Instructions to use MayBashendy/ArabicNewSplits4_WithDuplicationsForScore5_FineTuningAraBERT_run1_AugV5_k20_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_k20_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_k20_task3_organization")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("MayBashendy/ArabicNewSplits4_WithDuplicationsForScore5_FineTuningAraBERT_run1_AugV5_k20_task3_organization") model = AutoModelForSequenceClassification.from_pretrained("MayBashendy/ArabicNewSplits4_WithDuplicationsForScore5_FineTuningAraBERT_run1_AugV5_k20_task3_organization", device_map="auto") - Notebooks
- Google Colab
- Kaggle
ArabicNewSplits4_WithDuplicationsForScore5_FineTuningAraBERT_run1_AugV5_k20_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: 0.6157
- Qwk: 0.2707
- Mse: 0.6157
- Rmse: 0.7846
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 | 0.0233 | 2 | 3.2521 | -0.0350 | 3.2521 | 1.8033 |
| No log | 0.0465 | 4 | 1.5201 | -0.0070 | 1.5201 | 1.2329 |
| No log | 0.0698 | 6 | 0.8969 | 0.1020 | 0.8969 | 0.9471 |
| No log | 0.0930 | 8 | 0.6065 | 0.0725 | 0.6065 | 0.7788 |
| No log | 0.1163 | 10 | 0.6156 | 0.2201 | 0.6156 | 0.7846 |
| No log | 0.1395 | 12 | 0.6158 | 0.0588 | 0.6158 | 0.7848 |
| No log | 0.1628 | 14 | 0.9166 | 0.0359 | 0.9166 | 0.9574 |
| No log | 0.1860 | 16 | 0.8656 | 0.0545 | 0.8656 | 0.9304 |
| No log | 0.2093 | 18 | 0.6318 | 0.0327 | 0.6318 | 0.7948 |
| No log | 0.2326 | 20 | 0.7854 | 0.1238 | 0.7854 | 0.8862 |
| No log | 0.2558 | 22 | 0.6957 | 0.2787 | 0.6957 | 0.8341 |
| No log | 0.2791 | 24 | 0.6155 | 0.0949 | 0.6155 | 0.7845 |
| No log | 0.3023 | 26 | 0.6777 | 0.0857 | 0.6777 | 0.8232 |
| No log | 0.3256 | 28 | 0.5823 | 0.0199 | 0.5823 | 0.7631 |
| No log | 0.3488 | 30 | 0.7972 | 0.1289 | 0.7972 | 0.8929 |
| No log | 0.3721 | 32 | 0.6075 | 0.2787 | 0.6075 | 0.7794 |
| No log | 0.3953 | 34 | 0.5676 | 0.1515 | 0.5676 | 0.7534 |
| No log | 0.4186 | 36 | 0.5330 | 0.2000 | 0.5330 | 0.7301 |
| No log | 0.4419 | 38 | 0.6703 | 0.1529 | 0.6703 | 0.8187 |
| No log | 0.4651 | 40 | 0.7748 | 0.1579 | 0.7748 | 0.8802 |
| No log | 0.4884 | 42 | 0.5519 | 0.1304 | 0.5519 | 0.7429 |
| No log | 0.5116 | 44 | 0.6328 | 0.2169 | 0.6328 | 0.7955 |
| No log | 0.5349 | 46 | 0.5402 | 0.3292 | 0.5402 | 0.7350 |
| No log | 0.5581 | 48 | 0.8613 | 0.2000 | 0.8613 | 0.9281 |
| No log | 0.5814 | 50 | 1.2427 | 0.0933 | 1.2427 | 1.1148 |
| No log | 0.6047 | 52 | 0.9498 | 0.2327 | 0.9498 | 0.9746 |
| No log | 0.6279 | 54 | 0.6201 | 0.2941 | 0.6201 | 0.7875 |
| No log | 0.6512 | 56 | 0.4942 | 0.1773 | 0.4942 | 0.7030 |
| No log | 0.6744 | 58 | 0.5242 | 0.1678 | 0.5242 | 0.7240 |
| No log | 0.6977 | 60 | 0.5337 | 0.3032 | 0.5337 | 0.7305 |
| No log | 0.7209 | 62 | 0.7227 | 0.2332 | 0.7227 | 0.8501 |
| No log | 0.7442 | 64 | 1.1238 | 0.1692 | 1.1238 | 1.0601 |
| No log | 0.7674 | 66 | 0.6432 | 0.3118 | 0.6432 | 0.8020 |
| No log | 0.7907 | 68 | 0.6326 | 0.3548 | 0.6326 | 0.7954 |
| No log | 0.8140 | 70 | 0.7289 | 0.2963 | 0.7289 | 0.8538 |
| No log | 0.8372 | 72 | 0.8272 | 0.1928 | 0.8272 | 0.9095 |
| No log | 0.8605 | 74 | 0.5430 | 0.4105 | 0.5430 | 0.7369 |
| No log | 0.8837 | 76 | 0.5204 | 0.4409 | 0.5204 | 0.7214 |
| No log | 0.9070 | 78 | 0.8549 | 0.2500 | 0.8549 | 0.9246 |
| No log | 0.9302 | 80 | 1.9254 | 0.0815 | 1.9254 | 1.3876 |
| No log | 0.9535 | 82 | 1.1944 | 0.1945 | 1.1944 | 1.0929 |
| No log | 0.9767 | 84 | 0.5228 | 0.1655 | 0.5228 | 0.7231 |
