 7.5366 | 618 | 1.0047 | 0.1486 | 1.0047 | 1.0023 |
| 0.5766 | 7.5610 | 620 | 0.9842 | 0.1486 | 0.9842 | 0.9921 |
| 0.5766 | 7.5854 | 622 | 0.9149 | 0.1453 | 0.9149 | 0.9565 |
| 0.5766 | 7.6098 | 624 | 0.9515 | 0.1453 | 0.9515 | 0.9754 |
| 0.5766 | 7.6341 | 626 | 1.0253 | 0.1181 | 1.0253 | 1.0126 |
| 0.5766 | 7.6585 | 628 | 1.1097 | 0.1533 | 1.1097 | 1.0534 |
| 0.5766 | 7.6829 | 630 | 1.1200 | 0.1014 | 1.1200 | 1.0583 |
| 0.5766 | 7.7073 | 632 | 1.0355 | 0.1181 | 1.0355 | 1.0176 |
| 0.5766 | 7.7317 | 634 | 0.9755 | 0.1148 | 0.9755 | 0.9877 |
| 0.5766 | 7.7561 | 636 | 0.9653 | 0.1148 | 0.9653 | 0.9825 |
| 0.5766 | 7.7805 | 638 | 0.9485 | 0.1453 | 0.9485 | 0.9739 |
| 0.5766 | 7.8049 | 640 | 1.0036 | 0.1148 | 1.0036 | 1.0018 |
| 0.5766 | 7.8293 | 642 | 1.0142 | 0.1148 | 1.0142 | 1.0071 |
| 0.5766 | 7.8537 | 644 | 1.0657 | 0.1264 | 1.0657 | 1.0323 |
| 0.5766 | 7.8780 | 646 | 1.1251 | 0.0677 | 1.1251 | 1.0607 |
| 0.5766 | 7.9024 | 648 | 1.0877 | 0.1264 | 1.0877 | 1.0430 |
| 0.5766 | 7.9268 | 650 | 1.0133 | 0.1148 | 1.0133 | 1.0066 |
| 0.5766 | 7.9512 | 652 | 0.9185 | 0.1453 | 0.9185 | 0.9584 |
| 0.5766 | 7.9756 | 654 | 0.8946 | 0.1781 | 0.8946 | 0.9458 |
| 0.5766 | 8.0 | 656 | 0.9310 | 0.1453 | 0.9310 | 0.9649 |
| 0.5766 | 8.0244 | 658 | 1.0293 | 0.1181 | 1.0293 | 1.0145 |
| 0.5766 | 8.0488 | 660 | 1.0933 | 0.1264 | 1.0933 | 1.0456 |
| 0.5766 | 8.0732 | 662 | 1.1295 | 0.0677 | 1.1295 | 1.0628 |
| 0.5766 | 8.0976 | 664 | 1.0685 | 0.0888 | 1.0685 | 1.0337 |
| 0.5766 | 8.1220 | 666 | 1.0253 | 0.1181 | 1.0253 | 1.0126 |
| 0.5766 | 8.1463 | 668 | 0.9729 | 0.1799 | 0.9729 | 0.9864 |
| 0.5766 | 8.1707 | 670 | 0.9952 | 0.1803 | 0.9952 | 0.9976 |
| 0.5766 | 8.1951 | 672 | 1.0394 | 0.1506 | 1.0394 | 1.0195 |
| 0.5766 | 8.2195 | 674 | 1.0900 | 0.1227 | 1.0900 | 1.0440 |
| 0.5766 | 8.2439 | 676 | 1.1497 | 0.1533 | 1.1497 | 1.0723 |
| 0.5766 | 8.2683 | 678 | 1.1483 | 0.1533 | 1.1483 | 1.0716 |
| 0.5766 | 8.2927 | 680 | 1.1298 | 0.1533 | 1.1298 | 1.0629 |
| 0.5766 | 8.3171 | 682 | 1.1451 | 0.1533 | 1.1451 | 1.0701 |
| 0.5766 | 8.3415 | 684 | 1.0980 | 0.1533 | 1.0980 | 1.0479 |
| 0.5766 | 8.3659 | 686 | 1.0900 | 0.1533 | 1.0900 | 1.0440 |
