Instructions to use MayBashendy/ArabicNewSplits4_WithDuplicationsForScore5_FineTuningAraBERT_run1_AugV5_k19_task2_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_k19_task2_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_k19_task2_organization")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("MayBashendy/ArabicNewSplits4_WithDuplicationsForScore5_FineTuningAraBERT_run1_AugV5_k19_task2_organization") model = AutoModelForSequenceClassification.from_pretrained("MayBashendy/ArabicNewSplits4_WithDuplicationsForScore5_FineTuningAraBERT_run1_AugV5_k19_task2_organization", device_map="auto") - Notebooks
- Google Colab
- Kaggle
ArabicNewSplits4_WithDuplicationsForScore5_FineTuningAraBERT_run1_AugV5_k19_task2_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: 0.8615
- Qwk: 0.4733
- Mse: 0.8615
- Rmse: 0.9282
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 | 0.0208 | 2 | 3.8564 | -0.0078 | 3.8564 | 1.9638 |
| No log | 0.0417 | 4 | 1.9465 | 0.0378 | 1.9465 | 1.3952 |
| No log | 0.0625 | 6 | 1.0986 | 0.0495 | 1.0986 | 1.0481 |
| No log | 0.0833 | 8 | 0.7847 | -0.0766 | 0.7847 | 0.8859 |
| No log | 0.1042 | 10 | 0.7491 | 0.1271 | 0.7491 | 0.8655 |
| No log | 0.125 | 12 | 0.7072 | 0.1446 | 0.7072 | 0.8410 |
| No log | 0.1458 | 14 | 1.1603 | 0.1276 | 1.1603 | 1.0772 |
| No log | 0.1667 | 16 | 1.6231 | 0.1128 | 1.6231 | 1.2740 |
| No log | 0.1875 | 18 | 1.9596 | 0.0630 | 1.9596 | 1.3998 |
| No log | 0.2083 | 20 | 1.1988 | 0.1712 | 1.1988 | 1.0949 |
| No log | 0.2292 | 22 | 0.6509 | 0.3145 | 0.6509 | 0.8068 |
| No log | 0.25 | 24 | 0.6378 | 0.1754 | 0.6378 | 0.7986 |
| No log | 0.2708 | 26 | 0.6426 | 0.2489 | 0.6426 | 0.8016 |
| No log | 0.2917 | 28 | 0.6531 | 0.2524 | 0.6531 | 0.8082 |
| No log | 0.3125 | 30 | 0.7403 | 0.3042 | 0.7403 | 0.8604 |
| No log | 0.3333 | 32 | 0.7182 | 0.2367 | 0.7182 | 0.8475 |
| No log | 0.3542 | 34 | 0.7806 | 0.2922 | 0.7806 | 0.8835 |
| No log | 0.375 | 36 | 1.1230 | 0.2550 | 1.1230 | 1.0597 |
| No log | 0.3958 | 38 | 1.1034 | 0.3150 | 1.1034 | 1.0504 |
| No log | 0.4167 | 40 | 0.8715 | 0.3138 | 0.8715 | 0.9335 |
| No log | 0.4375 | 42 | 0.7080 | 0.2673 | 0.7080 | 0.8414 |
| No log | 0.4583 | 44 | 0.6688 | 0.2053 | 0.6688 | 0.8178 |
| No log | 0.4792 | 46 | 0.6704 | 0.2345 | 0.6704 | 0.8188 |
| No log | 0.5 | 48 | 0.7265 | 0.2975 | 0.7265 | 0.8524 |
| No log | 0.5208 | 50 | 1.0050 | 0.3270 | 1.0050 | 1.0025 |
| No log | 0.5417 | 52 | 1.1112 | 0.3092 | 1.1112 | 1.0542 |
| No log | 0.5625 | 54 | 1.1879 | 0.2704 | 1.1879 | 1.0899 |
| No log | 0.5833 | 56 | 1.0077 | 0.3371 | 1.0077 | 1.0038 |
| No log | 0.6042 | 58 | 0.8953 | 0.3411 | 0.8953 | 0.9462 |
| No log | 0.625 | 60 | 0.8405 | 0.3763 | 0.8405 | 0.9168 |
| No log | 0.6458 | 62 | 1.0199 | 0.3919 | 1.0199 | 1.0099 |
| No log | 0.6667 | 64 | 1.4580 | 0.3000 | 1.4580 | 1.2075 |
| No log | 0.6875 | 66 | 1.3163 | 0.3103 | 1.3163 | 1.1473 |
| No log | 0.7083 | 68 | 0.8492 | 0.4877 | 0.8492 | 0.9215 |
| No log | 0.7292 | 70 | 0.7071 | 0.5167 | 0.7071 | 0.8409 |
| No log | 0.75 | 72 | 0.6591 | 0.4957 | 0.6591 | 0.8119 |
| No log | 0.7708 | 74 | 0.8094 | 0.4739 | 0.8094 | 0.8997 |
| No log | 0.7917 | 76 | 0.8033 | 0.4746 | 0.8033 | 0.8962 |
| No log | 0.8125 | 78 | 0.7619 | 0.4754 | 0.7619 | 0.8729 |
| No log | 0.8333 | 80 | 0.6530 | 0.5006 | 0.6530 | 0.8081 |
| No log | 0.8542 | 82 | 0.6932 | 0.4873 | 0.6932 | 0.8326 |
| No log | 0.875 | 84 | 0.7091 | 0.5240 | 0.7091 | 0.8421 |
| No log | 0.8958 | 86 | 0.9971 | 0.4848 | 0.9971 | 0.9986 |
| No log | 0.9167 | 88 | 1.3633 | 0.4025 | 1.3633 | 1.1676 |
| No log | 0.9375 | 90 | 1.3480 | 0.4254 | 1.3480 | 1.1611 |
| No log | 0.9583 | 92 | 1.0421 | 0.4987 | 1.0421 | 1.0208 |
| No log | 0.9792 | 94 | 1.0634 | 0.4825 | 1.0634 | 1.0312 |
| No log | 1.0 | 96 | 1.0606 | 0.4816 | 1.0606 | 1.0299 |