| No log | 1.0 | 86 | 0.6383 | 0.2577 | 0.6383 | 0.7989 |
| No log | 1.0233 | 88 | 0.5580 | 0.2000 | 0.5580 | 0.7470 |
| No log | 1.0465 | 90 | 0.6544 | 0.3661 | 0.6544 | 0.8089 |
| No log | 1.0698 | 92 | 0.9261 | 0.1680 | 0.9261 | 0.9624 |
| No log | 1.0930 | 94 | 0.6161 | 0.3295 | 0.6161 | 0.7849 |
| No log | 1.1163 | 96 | 0.5404 | 0.2298 | 0.5404 | 0.7351 |
| No log | 1.1395 | 98 | 0.5330 | 0.1892 | 0.5330 | 0.7301 |
| No log | 1.1628 | 100 | 1.2877 | 0.1125 | 1.2877 | 1.1348 |
| No log | 1.1860 | 102 | 1.8684 | 0.0420 | 1.8684 | 1.3669 |
| No log | 1.2093 | 104 | 1.0190 | 0.1621 | 1.0190 | 1.0095 |
| No log | 1.2326 | 106 | 0.6752 | 0.2161 | 0.6752 | 0.8217 |
| No log | 1.2558 | 108 | 1.0333 | 0.0745 | 1.0333 | 1.0165 |
| No log | 1.2791 | 110 | 0.8243 | 0.1481 | 0.8243 | 0.9079 |
| No log | 1.3023 | 112 | 0.5595 | 0.1111 | 0.5595 | 0.7480 |
| No log | 1.3256 | 114 | 1.5241 | 0.0805 | 1.5241 | 1.2345 |
| No log | 1.3488 | 116 | 2.2244 | 0.0682 | 2.2244 | 1.4914 |
| No log | 1.3721 | 118 | 1.6689 | 0.0368 | 1.6689 | 1.2919 |
| No log | 1.3953 | 120 | 0.8061 | 0.2381 | 0.8061 | 0.8979 |
| No log | 1.4186 | 122 | 0.5462 | 0.1079 | 0.5462 | 0.7390 |
| No log | 1.4419 | 124 | 0.5489 | 0.1549 | 0.5489 | 0.7409 |
| No log | 1.4651 | 126 | 0.7791 | 0.1928 | 0.7791 | 0.8827 |
| No log | 1.4884 | 128 | 0.9551 | 0.1877 | 0.9551 | 0.9773 |
| No log | 1.5116 | 130 | 1.3364 | 0.1392 | 1.3364 | 1.1560 |
| No log | 1.5349 | 132 | 1.0187 | 0.1557 | 1.0187 | 1.0093 |
| No log | 1.5581 | 134 | 0.8072 | 0.1867 | 0.8072 | 0.8984 |
| No log | 1.5814 | 136 | 0.6600 | 0.1917 | 0.6600 | 0.8124 |
| No log | 1.6047 | 138 | 0.8319 | 0.1504 | 0.8319 | 0.9121 |
| No log | 1.6279 | 140 | 0.5634 | 0.2994 | 0.5634 | 0.7506 |
| No log | 1.6512 | 142 | 1.1012 | 0.1622 | 1.1012 | 1.0494 |
| No log | 1.6744 | 144 | 1.7111 | 0.1549 | 1.7111 | 1.3081 |
| No log | 1.6977 | 146 | 1.2344 | 0.1617 | 1.2344 | 1.1110 |
| No log | 1.7209 | 148 | 0.5315 | 0.3810 | 0.5315 | 0.7290 |
| No log | 1.7442 | 150 | 0.5685 | 0.2421 | 0.5685 | 0.7540 |
| No log | 1.7674 | 152 | 0.5014 | 0.3659 | 0.5014 | 0.7081 |
| No log | 1.7907 | 154 | 0.7815 | 0.1238 | 0.7815 | 0.8840 |
| No log | 1.8140 | 156 | 1.7397 | 0.1797 | 1.7397 | 1.3190 |
| No log | 1.8372 | 158 | 1.6636 | 0.1377 | 1.6636 | 1.2898 |
| No log | 1.8605 | 160 | 0.8319 | 0.1261 | 0.8319 | 0.9121 |
| No log | 1.8837 | 162 | 0.5513 | 0.3563 | 0.5513 | 0.7425 |
| No log | 1.9070 | 164 | 0.6638 | 0.2688 | 0.6638 | 0.8147 |
| No log | 1.9302 | 166 | 1.1340 | 0.2157 | 1.1340 | 1.0649 |
| No log | 1.9535 | 168 | 1.1267 | 0.2154 | 1.1267 | 1.0615 |
| No log | 1.9767 | 170 | 0.7165 | 0.2143 | 0.7165 | 0.8465 |
| No log | 2.0 | 172 | 0.5701 | 0.4043 | 0.5701 | 0.7550 |
| No log | 2.0233 | 174 | 0.6537 | 0.4074 | 0.6537 | 0.8085 |
| No log | 2.0465 | 176 | 1.3747 | 0.2219 | 1.3747 | 1.1725 |
| No log | 2.0698 | 178 | 1.8435 | 0.1727 | 1.8435 | 1.3578 |
| No log | 2.0930 | 180 | 1.3520 | 0.2515 | 1.3520 | 1.1628 |
| No log | 2.1163 | 182 | 0.7642 | 0.1074 | 0.7642 | 0.8742 |
| No log | 2.1395 | 184 | 0.8045 | 0.1525 | 0.8045 | 0.8970 |
| No log | 2.1628 | 186 | 1.1616 | 0.1172 | 1.1616 | 1.0778 |
| No log | 2.1860 | 188 | 1.0746 | 0.1407 | 1.0746 | 1.0366 |
| No log | 2.2093 | 190 | 0.7005 | 0.1600 | 0.7005 | 0.8369 |
| No log | 2.2326 | 192 | 0.6187 | 0.3216 | 0.6187 | 0.7866 |
| No log | 2.2558 | 194 | 0.5455 | 0.4 | 0.5455 | 0.7386 |
| No log | 2.2791 | 196 | 0.6116 | 0.3829 | 0.6116 | 0.7820 |
