Instructions to use MayBashendy/ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k18_task3_organization with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use MayBashendy/ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k18_task3_organization with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="MayBashendy/ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k18_task3_organization")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("MayBashendy/ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k18_task3_organization") model = AutoModelForSequenceClassification.from_pretrained("MayBashendy/ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k18_task3_organization", device_map="auto") - Notebooks
- Google Colab
- Kaggle
ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k18_task3_organization
This model is a fine-tuned version of aubmindlab/bert-base-arabertv02 on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.5207
- Qwk: 0.4450
- Mse: 0.5207
- Rmse: 0.7216
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 | 0.0220 | 2 | 3.0192 | 0.0 | 3.0192 | 1.7376 |
| No log | 0.0440 | 4 | 1.8288 | -0.0130 | 1.8288 | 1.3523 |
| No log | 0.0659 | 6 | 0.9795 | 0.0722 | 0.9795 | 0.9897 |
| No log | 0.0879 | 8 | 0.5945 | 0.0476 | 0.5945 | 0.7711 |
| No log | 0.1099 | 10 | 0.5623 | 0.0569 | 0.5623 | 0.7499 |
| No log | 0.1319 | 12 | 0.6676 | 0.2410 | 0.6676 | 0.8171 |
| No log | 0.1538 | 14 | 0.5768 | 0.3208 | 0.5768 | 0.7595 |
| No log | 0.1758 | 16 | 0.5728 | 0.0569 | 0.5728 | 0.7568 |
| No log | 0.1978 | 18 | 0.5524 | 0.0 | 0.5524 | 0.7432 |
| No log | 0.2198 | 20 | 0.6650 | 0.3016 | 0.6650 | 0.8155 |
| No log | 0.2418 | 22 | 1.1920 | 0.0698 | 1.1920 | 1.0918 |
| No log | 0.2637 | 24 | 1.0455 | 0.0745 | 1.0455 | 1.0225 |
| No log | 0.2857 | 26 | 0.7165 | 0.1590 | 0.7165 | 0.8465 |
| No log | 0.3077 | 28 | 0.6007 | -0.0081 | 0.6007 | 0.7750 |
| No log | 0.3297 | 30 | 0.5991 | -0.0081 | 0.5991 | 0.7740 |
| No log | 0.3516 | 32 | 0.5983 | 0.0949 | 0.5983 | 0.7735 |
| No log | 0.3736 | 34 | 0.8155 | 0.2300 | 0.8155 | 0.9031 |
| No log | 0.3956 | 36 | 0.8681 | 0.1289 | 0.8681 | 0.9317 |
| No log | 0.4176 | 38 | 0.5813 | 0.1617 | 0.5813 | 0.7624 |
| No log | 0.4396 | 40 | 0.5249 | 0.2222 | 0.5249 | 0.7245 |
| No log | 0.4615 | 42 | 0.5487 | 0.2000 | 0.5487 | 0.7408 |
| No log | 0.4835 | 44 | 0.5152 | 0.2109 | 0.5152 | 0.7178 |
| No log | 0.5055 | 46 | 0.5260 | 0.2749 | 0.5260 | 0.7253 |
| No log | 0.5275 | 48 | 0.5756 | 0.3023 | 0.5756 | 0.7587 |
| No log | 0.5495 | 50 | 0.6400 | 0.2967 | 0.6400 | 0.8000 |
| No log | 0.5714 | 52 | 0.5811 | 0.3263 | 0.5811 | 0.7623 |
| No log | 0.5934 | 54 | 0.7860 | 0.2217 | 0.7860 | 0.8865 |
| No log | 0.6154 | 56 | 0.5908 | 0.2821 | 0.5908 | 0.7686 |
| No log | 0.6374 | 58 | 0.6618 | 0.3299 | 0.6618 | 0.8135 |
| No log | 0.6593 | 60 | 1.3393 | 0.0897 | 1.3393 | 1.1573 |
| No log | 0.6813 | 62 | 1.0941 | 0.1094 | 1.0941 | 1.0460 |
| No log | 0.7033 | 64 | 0.5038 | 0.3333 | 0.5038 | 0.7098 |
| No log | 0.7253 | 66 | 0.6479 | 0.1927 | 0.6479 | 0.8049 |
| No log | 0.7473 | 68 | 0.6945 | 0.1712 | 0.6945 | 0.8334 |
| No log | 0.7692 | 70 | 0.5554 | 0.2727 | 0.5554 | 0.7453 |
| No log | 0.7912 | 72 | 0.7240 | 0.2410 | 0.7240 | 0.8509 |
| No log | 0.8132 | 74 | 1.8897 | 0.0824 | 1.8897 | 1.3747 |
| No log | 0.8352 | 76 | 1.6279 | 0.1231 | 1.6279 | 1.2759 |
| No log | 0.8571 | 78 | 0.6564 | 0.2865 | 0.6564 | 0.8102 |
| No log | 0.8791 | 80 | 0.4940 | 0.2222 | 0.4940 | 0.7029 |
| No log | 0.9011 | 82 | 0.5142 | 0.2308 | 0.5142 | 0.7171 |
| No log | 0.9231 | 84 | 0.6100 | 0.3402 | 0.6100 | 0.7810 |
| No log | 0.9451 | 86 | 1.0459 | 0.2691 | 1.0459 | 1.0227 |