| No log | 1.0208 | 98 | 1.1502 | 0.4607 | 1.1502 | 1.0725 |
| No log | 1.0417 | 100 | 1.5124 | 0.3930 | 1.5124 | 1.2298 |
| No log | 1.0625 | 102 | 1.5398 | 0.3897 | 1.5398 | 1.2409 |
| No log | 1.0833 | 104 | 1.1890 | 0.4371 | 1.1890 | 1.0904 |
| No log | 1.1042 | 106 | 0.9866 | 0.4675 | 0.9866 | 0.9933 |
| No log | 1.125 | 108 | 1.0365 | 0.5 | 1.0365 | 1.0181 |
| No log | 1.1458 | 110 | 1.0797 | 0.4737 | 1.0797 | 1.0391 |
| No log | 1.1667 | 112 | 1.1420 | 0.4430 | 1.1420 | 1.0687 |
| No log | 1.1875 | 114 | 1.1487 | 0.4402 | 1.1487 | 1.0718 |
| No log | 1.2083 | 116 | 1.2440 | 0.4255 | 1.2440 | 1.1154 |
| No log | 1.2292 | 118 | 1.1913 | 0.4378 | 1.1913 | 1.0915 |
| No log | 1.25 | 120 | 1.0509 | 0.4576 | 1.0509 | 1.0251 |
| No log | 1.2708 | 122 | 1.0948 | 0.4624 | 1.0948 | 1.0463 |
| No log | 1.2917 | 124 | 1.3129 | 0.3957 | 1.3129 | 1.1458 |
| No log | 1.3125 | 126 | 1.4631 | 0.3901 | 1.4631 | 1.2096 |
| No log | 1.3333 | 128 | 1.3120 | 0.3957 | 1.3120 | 1.1454 |
| No log | 1.3542 | 130 | 1.0428 | 0.4431 | 1.0428 | 1.0212 |
| No log | 1.375 | 132 | 1.0212 | 0.4289 | 1.0212 | 1.0106 |
| No log | 1.3958 | 134 | 1.0204 | 0.4391 | 1.0204 | 1.0101 |
| No log | 1.4167 | 136 | 1.0437 | 0.4592 | 1.0437 | 1.0216 |
| No log | 1.4375 | 138 | 1.1749 | 0.4168 | 1.1749 | 1.0839 |
| No log | 1.4583 | 140 | 1.3354 | 0.3207 | 1.3354 | 1.1556 |
| No log | 1.4792 | 142 | 1.3017 | 0.3015 | 1.3017 | 1.1409 |
| No log | 1.5 | 144 | 0.9828 | 0.4016 | 0.9828 | 0.9914 |
| No log | 1.5208 | 146 | 0.7935 | 0.4651 | 0.7935 | 0.8908 |
| No log | 1.5417 | 148 | 0.8556 | 0.4488 | 0.8556 | 0.9250 |
| No log | 1.5625 | 150 | 0.9313 | 0.4448 | 0.9313 | 0.9651 |
| No log | 1.5833 | 152 | 0.9113 | 0.4516 | 0.9113 | 0.9546 |
| No log | 1.6042 | 154 | 1.0652 | 0.4414 | 1.0652 | 1.0321 |
| No log | 1.625 | 156 | 1.1645 | 0.4198 | 1.1645 | 1.0791 |
| No log | 1.6458 | 158 | 1.1309 | 0.4027 | 1.1309 | 1.0634 |
| No log | 1.6667 | 160 | 1.2654 | 0.3624 | 1.2654 | 1.1249 |
| No log | 1.6875 | 162 | 1.5698 | 0.3633 | 1.5698 | 1.2529 |
| No log | 1.7083 | 164 | 1.5522 | 0.3708 | 1.5522 | 1.2459 |
| No log | 1.7292 | 166 | 1.1744 | 0.4198 | 1.1744 | 1.0837 |
| No log | 1.75 | 168 | 1.0692 | 0.4210 | 1.0692 | 1.0340 |
| No log | 1.7708 | 170 | 0.9965 | 0.4597 | 0.9965 | 0.9982 |
| No log | 1.7917 | 172 | 0.8599 | 0.5100 | 0.8599 | 0.9273 |
| No log | 1.8125 | 174 | 0.8633 | 0.5100 | 0.8633 | 0.9291 |
| No log | 1.8333 | 176 | 0.9635 | 0.4534 | 0.9635 | 0.9816 |
| No log | 1.8542 | 178 | 1.0648 | 0.4526 | 1.0648 | 1.0319 |
| No log | 1.875 | 180 | 1.0028 | 0.4723 | 1.0028 | 1.0014 |
| No log | 1.8958 | 182 | 0.9425 | 0.4403 | 0.9425 | 0.9708 |
| No log | 1.9167 | 184 | 0.9619 | 0.4351 | 0.9619 | 0.9808 |
| No log | 1.9375 | 186 | 0.9255 | 0.4173 | 0.9255 | 0.9620 |
| No log | 1.9583 | 188 | 1.0583 | 0.4377 | 1.0583 | 1.0288 |
| No log | 1.9792 | 190 | 1.2328 | 0.4322 | 1.2328 | 1.1103 |
| No log | 2.0 | 192 | 1.1272 | 0.4417 | 1.1272 | 1.0617 |
| No log | 2.0208 | 194 | 0.9853 | 0.3972 | 0.9853 | 0.9926 |
| No log | 2.0417 | 196 | 0.9791 | 0.4179 | 0.9791 | 0.9895 |
| No log | 2.0625 | 198 | 0.9972 | 0.4050 | 0.9972 | 0.9986 |
| No log | 2.0833 | 200 | 1.2760 | 0.3932 | 1.2760 | 1.1296 |
| No log | 2.1042 | 202 | 1.4534 | 0.3586 | 1.4534 | 1.2056 |
| No log | 2.125 | 204 | 1.2603 | 0.3724 | 1.2603 | 1.1226 |
| No log | 2.1458 | 206 | 1.0302 | 0.4149 | 1.0302 | 1.0150 |
| No log | 2.1667 | 208 | 1.0910 | 0.4030 | 1.0910 | 1.0445 |
| No log | 2.1875 | 210 | 0.9797 | 0.4010 | 0.9797 | 0.9898 |
| No log | 2.2083 | 212 | 0.8561 | 0.4471 | 0.8561 | 0.9252 |
| No log | 2.2292 | 214 | 0.7850 | 0.4742 | 0.7850 | 0.8860 |
| No log | 2.25 | 216 | 0.8312 | 0.4463 | 0.8312 | 0.9117 |
| No log | 2.2708 | 218 | 0.9166 | 0.4340 | 0.9166 | 0.9574 |
| No log | 2.2917 | 220 | 0.9065 | 0.4545 | 0.9065 | 0.9521 |