| No log | 2.3023 | 198 | 1.0409 | 0.1127 | 1.0409 | 1.0202 |
| No log | 2.3256 | 200 | 1.2180 | 0.12 | 1.2180 | 1.1036 |
| No log | 2.3488 | 202 | 0.9414 | 0.1692 | 0.9414 | 0.9702 |
| No log | 2.3721 | 204 | 0.6173 | 0.4884 | 0.6173 | 0.7857 |
| No log | 2.3953 | 206 | 0.5998 | 0.4286 | 0.5998 | 0.7745 |
| No log | 2.4186 | 208 | 0.8234 | 0.1238 | 0.8234 | 0.9074 |
| No log | 2.4419 | 210 | 1.2263 | 0.1611 | 1.2263 | 1.1074 |
| No log | 2.4651 | 212 | 1.0822 | 0.1890 | 1.0822 | 1.0403 |
| No log | 2.4884 | 214 | 0.6932 | 0.2670 | 0.6932 | 0.8326 |
| No log | 2.5116 | 216 | 0.5870 | 0.3446 | 0.5870 | 0.7662 |
| No log | 2.5349 | 218 | 0.6950 | 0.3043 | 0.6950 | 0.8337 |
| No log | 2.5581 | 220 | 1.0176 | 0.2635 | 1.0176 | 1.0088 |
| No log | 2.5814 | 222 | 1.1168 | 0.2329 | 1.1168 | 1.0568 |
| No log | 2.6047 | 224 | 0.9664 | 0.2360 | 0.9664 | 0.9831 |
| No log | 2.6279 | 226 | 0.7070 | 0.3149 | 0.7070 | 0.8408 |
| No log | 2.6512 | 228 | 0.6034 | 0.3136 | 0.6034 | 0.7768 |
| No log | 2.6744 | 230 | 0.6005 | 0.3292 | 0.6005 | 0.7749 |
| No log | 2.6977 | 232 | 0.6813 | 0.3182 | 0.6813 | 0.8254 |
| No log | 2.7209 | 234 | 0.9092 | 0.1535 | 0.9092 | 0.9535 |
| No log | 2.7442 | 236 | 1.3140 | 0.0327 | 1.3140 | 1.1463 |
| No log | 2.7674 | 238 | 1.2712 | 0.1026 | 1.2712 | 1.1275 |
| No log | 2.7907 | 240 | 0.8072 | 0.2327 | 0.8072 | 0.8984 |
| No log | 2.8140 | 242 | 0.7311 | 0.1790 | 0.7311 | 0.8551 |
| No log | 2.8372 | 244 | 0.9572 | 0.2296 | 0.9572 | 0.9784 |
| No log | 2.8605 | 246 | 1.1636 | 0.1785 | 1.1636 | 1.0787 |
| No log | 2.8837 | 248 | 1.6543 | 0.1172 | 1.6543 | 1.2862 |
| No log | 2.9070 | 250 | 1.4007 | 0.1646 | 1.4007 | 1.1835 |
| No log | 2.9302 | 252 | 0.9911 | 0.0968 | 0.9911 | 0.9955 |
| No log | 2.9535 | 254 | 0.6383 | 0.3182 | 0.6383 | 0.7989 |
| No log | 2.9767 | 256 | 0.5756 | 0.2848 | 0.5756 | 0.7587 |
| No log | 3.0 | 258 | 0.5930 | 0.2821 | 0.5930 | 0.7700 |
| No log | 3.0233 | 260 | 0.6670 | 0.2670 | 0.6670 | 0.8167 |
| No log | 3.0465 | 262 | 0.8509 | 0.2000 | 0.8509 | 0.9224 |
| No log | 3.0698 | 264 | 0.7762 | 0.2661 | 0.7762 | 0.8810 |
| No log | 3.0930 | 266 | 0.9251 | 0.2174 | 0.9251 | 0.9618 |
| No log | 3.1163 | 268 | 1.2417 | 0.1902 | 1.2417 | 1.1143 |
| No log | 3.1395 | 270 | 0.9794 | 0.2174 | 0.9794 | 0.9897 |
| No log | 3.1628 | 272 | 0.6255 | 0.2842 | 0.6255 | 0.7909 |
| No log | 3.1860 | 274 | 0.6046 | 0.3898 | 0.6046 | 0.7776 |
| No log | 3.2093 | 276 | 0.8006 | 0.2275 | 0.8006 | 0.8948 |
| No log | 3.2326 | 278 | 0.8005 | 0.2632 | 0.8005 | 0.8947 |
| No log | 3.2558 | 280 | 0.6248 | 0.2970 | 0.6248 | 0.7904 |
| No log | 3.2791 | 282 | 0.5672 | 0.3609 | 0.5672 | 0.7531 |
| No log | 3.3023 | 284 | 0.5606 | 0.1795 | 0.5606 | 0.7487 |
| No log | 3.3256 | 286 | 0.5766 | 0.2809 | 0.5766 | 0.7594 |
| No log | 3.3488 | 288 | 0.6597 | 0.2593 | 0.6597 | 0.8122 |
| No log | 3.3721 | 290 | 0.8230 | 0.1927 | 0.8230 | 0.9072 |
| No log | 3.3953 | 292 | 0.9417 | 0.1613 | 0.9417 | 0.9704 |
| No log | 3.4186 | 294 | 0.6951 | 0.2536 | 0.6951 | 0.8337 |
| No log | 3.4419 | 296 | 0.6116 | 0.2865 | 0.6116 | 0.7821 |
| No log | 3.4651 | 298 | 0.6297 | 0.3043 | 0.6297 | 0.7935 |
| No log | 3.4884 | 300 | 0.6458 | 0.2370 | 0.6458 | 0.8036 |
| No log | 3.5116 | 302 | 0.6889 | 0.2432 | 0.6889 | 0.8300 |
| No log | 3.5349 | 304 | 0.5956 | 0.3000 | 0.5956 | 0.7718 |
| No log | 3.5581 | 306 | 0.5801 | 0.3000 | 0.5801 | 0.7617 |
| No log | 3.5814 | 308 | 0.5934 | 0.3000 | 0.5934 | 0.7703 |