| 0.5766 | 8.3902 | 688 | 1.0477 | 0.1227 | 1.0477 | 1.0236 |
| 0.5766 | 8.4146 | 690 | 1.0060 | 0.2063 | 1.0060 | 1.0030 |
| 0.5766 | 8.4390 | 692 | 0.9708 | 0.2066 | 0.9708 | 0.9853 |
| 0.5766 | 8.4634 | 694 | 0.9957 | 0.2063 | 0.9957 | 0.9978 |
| 0.5766 | 8.4878 | 696 | 1.0656 | 0.1227 | 1.0656 | 1.0323 |
| 0.5766 | 8.5122 | 698 | 1.1303 | 0.1533 | 1.1303 | 1.0632 |
| 0.5766 | 8.5366 | 700 | 1.1598 | 0.0968 | 1.1598 | 1.0769 |
| 0.5766 | 8.5610 | 702 | 1.1232 | 0.0968 | 1.1232 | 1.0598 |
| 0.5766 | 8.5854 | 704 | 1.0826 | 0.1506 | 1.0826 | 1.0405 |
| 0.5766 | 8.6098 | 706 | 1.0574 | 0.1486 | 1.0574 | 1.0283 |
| 0.5766 | 8.6341 | 708 | 1.0682 | 0.1181 | 1.0682 | 1.0336 |
| 0.5766 | 8.6585 | 710 | 1.0579 | 0.1486 | 1.0579 | 1.0285 |
| 0.5766 | 8.6829 | 712 | 1.0915 | 0.0579 | 1.0915 | 1.0447 |
| 0.5766 | 8.7073 | 714 | 1.0996 | 0.0579 | 1.0996 | 1.0486 |
| 0.5766 | 8.7317 | 716 | 1.1061 | 0.0909 | 1.1061 | 1.0517 |
| 0.5766 | 8.7561 | 718 | 1.0970 | 0.0579 | 1.0970 | 1.0474 |
| 0.5766 | 8.7805 | 720 | 1.1083 | 0.0909 | 1.1083 | 1.0527 |
| 0.5766 | 8.8049 | 722 | 1.0997 | 0.1506 | 1.0997 | 1.0487 |
| 0.5766 | 8.8293 | 724 | 1.1196 | 0.1227 | 1.1196 | 1.0581 |
| 0.5766 | 8.8537 | 726 | 1.1303 | 0.0657 | 1.1303 | 1.0631 |
| 0.5766 | 8.8780 | 728 | 1.1579 | 0.0968 | 1.1579 | 1.0761 |
| 0.5766 | 8.9024 | 730 | 1.1840 | 0.0704 | 1.1840 | 1.0881 |
| 0.5766 | 8.9268 | 732 | 1.1668 | 0.0394 | 1.1668 | 1.0802 |
| 0.5766 | 8.9512 | 734 | 1.1546 | 0.0657 | 1.1546 | 1.0745 |
| 0.5766 | 8.9756 | 736 | 1.1055 | 0.1227 | 1.1055 | 1.0514 |
| 0.5766 | 9.0 | 738 | 1.0493 | 0.1486 | 1.0493 | 1.0244 |
| 0.5766 | 9.0244 | 740 | 1.0236 | 0.1803 | 1.0236 | 1.0117 |
| 0.5766 | 9.0488 | 742 | 1.0165 | 0.1464 | 1.0165 | 1.0082 |
| 0.5766 | 9.0732 | 744 | 1.0077 | 0.1464 | 1.0077 | 1.0039 |
| 0.5766 | 9.0976 | 746 | 1.0066 | 0.1464 | 1.0066 | 1.0033 |
| 0.5766 | 9.1220 | 748 | 1.0088 | 0.1464 | 1.0088 | 1.0044 |
| 0.5766 | 9.1463 | 750 | 1.0020 | 0.1464 | 1.0020 | 1.0010 |
| 0.5766 | 9.1707 | 752 | 1.0260 | 0.1148 | 1.0260 | 1.0129 |
| 0.5766 | 9.1951 | 754 | 1.0421 | 0.1148 | 1.0421 | 1.0208 |