| No log | 0.9670 | 88 | 0.9883 | 0.2973 | 0.9883 | 0.9941 |
| No log | 0.9890 | 90 | 0.6618 | 0.3021 | 0.6618 | 0.8135 |
| No log | 1.0110 | 92 | 0.7054 | 0.3580 | 0.7054 | 0.8399 |
| No log | 1.0330 | 94 | 0.5980 | 0.4545 | 0.5980 | 0.7733 |
| No log | 1.0549 | 96 | 0.9301 | 0.2647 | 0.9301 | 0.9644 |
| No log | 1.0769 | 98 | 1.8553 | 0.1618 | 1.8553 | 1.3621 |
| No log | 1.0989 | 100 | 1.2495 | 0.2346 | 1.2495 | 1.1178 |
| No log | 1.1209 | 102 | 0.4666 | 0.4157 | 0.4666 | 0.6831 |
| No log | 1.1429 | 104 | 0.5877 | 0.2577 | 0.5877 | 0.7666 |
| No log | 1.1648 | 106 | 0.4675 | 0.4220 | 0.4675 | 0.6837 |
| No log | 1.1868 | 108 | 0.8961 | 0.2248 | 0.8961 | 0.9466 |
| No log | 1.2088 | 110 | 1.1010 | 0.2000 | 1.1010 | 1.0493 |
| No log | 1.2308 | 112 | 0.5282 | 0.3023 | 0.5282 | 0.7268 |
| No log | 1.2527 | 114 | 0.5691 | 0.3446 | 0.5691 | 0.7544 |
| No log | 1.2747 | 116 | 0.8069 | 0.2137 | 0.8069 | 0.8983 |
| No log | 1.2967 | 118 | 0.5170 | 0.3797 | 0.5170 | 0.7190 |
| No log | 1.3187 | 120 | 0.6282 | 0.3143 | 0.6282 | 0.7926 |
| No log | 1.3407 | 122 | 1.0827 | 0.2508 | 1.0827 | 1.0405 |
| No log | 1.3626 | 124 | 1.9384 | 0.1966 | 1.9384 | 1.3923 |
| No log | 1.3846 | 126 | 1.8877 | 0.1736 | 1.8877 | 1.3739 |
| No log | 1.4066 | 128 | 1.0153 | 0.3103 | 1.0153 | 1.0076 |
| No log | 1.4286 | 130 | 0.6064 | 0.4191 | 0.6064 | 0.7787 |
| No log | 1.4505 | 132 | 0.6517 | 0.3959 | 0.6517 | 0.8073 |
| No log | 1.4725 | 134 | 0.9902 | 0.3609 | 0.9902 | 0.9951 |
| No log | 1.4945 | 136 | 0.8804 | 0.3605 | 0.8804 | 0.9383 |
| No log | 1.5165 | 138 | 0.6813 | 0.3968 | 0.6813 | 0.8254 |
| No log | 1.5385 | 140 | 0.7734 | 0.4286 | 0.7734 | 0.8794 |
| No log | 1.5604 | 142 | 1.8717 | 0.1738 | 1.8717 | 1.3681 |
| No log | 1.5824 | 144 | 1.9093 | 0.1902 | 1.9093 | 1.3818 |
| No log | 1.6044 | 146 | 0.8381 | 0.3735 | 0.8381 | 0.9155 |
| No log | 1.6264 | 148 | 0.7347 | 0.2941 | 0.7347 | 0.8571 |
| No log | 1.6484 | 150 | 0.7413 | 0.2667 | 0.7413 | 0.8610 |
| No log | 1.6703 | 152 | 0.6946 | 0.4188 | 0.6946 | 0.8335 |
| No log | 1.6923 | 154 | 1.4639 | 0.1866 | 1.4639 | 1.2099 |
| No log | 1.7143 | 156 | 1.3267 | 0.1667 | 1.3267 | 1.1518 |
| No log | 1.7363 | 158 | 0.6369 | 0.4338 | 0.6369 | 0.7981 |
| No log | 1.7582 | 160 | 0.6072 | 0.2744 | 0.6072 | 0.7792 |
| No log | 1.7802 | 162 | 0.6144 | 0.2579 | 0.6144 | 0.7838 |
| No log | 1.8022 | 164 | 0.5920 | 0.3831 | 0.5920 | 0.7694 |
| No log | 1.8242 | 166 | 1.1889 | 0.1847 | 1.1889 | 1.0904 |
| No log | 1.8462 | 168 | 1.1687 | 0.2049 | 1.1687 | 1.0810 |
| No log | 1.8681 | 170 | 0.5888 | 0.4605 | 0.5888 | 0.7673 |
| No log | 1.8901 | 172 | 0.5626 | 0.4067 | 0.5626 | 0.7501 |
| No log | 1.9121 | 174 | 0.6116 | 0.4286 | 0.6116 | 0.7821 |
| No log | 1.9341 | 176 | 1.1999 | 0.1573 | 1.1999 | 1.0954 |
| No log | 1.9560 | 178 | 1.1200 | 0.1617 | 1.1200 | 1.0583 |
| No log | 1.9780 | 180 | 0.5314 | 0.5056 | 0.5314 | 0.7290 |
| No log | 2.0 | 182 | 0.4483 | 0.4217 | 0.4483 | 0.6696 |
| No log | 2.0220 | 184 | 0.4341 | 0.4556 | 0.4341 | 0.6588 |
| No log | 2.0440 | 186 | 0.4795 | 0.5145 | 0.4795 | 0.6925 |
| No log | 2.0659 | 188 | 0.5649 | 0.4225 | 0.5649 | 0.7516 |
| No log | 2.0879 | 190 | 1.3333 | 0.2167 | 1.3333 | 1.1547 |
| No log | 2.1099 | 192 | 2.1839 | 0.1904 | 2.1839 | 1.4778 |
| No log | 2.1319 | 194 | 1.6356 | 0.2120 | 1.6356 | 1.2789 |
| No log | 2.1538 | 196 | 0.5370 | 0.4667 | 0.5370 | 0.7328 |
| No log | 2.1758 | 198 | 0.5109 | 0.4732 | 0.5109 | 0.7148 |
| No log | 2.1978 | 200 | 0.4905 | 0.4595 | 0.4905 | 0.7004 |
| No log | 2.2198 | 202 | 0.8784 | 0.3038 | 0.8784 | 0.9372 |
| No log | 2.2418 | 204 | 1.8192 | 0.1960 | 1.8192 | 1.3488 |