| No log | 3.6047 | 310 | 0.5511 | 0.3735 | 0.5511 | 0.7423 |
| No log | 3.6279 | 312 | 0.5501 | 0.3136 | 0.5501 | 0.7417 |
| No log | 3.6512 | 314 | 0.5373 | 0.3708 | 0.5373 | 0.7330 |
| No log | 3.6744 | 316 | 0.5141 | 0.4783 | 0.5141 | 0.7170 |
| No log | 3.6977 | 318 | 0.5111 | 0.3708 | 0.5111 | 0.7149 |
| No log | 3.7209 | 320 | 0.4962 | 0.4943 | 0.4962 | 0.7044 |
| No log | 3.7442 | 322 | 0.4858 | 0.4607 | 0.4858 | 0.6970 |
| No log | 3.7674 | 324 | 0.5131 | 0.2542 | 0.5131 | 0.7163 |
| No log | 3.7907 | 326 | 0.5711 | 0.2821 | 0.5711 | 0.7557 |
| No log | 3.8140 | 328 | 0.5815 | 0.3561 | 0.5815 | 0.7626 |
| No log | 3.8372 | 330 | 0.5730 | 0.3591 | 0.5730 | 0.7570 |
| No log | 3.8605 | 332 | 0.6543 | 0.2746 | 0.6543 | 0.8089 |
| No log | 3.8837 | 334 | 0.6264 | 0.3520 | 0.6264 | 0.7914 |
| No log | 3.9070 | 336 | 0.5701 | 0.3043 | 0.5701 | 0.7551 |
| No log | 3.9302 | 338 | 0.5474 | 0.3073 | 0.5474 | 0.7399 |
| No log | 3.9535 | 340 | 0.6044 | 0.2832 | 0.6044 | 0.7774 |
| No log | 3.9767 | 342 | 0.8262 | 0.1928 | 0.8262 | 0.9090 |
| No log | 4.0 | 344 | 0.8364 | 0.1930 | 0.8364 | 0.9146 |
| No log | 4.0233 | 346 | 0.6173 | 0.3089 | 0.6173 | 0.7857 |
| No log | 4.0465 | 348 | 0.5367 | 0.4667 | 0.5367 | 0.7326 |
| No log | 4.0698 | 350 | 0.5520 | 0.4220 | 0.5520 | 0.7429 |
| No log | 4.0930 | 352 | 0.6017 | 0.3684 | 0.6017 | 0.7757 |
| No log | 4.1163 | 354 | 0.6555 | 0.2621 | 0.6555 | 0.8096 |
| No log | 4.1395 | 356 | 0.6956 | 0.2676 | 0.6956 | 0.8340 |
| No log | 4.1628 | 358 | 0.6556 | 0.3297 | 0.6556 | 0.8097 |
| No log | 4.1860 | 360 | 0.5705 | 0.3000 | 0.5705 | 0.7553 |
| No log | 4.2093 | 362 | 0.5108 | 0.3247 | 0.5108 | 0.7147 |
| No log | 4.2326 | 364 | 0.4865 | 0.35 | 0.4865 | 0.6975 |
| No log | 4.2558 | 366 | 0.5097 | 0.35 | 0.5097 | 0.7140 |
| No log | 4.2791 | 368 | 0.6180 | 0.3725 | 0.6180 | 0.7862 |
| No log | 4.3023 | 370 | 0.6399 | 0.3271 | 0.6399 | 0.8000 |
| No log | 4.3256 | 372 | 0.6807 | 0.3214 | 0.6807 | 0.8250 |
| No log | 4.3488 | 374 | 0.6950 | 0.3214 | 0.6950 | 0.8337 |
| No log | 4.3721 | 376 | 0.5732 | 0.3488 | 0.5732 | 0.7571 |
| No log | 4.3953 | 378 | 0.5582 | 0.3659 | 0.5582 | 0.7471 |
| No log | 4.4186 | 380 | 0.6985 | 0.2381 | 0.6985 | 0.8358 |
| No log | 4.4419 | 382 | 0.7480 | 0.2381 | 0.7480 | 0.8649 |
| No log | 4.4651 | 384 | 0.6358 | 0.1919 | 0.6358 | 0.7973 |
| No log | 4.4884 | 386 | 0.5654 | 0.2994 | 0.5654 | 0.7520 |
| No log | 4.5116 | 388 | 0.6481 | 0.2593 | 0.6481 | 0.8051 |
| No log | 4.5349 | 390 | 0.8197 | 0.2000 | 0.8197 | 0.9054 |
| No log | 4.5581 | 392 | 0.9032 | 0.2000 | 0.9032 | 0.9504 |
| No log | 4.5814 | 394 | 0.6797 | 0.2593 | 0.6797 | 0.8245 |
| No log | 4.6047 | 396 | 0.5606 | 0.3297 | 0.5606 | 0.7487 |
| No log | 4.6279 | 398 | 0.5602 | 0.3488 | 0.5602 | 0.7485 |
| No log | 4.6512 | 400 | 0.5428 | 0.3533 | 0.5428 | 0.7367 |
| No log | 4.6744 | 402 | 0.6180 | 0.1837 | 0.6180 | 0.7861 |
| No log | 4.6977 | 404 | 0.7100 | 0.2372 | 0.7100 | 0.8426 |
| No log | 4.7209 | 406 | 0.8806 | 0.2000 | 0.8806 | 0.9384 |
| No log | 4.7442 | 408 | 0.8331 | 0.2348 | 0.8331 | 0.9128 |
| No log | 4.7674 | 410 | 0.6424 | 0.1515 | 0.6424 | 0.8015 |
| No log | 4.7907 | 412 | 0.5600 | 0.3073 | 0.5600 | 0.7483 |
| No log | 4.8140 | 414 | 0.5678 | 0.3073 | 0.5678 | 0.7535 |
| No log | 4.8372 | 416 | 0.5988 | 0.2563 | 0.5988 | 0.7738 |
| No log | 4.8605 | 418 | 0.7085 | 0.2217 | 0.7085 | 0.8417 |
