Instructions to use MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run1_AugV5_k19_task1_organization with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run1_AugV5_k19_task1_organization with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run1_AugV5_k19_task1_organization")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run1_AugV5_k19_task1_organization") model = AutoModelForSequenceClassification.from_pretrained("MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run1_AugV5_k19_task1_organization", device_map="auto") - Notebooks
- Google Colab
- Kaggle
ArabicNewSplits5_FineTuningAraBERT_run1_AugV5_k19_task1_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: 0.7497
- Qwk: 0.6504
- Mse: 0.7497
- Rmse: 0.8659
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 | 0.0171 | 2 | 5.0769 | -0.0110 | 5.0769 | 2.2532 |
| No log | 0.0342 | 4 | 3.2910 | 0.0932 | 3.2910 | 1.8141 |
| No log | 0.0513 | 6 | 2.6283 | -0.0324 | 2.6283 | 1.6212 |
| No log | 0.0684 | 8 | 2.3518 | -0.0981 | 2.3518 | 1.5336 |
| No log | 0.0855 | 10 | 2.7067 | -0.1030 | 2.7067 | 1.6452 |
| No log | 0.1026 | 12 | 2.5417 | -0.0868 | 2.5417 | 1.5943 |
| No log | 0.1197 | 14 | 2.5294 | -0.0038 | 2.5294 | 1.5904 |
| No log | 0.1368 | 16 | 2.1653 | 0.0780 | 2.1653 | 1.4715 |
| No log | 0.1538 | 18 | 1.8851 | 0.0901 | 1.8851 | 1.3730 |
| No log | 0.1709 | 20 | 1.8997 | 0.0984 | 1.8997 | 1.3783 |
| No log | 0.1880 | 22 | 1.8149 | 0.0777 | 1.8149 | 1.3472 |
| No log | 0.2051 | 24 | 1.9775 | 0.0491 | 1.9775 | 1.4062 |
| No log | 0.2222 | 26 | 1.9754 | 0.0541 | 1.9754 | 1.4055 |
| No log | 0.2393 | 28 | 2.2193 | 0.0477 | 2.2193 | 1.4897 |
| No log | 0.2564 | 30 | 2.0844 | 0.1308 | 2.0844 | 1.4437 |
| No log | 0.2735 | 32 | 2.0866 | 0.1401 | 2.0866 | 1.4445 |
| No log | 0.2906 | 34 | 2.2695 | 0.0889 | 2.2695 | 1.5065 |
| No log | 0.3077 | 36 | 2.5701 | 0.0387 | 2.5701 | 1.6032 |
| No log | 0.3248 | 38 | 2.9059 | 0.0441 | 2.9059 | 1.7047 |
| No log | 0.3419 | 40 | 2.7196 | 0.0679 | 2.7196 | 1.6491 |
| No log | 0.3590 | 42 | 2.3442 | 0.1442 | 2.3442 | 1.5311 |
| No log | 0.3761 | 44 | 1.8479 | 0.1971 | 1.8479 | 1.3594 |
| No log | 0.3932 | 46 | 1.6535 | 0.2224 | 1.6535 | 1.2859 |