| No log | 2.3125 | 222 | 0.8254 | 0.4061 | 0.8254 | 0.9085 |
| No log | 2.3333 | 224 | 0.8021 | 0.3904 | 0.8021 | 0.8956 |
| No log | 2.3542 | 226 | 0.7893 | 0.3896 | 0.7893 | 0.8884 |
| No log | 2.375 | 228 | 0.8100 | 0.3998 | 0.8100 | 0.9000 |
| No log | 2.3958 | 230 | 0.8801 | 0.4288 | 0.8801 | 0.9381 |
| No log | 2.4167 | 232 | 1.0467 | 0.3977 | 1.0467 | 1.0231 |
| No log | 2.4375 | 234 | 1.0726 | 0.3923 | 1.0726 | 1.0357 |
| No log | 2.4583 | 236 | 0.9860 | 0.4283 | 0.9860 | 0.9930 |
| No log | 2.4792 | 238 | 0.9912 | 0.4334 | 0.9912 | 0.9956 |
| No log | 2.5 | 240 | 1.0096 | 0.4405 | 1.0096 | 1.0048 |
| No log | 2.5208 | 242 | 1.1728 | 0.3971 | 1.1728 | 1.0829 |
| No log | 2.5417 | 244 | 1.3849 | 0.3448 | 1.3849 | 1.1768 |
| No log | 2.5625 | 246 | 1.2868 | 0.3608 | 1.2868 | 1.1344 |
| No log | 2.5833 | 248 | 1.0067 | 0.4019 | 1.0067 | 1.0033 |
| No log | 2.6042 | 250 | 0.8950 | 0.4311 | 0.8950 | 0.9460 |
| No log | 2.625 | 252 | 0.8610 | 0.4399 | 0.8610 | 0.9279 |
| No log | 2.6458 | 254 | 0.9275 | 0.4311 | 0.9275 | 0.9630 |
| No log | 2.6667 | 256 | 1.1251 | 0.4366 | 1.1251 | 1.0607 |
| No log | 2.6875 | 258 | 1.1279 | 0.4374 | 1.1279 | 1.0620 |
| No log | 2.7083 | 260 | 1.0080 | 0.4739 | 1.0080 | 1.0040 |
| No log | 2.7292 | 262 | 1.0350 | 0.4539 | 1.0350 | 1.0173 |
| No log | 2.75 | 264 | 1.0568 | 0.4524 | 1.0568 | 1.0280 |
| No log | 2.7708 | 266 | 1.0607 | 0.4480 | 1.0607 | 1.0299 |
| No log | 2.7917 | 268 | 1.0603 | 0.4480 | 1.0603 | 1.0297 |
| No log | 2.8125 | 270 | 1.0571 | 0.4492 | 1.0571 | 1.0281 |
| No log | 2.8333 | 272 | 1.1039 | 0.4588 | 1.1039 | 1.0507 |
| No log | 2.8542 | 274 | 1.1076 | 0.4635 | 1.1076 | 1.0524 |
| No log | 2.875 | 276 | 1.1041 | 0.4750 | 1.1041 | 1.0508 |
| No log | 2.8958 | 278 | 1.1922 | 0.4646 | 1.1922 | 1.0919 |
| No log | 2.9167 | 280 | 1.2349 | 0.4528 | 1.2349 | 1.1113 |
| No log | 2.9375 | 282 | 1.3503 | 0.4236 | 1.3503 | 1.1620 |
| No log | 2.9583 | 284 | 1.4859 | 0.4048 | 1.4859 | 1.2190 |
| No log | 2.9792 | 286 | 1.4311 | 0.4024 | 1.4311 | 1.1963 |
| No log | 3.0 | 288 | 1.3737 | 0.4038 | 1.3737 | 1.1721 |
| No log | 3.0208 | 290 | 1.1974 | 0.4058 | 1.1974 | 1.0942 |
| No log | 3.0417 | 292 | 0.9909 | 0.4706 | 0.9909 | 0.9954 |
| No log | 3.0625 | 294 | 0.9643 | 0.4727 | 0.9643 | 0.9820 |
| No log | 3.0833 | 296 | 1.0820 | 0.4343 | 1.0820 | 1.0402 |
| No log | 3.1042 | 298 | 1.2394 | 0.3971 | 1.2394 | 1.1133 |
| No log | 3.125 | 300 | 1.4521 | 0.3358 | 1.4521 | 1.2050 |
| No log | 3.1458 | 302 | 1.3403 | 0.3394 | 1.3403 | 1.1577 |
| No log | 3.1667 | 304 | 1.0532 | 0.4445 | 1.0532 | 1.0262 |
| No log | 3.1875 | 306 | 0.9499 | 0.4665 | 0.9499 | 0.9746 |
| No log | 3.2083 | 308 | 0.9085 | 0.4740 | 0.9085 | 0.9532 |
| No log | 3.2292 | 310 | 0.9991 | 0.4494 | 0.9991 | 0.9996 |
| No log | 3.25 | 312 | 1.0702 | 0.3894 | 1.0702 | 1.0345 |
| No log | 3.2708 | 314 | 1.0989 | 0.3807 | 1.0989 | 1.0483 |
| No log | 3.2917 | 316 | 1.0869 | 0.3963 | 1.0869 | 1.0425 |
| No log | 3.3125 | 318 | 1.0327 | 0.4314 | 1.0327 | 1.0162 |
| No log | 3.3333 | 320 | 0.8977 | 0.4636 | 0.8977 | 0.9475 |
| No log | 3.3542 | 322 | 0.9053 | 0.4572 | 0.9053 | 0.9515 |
| No log | 3.375 | 324 | 1.0026 | 0.4452 | 1.0026 | 1.0013 |
| No log | 3.3958 | 326 | 1.0788 | 0.4394 | 1.0788 | 1.0386 |
| No log | 3.4167 | 328 | 1.1947 | 0.4127 | 1.1947 | 1.0930 |
| No log | 3.4375 | 330 | 1.1462 | 0.4138 | 1.1462 | 1.0706 |
| No log | 3.4583 | 332 | 1.0500 | 0.4477 | 1.0500 | 1.0247 |
| No log | 3.4792 | 334 | 0.8609 | 0.4862 | 0.8609 | 0.9278 |
| No log | 3.5 | 336 | 0.8290 | 0.4948 | 0.8290 | 0.9105 |
| No log | 3.5208 | 338 | 0.8350 | 0.4789 | 0.8350 | 0.9138 |
| No log | 3.5417 | 340 | 0.9938 | 0.4737 | 0.9938 | 0.9969 |
| No log | 3.5625 | 342 | 1.2699 | 0.4278 | 1.2699 | 1.1269 |