| No log | 4.8837 | 420 | 0.7496 | 0.2287 | 0.7496 | 0.8658 |
| No log | 4.9070 | 422 | 0.8771 | 0.2000 | 0.8771 | 0.9365 |
| No log | 4.9302 | 424 | 0.8095 | 0.2356 | 0.8095 | 0.8997 |
| No log | 4.9535 | 426 | 0.6745 | 0.1527 | 0.6745 | 0.8213 |
| No log | 4.9767 | 428 | 0.6615 | 0.1919 | 0.6615 | 0.8133 |
| No log | 5.0 | 430 | 0.7280 | 0.2287 | 0.7280 | 0.8532 |
| No log | 5.0233 | 432 | 0.6788 | 0.2308 | 0.6788 | 0.8239 |
| No log | 5.0465 | 434 | 0.5395 | 0.3778 | 0.5395 | 0.7345 |
| No log | 5.0698 | 436 | 0.5304 | 0.4620 | 0.5304 | 0.7283 |
| No log | 5.0930 | 438 | 0.6188 | 0.2563 | 0.6188 | 0.7866 |
| No log | 5.1163 | 440 | 0.8611 | 0.2000 | 0.8611 | 0.9280 |
| No log | 5.1395 | 442 | 0.9195 | 0.2000 | 0.9195 | 0.9589 |
| No log | 5.1628 | 444 | 0.9460 | 0.2308 | 0.9460 | 0.9726 |
| No log | 5.1860 | 446 | 0.8184 | 0.1937 | 0.8184 | 0.9046 |
| No log | 5.2093 | 448 | 0.6413 | 0.2621 | 0.6413 | 0.8008 |
| No log | 5.2326 | 450 | 0.5939 | 0.2251 | 0.5939 | 0.7706 |
| No log | 5.2558 | 452 | 0.6149 | 0.2251 | 0.6149 | 0.7841 |
| No log | 5.2791 | 454 | 0.6762 | 0.2315 | 0.6762 | 0.8223 |
| No log | 5.3023 | 456 | 0.6707 | 0.2315 | 0.6707 | 0.8189 |
| No log | 5.3256 | 458 | 0.6867 | 0.2315 | 0.6867 | 0.8286 |
| No log | 5.3488 | 460 | 0.6325 | 0.2637 | 0.6325 | 0.7953 |
| No log | 5.3721 | 462 | 0.6425 | 0.2637 | 0.6425 | 0.8016 |
| No log | 5.3953 | 464 | 0.7471 | 0.2281 | 0.7471 | 0.8643 |
| No log | 5.4186 | 466 | 0.8259 | 0.2520 | 0.8259 | 0.9088 |
| No log | 5.4419 | 468 | 0.6796 | 0.2523 | 0.6796 | 0.8244 |
| No log | 5.4651 | 470 | 0.5780 | 0.3367 | 0.5780 | 0.7603 |
| No log | 5.4884 | 472 | 0.6025 | 0.2621 | 0.6025 | 0.7762 |
| No log | 5.5116 | 474 | 0.6502 | 0.2549 | 0.6502 | 0.8063 |
| No log | 5.5349 | 476 | 0.7752 | 0.2281 | 0.7752 | 0.8804 |
| No log | 5.5581 | 478 | 0.7825 | 0.2281 | 0.7825 | 0.8846 |
| No log | 5.5814 | 480 | 0.8051 | 0.2281 | 0.8051 | 0.8973 |
| No log | 5.6047 | 482 | 0.6844 | 0.2315 | 0.6844 | 0.8273 |
| No log | 5.6279 | 484 | 0.5685 | 0.3591 | 0.5685 | 0.7540 |
| No log | 5.6512 | 486 | 0.5814 | 0.3089 | 0.5814 | 0.7625 |
| No log | 5.6744 | 488 | 0.7323 | 0.1927 | 0.7323 | 0.8557 |
| No log | 5.6977 | 490 | 0.9755 | 0.2243 | 0.9755 | 0.9877 |
| No log | 5.7209 | 492 | 0.9568 | 0.2180 | 0.9568 | 0.9782 |
| No log | 5.7442 | 494 | 0.7574 | 0.2287 | 0.7574 | 0.8703 |
| No log | 5.7674 | 496 | 0.5791 | 0.3061 | 0.5791 | 0.7610 |
| No log | 5.7907 | 498 | 0.5400 | 0.3730 | 0.5400 | 0.7348 |
| 0.4411 | 5.8140 | 500 | 0.5537 | 0.3636 | 0.5537 | 0.7441 |
| 0.4411 | 5.8372 | 502 | 0.6137 | 0.2653 | 0.6137 | 0.7834 |
| 0.4411 | 5.8605 | 504 | 0.6462 | 0.1923 | 0.6462 | 0.8039 |
| 0.4411 | 5.8837 | 506 | 0.5971 | 0.3089 | 0.5971 | 0.7727 |
| 0.4411 | 5.9070 | 508 | 0.5355 | 0.3882 | 0.5355 | 0.7318 |
| 0.4411 | 5.9302 | 510 | 0.5291 | 0.3966 | 0.5291 | 0.7274 |
| 0.4411 | 5.9535 | 512 | 0.5520 | 0.3708 | 0.5520 | 0.7429 |
| 0.4411 | 5.9767 | 514 | 0.5994 | 0.3299 | 0.5994 | 0.7742 |
| 0.4411 | 6.0 | 516 | 0.6609 | 0.2146 | 0.6609 | 0.8130 |
| 0.4411 | 6.0233 | 518 | 0.6559 | 0.2146 | 0.6559 | 0.8099 |
| 0.4411 | 6.0465 | 520 | 0.5968 | 0.2917 | 0.5968 | 0.7725 |
| 0.4411 | 6.0698 | 522 | 0.5476 | 0.3730 | 0.5476 | 0.7400 |
| 0.4411 | 6.0930 | 524 | 0.5324 | 0.4468 | 0.5324 | 0.7297 |
| 0.4411 | 6.1163 | 526 | 0.5511 | 0.4286 | 0.5511 | 0.7423 |
| 0.4411 | 6.1395 | 528 | 0.6610 | 0.1848 | 0.6610 | 0.8130 |
| 0.4411 | 6.1628 | 530 | 0.7590 | 0.2531 | 0.7590 | 0.8712 |