| No log | 0.4103 | 48 | 1.2905 | 0.3269 | 1.2905 | 1.1360 |
| No log | 0.4274 | 50 | 1.0971 | 0.3545 | 1.0971 | 1.0474 |
| No log | 0.4444 | 52 | 1.0735 | 0.3977 | 1.0735 | 1.0361 |
| No log | 0.4615 | 54 | 1.2334 | 0.3736 | 1.2334 | 1.1106 |
| No log | 0.4786 | 56 | 1.4933 | 0.1865 | 1.4933 | 1.2220 |
| No log | 0.4957 | 58 | 1.7038 | 0.2129 | 1.7038 | 1.3053 |
| No log | 0.5128 | 60 | 1.7598 | 0.2284 | 1.7598 | 1.3266 |
| No log | 0.5299 | 62 | 1.7411 | 0.2556 | 1.7411 | 1.3195 |
| No log | 0.5470 | 64 | 1.6307 | 0.2848 | 1.6307 | 1.2770 |
| No log | 0.5641 | 66 | 1.6865 | 0.2911 | 1.6865 | 1.2987 |
| No log | 0.5812 | 68 | 1.6884 | 0.2947 | 1.6884 | 1.2994 |
| No log | 0.5983 | 70 | 1.6980 | 0.2930 | 1.6980 | 1.3031 |
| No log | 0.6154 | 72 | 1.8422 | 0.2412 | 1.8422 | 1.3573 |
| No log | 0.6325 | 74 | 2.0350 | 0.2265 | 2.0350 | 1.4265 |
| No log | 0.6496 | 76 | 2.0139 | 0.2155 | 2.0139 | 1.4191 |
| No log | 0.6667 | 78 | 1.7659 | 0.2594 | 1.7659 | 1.3289 |
| No log | 0.6838 | 80 | 1.4463 | 0.2889 | 1.4463 | 1.2026 |
| No log | 0.7009 | 82 | 1.2202 | 0.2847 | 1.2202 | 1.1046 |
| No log | 0.7179 | 84 | 1.0865 | 0.3617 | 1.0865 | 1.0424 |
| No log | 0.7350 | 86 | 1.0540 | 0.3505 | 1.0540 | 1.0267 |
| No log | 0.7521 | 88 | 1.1477 | 0.3293 | 1.1477 | 1.0713 |
| No log | 0.7692 | 90 | 1.4696 | 0.3318 | 1.4696 | 1.2123 |
| No log | 0.7863 | 92 | 1.7108 | 0.2624 | 1.7108 | 1.3080 |
| No log | 0.8034 | 94 | 1.6769 | 0.2306 | 1.6769 | 1.2950 |
| No log | 0.8205 | 96 | 1.4572 | 0.3458 | 1.4572 | 1.2071 |
| No log | 0.8376 | 98 | 1.2108 | 0.3312 | 1.2108 | 1.1004 |
| No log | 0.8547 | 100 | 1.0543 | 0.4561 | 1.0543 | 1.0268 |
| No log | 0.8718 | 102 | 1.0507 | 0.3966 | 1.0507 | 1.0250 |
| No log | 0.8889 | 104 | 0.9785 | 0.4334 | 0.9785 | 0.9892 |
| No log | 0.9060 | 106 | 0.9611 | 0.5067 | 0.9611 | 0.9803 |
| No log | 0.9231 | 108 | 0.9971 | 0.4135 | 0.9971 | 0.9985 |
| No log | 0.9402 | 110 | 1.2034 | 0.3139 | 1.2034 | 1.0970 |
| No log | 0.9573 | 112 | 1.3252 | 0.3553 | 1.3252 | 1.1512 |
| No log | 0.9744 | 114 | 1.3434 | 0.3574 | 1.3434 | 1.1591 |
| No log | 0.9915 | 116 | 1.3005 | 0.3585 | 1.3005 | 1.1404 |
| No log | 1.0085 | 118 | 1.3996 | 0.3855 | 1.3996 | 1.1830 |
| No log | 1.0256 | 120 | 1.2927 | 0.4233 | 1.2927 | 1.1370 |