| No log | 3.5833 | 344 | 1.3485 | 0.4149 | 1.3485 | 1.1612 |
| No log | 3.6042 | 346 | 1.2006 | 0.4383 | 1.2006 | 1.0957 |
| No log | 3.625 | 348 | 1.0391 | 0.4757 | 1.0391 | 1.0194 |
| No log | 3.6458 | 350 | 0.9630 | 0.4712 | 0.9630 | 0.9813 |
| No log | 3.6667 | 352 | 0.9754 | 0.4736 | 0.9754 | 0.9876 |
| No log | 3.6875 | 354 | 1.0156 | 0.4734 | 1.0156 | 1.0078 |
| No log | 3.7083 | 356 | 1.1146 | 0.4694 | 1.1146 | 1.0557 |
| No log | 3.7292 | 358 | 1.2639 | 0.4329 | 1.2639 | 1.1242 |
| No log | 3.75 | 360 | 1.2744 | 0.4241 | 1.2744 | 1.1289 |
| No log | 3.7708 | 362 | 1.1102 | 0.4461 | 1.1102 | 1.0537 |
| No log | 3.7917 | 364 | 0.9292 | 0.4998 | 0.9292 | 0.9639 |
| No log | 3.8125 | 366 | 0.8360 | 0.5097 | 0.8360 | 0.9143 |
| No log | 3.8333 | 368 | 0.8149 | 0.5318 | 0.8149 | 0.9027 |
| No log | 3.8542 | 370 | 0.8372 | 0.5536 | 0.8372 | 0.9150 |
| No log | 3.875 | 372 | 0.8973 | 0.4645 | 0.8973 | 0.9473 |
| No log | 3.8958 | 374 | 0.9445 | 0.4742 | 0.9445 | 0.9719 |
| No log | 3.9167 | 376 | 1.0211 | 0.4664 | 1.0211 | 1.0105 |
| No log | 3.9375 | 378 | 0.9960 | 0.4746 | 0.9960 | 0.9980 |
| No log | 3.9583 | 380 | 0.9018 | 0.4742 | 0.9018 | 0.9496 |
| No log | 3.9792 | 382 | 0.8588 | 0.4849 | 0.8588 | 0.9267 |
| No log | 4.0 | 384 | 0.8301 | 0.5084 | 0.8301 | 0.9111 |
| No log | 4.0208 | 386 | 0.8555 | 0.4998 | 0.8555 | 0.9249 |
| No log | 4.0417 | 388 | 0.9725 | 0.4534 | 0.9725 | 0.9861 |
| No log | 4.0625 | 390 | 1.0777 | 0.4502 | 1.0777 | 1.0381 |
| No log | 4.0833 | 392 | 1.2062 | 0.4096 | 1.2062 | 1.0983 |
| No log | 4.1042 | 394 | 1.1936 | 0.3940 | 1.1936 | 1.0925 |
| No log | 4.125 | 396 | 1.0594 | 0.4389 | 1.0594 | 1.0293 |
| No log | 4.1458 | 398 | 0.9481 | 0.4792 | 0.9481 | 0.9737 |
| No log | 4.1667 | 400 | 0.9465 | 0.4828 | 0.9465 | 0.9729 |
| No log | 4.1875 | 402 | 1.0047 | 0.4796 | 1.0047 | 1.0023 |
| No log | 4.2083 | 404 | 0.9555 | 0.5 | 0.9555 | 0.9775 |
| No log | 4.2292 | 406 | 0.8982 | 0.5064 | 0.8982 | 0.9477 |
| No log | 4.25 | 408 | 0.8763 | 0.5116 | 0.8763 | 0.9361 |
| No log | 4.2708 | 410 | 0.9601 | 0.4566 | 0.9601 | 0.9799 |
| No log | 4.2917 | 412 | 1.0769 | 0.4452 | 1.0769 | 1.0378 |
| No log | 4.3125 | 414 | 1.0928 | 0.4355 | 1.0928 | 1.0454 |
| No log | 4.3333 | 416 | 0.9721 | 0.4859 | 0.9721 | 0.9860 |
| No log | 4.3542 | 418 | 0.9276 | 0.4868 | 0.9276 | 0.9631 |
| No log | 4.375 | 420 | 0.9282 | 0.4828 | 0.9282 | 0.9634 |
| No log | 4.3958 | 422 | 0.9288 | 0.4740 | 0.9288 | 0.9638 |
| No log | 4.4167 | 424 | 0.9378 | 0.4811 | 0.9378 | 0.9684 |
| No log | 4.4375 | 426 | 0.9690 | 0.4819 | 0.9690 | 0.9844 |
| No log | 4.4583 | 428 | 0.9289 | 0.4663 | 0.9289 | 0.9638 |
| No log | 4.4792 | 430 | 0.8509 | 0.4646 | 0.8509 | 0.9224 |
| No log | 4.5 | 432 | 0.7819 | 0.4839 | 0.7819 | 0.8842 |
| No log | 4.5208 | 434 | 0.7638 | 0.4992 | 0.7638 | 0.8740 |
| No log | 4.5417 | 436 | 0.7755 | 0.4749 | 0.7755 | 0.8806 |
| No log | 4.5625 | 438 | 0.8748 | 0.4778 | 0.8748 | 0.9353 |
| No log | 4.5833 | 440 | 1.0001 | 0.4593 | 1.0001 | 1.0001 |
| No log | 4.6042 | 442 | 1.1305 | 0.4054 | 1.1305 | 1.0633 |
| No log | 4.625 | 444 | 1.2423 | 0.4085 | 1.2423 | 1.1146 |
| No log | 4.6458 | 446 | 1.1451 | 0.4278 | 1.1451 | 1.0701 |
| No log | 4.6667 | 448 | 0.9373 | 0.4725 | 0.9373 | 0.9681 |
| No log | 4.6875 | 450 | 0.8571 | 0.4820 | 0.8571 | 0.9258 |
| No log | 4.7083 | 452 | 0.8380 | 0.4904 | 0.8380 | 0.9154 |
| No log | 4.7292 | 454 | 0.8793 | 0.4600 | 0.8793 | 0.9377 |
| No log | 4.75 | 456 | 0.9493 | 0.4140 | 0.9493 | 0.9743 |
| No log | 4.7708 | 458 | 0.9467 | 0.4369 | 0.9467 | 0.9730 |
| No log | 4.7917 | 460 | 0.8615 | 0.4503 | 0.8615 | 0.9282 |
| No log | 4.8125 | 462 | 0.8614 | 0.4671 | 0.8614 | 0.9281 |
| No log | 4.8333 | 464 | 0.9556 | 0.4386 | 0.9556 | 0.9775 |