| 0.4411 | 6.1860 | 532 | 0.7455 | 0.2542 | 0.7455 | 0.8634 |
| 0.4411 | 6.2093 | 534 | 0.6909 | 0.2607 | 0.6909 | 0.8312 |
| 0.4411 | 6.2326 | 536 | 0.6295 | 0.2688 | 0.6295 | 0.7934 |
| 0.4411 | 6.2558 | 538 | 0.5775 | 0.3023 | 0.5775 | 0.7599 |
| 0.4411 | 6.2791 | 540 | 0.5847 | 0.2994 | 0.5847 | 0.7646 |
| 0.4411 | 6.3023 | 542 | 0.6273 | 0.2670 | 0.6273 | 0.7920 |
| 0.4411 | 6.3256 | 544 | 0.7540 | 0.2287 | 0.7540 | 0.8683 |
| 0.4411 | 6.3488 | 546 | 0.7980 | 0.2632 | 0.7980 | 0.8933 |
| 0.4411 | 6.3721 | 548 | 0.6935 | 0.2593 | 0.6935 | 0.8328 |
| 0.4411 | 6.3953 | 550 | 0.6053 | 0.2688 | 0.6053 | 0.7780 |
| 0.4411 | 6.4186 | 552 | 0.6310 | 0.2670 | 0.6310 | 0.7943 |
| 0.4411 | 6.4419 | 554 | 0.6272 | 0.2670 | 0.6272 | 0.7920 |
| 0.4411 | 6.4651 | 556 | 0.6418 | 0.2670 | 0.6418 | 0.8011 |
| 0.4411 | 6.4884 | 558 | 0.7684 | 0.2554 | 0.7684 | 0.8766 |
| 0.4411 | 6.5116 | 560 | 0.8925 | 0.2184 | 0.8925 | 0.9447 |
| 0.4411 | 6.5349 | 562 | 0.8515 | 0.2510 | 0.8515 | 0.9227 |
| 0.4411 | 6.5581 | 564 | 0.7081 | 0.2217 | 0.7081 | 0.8415 |
| 0.4411 | 6.5814 | 566 | 0.5599 | 0.3295 | 0.5599 | 0.7483 |
| 0.4411 | 6.6047 | 568 | 0.5343 | 0.4346 | 0.5343 | 0.7310 |
| 0.4411 | 6.6279 | 570 | 0.5435 | 0.3636 | 0.5435 | 0.7372 |
| 0.4411 | 6.6512 | 572 | 0.6276 | 0.2707 | 0.6276 | 0.7922 |
| 0.4411 | 6.6744 | 574 | 0.6948 | 0.2709 | 0.6948 | 0.8335 |
| 0.4411 | 6.6977 | 576 | 0.6572 | 0.3089 | 0.6572 | 0.8107 |
| 0.4411 | 6.7209 | 578 | 0.6762 | 0.2727 | 0.6762 | 0.8223 |
| 0.4411 | 6.7442 | 580 | 0.6833 | 0.2727 | 0.6833 | 0.8266 |
| 0.4411 | 6.7674 | 582 | 0.7342 | 0.2300 | 0.7342 | 0.8568 |
| 0.4411 | 6.7907 | 584 | 0.6857 | 0.2727 | 0.6857 | 0.8281 |
| 0.4411 | 6.8140 | 586 | 0.6071 | 0.2727 | 0.6071 | 0.7791 |
| 0.4411 | 6.8372 | 588 | 0.5433 | 0.3295 | 0.5433 | 0.7371 |
| 0.4411 | 6.8605 | 590 | 0.5441 | 0.3295 | 0.5441 | 0.7376 |
| 0.4411 | 6.8837 | 592 | 0.5874 | 0.3216 | 0.5874 | 0.7664 |
| 0.4411 | 6.9070 | 594 | 0.7051 | 0.2222 | 0.7051 | 0.8397 |
| 0.4411 | 6.9302 | 596 | 0.8415 | 0.2348 | 0.8415 | 0.9173 |
| 0.4411 | 6.9535 | 598 | 0.8369 | 0.2275 | 0.8369 | 0.9148 |
| 0.4411 | 6.9767 | 600 | 0.6973 | 0.2222 | 0.6973 | 0.8350 |
| 0.4411 | 7.0 | 602 | 0.5816 | 0.3548 | 0.5816 | 0.7626 |
| 0.4411 | 7.0233 | 604 | 0.5728 | 0.3369 | 0.5728 | 0.7568 |
| 0.4411 | 7.0465 | 606 | 0.5610 | 0.3407 | 0.5610 | 0.7490 |
| 0.4411 | 7.0698 | 608 | 0.5764 | 0.3043 | 0.5764 | 0.7592 |
| 0.4411 | 7.0930 | 610 | 0.6360 | 0.3061 | 0.6360 | 0.7975 |
| 0.4411 | 7.1163 | 612 | 0.7373 | 0.2212 | 0.7373 | 0.8587 |
| 0.4411 | 7.1395 | 614 | 0.7476 | 0.2212 | 0.7476 | 0.8646 |
| 0.4411 | 7.1628 | 616 | 0.6770 | 0.2607 | 0.6770 | 0.8228 |
| 0.4411 | 7.1860 | 618 | 0.6278 | 0.2245 | 0.6278 | 0.7924 |
| 0.4411 | 7.2093 | 620 | 0.5974 | 0.2513 | 0.5974 | 0.7729 |
| 0.4411 | 7.2326 | 622 | 0.5850 | 0.2967 | 0.5850 | 0.7649 |
| 0.4411 | 7.2558 | 624 | 0.5614 | 0.3488 | 0.5614 | 0.7493 |
| 0.4411 | 7.2791 | 626 | 0.5448 | 0.4725 | 0.5448 | 0.7381 |
| 0.4411 | 7.3023 | 628 | 0.5702 | 0.3333 | 0.5702 | 0.7551 |
| 0.4411 | 7.3256 | 630 | 0.5869 | 0.2967 | 0.5869 | 0.7661 |
| 0.4411 | 7.3488 | 632 | 0.6540 | 0.2607 | 0.6540 | 0.8087 |
| 0.4411 | 7.3721 | 634 | 0.6910 | 0.2217 | 0.6910 | 0.8313 |
| 0.4411 | 7.3953 | 636 | 0.7099 | 0.2217 | 0.7099 | 0.8426 |
| 0.4411 | 7.4186 | 638 | 0.7188 | 0.2217 | 0.7188 | 0.8478 |
| 0.4411 | 7.4419 | 640 | 0.6908 | 0.2217 | 0.6908 | 0.8311 |
| 0.4411 | 7.4651 | 642 | 0.6165 | 0.2688 | 0.6165 | 0.7852 |