| No log | 1.0427 | 122 | 1.1033 | 0.4637 | 1.1033 | 1.0504 |
| No log | 1.0598 | 124 | 0.8824 | 0.5807 | 0.8824 | 0.9394 |
| No log | 1.0769 | 126 | 0.8665 | 0.5498 | 0.8665 | 0.9309 |
| No log | 1.0940 | 128 | 0.8825 | 0.5601 | 0.8825 | 0.9394 |
| No log | 1.1111 | 130 | 0.9854 | 0.4612 | 0.9854 | 0.9926 |
| No log | 1.1282 | 132 | 1.0381 | 0.4582 | 1.0381 | 1.0189 |
| No log | 1.1453 | 134 | 1.1360 | 0.4917 | 1.1360 | 1.0658 |
| No log | 1.1624 | 136 | 1.3525 | 0.4531 | 1.3525 | 1.1630 |
| No log | 1.1795 | 138 | 1.7445 | 0.3232 | 1.7445 | 1.3208 |
| No log | 1.1966 | 140 | 1.9632 | 0.2706 | 1.9632 | 1.4011 |
| No log | 1.2137 | 142 | 1.7020 | 0.2988 | 1.7020 | 1.3046 |
| No log | 1.2308 | 144 | 1.2606 | 0.4059 | 1.2606 | 1.1228 |
| No log | 1.2479 | 146 | 0.9661 | 0.4956 | 0.9661 | 0.9829 |
| No log | 1.2650 | 148 | 0.9165 | 0.5175 | 0.9165 | 0.9574 |
| No log | 1.2821 | 150 | 0.9306 | 0.5274 | 0.9306 | 0.9647 |
| No log | 1.2991 | 152 | 0.8988 | 0.5473 | 0.8988 | 0.9480 |
| No log | 1.3162 | 154 | 0.8854 | 0.5556 | 0.8854 | 0.9410 |
| No log | 1.3333 | 156 | 0.9020 | 0.5632 | 0.9020 | 0.9498 |
| No log | 1.3504 | 158 | 0.8559 | 0.5690 | 0.8559 | 0.9252 |
| No log | 1.3675 | 160 | 0.8222 | 0.6320 | 0.8222 | 0.9068 |
| No log | 1.3846 | 162 | 0.8197 | 0.5532 | 0.8197 | 0.9054 |
| No log | 1.4017 | 164 | 0.8182 | 0.5970 | 0.8182 | 0.9046 |
| No log | 1.4188 | 166 | 0.9467 | 0.5727 | 0.9467 | 0.9730 |
| No log | 1.4359 | 168 | 1.2590 | 0.4465 | 1.2590 | 1.1221 |
| No log | 1.4530 | 170 | 1.5296 | 0.3378 | 1.5296 | 1.2368 |
| No log | 1.4701 | 172 | 1.9162 | 0.2953 | 1.9162 | 1.3843 |
| No log | 1.4872 | 174 | 1.9532 | 0.2870 | 1.9532 | 1.3976 |
| No log | 1.5043 | 176 | 1.6300 | 0.3301 | 1.6300 | 1.2767 |
| No log | 1.5214 | 178 | 1.0187 | 0.4813 | 1.0187 | 1.0093 |
| No log | 1.5385 | 180 | 0.7936 | 0.5268 | 0.7936 | 0.8908 |
| No log | 1.5556 | 182 | 0.8534 | 0.5364 | 0.8534 | 0.9238 |
| No log | 1.5726 | 184 | 0.8797 | 0.5183 | 0.8797 | 0.9379 |
| No log | 1.5897 | 186 | 0.8714 | 0.5708 | 0.8714 | 0.9335 |
| No log | 1.6068 | 188 | 0.8650 | 0.5717 | 0.8650 | 0.9300 |
| No log | 1.6239 | 190 | 0.8633 | 0.6115 | 0.8633 | 0.9291 |