| No log | 2.2637 | 206 | 1.6863 | 0.1960 | 1.6863 | 1.2986 |
| No log | 2.2857 | 208 | 0.9640 | 0.2993 | 0.9640 | 0.9818 |
| No log | 2.3077 | 210 | 0.5084 | 0.3865 | 0.5084 | 0.7131 |
| No log | 2.3297 | 212 | 0.5642 | 0.4051 | 0.5642 | 0.7512 |
| No log | 2.3516 | 214 | 0.5441 | 0.4227 | 0.5441 | 0.7376 |
| No log | 2.3736 | 216 | 0.5643 | 0.3231 | 0.5643 | 0.7512 |
| No log | 2.3956 | 218 | 1.0098 | 0.2613 | 1.0098 | 1.0049 |
| No log | 2.4176 | 220 | 1.4610 | 0.1714 | 1.4610 | 1.2087 |
| No log | 2.4396 | 222 | 1.1486 | 0.2704 | 1.1486 | 1.0717 |
| No log | 2.4615 | 224 | 0.6823 | 0.4783 | 0.6823 | 0.8260 |
| No log | 2.4835 | 226 | 0.6006 | 0.4711 | 0.6006 | 0.7750 |
| No log | 2.5055 | 228 | 0.6185 | 0.4812 | 0.6185 | 0.7865 |
| No log | 2.5275 | 230 | 0.7383 | 0.3791 | 0.7383 | 0.8592 |
| No log | 2.5495 | 232 | 0.9023 | 0.3038 | 0.9023 | 0.9499 |
| No log | 2.5714 | 234 | 0.7488 | 0.3156 | 0.7488 | 0.8653 |
| No log | 2.5934 | 236 | 0.6570 | 0.3473 | 0.6570 | 0.8106 |
| No log | 2.6154 | 238 | 0.6093 | 0.3514 | 0.6093 | 0.7806 |
| No log | 2.6374 | 240 | 0.5395 | 0.5074 | 0.5395 | 0.7345 |
| No log | 2.6593 | 242 | 0.7366 | 0.2554 | 0.7366 | 0.8582 |
| No log | 2.6813 | 244 | 0.8703 | 0.2510 | 0.8703 | 0.9329 |
| No log | 2.7033 | 246 | 0.7039 | 0.4234 | 0.7039 | 0.8390 |
| No log | 2.7253 | 248 | 0.7271 | 0.4043 | 0.7271 | 0.8527 |
| No log | 2.7473 | 250 | 1.0134 | 0.2927 | 1.0134 | 1.0067 |
| No log | 2.7692 | 252 | 0.8005 | 0.36 | 0.8005 | 0.8947 |
| No log | 2.7912 | 254 | 0.4963 | 0.4583 | 0.4963 | 0.7045 |
| No log | 2.8132 | 256 | 0.4807 | 0.4526 | 0.4807 | 0.6934 |
| No log | 2.8352 | 258 | 0.6198 | 0.3535 | 0.6198 | 0.7873 |
| No log | 2.8571 | 260 | 1.2300 | 0.2219 | 1.2300 | 1.1091 |
| No log | 2.8791 | 262 | 1.2884 | 0.2045 | 1.2884 | 1.1351 |
| No log | 2.9011 | 264 | 0.7430 | 0.3917 | 0.7430 | 0.8620 |
| No log | 2.9231 | 266 | 0.4853 | 0.4583 | 0.4853 | 0.6967 |
| No log | 2.9451 | 268 | 0.5268 | 0.4404 | 0.5268 | 0.7258 |
| No log | 2.9670 | 270 | 0.5008 | 0.4350 | 0.5008 | 0.7077 |
| No log | 2.9890 | 272 | 0.7138 | 0.3480 | 0.7138 | 0.8449 |
| No log | 3.0110 | 274 | 1.0608 | 0.1355 | 1.0608 | 1.0300 |
| No log | 3.0330 | 276 | 1.2472 | 0.1807 | 1.2472 | 1.1168 |
| No log | 3.0549 | 278 | 1.0067 | 0.2424 | 1.0067 | 1.0033 |
| No log | 3.0769 | 280 | 0.9706 | 0.2977 | 0.9706 | 0.9852 |
| No log | 3.0989 | 282 | 0.7652 | 0.2846 | 0.7652 | 0.8747 |
| No log | 3.1209 | 284 | 0.6376 | 0.3645 | 0.6376 | 0.7985 |
| No log | 3.1429 | 286 | 0.5885 | 0.4171 | 0.5885 | 0.7671 |
| No log | 3.1648 | 288 | 0.6452 | 0.3665 | 0.6452 | 0.8033 |
| No log | 3.1868 | 290 | 1.0969 | 0.2809 | 1.0969 | 1.0473 |
| No log | 3.2088 | 292 | 1.2636 | 0.2219 | 1.2636 | 1.1241 |
| No log | 3.2308 | 294 | 0.9256 | 0.2165 | 0.9256 | 0.9621 |
| No log | 3.2527 | 296 | 0.5082 | 0.4536 | 0.5082 | 0.7129 |
| No log | 3.2747 | 298 | 0.4576 | 0.4350 | 0.4576 | 0.6765 |
| No log | 3.2967 | 300 | 0.5004 | 0.4682 | 0.5004 | 0.7074 |
| No log | 3.3187 | 302 | 0.7450 | 0.3569 | 0.7450 | 0.8631 |
| No log | 3.3407 | 304 | 0.8030 | 0.3481 | 0.8030 | 0.8961 |
| No log | 3.3626 | 306 | 0.8108 | 0.3481 | 0.8108 | 0.9004 |
| No log | 3.3846 | 308 | 0.6103 | 0.3939 | 0.6103 | 0.7812 |
| No log | 3.4066 | 310 | 0.6519 | 0.4191 | 0.6519 | 0.8074 |
| No log | 3.4286 | 312 | 0.7341 | 0.3913 | 0.7341 | 0.8568 |
| No log | 3.4505 | 314 | 0.7304 | 0.3985 | 0.7304 | 0.8547 |
| No log | 3.4725 | 316 | 0.8155 | 0.3020 | 0.8155 | 0.9030 |
| No log | 3.4945 | 318 | 0.7163 | 0.3518 | 0.7163 | 0.8463 |
| No log | 3.5165 | 320 | 0.5491 | 0.4231 | 0.5491 | 0.7410 |
| No log | 3.5385 | 322 | 0.6715 | 0.4335 | 0.6715 | 0.8194 |
| No log | 3.5604 | 324 | 0.8151 | 0.36 | 0.8151 | 0.9028 |