| 0.4411 | 7.4884 | 644 | 0.5836 | 0.2626 | 0.5836 | 0.7639 |
| 0.4411 | 7.5116 | 646 | 0.5643 | 0.2626 | 0.5643 | 0.7512 |
| 0.4411 | 7.5349 | 648 | 0.5510 | 0.3371 | 0.5510 | 0.7423 |
| 0.4411 | 7.5581 | 650 | 0.5526 | 0.3103 | 0.5526 | 0.7434 |
| 0.4411 | 7.5814 | 652 | 0.5796 | 0.2727 | 0.5796 | 0.7613 |
| 0.4411 | 7.6047 | 654 | 0.6008 | 0.2707 | 0.6008 | 0.7751 |
| 0.4411 | 7.6279 | 656 | 0.6181 | 0.2688 | 0.6181 | 0.7862 |
| 0.4411 | 7.6512 | 658 | 0.6049 | 0.2707 | 0.6049 | 0.7778 |
| 0.4411 | 7.6744 | 660 | 0.6008 | 0.2707 | 0.6008 | 0.7751 |
| 0.4411 | 7.6977 | 662 | 0.5880 | 0.2707 | 0.5880 | 0.7668 |
| 0.4411 | 7.7209 | 664 | 0.5886 | 0.2707 | 0.5886 | 0.7672 |
| 0.4411 | 7.7442 | 666 | 0.5775 | 0.2727 | 0.5775 | 0.7600 |
| 0.4411 | 7.7674 | 668 | 0.5647 | 0.3216 | 0.5647 | 0.7515 |
| 0.4411 | 7.7907 | 670 | 0.5440 | 0.3253 | 0.5440 | 0.7375 |
| 0.4411 | 7.8140 | 672 | 0.5248 | 0.3580 | 0.5248 | 0.7244 |
| 0.4411 | 7.8372 | 674 | 0.5350 | 0.3292 | 0.5350 | 0.7314 |
| 0.4411 | 7.8605 | 676 | 0.5595 | 0.3216 | 0.5595 | 0.7480 |
| 0.4411 | 7.8837 | 678 | 0.5845 | 0.2727 | 0.5845 | 0.7645 |
| 0.4411 | 7.9070 | 680 | 0.5821 | 0.2727 | 0.5821 | 0.7629 |
| 0.4411 | 7.9302 | 682 | 0.6158 | 0.2360 | 0.6158 | 0.7847 |
| 0.4411 | 7.9535 | 684 | 0.6770 | 0.2315 | 0.6770 | 0.8228 |
| 0.4411 | 7.9767 | 686 | 0.7505 | 0.1928 | 0.7505 | 0.8663 |
| 0.4411 | 8.0 | 688 | 0.7923 | 0.2269 | 0.7923 | 0.8901 |
| 0.4411 | 8.0233 | 690 | 0.7908 | 0.2269 | 0.7908 | 0.8893 |
| 0.4411 | 8.0465 | 692 | 0.7419 | 0.2300 | 0.7419 | 0.8613 |
| 0.4411 | 8.0698 | 694 | 0.6627 | 0.2308 | 0.6627 | 0.8141 |
| 0.4411 | 8.0930 | 696 | 0.6206 | 0.2707 | 0.6206 | 0.7878 |
| 0.4411 | 8.1163 | 698 | 0.5954 | 0.2707 | 0.5954 | 0.7716 |
| 0.4411 | 8.1395 | 700 | 0.5734 | 0.3216 | 0.5734 | 0.7572 |
| 0.4411 | 8.1628 | 702 | 0.5731 | 0.3216 | 0.5731 | 0.7571 |
| 0.4411 | 8.1860 | 704 | 0.5975 | 0.2707 | 0.5975 | 0.7730 |
| 0.4411 | 8.2093 | 706 | 0.6494 | 0.2653 | 0.6494 | 0.8059 |
| 0.4411 | 8.2326 | 708 | 0.7225 | 0.1930 | 0.7225 | 0.8500 |
| 0.4411 | 8.2558 | 710 | 0.8138 | 0.2269 | 0.8138 | 0.9021 |
| 0.4411 | 8.2791 | 712 | 0.8132 | 0.2269 | 0.8132 | 0.9018 |
| 0.4411 | 8.3023 | 714 | 0.7532 | 0.2287 | 0.7532 | 0.8679 |
| 0.4411 | 8.3256 | 716 | 0.7268 | 0.2294 | 0.7268 | 0.8525 |
| 0.4411 | 8.3488 | 718 | 0.6954 | 0.3010 | 0.6954 | 0.8339 |
| 0.4411 | 8.3721 | 720 | 0.6825 | 0.3010 | 0.6825 | 0.8262 |
| 0.4411 | 8.3953 | 722 | 0.6510 | 0.2653 | 0.6510 | 0.8069 |
| 0.4411 | 8.4186 | 724 | 0.6232 | 0.2707 | 0.6232 | 0.7894 |
| 0.4411 | 8.4419 | 726 | 0.6012 | 0.2727 | 0.6012 | 0.7754 |
| 0.4411 | 8.4651 | 728 | 0.6065 | 0.2707 | 0.6065 | 0.7788 |
| 0.4411 | 8.4884 | 730 | 0.6240 | 0.2707 | 0.6240 | 0.7900 |
| 0.4411 | 8.5116 | 732 | 0.6554 | 0.2670 | 0.6554 | 0.8096 |
| 0.4411 | 8.5349 | 734 | 0.6766 | 0.3010 | 0.6766 | 0.8226 |
| 0.4411 | 8.5581 | 736 | 0.6917 | 0.2593 | 0.6917 | 0.8317 |
| 0.4411 | 8.5814 | 738 | 0.7140 | 0.2287 | 0.7140 | 0.8450 |
| 0.4411 | 8.6047 | 740 | 0.7175 | 0.2566 | 0.7175 | 0.8471 |
| 0.4411 | 8.6279 | 742 | 0.7157 | 0.2566 | 0.7157 | 0.8460 |
| 0.4411 | 8.6512 | 744 | 0.7013 | 0.2217 | 0.7013 | 0.8374 |
| 0.4411 | 8.6744 | 746 | 0.6833 | 0.2217 | 0.6833 | 0.8266 |
| 0.4411 | 8.6977 | 748 | 0.6663 | 0.2239 | 0.6663 | 0.8163 |
| 0.4411 | 8.7209 | 750 | 0.6715 | 0.2607 | 0.6715 | 0.8194 |
| 0.4411 | 8.7442 | 752 | 0.6739 | 0.2607 | 0.6739 | 0.8209 |