| No log | 1.6410 | 192 | 0.9002 | 0.5906 | 0.9002 | 0.9488 |
| No log | 1.6581 | 194 | 0.9523 | 0.5774 | 0.9523 | 0.9758 |
| No log | 1.6752 | 196 | 1.0001 | 0.5546 | 1.0001 | 1.0000 |
| No log | 1.6923 | 198 | 1.1851 | 0.4815 | 1.1851 | 1.0886 |
| No log | 1.7094 | 200 | 1.3220 | 0.4444 | 1.3220 | 1.1498 |
| No log | 1.7265 | 202 | 1.3085 | 0.4508 | 1.3085 | 1.1439 |
| No log | 1.7436 | 204 | 1.2500 | 0.4976 | 1.2500 | 1.1180 |
| No log | 1.7607 | 206 | 1.0662 | 0.5516 | 1.0662 | 1.0326 |
| No log | 1.7778 | 208 | 0.9038 | 0.6159 | 0.9038 | 0.9507 |
| No log | 1.7949 | 210 | 0.8518 | 0.6365 | 0.8518 | 0.9229 |
| No log | 1.8120 | 212 | 0.8592 | 0.5930 | 0.8592 | 0.9269 |
| No log | 1.8291 | 214 | 0.7918 | 0.6046 | 0.7918 | 0.8898 |
| No log | 1.8462 | 216 | 0.7403 | 0.6288 | 0.7403 | 0.8604 |
| No log | 1.8632 | 218 | 0.8126 | 0.6241 | 0.8126 | 0.9015 |
| No log | 1.8803 | 220 | 0.8841 | 0.5863 | 0.8841 | 0.9403 |
| No log | 1.8974 | 222 | 0.8641 | 0.5957 | 0.8641 | 0.9296 |
| No log | 1.9145 | 224 | 0.8083 | 0.6212 | 0.8083 | 0.8991 |
| No log | 1.9316 | 226 | 0.7625 | 0.6253 | 0.7625 | 0.8732 |
| No log | 1.9487 | 228 | 0.7556 | 0.6707 | 0.7556 | 0.8693 |
| No log | 1.9658 | 230 | 0.7548 | 0.6699 | 0.7548 | 0.8688 |
| No log | 1.9829 | 232 | 0.7647 | 0.6123 | 0.7647 | 0.8745 |
| No log | 2.0 | 234 | 0.7876 | 0.5911 | 0.7876 | 0.8875 |
| No log | 2.0171 | 236 | 0.8099 | 0.6132 | 0.8099 | 0.8999 |
| No log | 2.0342 | 238 | 0.7982 | 0.5741 | 0.7982 | 0.8934 |
| No log | 2.0513 | 240 | 0.7851 | 0.5763 | 0.7851 | 0.8860 |
| No log | 2.0684 | 242 | 0.7808 | 0.5871 | 0.7808 | 0.8836 |
| No log | 2.0855 | 244 | 0.7875 | 0.6033 | 0.7875 | 0.8874 |
| No log | 2.1026 | 246 | 0.7946 | 0.5938 | 0.7946 | 0.8914 |
| No log | 2.1197 | 248 | 0.8010 | 0.6160 | 0.8010 | 0.8950 |
| No log | 2.1368 | 250 | 0.8127 | 0.6169 | 0.8127 | 0.9015 |
| No log | 2.1538 | 252 | 0.8314 | 0.5871 | 0.8314 | 0.9118 |
| No log | 2.1709 | 254 | 0.8723 | 0.5551 | 0.8723 | 0.9340 |
| No log | 2.1880 | 256 | 0.8911 | 0.5613 | 0.8911 | 0.9440 |
| No log | 2.2051 | 258 | 0.8982 | 0.5947 | 0.8982 | 0.9477 |
| No log | 2.2222 | 260 | 0.9292 | 0.6085 | 0.9292 | 0.9640 |
| No log | 2.2393 | 262 | 0.9470 | 0.5713 | 0.9470 | 0.9731 |