| No log | 3.5824 | 326 | 0.6416 | 0.4523 | 0.6416 | 0.8010 |
| No log | 3.6044 | 328 | 0.4910 | 0.4627 | 0.4910 | 0.7007 |
| No log | 3.6264 | 330 | 0.4421 | 0.5429 | 0.4421 | 0.6649 |
| No log | 3.6484 | 332 | 0.4458 | 0.5392 | 0.4458 | 0.6677 |
| No log | 3.6703 | 334 | 0.5929 | 0.4081 | 0.5929 | 0.7700 |
| No log | 3.6923 | 336 | 0.7223 | 0.4245 | 0.7223 | 0.8499 |
| No log | 3.7143 | 338 | 0.4945 | 0.4627 | 0.4945 | 0.7032 |
| No log | 3.7363 | 340 | 0.4051 | 0.5455 | 0.4051 | 0.6365 |
| No log | 3.7582 | 342 | 0.4421 | 0.5602 | 0.4421 | 0.6649 |
| No log | 3.7802 | 344 | 0.4470 | 0.5602 | 0.4470 | 0.6686 |
| No log | 3.8022 | 346 | 0.4286 | 0.4652 | 0.4286 | 0.6547 |
| No log | 3.8242 | 348 | 0.7066 | 0.3882 | 0.7066 | 0.8406 |
| No log | 3.8462 | 350 | 0.6918 | 0.3882 | 0.6918 | 0.8318 |
| No log | 3.8681 | 352 | 0.5444 | 0.4178 | 0.5444 | 0.7378 |
| No log | 3.8901 | 354 | 0.4158 | 0.5556 | 0.4158 | 0.6448 |
| No log | 3.9121 | 356 | 0.4030 | 0.5254 | 0.4030 | 0.6348 |
| No log | 3.9341 | 358 | 0.4066 | 0.5556 | 0.4066 | 0.6377 |
| No log | 3.9560 | 360 | 0.4168 | 0.5556 | 0.4168 | 0.6456 |
| No log | 3.9780 | 362 | 0.5218 | 0.4 | 0.5218 | 0.7224 |
| No log | 4.0 | 364 | 0.5043 | 0.3846 | 0.5043 | 0.7102 |
| No log | 4.0220 | 366 | 0.5437 | 0.3860 | 0.5437 | 0.7373 |
| No log | 4.0440 | 368 | 0.4615 | 0.3892 | 0.4615 | 0.6793 |
| No log | 4.0659 | 370 | 0.4231 | 0.5455 | 0.4231 | 0.6505 |
| No log | 4.0879 | 372 | 0.4208 | 0.5745 | 0.4208 | 0.6487 |
| No log | 4.1099 | 374 | 0.4177 | 0.5801 | 0.4177 | 0.6463 |
| No log | 4.1319 | 376 | 0.4172 | 0.5181 | 0.4172 | 0.6459 |
| No log | 4.1538 | 378 | 0.4333 | 0.5556 | 0.4333 | 0.6582 |
| No log | 4.1758 | 380 | 0.4288 | 0.5181 | 0.4288 | 0.6548 |
| No log | 4.1978 | 382 | 0.4578 | 0.5455 | 0.4578 | 0.6766 |
| No log | 4.2198 | 384 | 0.5119 | 0.4343 | 0.5119 | 0.7155 |
| No log | 4.2418 | 386 | 0.4809 | 0.5269 | 0.4809 | 0.6934 |
| No log | 4.2637 | 388 | 0.4569 | 0.5111 | 0.4569 | 0.6759 |
| No log | 4.2857 | 390 | 0.4703 | 0.4924 | 0.4703 | 0.6858 |
| No log | 4.3077 | 392 | 0.5064 | 0.5052 | 0.5064 | 0.7116 |
| No log | 4.3297 | 394 | 0.5603 | 0.4833 | 0.5603 | 0.7485 |
| No log | 4.3516 | 396 | 0.5363 | 0.4975 | 0.5363 | 0.7323 |
| No log | 4.3736 | 398 | 0.5203 | 0.5080 | 0.5203 | 0.7213 |
| No log | 4.3956 | 400 | 0.5866 | 0.4833 | 0.5866 | 0.7659 |
| No log | 4.4176 | 402 | 0.6042 | 0.4123 | 0.6042 | 0.7773 |
| No log | 4.4396 | 404 | 0.7978 | 0.4085 | 0.7978 | 0.8932 |
| No log | 4.4615 | 406 | 1.0247 | 0.3772 | 1.0247 | 1.0123 |
| No log | 4.4835 | 408 | 0.9624 | 0.3418 | 0.9624 | 0.9810 |
| No log | 4.5055 | 410 | 0.6342 | 0.4027 | 0.6342 | 0.7964 |
| No log | 4.5275 | 412 | 0.5091 | 0.4627 | 0.5091 | 0.7135 |
| No log | 4.5495 | 414 | 0.4991 | 0.4709 | 0.4991 | 0.7065 |
| No log | 4.5714 | 416 | 0.5459 | 0.4694 | 0.5459 | 0.7388 |
| No log | 4.5934 | 418 | 0.9868 | 0.3250 | 0.9868 | 0.9934 |
| No log | 4.6154 | 420 | 1.3345 | 0.2376 | 1.3345 | 1.1552 |
| No log | 4.6374 | 422 | 1.1792 | 0.2397 | 1.1792 | 1.0859 |
| No log | 4.6593 | 424 | 0.7676 | 0.4325 | 0.7676 | 0.8761 |
| No log | 4.6813 | 426 | 0.4686 | 0.5 | 0.4686 | 0.6845 |
| No log | 4.7033 | 428 | 0.4481 | 0.5074 | 0.4481 | 0.6694 |
| No log | 4.7253 | 430 | 0.4585 | 0.4462 | 0.4585 | 0.6772 |
| No log | 4.7473 | 432 | 0.4791 | 0.4902 | 0.4791 | 0.6922 |
| No log | 4.7692 | 434 | 0.5074 | 0.4766 | 0.5074 | 0.7123 |
| No log | 4.7912 | 436 | 0.5346 | 0.4530 | 0.5346 | 0.7311 |
| No log | 4.8132 | 438 | 0.4686 | 0.4902 | 0.4686 | 0.6846 |
| No log | 4.8352 | 440 | 0.4660 | 0.4902 | 0.4660 | 0.6826 |
| No log | 4.8571 | 442 | 0.5683 | 0.4477 | 0.5683 | 0.7539 |