| No log | 4.8542 | 466 | 0.9952 | 0.4524 | 0.9952 | 0.9976 |
| No log | 4.875 | 468 | 1.0442 | 0.4601 | 1.0442 | 1.0218 |
| No log | 4.8958 | 470 | 1.1092 | 0.4269 | 1.1092 | 1.0532 |
| No log | 4.9167 | 472 | 1.1823 | 0.4179 | 1.1823 | 1.0873 |
| No log | 4.9375 | 474 | 1.1375 | 0.4491 | 1.1375 | 1.0665 |
| No log | 4.9583 | 476 | 1.0478 | 0.4489 | 1.0478 | 1.0236 |
| No log | 4.9792 | 478 | 1.0558 | 0.4563 | 1.0558 | 1.0275 |
| No log | 5.0 | 480 | 1.0231 | 0.4594 | 1.0231 | 1.0115 |
| No log | 5.0208 | 482 | 0.9765 | 0.4780 | 0.9765 | 0.9882 |
| No log | 5.0417 | 484 | 0.9972 | 0.4780 | 0.9972 | 0.9986 |
| No log | 5.0625 | 486 | 1.0911 | 0.4385 | 1.0911 | 1.0446 |
| No log | 5.0833 | 488 | 1.1230 | 0.4561 | 1.1230 | 1.0597 |
| No log | 5.1042 | 490 | 1.0534 | 0.4838 | 1.0534 | 1.0263 |
| No log | 5.125 | 492 | 0.9612 | 0.4768 | 0.9612 | 0.9804 |
| No log | 5.1458 | 494 | 0.8751 | 0.5045 | 0.8751 | 0.9355 |
| No log | 5.1667 | 496 | 0.8477 | 0.4885 | 0.8477 | 0.9207 |
| No log | 5.1875 | 498 | 0.8585 | 0.4915 | 0.8585 | 0.9266 |
| 0.488 | 5.2083 | 500 | 0.9226 | 0.4691 | 0.9226 | 0.9605 |
| 0.488 | 5.2292 | 502 | 1.0313 | 0.4667 | 1.0313 | 1.0155 |
| 0.488 | 5.25 | 504 | 1.0652 | 0.4357 | 1.0652 | 1.0321 |
| 0.488 | 5.2708 | 506 | 1.0322 | 0.4343 | 1.0322 | 1.0160 |
| 0.488 | 5.2917 | 508 | 0.9348 | 0.4651 | 0.9348 | 0.9669 |
| 0.488 | 5.3125 | 510 | 0.8841 | 0.4871 | 0.8841 | 0.9403 |
| 0.488 | 5.3333 | 512 | 0.8745 | 0.4920 | 0.8745 | 0.9351 |
| 0.488 | 5.3542 | 514 | 0.8757 | 0.5168 | 0.8757 | 0.9358 |
| 0.488 | 5.375 | 516 | 0.8587 | 0.4894 | 0.8587 | 0.9267 |
| 0.488 | 5.3958 | 518 | 0.8489 | 0.5148 | 0.8489 | 0.9214 |
| 0.488 | 5.4167 | 520 | 0.8478 | 0.4909 | 0.8478 | 0.9208 |
| 0.488 | 5.4375 | 522 | 0.8466 | 0.5049 | 0.8466 | 0.9201 |
| 0.488 | 5.4583 | 524 | 0.8510 | 0.4838 | 0.8510 | 0.9225 |
| 0.488 | 5.4792 | 526 | 0.8626 | 0.4957 | 0.8626 | 0.9288 |
| 0.488 | 5.5 | 528 | 0.8466 | 0.4825 | 0.8466 | 0.9201 |
| 0.488 | 5.5208 | 530 | 0.7864 | 0.4784 | 0.7864 | 0.8868 |
| 0.488 | 5.5417 | 532 | 0.7803 | 0.4706 | 0.7803 | 0.8833 |
| 0.488 | 5.5625 | 534 | 0.8252 | 0.4821 | 0.8252 | 0.9084 |
| 0.488 | 5.5833 | 536 | 0.9209 | 0.4457 | 0.9209 | 0.9597 |
| 0.488 | 5.6042 | 538 | 0.9794 | 0.4281 | 0.9794 | 0.9896 |
| 0.488 | 5.625 | 540 | 1.0440 | 0.4327 | 1.0440 | 1.0217 |
| 0.488 | 5.6458 | 542 | 0.9959 | 0.4406 | 0.9959 | 0.9979 |
| 0.488 | 5.6667 | 544 | 0.9140 | 0.5056 | 0.9140 | 0.9560 |
| 0.488 | 5.6875 | 546 | 0.8507 | 0.4946 | 0.8507 | 0.9223 |
| 0.488 | 5.7083 | 548 | 0.8645 | 0.4845 | 0.8645 | 0.9298 |
| 0.488 | 5.7292 | 550 | 0.9033 | 0.5017 | 0.9033 | 0.9504 |
| 0.488 | 5.75 | 552 | 0.9441 | 0.5136 | 0.9441 | 0.9717 |
| 0.488 | 5.7708 | 554 | 1.0314 | 0.4619 | 1.0314 | 1.0156 |
| 0.488 | 5.7917 | 556 | 1.1501 | 0.4143 | 1.1501 | 1.0724 |
| 0.488 | 5.8125 | 558 | 1.1627 | 0.4073 | 1.1627 | 1.0783 |
| 0.488 | 5.8333 | 560 | 1.0941 | 0.4131 | 1.0941 | 1.0460 |
| 0.488 | 5.8542 | 562 | 0.9883 | 0.4594 | 0.9883 | 0.9941 |
| 0.488 | 5.875 | 564 | 0.8562 | 0.5238 | 0.8562 | 0.9253 |
| 0.488 | 5.8958 | 566 | 0.7949 | 0.5174 | 0.7949 | 0.8916 |
| 0.488 | 5.9167 | 568 | 0.7949 | 0.5131 | 0.7949 | 0.8916 |
| 0.488 | 5.9375 | 570 | 0.8412 | 0.5196 | 0.8412 | 0.9172 |
| 0.488 | 5.9583 | 572 | 0.9046 | 0.5194 | 0.9046 | 0.9511 |
| 0.488 | 5.9792 | 574 | 0.9451 | 0.5081 | 0.9451 | 0.9722 |
| 0.488 | 6.0 | 576 | 0.9779 | 0.5073 | 0.9779 | 0.9889 |
| 0.488 | 6.0208 | 578 | 1.0311 | 0.4608 | 1.0311 | 1.0154 |
| 0.488 | 6.0417 | 580 | 1.0124 | 0.4714 | 1.0124 | 1.0062 |
| 0.488 | 6.0625 | 582 | 0.9499 | 0.4664 | 0.9499 | 0.9746 |
| 0.488 | 6.0833 | 584 | 0.9084 | 0.5043 | 0.9084 | 0.9531 |
| 0.488 | 6.1042 | 586 | 0.9020 | 0.5049 | 0.9020 | 0.9497 |
| 0.488 | 6.125 | 588 | 0.9519 | 0.4738 | 0.9519 | 0.9757 |
| 0.488 | 6.1458 | 590 | 1.0381 | 0.4714 | 1.0381 | 1.0189 |