| No log | 2.2564 | 264 | 0.8623 | 0.5822 | 0.8623 | 0.9286 |
| No log | 2.2735 | 266 | 0.7880 | 0.5389 | 0.7880 | 0.8877 |
| No log | 2.2906 | 268 | 0.7855 | 0.5554 | 0.7855 | 0.8863 |
| No log | 2.3077 | 270 | 0.8288 | 0.5238 | 0.8288 | 0.9104 |
| No log | 2.3248 | 272 | 0.8660 | 0.5384 | 0.8660 | 0.9306 |
| No log | 2.3419 | 274 | 0.8826 | 0.5614 | 0.8826 | 0.9395 |
| No log | 2.3590 | 276 | 0.8326 | 0.6096 | 0.8326 | 0.9125 |
| No log | 2.3761 | 278 | 0.8309 | 0.6136 | 0.8309 | 0.9115 |
| No log | 2.3932 | 280 | 0.8126 | 0.6015 | 0.8126 | 0.9014 |
| No log | 2.4103 | 282 | 0.7929 | 0.6043 | 0.7929 | 0.8904 |
| No log | 2.4274 | 284 | 0.7788 | 0.6131 | 0.7788 | 0.8825 |
| No log | 2.4444 | 286 | 0.7812 | 0.5988 | 0.7812 | 0.8839 |
| No log | 2.4615 | 288 | 0.7753 | 0.6056 | 0.7753 | 0.8805 |
| No log | 2.4786 | 290 | 0.7461 | 0.6106 | 0.7461 | 0.8638 |
| No log | 2.4957 | 292 | 0.7333 | 0.5849 | 0.7333 | 0.8563 |
| No log | 2.5128 | 294 | 0.7408 | 0.5652 | 0.7408 | 0.8607 |
| No log | 2.5299 | 296 | 0.7341 | 0.5713 | 0.7341 | 0.8568 |
| No log | 2.5470 | 298 | 0.7374 | 0.5875 | 0.7374 | 0.8587 |
| No log | 2.5641 | 300 | 0.7357 | 0.6016 | 0.7357 | 0.8577 |
| No log | 2.5812 | 302 | 0.7407 | 0.5515 | 0.7407 | 0.8606 |
| No log | 2.5983 | 304 | 0.7646 | 0.5907 | 0.7646 | 0.8744 |
| No log | 2.6154 | 306 | 0.7429 | 0.5925 | 0.7429 | 0.8619 |
| No log | 2.6325 | 308 | 0.7198 | 0.6613 | 0.7198 | 0.8484 |
| No log | 2.6496 | 310 | 0.7120 | 0.6516 | 0.7120 | 0.8438 |
| No log | 2.6667 | 312 | 0.7060 | 0.6668 | 0.7060 | 0.8402 |
| No log | 2.6838 | 314 | 0.6995 | 0.6703 | 0.6995 | 0.8364 |
| No log | 2.7009 | 316 | 0.7031 | 0.6555 | 0.7031 | 0.8385 |
| No log | 2.7179 | 318 | 0.7146 | 0.6482 | 0.7146 | 0.8454 |
| No log | 2.7350 | 320 | 0.7701 | 0.6141 | 0.7701 | 0.8776 |
| No log | 2.7521 | 322 | 0.7900 | 0.6205 | 0.7900 | 0.8888 |
| No log | 2.7692 | 324 | 0.7511 | 0.6191 | 0.7511 | 0.8667 |
| No log | 2.7863 | 326 | 0.7294 | 0.6032 | 0.7294 | 0.8541 |
| No log | 2.8034 | 328 | 0.7078 | 0.6482 | 0.7078 | 0.8413 |
| No log | 2.8205 | 330 | 0.7151 | 0.6577 | 0.7151 | 0.8456 |
| No log | 2.8376 | 332 | 0.7196 | 0.6528 | 0.7196 | 0.8483 |
| No log | 2.8547 | 334 | 0.7269 | 0.6309 | 0.7269 | 0.8526 |