| No log | 4.8791 | 444 | 0.7387 | 0.4164 | 0.7387 | 0.8595 |
| No log | 4.9011 | 446 | 0.9282 | 0.4074 | 0.9282 | 0.9634 |
| No log | 4.9231 | 448 | 0.7755 | 0.4515 | 0.7755 | 0.8806 |
| No log | 4.9451 | 450 | 0.5454 | 0.4530 | 0.5454 | 0.7385 |
| No log | 4.9670 | 452 | 0.4513 | 0.5282 | 0.4513 | 0.6718 |
| No log | 4.9890 | 454 | 0.4585 | 0.5377 | 0.4585 | 0.6771 |
| No log | 5.0110 | 456 | 0.4650 | 0.5377 | 0.4650 | 0.6819 |
| No log | 5.0330 | 458 | 0.4888 | 0.4951 | 0.4888 | 0.6992 |
| No log | 5.0549 | 460 | 0.5497 | 0.4882 | 0.5497 | 0.7414 |
| No log | 5.0769 | 462 | 0.5737 | 0.4554 | 0.5737 | 0.7574 |
| No log | 5.0989 | 464 | 0.5225 | 0.4882 | 0.5225 | 0.7229 |
| No log | 5.1209 | 466 | 0.4899 | 0.5102 | 0.4899 | 0.7000 |
| No log | 5.1429 | 468 | 0.4388 | 0.5330 | 0.4388 | 0.6624 |
| No log | 5.1648 | 470 | 0.4387 | 0.5510 | 0.4387 | 0.6624 |
| No log | 5.1868 | 472 | 0.4602 | 0.5248 | 0.4602 | 0.6784 |
| No log | 5.2088 | 474 | 0.5416 | 0.4338 | 0.5416 | 0.7359 |
| No log | 5.2308 | 476 | 0.5101 | 0.4833 | 0.5101 | 0.7142 |
| No log | 5.2527 | 478 | 0.4281 | 0.5960 | 0.4281 | 0.6543 |
| No log | 5.2747 | 480 | 0.4767 | 0.5074 | 0.4767 | 0.6904 |
| No log | 5.2967 | 482 | 0.4583 | 0.5330 | 0.4583 | 0.6770 |
| No log | 5.3187 | 484 | 0.4109 | 0.5459 | 0.4109 | 0.6410 |
| No log | 5.3407 | 486 | 0.5575 | 0.3803 | 0.5575 | 0.7467 |
| No log | 5.3626 | 488 | 0.6647 | 0.3684 | 0.6647 | 0.8153 |
| No log | 5.3846 | 490 | 0.6158 | 0.3991 | 0.6158 | 0.7847 |
| No log | 5.4066 | 492 | 0.4621 | 0.4902 | 0.4621 | 0.6798 |
| No log | 5.4286 | 494 | 0.4345 | 0.5282 | 0.4345 | 0.6592 |
| No log | 5.4505 | 496 | 0.4580 | 0.52 | 0.4580 | 0.6767 |
| No log | 5.4725 | 498 | 0.4870 | 0.4234 | 0.4870 | 0.6978 |
| 0.4285 | 5.4945 | 500 | 0.5175 | 0.4234 | 0.5175 | 0.7194 |
| 0.4285 | 5.5165 | 502 | 0.4910 | 0.4133 | 0.4910 | 0.7007 |
| 0.4285 | 5.5385 | 504 | 0.5795 | 0.4074 | 0.5795 | 0.7612 |
| 0.4285 | 5.5604 | 506 | 0.5714 | 0.4074 | 0.5714 | 0.7559 |
| 0.4285 | 5.5824 | 508 | 0.5381 | 0.4074 | 0.5381 | 0.7336 |
| 0.4285 | 5.6044 | 510 | 0.4542 | 0.5402 | 0.4542 | 0.6739 |
| 0.4285 | 5.6264 | 512 | 0.4516 | 0.52 | 0.4516 | 0.6720 |
| 0.4285 | 5.6484 | 514 | 0.4681 | 0.5080 | 0.4681 | 0.6842 |
| 0.4285 | 5.6703 | 516 | 0.5874 | 0.3761 | 0.5874 | 0.7664 |
| 0.4285 | 5.6923 | 518 | 0.7072 | 0.4104 | 0.7072 | 0.8409 |
| 0.4285 | 5.7143 | 520 | 0.6561 | 0.4146 | 0.6561 | 0.8100 |
| 0.4285 | 5.7363 | 522 | 0.6133 | 0.4081 | 0.6133 | 0.7831 |
| 0.4285 | 5.7582 | 524 | 0.5002 | 0.5330 | 0.5002 | 0.7072 |
| 0.4285 | 5.7802 | 526 | 0.4834 | 0.5368 | 0.4834 | 0.6953 |
| 0.4285 | 5.8022 | 528 | 0.4762 | 0.4583 | 0.4762 | 0.6901 |
| 0.4285 | 5.8242 | 530 | 0.4960 | 0.5464 | 0.4960 | 0.7043 |
| 0.4285 | 5.8462 | 532 | 0.6118 | 0.4286 | 0.6118 | 0.7822 |
| 0.4285 | 5.8681 | 534 | 0.7027 | 0.375 | 0.7027 | 0.8383 |
| 0.4285 | 5.8901 | 536 | 0.6195 | 0.3770 | 0.6195 | 0.7871 |
| 0.4285 | 5.9121 | 538 | 0.5414 | 0.4833 | 0.5414 | 0.7358 |
| 0.4285 | 5.9341 | 540 | 0.4919 | 0.5122 | 0.4919 | 0.7014 |
| 0.4285 | 5.9560 | 542 | 0.4828 | 0.5122 | 0.4828 | 0.6949 |
| 0.4285 | 5.9780 | 544 | 0.4974 | 0.4902 | 0.4974 | 0.7053 |
| 0.4285 | 6.0 | 546 | 0.5124 | 0.4833 | 0.5124 | 0.7158 |
| 0.4285 | 6.0220 | 548 | 0.5302 | 0.4563 | 0.5302 | 0.7281 |
| 0.4285 | 6.0440 | 550 | 0.4744 | 0.5556 | 0.4744 | 0.6888 |
| 0.4285 | 6.0659 | 552 | 0.4606 | 0.5648 | 0.4606 | 0.6787 |
| 0.4285 | 6.0879 | 554 | 0.4679 | 0.5648 | 0.4679 | 0.6840 |
| 0.4285 | 6.1099 | 556 | 0.4595 | 0.5602 | 0.4595 | 0.6779 |
| 0.4285 | 6.1319 | 558 | 0.5088 | 0.4450 | 0.5088 | 0.7133 |
| 0.4285 | 6.1538 | 560 | 0.5339 | 0.4393 | 0.5339 | 0.7307 |