| 0.4411 | 8.7674 | 754 | 0.6609 | 0.2239 | 0.6609 | 0.8129 |
| 0.4411 | 8.7907 | 756 | 0.6520 | 0.2245 | 0.6520 | 0.8075 |
| 0.4411 | 8.8140 | 758 | 0.6309 | 0.2707 | 0.6309 | 0.7943 |
| 0.4411 | 8.8372 | 760 | 0.5951 | 0.2727 | 0.5951 | 0.7714 |
| 0.4411 | 8.8605 | 762 | 0.5650 | 0.3253 | 0.5650 | 0.7517 |
| 0.4411 | 8.8837 | 764 | 0.5590 | 0.4083 | 0.5590 | 0.7477 |
| 0.4411 | 8.9070 | 766 | 0.5652 | 0.3253 | 0.5652 | 0.7518 |
| 0.4411 | 8.9302 | 768 | 0.5824 | 0.3253 | 0.5824 | 0.7632 |
| 0.4411 | 8.9535 | 770 | 0.6080 | 0.2707 | 0.6080 | 0.7797 |
| 0.4411 | 8.9767 | 772 | 0.6463 | 0.2360 | 0.6463 | 0.8039 |
| 0.4411 | 9.0 | 774 | 0.6979 | 0.2709 | 0.6979 | 0.8354 |
| 0.4411 | 9.0233 | 776 | 0.7262 | 0.1928 | 0.7262 | 0.8522 |
| 0.4411 | 9.0465 | 778 | 0.7178 | 0.1927 | 0.7178 | 0.8472 |
| 0.4411 | 9.0698 | 780 | 0.6805 | 0.2323 | 0.6805 | 0.8250 |
| 0.4411 | 9.0930 | 782 | 0.6501 | 0.2688 | 0.6501 | 0.8063 |
| 0.4411 | 9.1163 | 784 | 0.6180 | 0.2707 | 0.6180 | 0.7861 |
| 0.4411 | 9.1395 | 786 | 0.5852 | 0.3216 | 0.5852 | 0.7650 |
| 0.4411 | 9.1628 | 788 | 0.5708 | 0.4023 | 0.5708 | 0.7555 |
| 0.4411 | 9.1860 | 790 | 0.5636 | 0.4222 | 0.5636 | 0.7507 |
| 0.4411 | 9.2093 | 792 | 0.5640 | 0.4536 | 0.5640 | 0.7510 |
| 0.4411 | 9.2326 | 794 | 0.5765 | 0.4222 | 0.5765 | 0.7593 |
| 0.4411 | 9.2558 | 796 | 0.5918 | 0.3073 | 0.5918 | 0.7693 |
| 0.4411 | 9.2791 | 798 | 0.6104 | 0.2707 | 0.6104 | 0.7813 |
| 0.4411 | 9.3023 | 800 | 0.6341 | 0.2258 | 0.6341 | 0.7963 |
| 0.4411 | 9.3256 | 802 | 0.6602 | 0.2245 | 0.6602 | 0.8125 |
| 0.4411 | 9.3488 | 804 | 0.6646 | 0.2245 | 0.6646 | 0.8152 |
| 0.4411 | 9.3721 | 806 | 0.6720 | 0.2621 | 0.6720 | 0.8198 |
| 0.4411 | 9.3953 | 808 | 0.6714 | 0.2621 | 0.6714 | 0.8194 |
| 0.4411 | 9.4186 | 810 | 0.6685 | 0.2239 | 0.6685 | 0.8176 |
| 0.4411 | 9.4419 | 812 | 0.6658 | 0.2239 | 0.6658 | 0.8160 |
| 0.4411 | 9.4651 | 814 | 0.6557 | 0.2251 | 0.6557 | 0.8097 |
| 0.4411 | 9.4884 | 816 | 0.6356 | 0.2258 | 0.6356 | 0.7972 |
| 0.4411 | 9.5116 | 818 | 0.6106 | 0.2707 | 0.6106 | 0.7814 |
| 0.4411 | 9.5349 | 820 | 0.5971 | 0.2707 | 0.5971 | 0.7727 |
| 0.4411 | 9.5581 | 822 | 0.5880 | 0.2727 | 0.5880 | 0.7668 |
| 0.4411 | 9.5814 | 824 | 0.5835 | 0.2727 | 0.5835 | 0.7639 |
| 0.4411 | 9.6047 | 826 | 0.5851 | 0.2727 | 0.5851 | 0.7649 |
| 0.4411 | 9.6279 | 828 | 0.5879 | 0.2727 | 0.5879 | 0.7668 |
| 0.4411 | 9.6512 | 830 | 0.5907 | 0.2727 | 0.5907 | 0.7686 |
| 0.4411 | 9.6744 | 832 | 0.5951 | 0.2707 | 0.5951 | 0.7714 |
| 0.4411 | 9.6977 | 834 | 0.5999 | 0.2707 | 0.5999 | 0.7745 |
| 0.4411 | 9.7209 | 836 | 0.6059 | 0.2707 | 0.6059 | 0.7784 |
| 0.4411 | 9.7442 | 838 | 0.6073 | 0.2707 | 0.6073 | 0.7793 |
| 0.4411 | 9.7674 | 840 | 0.6114 | 0.2707 | 0.6114 | 0.7819 |
| 0.4411 | 9.7907 | 842 | 0.6138 | 0.2707 | 0.6138 | 0.7834 |
| 0.4411 | 9.8140 | 844 | 0.6155 | 0.2258 | 0.6155 | 0.7845 |
| 0.4411 | 9.8372 | 846 | 0.6132 | 0.2707 | 0.6132 | 0.7831 |
| 0.4411 | 9.8605 | 848 | 0.6103 | 0.2707 | 0.6103 | 0.7812 |
| 0.4411 | 9.8837 | 850 | 0.6113 | 0.2707 | 0.6113 | 0.7818 |
| 0.4411 | 9.9070 | 852 | 0.6126 | 0.2707 | 0.6126 | 0.7827 |
| 0.4411 | 9.9302 | 854 | 0.6138 | 0.2707 | 0.6138 | 0.7835 |
| 0.4411 | 9.9535 | 856 | 0.6142 | 0.2707 | 0.6142 | 0.7837 |
| 0.4411 | 9.9767 | 858 | 0.6152 | 0.2707 | 0.6152 | 0.7843 |
| 0.4411 | 10.0 | 860 | 0.6157 | 0.2707 | 0.6157 | 0.7846 |
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_k20_task3_organization
Base model
aubmindlab/bert-base-arabertv02