| 0.488 | 6.1667 | 592 | 1.1042 | 0.4281 | 1.1042 | 1.0508 |
| 0.488 | 6.1875 | 594 | 1.0965 | 0.4445 | 1.0965 | 1.0471 |
| 0.488 | 6.2083 | 596 | 1.0254 | 0.4785 | 1.0254 | 1.0126 |
| 0.488 | 6.2292 | 598 | 0.9739 | 0.5332 | 0.9739 | 0.9869 |
| 0.488 | 6.25 | 600 | 0.9627 | 0.5267 | 0.9627 | 0.9812 |
| 0.488 | 6.2708 | 602 | 1.0171 | 0.4780 | 1.0171 | 1.0085 |
| 0.488 | 6.2917 | 604 | 1.1453 | 0.4074 | 1.1453 | 1.0702 |
| 0.488 | 6.3125 | 606 | 1.2057 | 0.4145 | 1.2057 | 1.0980 |
| 0.488 | 6.3333 | 608 | 1.1704 | 0.4145 | 1.1704 | 1.0818 |
| 0.488 | 6.3542 | 610 | 1.0539 | 0.4627 | 1.0539 | 1.0266 |
| 0.488 | 6.375 | 612 | 0.8898 | 0.4905 | 0.8898 | 0.9433 |
| 0.488 | 6.3958 | 614 | 0.7776 | 0.4738 | 0.7776 | 0.8818 |
| 0.488 | 6.4167 | 616 | 0.7529 | 0.5307 | 0.7529 | 0.8677 |
| 0.488 | 6.4375 | 618 | 0.7710 | 0.5198 | 0.7710 | 0.8781 |
| 0.488 | 6.4583 | 620 | 0.8217 | 0.5178 | 0.8217 | 0.9065 |
| 0.488 | 6.4792 | 622 | 0.9043 | 0.4895 | 0.9043 | 0.9509 |
| 0.488 | 6.5 | 624 | 1.0333 | 0.4678 | 1.0333 | 1.0165 |
| 0.488 | 6.5208 | 626 | 1.1141 | 0.4361 | 1.1141 | 1.0555 |
| 0.488 | 6.5417 | 628 | 1.1507 | 0.4209 | 1.1507 | 1.0727 |
| 0.488 | 6.5625 | 630 | 1.0819 | 0.4305 | 1.0819 | 1.0402 |
| 0.488 | 6.5833 | 632 | 0.9639 | 0.4895 | 0.9639 | 0.9818 |
| 0.488 | 6.6042 | 634 | 0.8488 | 0.4907 | 0.8488 | 0.9213 |
| 0.488 | 6.625 | 636 | 0.7903 | 0.4620 | 0.7903 | 0.8890 |
| 0.488 | 6.6458 | 638 | 0.7914 | 0.5177 | 0.7914 | 0.8896 |
| 0.488 | 6.6667 | 640 | 0.8120 | 0.5183 | 0.8120 | 0.9011 |
| 0.488 | 6.6875 | 642 | 0.8281 | 0.5071 | 0.8281 | 0.9100 |
| 0.488 | 6.7083 | 644 | 0.8511 | 0.4930 | 0.8511 | 0.9226 |
| 0.488 | 6.7292 | 646 | 0.9162 | 0.5070 | 0.9162 | 0.9572 |
| 0.488 | 6.75 | 648 | 1.0293 | 0.4435 | 1.0293 | 1.0145 |
| 0.488 | 6.7708 | 650 | 1.1059 | 0.4166 | 1.1059 | 1.0516 |
| 0.488 | 6.7917 | 652 | 1.1097 | 0.4419 | 1.1097 | 1.0534 |
| 0.488 | 6.8125 | 654 | 1.0808 | 0.4379 | 1.0808 | 1.0396 |
| 0.488 | 6.8333 | 656 | 0.9981 | 0.4726 | 0.9981 | 0.9990 |
| 0.488 | 6.8542 | 658 | 0.9560 | 0.5134 | 0.9560 | 0.9778 |
| 0.488 | 6.875 | 660 | 0.9041 | 0.5041 | 0.9041 | 0.9509 |
| 0.488 | 6.8958 | 662 | 0.8705 | 0.4907 | 0.8705 | 0.9330 |
| 0.488 | 6.9167 | 664 | 0.8479 | 0.5037 | 0.8479 | 0.9208 |
| 0.488 | 6.9375 | 666 | 0.8519 | 0.4907 | 0.8519 | 0.9230 |
| 0.488 | 6.9583 | 668 | 0.8558 | 0.4907 | 0.8558 | 0.9251 |
| 0.488 | 6.9792 | 670 | 0.8850 | 0.5179 | 0.8850 | 0.9407 |
| 0.488 | 7.0 | 672 | 0.9499 | 0.4672 | 0.9499 | 0.9746 |
| 0.488 | 7.0208 | 674 | 1.0193 | 0.4439 | 1.0193 | 1.0096 |
| 0.488 | 7.0417 | 676 | 1.0477 | 0.4247 | 1.0477 | 1.0236 |
| 0.488 | 7.0625 | 678 | 1.0236 | 0.4441 | 1.0236 | 1.0117 |
| 0.488 | 7.0833 | 680 | 0.9846 | 0.4411 | 0.9846 | 0.9923 |
| 0.488 | 7.1042 | 682 | 0.9190 | 0.4622 | 0.9190 | 0.9586 |
| 0.488 | 7.125 | 684 | 0.8898 | 0.4746 | 0.8898 | 0.9433 |
| 0.488 | 7.1458 | 686 | 0.8676 | 0.4933 | 0.8676 | 0.9314 |
| 0.488 | 7.1667 | 688 | 0.8765 | 0.4933 | 0.8765 | 0.9362 |
| 0.488 | 7.1875 | 690 | 0.8995 | 0.4622 | 0.8995 | 0.9484 |
| 0.488 | 7.2083 | 692 | 0.8990 | 0.4765 | 0.8990 | 0.9482 |
| 0.488 | 7.2292 | 694 | 0.9017 | 0.4691 | 0.9017 | 0.9496 |
| 0.488 | 7.25 | 696 | 0.9102 | 0.4368 | 0.9102 | 0.9541 |
| 0.488 | 7.2708 | 698 | 0.9338 | 0.4484 | 0.9338 | 0.9663 |
| 0.488 | 7.2917 | 700 | 0.9424 | 0.4434 | 0.9424 | 0.9708 |
| 0.488 | 7.3125 | 702 | 0.9225 | 0.4595 | 0.9225 | 0.9604 |
| 0.488 | 7.3333 | 704 | 0.9007 | 0.4688 | 0.9007 | 0.9491 |
| 0.488 | 7.3542 | 706 | 0.9200 | 0.4584 | 0.9200 | 0.9592 |
| 0.488 | 7.375 | 708 | 0.9827 | 0.4572 | 0.9827 | 0.9913 |
| 0.488 | 7.3958 | 710 | 1.0019 | 0.4412 | 1.0019 | 1.0010 |
| 0.488 | 7.4167 | 712 | 0.9775 | 0.4608 | 0.9775 | 0.9887 |
| 0.488 | 7.4375 | 714 | 0.9588 | 0.4608 | 0.9588 | 0.9792 |