| 0.4285 | 6.1758 | 562 | 0.4928 | 0.4396 | 0.4928 | 0.7020 |
| 0.4285 | 6.1978 | 564 | 0.4678 | 0.5508 | 0.4678 | 0.6840 |
| 0.4285 | 6.2198 | 566 | 0.4715 | 0.4819 | 0.4715 | 0.6866 |
| 0.4285 | 6.2418 | 568 | 0.4660 | 0.5269 | 0.4660 | 0.6826 |
| 0.4285 | 6.2637 | 570 | 0.4759 | 0.5468 | 0.4759 | 0.6899 |
| 0.4285 | 6.2857 | 572 | 0.5114 | 0.4627 | 0.5114 | 0.7151 |
| 0.4285 | 6.3077 | 574 | 0.5441 | 0.3803 | 0.5441 | 0.7376 |
| 0.4285 | 6.3297 | 576 | 0.5297 | 0.4747 | 0.5297 | 0.7278 |
| 0.4285 | 6.3516 | 578 | 0.5180 | 0.5025 | 0.5180 | 0.7197 |
| 0.4285 | 6.3736 | 580 | 0.5121 | 0.4902 | 0.5121 | 0.7156 |
| 0.4285 | 6.3956 | 582 | 0.5134 | 0.5122 | 0.5134 | 0.7165 |
| 0.4285 | 6.4176 | 584 | 0.5093 | 0.5261 | 0.5093 | 0.7136 |
| 0.4285 | 6.4396 | 586 | 0.5103 | 0.4717 | 0.5103 | 0.7143 |
| 0.4285 | 6.4615 | 588 | 0.5298 | 0.4389 | 0.5298 | 0.7279 |
| 0.4285 | 6.4835 | 590 | 0.5472 | 0.4426 | 0.5472 | 0.7397 |
| 0.4285 | 6.5055 | 592 | 0.6353 | 0.4532 | 0.6353 | 0.7970 |
| 0.4285 | 6.5275 | 594 | 0.7218 | 0.4400 | 0.7218 | 0.8496 |
| 0.4285 | 6.5495 | 596 | 0.6202 | 0.4327 | 0.6202 | 0.7875 |
| 0.4285 | 6.5714 | 598 | 0.4998 | 0.4882 | 0.4998 | 0.7069 |
| 0.4285 | 6.5934 | 600 | 0.4739 | 0.4924 | 0.4739 | 0.6884 |
| 0.4285 | 6.6154 | 602 | 0.4571 | 0.4924 | 0.4571 | 0.6761 |
| 0.4285 | 6.6374 | 604 | 0.4597 | 0.4680 | 0.4597 | 0.6780 |
| 0.4285 | 6.6593 | 606 | 0.4992 | 0.4510 | 0.4992 | 0.7065 |
| 0.4285 | 6.6813 | 608 | 0.5454 | 0.4615 | 0.5454 | 0.7385 |
| 0.4285 | 6.7033 | 610 | 0.5439 | 0.4286 | 0.5439 | 0.7375 |
| 0.4285 | 6.7253 | 612 | 0.4996 | 0.4510 | 0.4996 | 0.7068 |
| 0.4285 | 6.7473 | 614 | 0.4575 | 0.4783 | 0.4575 | 0.6764 |
| 0.4285 | 6.7692 | 616 | 0.4472 | 0.5506 | 0.4472 | 0.6687 |
| 0.4285 | 6.7912 | 618 | 0.4585 | 0.4725 | 0.4585 | 0.6771 |
| 0.4285 | 6.8132 | 620 | 0.5077 | 0.4510 | 0.5077 | 0.7125 |
| 0.4285 | 6.8352 | 622 | 0.5920 | 0.3846 | 0.5920 | 0.7694 |
| 0.4285 | 6.8571 | 624 | 0.5807 | 0.3892 | 0.5807 | 0.7620 |
| 0.4285 | 6.8791 | 626 | 0.5152 | 0.4764 | 0.5152 | 0.7178 |
| 0.4285 | 6.9011 | 628 | 0.5050 | 0.5052 | 0.5050 | 0.7107 |
| 0.4285 | 6.9231 | 630 | 0.4894 | 0.5132 | 0.4894 | 0.6996 |
| 0.4285 | 6.9451 | 632 | 0.4730 | 0.4894 | 0.4730 | 0.6878 |
| 0.4285 | 6.9670 | 634 | 0.4784 | 0.4747 | 0.4784 | 0.6917 |
| 0.4285 | 6.9890 | 636 | 0.5080 | 0.4924 | 0.5080 | 0.7127 |
| 0.4285 | 7.0110 | 638 | 0.5845 | 0.4027 | 0.5845 | 0.7645 |
| 0.4285 | 7.0330 | 640 | 0.6227 | 0.4336 | 0.6227 | 0.7891 |
| 0.4285 | 7.0549 | 642 | 0.5985 | 0.4444 | 0.5985 | 0.7736 |
| 0.4285 | 7.0769 | 644 | 0.5884 | 0.4444 | 0.5884 | 0.7671 |
| 0.4285 | 7.0989 | 646 | 0.5453 | 0.4764 | 0.5453 | 0.7385 |
| 0.4285 | 7.1209 | 648 | 0.5023 | 0.4680 | 0.5023 | 0.7087 |
| 0.4285 | 7.1429 | 650 | 0.4942 | 0.4518 | 0.4942 | 0.7030 |
| 0.4285 | 7.1648 | 652 | 0.4993 | 0.4563 | 0.4993 | 0.7066 |
| 0.4285 | 7.1868 | 654 | 0.5270 | 0.4924 | 0.5270 | 0.7260 |
| 0.4285 | 7.2088 | 656 | 0.5403 | 0.4924 | 0.5403 | 0.7351 |
| 0.4285 | 7.2308 | 658 | 0.5677 | 0.4286 | 0.5677 | 0.7534 |
| 0.4285 | 7.2527 | 660 | 0.5649 | 0.4286 | 0.5649 | 0.7516 |
| 0.4285 | 7.2747 | 662 | 0.5314 | 0.48 | 0.5314 | 0.7289 |
| 0.4285 | 7.2967 | 664 | 0.5404 | 0.4396 | 0.5404 | 0.7351 |
| 0.4285 | 7.3187 | 666 | 0.6036 | 0.4231 | 0.6036 | 0.7769 |
| 0.4285 | 7.3407 | 668 | 0.6283 | 0.4191 | 0.6283 | 0.7926 |
| 0.4285 | 7.3626 | 670 | 0.5826 | 0.4231 | 0.5826 | 0.7633 |
| 0.4285 | 7.3846 | 672 | 0.5143 | 0.4894 | 0.5143 | 0.7171 |
| 0.4285 | 7.4066 | 674 | 0.4969 | 0.4894 | 0.4969 | 0.7049 |
| 0.4285 | 7.4286 | 676 | 0.5065 | 0.4894 | 0.5065 | 0.7117 |
| 0.4285 | 7.4505 | 678 | 0.5349 | 0.4051 | 0.5349 | 0.7314 |