| 0.5766 | 9.2195 | 756 | 1.0634 | 0.1148 | 1.0634 | 1.0312 |
| 0.5766 | 9.2439 | 758 | 1.0807 | 0.0522 | 1.0807 | 1.0396 |
| 0.5766 | 9.2683 | 760 | 1.0790 | 0.0522 | 1.0790 | 1.0388 |
| 0.5766 | 9.2927 | 762 | 1.0875 | 0.0522 | 1.0875 | 1.0429 |
| 0.5766 | 9.3171 | 764 | 1.0778 | 0.0522 | 1.0778 | 1.0382 |
| 0.5766 | 9.3415 | 766 | 1.0645 | 0.1148 | 1.0645 | 1.0318 |
| 0.5766 | 9.3659 | 768 | 1.0767 | 0.0522 | 1.0767 | 1.0376 |
| 0.5766 | 9.3902 | 770 | 1.0918 | 0.0522 | 1.0918 | 1.0449 |
| 0.5766 | 9.4146 | 772 | 1.1222 | 0.0579 | 1.1222 | 1.0593 |
| 0.5766 | 9.4390 | 774 | 1.1333 | 0.0909 | 1.1333 | 1.0646 |
| 0.5766 | 9.4634 | 776 | 1.1245 | 0.0579 | 1.1245 | 1.0604 |
| 0.5766 | 9.4878 | 778 | 1.1202 | 0.0579 | 1.1202 | 1.0584 |
| 0.5766 | 9.5122 | 780 | 1.1167 | 0.0579 | 1.1167 | 1.0568 |
| 0.5766 | 9.5366 | 782 | 1.1153 | 0.0579 | 1.1153 | 1.0561 |
| 0.5766 | 9.5610 | 784 | 1.1087 | 0.0579 | 1.1087 | 1.0530 |
| 0.5766 | 9.5854 | 786 | 1.1048 | 0.0579 | 1.1048 | 1.0511 |
| 0.5766 | 9.6098 | 788 | 1.0964 | 0.0579 | 1.0964 | 1.0471 |
| 0.5766 | 9.6341 | 790 | 1.0990 | 0.0579 | 1.0990 | 1.0483 |
| 0.5766 | 9.6585 | 792 | 1.1058 | 0.0579 | 1.1058 | 1.0516 |
| 0.5766 | 9.6829 | 794 | 1.1142 | 0.0606 | 1.1142 | 1.0556 |
| 0.5766 | 9.7073 | 796 | 1.1302 | 0.0657 | 1.1302 | 1.0631 |
| 0.5766 | 9.7317 | 798 | 1.1429 | 0.0657 | 1.1429 | 1.0691 |
| 0.5766 | 9.7561 | 800 | 1.1516 | 0.0657 | 1.1516 | 1.0731 |
| 0.5766 | 9.7805 | 802 | 1.1554 | 0.0657 | 1.1554 | 1.0749 |
| 0.5766 | 9.8049 | 804 | 1.1634 | 0.0394 | 1.1634 | 1.0786 |
| 0.5766 | 9.8293 | 806 | 1.1619 | 0.0394 | 1.1619 | 1.0779 |
| 0.5766 | 9.8537 | 808 | 1.1612 | 0.0394 | 1.1612 | 1.0776 |
| 0.5766 | 9.8780 | 810 | 1.1561 | 0.0657 | 1.1561 | 1.0752 |
| 0.5766 | 9.9024 | 812 | 1.1501 | 0.0657 | 1.1501 | 1.0724 |
| 0.5766 | 9.9268 | 814 | 1.1452 | 0.0657 | 1.1452 | 1.0701 |
| 0.5766 | 9.9512 | 816 | 1.1435 | 0.0657 | 1.1435 | 1.0693 |
| 0.5766 | 9.9756 | 818 | 1.1427 | 0.0657 | 1.1427 | 1.0690 |
| 0.5766 | 10.0 | 820 | 1.1419 | 0.0657 | 1.1419 | 1.0686 |
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_k19_task3_organization
Base model
aubmindlab/bert-base-arabertv02