| 0.488 | 7.4583 | 716 | 0.9880 | 0.4595 | 0.9880 | 0.9940 |
| 0.488 | 7.4792 | 718 | 1.0427 | 0.4511 | 1.0427 | 1.0211 |
| 0.488 | 7.5 | 720 | 1.0670 | 0.4511 | 1.0670 | 1.0330 |
| 0.488 | 7.5208 | 722 | 1.0573 | 0.4439 | 1.0573 | 1.0283 |
| 0.488 | 7.5417 | 724 | 1.0307 | 0.4314 | 1.0307 | 1.0152 |
| 0.488 | 7.5625 | 726 | 0.9598 | 0.4620 | 0.9598 | 0.9797 |
| 0.488 | 7.5833 | 728 | 0.8801 | 0.4812 | 0.8801 | 0.9381 |
| 0.488 | 7.6042 | 730 | 0.8549 | 0.4934 | 0.8549 | 0.9246 |
| 0.488 | 7.625 | 732 | 0.8498 | 0.5066 | 0.8498 | 0.9219 |
| 0.488 | 7.6458 | 734 | 0.8576 | 0.5066 | 0.8576 | 0.9261 |
| 0.488 | 7.6667 | 736 | 0.8663 | 0.5066 | 0.8663 | 0.9308 |
| 0.488 | 7.6875 | 738 | 0.8777 | 0.4812 | 0.8777 | 0.9369 |
| 0.488 | 7.7083 | 740 | 0.8637 | 0.4812 | 0.8637 | 0.9293 |
| 0.488 | 7.7292 | 742 | 0.8566 | 0.4958 | 0.8566 | 0.9255 |
| 0.488 | 7.75 | 744 | 0.8781 | 0.4865 | 0.8781 | 0.9371 |
| 0.488 | 7.7708 | 746 | 0.9283 | 0.4899 | 0.9283 | 0.9635 |
| 0.488 | 7.7917 | 748 | 0.9673 | 0.4760 | 0.9673 | 0.9835 |
| 0.488 | 7.8125 | 750 | 0.9931 | 0.4579 | 0.9931 | 0.9965 |
| 0.488 | 7.8333 | 752 | 0.9862 | 0.4592 | 0.9862 | 0.9931 |
| 0.488 | 7.8542 | 754 | 0.9382 | 0.4899 | 0.9382 | 0.9686 |
| 0.488 | 7.875 | 756 | 0.8693 | 0.5134 | 0.8693 | 0.9324 |
| 0.488 | 7.8958 | 758 | 0.8031 | 0.5121 | 0.8031 | 0.8961 |
| 0.488 | 7.9167 | 760 | 0.7575 | 0.4802 | 0.7575 | 0.8703 |
| 0.488 | 7.9375 | 762 | 0.7360 | 0.4936 | 0.7360 | 0.8579 |
| 0.488 | 7.9583 | 764 | 0.7362 | 0.4802 | 0.7362 | 0.8580 |
| 0.488 | 7.9792 | 766 | 0.7435 | 0.4856 | 0.7435 | 0.8622 |
| 0.488 | 8.0 | 768 | 0.7616 | 0.4850 | 0.7616 | 0.8727 |
| 0.488 | 8.0208 | 770 | 0.7877 | 0.5117 | 0.7877 | 0.8875 |
| 0.488 | 8.0417 | 772 | 0.8301 | 0.5193 | 0.8301 | 0.9111 |
| 0.488 | 8.0625 | 774 | 0.8870 | 0.4936 | 0.8870 | 0.9418 |
| 0.488 | 8.0833 | 776 | 0.9555 | 0.4825 | 0.9555 | 0.9775 |
| 0.488 | 8.1042 | 778 | 0.9945 | 0.4585 | 0.9945 | 0.9973 |
| 0.488 | 8.125 | 780 | 0.9974 | 0.4712 | 0.9974 | 0.9987 |
| 0.488 | 8.1458 | 782 | 0.9714 | 0.4985 | 0.9714 | 0.9856 |
| 0.488 | 8.1667 | 784 | 0.9504 | 0.4826 | 0.9504 | 0.9749 |
| 0.488 | 8.1875 | 786 | 0.9458 | 0.4826 | 0.9458 | 0.9725 |
| 0.488 | 8.2083 | 788 | 0.9573 | 0.4710 | 0.9573 | 0.9784 |
| 0.488 | 8.2292 | 790 | 0.9686 | 0.4710 | 0.9686 | 0.9842 |
| 0.488 | 8.25 | 792 | 0.9812 | 0.4916 | 0.9812 | 0.9906 |
| 0.488 | 8.2708 | 794 | 0.9711 | 0.4710 | 0.9711 | 0.9855 |
| 0.488 | 8.2917 | 796 | 0.9685 | 0.4805 | 0.9685 | 0.9841 |
| 0.488 | 8.3125 | 798 | 0.9762 | 0.4805 | 0.9762 | 0.9880 |
| 0.488 | 8.3333 | 800 | 0.9987 | 0.4885 | 0.9987 | 0.9994 |
| 0.488 | 8.3542 | 802 | 0.9961 | 0.4734 | 0.9961 | 0.9981 |
| 0.488 | 8.375 | 804 | 0.9955 | 0.4739 | 0.9955 | 0.9977 |
| 0.488 | 8.3958 | 806 | 1.0064 | 0.4840 | 1.0064 | 1.0032 |
| 0.488 | 8.4167 | 808 | 0.9987 | 0.4958 | 0.9987 | 0.9993 |
| 0.488 | 8.4375 | 810 | 1.0058 | 0.4785 | 1.0058 | 1.0029 |
| 0.488 | 8.4583 | 812 | 0.9814 | 0.4796 | 0.9814 | 0.9906 |
| 0.488 | 8.4792 | 814 | 0.9748 | 0.4796 | 0.9748 | 0.9873 |
| 0.488 | 8.5 | 816 | 0.9812 | 0.4829 | 0.9812 | 0.9906 |
| 0.488 | 8.5208 | 818 | 0.9851 | 0.4765 | 0.9851 | 0.9925 |
| 0.488 | 8.5417 | 820 | 0.9960 | 0.4745 | 0.9960 | 0.9980 |
| 0.488 | 8.5625 | 822 | 0.9935 | 0.4559 | 0.9935 | 0.9968 |
| 0.488 | 8.5833 | 824 | 0.9735 | 0.4678 | 0.9735 | 0.9867 |
| 0.488 | 8.6042 | 826 | 0.9551 | 0.4678 | 0.9551 | 0.9773 |
| 0.488 | 8.625 | 828 | 0.9526 | 0.4799 | 0.9526 | 0.9760 |
| 0.488 | 8.6458 | 830 | 0.9404 | 0.4636 | 0.9404 | 0.9697 |
| 0.488 | 8.6667 | 832 | 0.9168 | 0.4715 | 0.9168 | 0.9575 |
| 0.488 | 8.6875 | 834 | 0.8948 | 0.4921 | 0.8948 | 0.9459 |
| 0.488 | 8.7083 | 836 | 0.8684 | 0.4667 | 0.8684 | 0.9319 |
| 0.488 | 8.7292 | 838 | 0.8422 | 0.4697 | 0.8422 | 0.9177 |
| 0.488 | 8.75 | 840 | 0.8327 | 0.4675 | 0.8327 | 0.9125 |