| 0.4285 | 7.4725 | 680 | 0.5193 | 0.4526 | 0.5193 | 0.7206 |
| 0.4285 | 7.4945 | 682 | 0.4860 | 0.4894 | 0.4860 | 0.6971 |
| 0.4285 | 7.5165 | 684 | 0.4889 | 0.4595 | 0.4889 | 0.6992 |
| 0.4285 | 7.5385 | 686 | 0.4986 | 0.4526 | 0.4986 | 0.7061 |
| 0.4285 | 7.5604 | 688 | 0.4930 | 0.4343 | 0.4930 | 0.7022 |
| 0.4285 | 7.5824 | 690 | 0.5030 | 0.3892 | 0.5030 | 0.7092 |
| 0.4285 | 7.6044 | 692 | 0.5180 | 0.3561 | 0.5180 | 0.7197 |
| 0.4285 | 7.6264 | 694 | 0.5055 | 0.3786 | 0.5055 | 0.7110 |
| 0.4285 | 7.6484 | 696 | 0.5066 | 0.3786 | 0.5066 | 0.7118 |
| 0.4285 | 7.6703 | 698 | 0.4771 | 0.4518 | 0.4771 | 0.6907 |
| 0.4285 | 7.6923 | 700 | 0.4565 | 0.5 | 0.4565 | 0.6757 |
| 0.4285 | 7.7143 | 702 | 0.4660 | 0.5132 | 0.4660 | 0.6826 |
| 0.4285 | 7.7363 | 704 | 0.5075 | 0.3939 | 0.5075 | 0.7124 |
| 0.4285 | 7.7582 | 706 | 0.5704 | 0.3818 | 0.5704 | 0.7552 |
| 0.4285 | 7.7802 | 708 | 0.5895 | 0.3818 | 0.5895 | 0.7678 |
| 0.4285 | 7.8022 | 710 | 0.5709 | 0.3905 | 0.5709 | 0.7556 |
| 0.4285 | 7.8242 | 712 | 0.5277 | 0.4051 | 0.5277 | 0.7264 |
| 0.4285 | 7.8462 | 714 | 0.4831 | 0.5052 | 0.4831 | 0.6951 |
| 0.4285 | 7.8681 | 716 | 0.4657 | 0.5417 | 0.4657 | 0.6824 |
| 0.4285 | 7.8901 | 718 | 0.4662 | 0.4627 | 0.4662 | 0.6828 |
| 0.4285 | 7.9121 | 720 | 0.4805 | 0.5282 | 0.4805 | 0.6932 |
| 0.4285 | 7.9341 | 722 | 0.5127 | 0.4510 | 0.5127 | 0.7160 |
| 0.4285 | 7.9560 | 724 | 0.5151 | 0.4510 | 0.5151 | 0.7177 |
| 0.4285 | 7.9780 | 726 | 0.4946 | 0.4732 | 0.4946 | 0.7033 |
| 0.4285 | 8.0 | 728 | 0.4818 | 0.4510 | 0.4818 | 0.6942 |
| 0.4285 | 8.0220 | 730 | 0.4824 | 0.5429 | 0.4824 | 0.6945 |
| 0.4285 | 8.0440 | 732 | 0.4821 | 0.5169 | 0.4821 | 0.6943 |
| 0.4285 | 8.0659 | 734 | 0.4906 | 0.4286 | 0.4906 | 0.7004 |
| 0.4285 | 8.0879 | 736 | 0.5257 | 0.4450 | 0.5257 | 0.7250 |
| 0.4285 | 8.1099 | 738 | 0.5424 | 0.4286 | 0.5424 | 0.7365 |
| 0.4285 | 8.1319 | 740 | 0.5458 | 0.4236 | 0.5458 | 0.7388 |
| 0.4285 | 8.1538 | 742 | 0.5489 | 0.4236 | 0.5489 | 0.7408 |
| 0.4285 | 8.1758 | 744 | 0.5757 | 0.4236 | 0.5757 | 0.7587 |
| 0.4285 | 8.1978 | 746 | 0.5655 | 0.4236 | 0.5655 | 0.7520 |
| 0.4285 | 8.2198 | 748 | 0.5308 | 0.4450 | 0.5308 | 0.7285 |
| 0.4285 | 8.2418 | 750 | 0.5052 | 0.5122 | 0.5052 | 0.7108 |
| 0.4285 | 8.2637 | 752 | 0.4988 | 0.4563 | 0.4988 | 0.7062 |
| 0.4285 | 8.2857 | 754 | 0.4964 | 0.4510 | 0.4964 | 0.7046 |
| 0.4285 | 8.3077 | 756 | 0.4965 | 0.4510 | 0.4965 | 0.7046 |
| 0.4285 | 8.3297 | 758 | 0.5060 | 0.5248 | 0.5060 | 0.7113 |
| 0.4285 | 8.3516 | 760 | 0.5455 | 0.3973 | 0.5455 | 0.7386 |
| 0.4285 | 8.3736 | 762 | 0.5806 | 0.4236 | 0.5806 | 0.7620 |
| 0.4285 | 8.3956 | 764 | 0.5654 | 0.3929 | 0.5654 | 0.7519 |
| 0.4285 | 8.4176 | 766 | 0.5203 | 0.4450 | 0.5203 | 0.7213 |
| 0.4285 | 8.4396 | 768 | 0.5051 | 0.4902 | 0.5051 | 0.7107 |
| 0.4285 | 8.4615 | 770 | 0.5052 | 0.4902 | 0.5052 | 0.7108 |
| 0.4285 | 8.4835 | 772 | 0.5206 | 0.4450 | 0.5206 | 0.7216 |
| 0.4285 | 8.5055 | 774 | 0.5304 | 0.4019 | 0.5304 | 0.7283 |
| 0.4285 | 8.5275 | 776 | 0.5622 | 0.3929 | 0.5622 | 0.7498 |
| 0.4285 | 8.5495 | 778 | 0.5894 | 0.4081 | 0.5894 | 0.7677 |
| 0.4285 | 8.5714 | 780 | 0.5917 | 0.4035 | 0.5917 | 0.7692 |
| 0.4285 | 8.5934 | 782 | 0.5676 | 0.3761 | 0.5676 | 0.7534 |
| 0.4285 | 8.6154 | 784 | 0.5233 | 0.3973 | 0.5233 | 0.7234 |
| 0.4285 | 8.6374 | 786 | 0.4854 | 0.5132 | 0.4854 | 0.6967 |
| 0.4285 | 8.6593 | 788 | 0.4733 | 0.5080 | 0.4733 | 0.6880 |
| 0.4285 | 8.6813 | 790 | 0.4685 | 0.5080 | 0.4685 | 0.6845 |
| 0.4285 | 8.7033 | 792 | 0.4667 | 0.5080 | 0.4667 | 0.6831 |
| 0.4285 | 8.7253 | 794 | 0.4647 | 0.5080 | 0.4647 | 0.6817 |
| 0.4285 | 8.7473 | 796 | 0.4667 | 0.5080 | 0.4667 | 0.6831 |
| 0.4285 | 8.7692 | 798 | 0.4817 | 0.5132 | 0.4817 | 0.6940 |