| No log | 2.8718 | 336 | 0.7443 | 0.6122 | 0.7443 | 0.8627 |
| No log | 2.8889 | 338 | 0.7829 | 0.5964 | 0.7829 | 0.8848 |
| No log | 2.9060 | 340 | 0.7795 | 0.6157 | 0.7795 | 0.8829 |
| No log | 2.9231 | 342 | 0.7913 | 0.5883 | 0.7913 | 0.8895 |
| No log | 2.9402 | 344 | 0.7857 | 0.6045 | 0.7857 | 0.8864 |
| No log | 2.9573 | 346 | 0.7448 | 0.5990 | 0.7448 | 0.8630 |
| No log | 2.9744 | 348 | 0.7347 | 0.5990 | 0.7347 | 0.8572 |
| No log | 2.9915 | 350 | 0.7081 | 0.6122 | 0.7081 | 0.8415 |
| No log | 3.0085 | 352 | 0.6998 | 0.6091 | 0.6998 | 0.8366 |
| No log | 3.0256 | 354 | 0.6919 | 0.6046 | 0.6919 | 0.8318 |
| No log | 3.0427 | 356 | 0.7075 | 0.6408 | 0.7075 | 0.8411 |
| No log | 3.0598 | 358 | 0.7344 | 0.6406 | 0.7344 | 0.8570 |
| No log | 3.0769 | 360 | 0.7529 | 0.6209 | 0.7529 | 0.8677 |
| No log | 3.0940 | 362 | 0.7531 | 0.6391 | 0.7531 | 0.8678 |
| No log | 3.1111 | 364 | 0.7638 | 0.6259 | 0.7638 | 0.8740 |
| No log | 3.1282 | 366 | 0.7641 | 0.6299 | 0.7641 | 0.8741 |
| No log | 3.1453 | 368 | 0.7276 | 0.6222 | 0.7276 | 0.8530 |
| No log | 3.1624 | 370 | 0.6977 | 0.6453 | 0.6977 | 0.8353 |
| No log | 3.1795 | 372 | 0.7079 | 0.6353 | 0.7079 | 0.8414 |
| No log | 3.1966 | 374 | 0.7037 | 0.6589 | 0.7037 | 0.8389 |
| No log | 3.2137 | 376 | 0.7333 | 0.6522 | 0.7333 | 0.8563 |
| No log | 3.2308 | 378 | 0.7831 | 0.6324 | 0.7831 | 0.8850 |
| No log | 3.2479 | 380 | 0.7626 | 0.6528 | 0.7626 | 0.8733 |
| No log | 3.2650 | 382 | 0.7176 | 0.6755 | 0.7176 | 0.8471 |
| No log | 3.2821 | 384 | 0.7211 | 0.6387 | 0.7211 | 0.8492 |
| No log | 3.2991 | 386 | 0.7122 | 0.6421 | 0.7122 | 0.8439 |
| No log | 3.3162 | 388 | 0.7006 | 0.6520 | 0.7006 | 0.8370 |
| No log | 3.3333 | 390 | 0.7114 | 0.6788 | 0.7114 | 0.8434 |
| No log | 3.3504 | 392 | 0.7104 | 0.6816 | 0.7104 | 0.8429 |
| No log | 3.3675 | 394 | 0.6931 | 0.6574 | 0.6931 | 0.8326 |
| No log | 3.3846 | 396 | 0.6900 | 0.6727 | 0.6900 | 0.8307 |
| No log | 3.4017 | 398 | 0.6879 | 0.6724 | 0.6879 | 0.8294 |
| No log | 3.4188 | 400 | 0.7105 | 0.6690 | 0.7105 | 0.8429 |
| No log | 3.4359 | 402 | 0.7218 | 0.6557 | 0.7218 | 0.8496 |
| No log | 3.4530 | 404 | 0.6979 | 0.6647 | 0.6979 | 0.8354 |
| No log | 3.4701 | 406 | 0.6854 | 0.6564 | 0.6854 | 0.8279 |