| 0.488 | 8.7708 | 842 | 0.8400 | 0.4615 | 0.8400 | 0.9165 |
| 0.488 | 8.7917 | 844 | 0.8507 | 0.4611 | 0.8507 | 0.9223 |
| 0.488 | 8.8125 | 846 | 0.8640 | 0.4435 | 0.8640 | 0.9295 |
| 0.488 | 8.8333 | 848 | 0.8895 | 0.4679 | 0.8895 | 0.9431 |
| 0.488 | 8.8542 | 850 | 0.9156 | 0.4773 | 0.9156 | 0.9568 |
| 0.488 | 8.875 | 852 | 0.9390 | 0.4871 | 0.9390 | 0.9690 |
| 0.488 | 8.8958 | 854 | 0.9497 | 0.4922 | 0.9497 | 0.9745 |
| 0.488 | 8.9167 | 856 | 0.9469 | 0.4914 | 0.9469 | 0.9731 |
| 0.488 | 8.9375 | 858 | 0.9449 | 0.4914 | 0.9449 | 0.9721 |
| 0.488 | 8.9583 | 860 | 0.9539 | 0.4914 | 0.9539 | 0.9767 |
| 0.488 | 8.9792 | 862 | 0.9750 | 0.5012 | 0.9750 | 0.9874 |
| 0.488 | 9.0 | 864 | 0.9833 | 0.4775 | 0.9833 | 0.9916 |
| 0.488 | 9.0208 | 866 | 0.9818 | 0.4775 | 0.9818 | 0.9909 |
| 0.488 | 9.0417 | 868 | 0.9860 | 0.4775 | 0.9860 | 0.9930 |
| 0.488 | 9.0625 | 870 | 0.9895 | 0.4712 | 0.9895 | 0.9947 |
| 0.488 | 9.0833 | 872 | 0.9974 | 0.4692 | 0.9974 | 0.9987 |
| 0.488 | 9.1042 | 874 | 1.0003 | 0.4692 | 1.0003 | 1.0001 |
| 0.488 | 9.125 | 876 | 0.9951 | 0.4755 | 0.9951 | 0.9976 |
| 0.488 | 9.1458 | 878 | 0.9750 | 0.4770 | 0.9750 | 0.9874 |
| 0.488 | 9.1667 | 880 | 0.9478 | 0.4786 | 0.9478 | 0.9736 |
| 0.488 | 9.1875 | 882 | 0.9197 | 0.4914 | 0.9197 | 0.9590 |
| 0.488 | 9.2083 | 884 | 0.8940 | 0.4985 | 0.8940 | 0.9455 |
| 0.488 | 9.2292 | 886 | 0.8806 | 0.4831 | 0.8806 | 0.9384 |
| 0.488 | 9.25 | 888 | 0.8814 | 0.4831 | 0.8814 | 0.9388 |
| 0.488 | 9.2708 | 890 | 0.8933 | 0.4831 | 0.8933 | 0.9451 |
| 0.488 | 9.2917 | 892 | 0.9100 | 0.4985 | 0.9100 | 0.9540 |
| 0.488 | 9.3125 | 894 | 0.9232 | 0.4914 | 0.9232 | 0.9608 |
| 0.488 | 9.3333 | 896 | 0.9340 | 0.4914 | 0.9340 | 0.9664 |
| 0.488 | 9.3542 | 898 | 0.9411 | 0.4737 | 0.9411 | 0.9701 |
| 0.488 | 9.375 | 900 | 0.9474 | 0.4786 | 0.9474 | 0.9733 |
| 0.488 | 9.3958 | 902 | 0.9556 | 0.4835 | 0.9556 | 0.9775 |
| 0.488 | 9.4167 | 904 | 0.9556 | 0.4835 | 0.9556 | 0.9775 |
| 0.488 | 9.4375 | 906 | 0.9511 | 0.4835 | 0.9511 | 0.9753 |
| 0.488 | 9.4583 | 908 | 0.9494 | 0.4835 | 0.9494 | 0.9743 |
| 0.488 | 9.4792 | 910 | 0.9456 | 0.4835 | 0.9456 | 0.9724 |
| 0.488 | 9.5 | 912 | 0.9438 | 0.4835 | 0.9438 | 0.9715 |
| 0.488 | 9.5208 | 914 | 0.9466 | 0.4835 | 0.9466 | 0.9729 |
| 0.488 | 9.5417 | 916 | 0.9458 | 0.4786 | 0.9458 | 0.9725 |
| 0.488 | 9.5625 | 918 | 0.9414 | 0.4786 | 0.9414 | 0.9703 |
| 0.488 | 9.5833 | 920 | 0.9304 | 0.4786 | 0.9304 | 0.9646 |
| 0.488 | 9.6042 | 922 | 0.9230 | 0.4914 | 0.9230 | 0.9607 |
| 0.488 | 9.625 | 924 | 0.9153 | 0.4914 | 0.9153 | 0.9567 |
| 0.488 | 9.6458 | 926 | 0.9067 | 0.4914 | 0.9067 | 0.9522 |
| 0.488 | 9.6667 | 928 | 0.8986 | 0.4993 | 0.8986 | 0.9479 |
| 0.488 | 9.6875 | 930 | 0.8914 | 0.4831 | 0.8914 | 0.9442 |
| 0.488 | 9.7083 | 932 | 0.8827 | 0.4951 | 0.8827 | 0.9395 |
| 0.488 | 9.7292 | 934 | 0.8754 | 0.4951 | 0.8754 | 0.9356 |
| 0.488 | 9.75 | 936 | 0.8668 | 0.4951 | 0.8668 | 0.9310 |
| 0.488 | 9.7708 | 938 | 0.8621 | 0.4733 | 0.8621 | 0.9285 |
| 0.488 | 9.7917 | 940 | 0.8576 | 0.4855 | 0.8576 | 0.9260 |
| 0.488 | 9.8125 | 942 | 0.8555 | 0.4855 | 0.8555 | 0.9250 |
| 0.488 | 9.8333 | 944 | 0.8546 | 0.4855 | 0.8546 | 0.9244 |
| 0.488 | 9.8542 | 946 | 0.8552 | 0.4855 | 0.8552 | 0.9247 |
| 0.488 | 9.875 | 948 | 0.8560 | 0.4855 | 0.8560 | 0.9252 |
| 0.488 | 9.8958 | 950 | 0.8573 | 0.4855 | 0.8573 | 0.9259 |
| 0.488 | 9.9167 | 952 | 0.8586 | 0.4855 | 0.8586 | 0.9266 |
| 0.488 | 9.9375 | 954 | 0.8595 | 0.4855 | 0.8595 | 0.9271 |
| 0.488 | 9.9583 | 956 | 0.8603 | 0.4733 | 0.8603 | 0.9275 |
| 0.488 | 9.9792 | 958 | 0.8611 | 0.4733 | 0.8611 | 0.9280 |
| 0.488 | 10.0 | 960 | 0.8615 | 0.4733 | 0.8615 | 0.9282 |
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_k19_task2_organization
Base model
aubmindlab/bert-base-arabertv02