| 0.4285 | 8.7912 | 800 | 0.4976 | 0.5132 | 0.4976 | 0.7054 |
| 0.4285 | 8.8132 | 802 | 0.5106 | 0.4286 | 0.5106 | 0.7145 |
| 0.4285 | 8.8352 | 804 | 0.5135 | 0.4286 | 0.5135 | 0.7166 |
| 0.4285 | 8.8571 | 806 | 0.5054 | 0.4764 | 0.5054 | 0.7109 |
| 0.4285 | 8.8791 | 808 | 0.4872 | 0.5132 | 0.4872 | 0.6980 |
| 0.4285 | 8.9011 | 810 | 0.4761 | 0.5132 | 0.4761 | 0.6900 |
| 0.4285 | 8.9231 | 812 | 0.4727 | 0.5132 | 0.4727 | 0.6875 |
| 0.4285 | 8.9451 | 814 | 0.4765 | 0.5132 | 0.4765 | 0.6903 |
| 0.4285 | 8.9670 | 816 | 0.4757 | 0.5132 | 0.4757 | 0.6897 |
| 0.4285 | 8.9890 | 818 | 0.4831 | 0.5132 | 0.4831 | 0.6951 |
| 0.4285 | 9.0110 | 820 | 0.5034 | 0.4764 | 0.5034 | 0.7095 |
| 0.4285 | 9.0330 | 822 | 0.5371 | 0.3761 | 0.5371 | 0.7329 |
| 0.4285 | 9.0549 | 824 | 0.5608 | 0.4081 | 0.5608 | 0.7488 |
| 0.4285 | 9.0769 | 826 | 0.5710 | 0.4081 | 0.5710 | 0.7556 |
| 0.4285 | 9.0989 | 828 | 0.5663 | 0.4081 | 0.5663 | 0.7525 |
| 0.4285 | 9.1209 | 830 | 0.5730 | 0.4081 | 0.5730 | 0.7569 |
| 0.4285 | 9.1429 | 832 | 0.5665 | 0.4081 | 0.5665 | 0.7526 |
| 0.4285 | 9.1648 | 834 | 0.5429 | 0.3665 | 0.5429 | 0.7368 |
| 0.4285 | 9.1868 | 836 | 0.5151 | 0.4510 | 0.5151 | 0.7177 |
| 0.4285 | 9.2088 | 838 | 0.4925 | 0.5052 | 0.4925 | 0.7018 |
| 0.4285 | 9.2308 | 840 | 0.4827 | 0.5152 | 0.4827 | 0.6947 |
| 0.4285 | 9.2527 | 842 | 0.4771 | 0.5152 | 0.4771 | 0.6907 |
| 0.4285 | 9.2747 | 844 | 0.4754 | 0.4627 | 0.4754 | 0.6895 |
| 0.4285 | 9.2967 | 846 | 0.4770 | 0.5152 | 0.4770 | 0.6906 |
| 0.4285 | 9.3187 | 848 | 0.4821 | 0.5152 | 0.4821 | 0.6944 |
| 0.4285 | 9.3407 | 850 | 0.4870 | 0.5282 | 0.4870 | 0.6978 |
| 0.4285 | 9.3626 | 852 | 0.4963 | 0.5052 | 0.4963 | 0.7045 |
| 0.4285 | 9.3846 | 854 | 0.5109 | 0.4573 | 0.5109 | 0.7148 |
| 0.4285 | 9.4066 | 856 | 0.5215 | 0.4450 | 0.5215 | 0.7221 |
| 0.4285 | 9.4286 | 858 | 0.5265 | 0.4393 | 0.5265 | 0.7256 |
| 0.4285 | 9.4505 | 860 | 0.5234 | 0.4393 | 0.5234 | 0.7235 |
| 0.4285 | 9.4725 | 862 | 0.5138 | 0.4510 | 0.5138 | 0.7168 |
| 0.4285 | 9.4945 | 864 | 0.5042 | 0.5052 | 0.5042 | 0.7101 |
| 0.4285 | 9.5165 | 866 | 0.4966 | 0.5052 | 0.4966 | 0.7047 |
| 0.4285 | 9.5385 | 868 | 0.4873 | 0.5282 | 0.4873 | 0.6981 |
| 0.4285 | 9.5604 | 870 | 0.4836 | 0.5152 | 0.4836 | 0.6954 |
| 0.4285 | 9.5824 | 872 | 0.4829 | 0.5152 | 0.4829 | 0.6949 |
| 0.4285 | 9.6044 | 874 | 0.4846 | 0.5152 | 0.4846 | 0.6961 |
| 0.4285 | 9.6264 | 876 | 0.4887 | 0.5282 | 0.4887 | 0.6990 |
| 0.4285 | 9.6484 | 878 | 0.4930 | 0.5282 | 0.4930 | 0.7021 |
| 0.4285 | 9.6703 | 880 | 0.5007 | 0.5052 | 0.5007 | 0.7076 |
| 0.4285 | 9.6923 | 882 | 0.5117 | 0.4510 | 0.5117 | 0.7153 |
| 0.4285 | 9.7143 | 884 | 0.5209 | 0.4450 | 0.5209 | 0.7217 |
| 0.4285 | 9.7363 | 886 | 0.5274 | 0.4450 | 0.5274 | 0.7262 |
| 0.4285 | 9.7582 | 888 | 0.5327 | 0.3973 | 0.5327 | 0.7299 |
| 0.4285 | 9.7802 | 890 | 0.5349 | 0.3973 | 0.5349 | 0.7314 |
| 0.4285 | 9.8022 | 892 | 0.5355 | 0.3973 | 0.5355 | 0.7318 |
| 0.4285 | 9.8242 | 894 | 0.5360 | 0.3973 | 0.5360 | 0.7321 |
| 0.4285 | 9.8462 | 896 | 0.5333 | 0.3973 | 0.5333 | 0.7303 |
| 0.4285 | 9.8681 | 898 | 0.5292 | 0.4393 | 0.5292 | 0.7275 |
| 0.4285 | 9.8901 | 900 | 0.5264 | 0.4450 | 0.5264 | 0.7255 |
| 0.4285 | 9.9121 | 902 | 0.5241 | 0.4450 | 0.5241 | 0.7239 |
| 0.4285 | 9.9341 | 904 | 0.5226 | 0.4450 | 0.5226 | 0.7229 |
| 0.4285 | 9.9560 | 906 | 0.5218 | 0.4450 | 0.5218 | 0.7224 |
| 0.4285 | 9.9780 | 908 | 0.5209 | 0.4450 | 0.5209 | 0.7217 |
| 0.4285 | 10.0 | 910 | 0.5207 | 0.4450 | 0.5207 | 0.7216 |
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/ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k18_task3_organization
Base model
aubmindlab/bert-base-arabertv02