| No log | 3.4872 | 408 | 0.6939 | 0.6564 | 0.6939 | 0.8330 |
| No log | 3.5043 | 410 | 0.7272 | 0.6448 | 0.7272 | 0.8528 |
| No log | 3.5214 | 412 | 0.7631 | 0.6519 | 0.7631 | 0.8736 |
| No log | 3.5385 | 414 | 0.7768 | 0.6536 | 0.7768 | 0.8814 |
| No log | 3.5556 | 416 | 0.7313 | 0.6543 | 0.7313 | 0.8552 |
| No log | 3.5726 | 418 | 0.7038 | 0.6247 | 0.7038 | 0.8389 |
| No log | 3.5897 | 420 | 0.7066 | 0.6603 | 0.7066 | 0.8406 |
| No log | 3.6068 | 422 | 0.7032 | 0.6574 | 0.7032 | 0.8386 |
| No log | 3.6239 | 424 | 0.7044 | 0.6624 | 0.7044 | 0.8393 |
| No log | 3.6410 | 426 | 0.7008 | 0.6624 | 0.7008 | 0.8371 |
| No log | 3.6581 | 428 | 0.6962 | 0.6548 | 0.6962 | 0.8344 |
| No log | 3.6752 | 430 | 0.6941 | 0.6788 | 0.6941 | 0.8331 |
| No log | 3.6923 | 432 | 0.6922 | 0.6552 | 0.6922 | 0.8320 |
| No log | 3.7094 | 434 | 0.6903 | 0.6607 | 0.6903 | 0.8309 |
| No log | 3.7265 | 436 | 0.6931 | 0.6615 | 0.6931 | 0.8325 |
| No log | 3.7436 | 438 | 0.6985 | 0.6622 | 0.6985 | 0.8357 |
| No log | 3.7607 | 440 | 0.7120 | 0.6637 | 0.7120 | 0.8438 |
| No log | 3.7778 | 442 | 0.7222 | 0.6570 | 0.7222 | 0.8498 |
| No log | 3.7949 | 444 | 0.7170 | 0.6431 | 0.7170 | 0.8467 |
| No log | 3.8120 | 446 | 0.7212 | 0.6270 | 0.7212 | 0.8492 |
| No log | 3.8291 | 448 | 0.7293 | 0.6367 | 0.7293 | 0.8540 |
| No log | 3.8462 | 450 | 0.7344 | 0.6166 | 0.7344 | 0.8570 |
| No log | 3.8632 | 452 | 0.7394 | 0.6118 | 0.7394 | 0.8599 |
| No log | 3.8803 | 454 | 0.7421 | 0.6222 | 0.7421 | 0.8615 |
| No log | 3.8974 | 456 | 0.7437 | 0.6150 | 0.7437 | 0.8624 |
| No log | 3.9145 | 458 | 0.7397 | 0.6109 | 0.7397 | 0.8600 |
| No log | 3.9316 | 460 | 0.7336 | 0.6140 | 0.7336 | 0.8565 |
| No log | 3.9487 | 462 | 0.7313 | 0.6171 | 0.7313 | 0.8551 |
| No log | 3.9658 | 464 | 0.7313 | 0.6127 | 0.7313 | 0.8551 |
| No log | 3.9829 | 466 | 0.7225 | 0.6152 | 0.7225 | 0.8500 |
| No log | 4.0 | 468 | 0.7240 | 0.6124 | 0.7240 | 0.8509 |
| No log | 4.0171 | 470 | 0.7315 | 0.6509 | 0.7315 | 0.8553 |
| No log | 4.0342 | 472 | 0.7531 | 0.5880 | 0.7531 | 0.8678 |
| No log | 4.0513 | 474 | 0.7629 | 0.6038 | 0.7629 | 0.8735 |
| No log | 4.0684 | 476 | 0.7481 | 0.6040 | 0.7481 | 0.8649 |
| No log | 4.0855 | 478 | 0.7448 | 0.5975 | 0.7448 | 0.8630 |
| No log | 4.1026 | 480 | 0.7420 | 0.6118 | 0.7420 | 0.8614 |
| No log | 4.1197 | 482 | 0.7312 | 0.6399 | 0.7312 | 0.8551 |
| No log | 4.1368 | 484 | 0.7503 | 0.5699 | 0.7503 | 0.8662 |
| No log | 4.1538 | 486 | 0.7849 | 0.5965 | 0.7849 | 0.8860 |
| No log | 4.1709 | 488 | 0.8180 | 0.5982 | 0.8180 | 0.9044 |
| No log | 4.1880 | 490 | 0.8034 | 0.6151 | 0.8034 | 0.8963 |
| No log | 4.2051 | 492 | 0.7760 | 0.6348 | 0.7760 | 0.8809 |
| No log | 4.2222 | 494 | 0.7526 | 0.6217 | 0.7526 | 0.8675 |
| No log | 4.2393 | 496 | 0.7419 | 0.6578 | 0.7419 | 0.8613 |
| No log | 4.2564 | 498 | 0.7296 | 0.6521 | 0.7296 | 0.8542 |
| 0.4941 | 4.2735 | 500 | 0.7214 | 0.6457 | 0.7214 | 0.8494 |
| 0.4941 | 4.2906 | 502 | 0.7134 | 0.6466 | 0.7134 | 0.8446 |
| 0.4941 | 4.3077 | 504 | 0.7094 | 0.6516 | 0.7094 | 0.8423 |
| 0.4941 | 4.3248 | 506 | 0.7045 | 0.6465 | 0.7045 | 0.8393 |
| 0.4941 | 4.3419 | 508 | 0.7133 | 0.6352 | 0.7133 | 0.8446 |
| 0.4941 | 4.3590 | 510 | 0.7404 | 0.5994 | 0.7404 | 0.8605 |
| 0.4941 | 4.3761 | 512 | 0.7527 | 0.5836 | 0.7527 | 0.8676 |
| 0.4941 | 4.3932 | 514 | 0.7391 | 0.6086 | 0.7391 | 0.8597 |
| 0.4941 | 4.4103 | 516 | 0.7471 | 0.6242 | 0.7471 | 0.8644 |
| 0.4941 | 4.4274 | 518 | 0.7681 | 0.6080 | 0.7681 | 0.8764 |
| 0.4941 | 4.4444 | 520 | 0.7865 | 0.5742 | 0.7865 | 0.8869 |
| 0.4941 | 4.4615 | 522 | 0.7592 | 0.5921 | 0.7592 | 0.8713 |
| 0.4941 | 4.4786 | 524 | 0.7413 | 0.5977 | 0.7413 | 0.8610 |
| 0.4941 | 4.4957 | 526 | 0.7163 | 0.6371 | 0.7163 | 0.8463 |
| 0.4941 | 4.5128 | 528 | 0.7217 | 0.6325 | 0.7217 | 0.8495 |
| 0.4941 | 4.5299 | 530 | 0.7511 | 0.6074 | 0.7511 | 0.8667 |
| 0.4941 | 4.5470 | 532 | 0.7958 | 0.5648 | 0.7958 | 0.8921 |
| 0.4941 | 4.5641 | 534 | 0.7988 | 0.5649 | 0.7988 | 0.8938 |
| 0.4941 | 4.5812 | 536 | 0.7606 | 0.5505 | 0.7606 | 0.8721 |
| 0.4941 | 4.5983 | 538 | 0.7523 | 0.5530 | 0.7523 | 0.8674 |
| 0.4941 | 4.6154 | 540 | 0.7491 | 0.5787 | 0.7491 | 0.8655 |
| 0.4941 | 4.6325 | 542 | 0.7398 | 0.5733 | 0.7398 | 0.8601 |
| 0.4941 | 4.6496 | 544 | 0.7581 | 0.5908 | 0.7581 | 0.8707 |
| 0.4941 | 4.6667 | 546 | 0.7809 | 0.5987 | 0.7809 | 0.8837 |
| 0.4941 | 4.6838 | 548 | 0.7827 | 0.6330 | 0.7827 | 0.8847 |
| 0.4941 | 4.7009 | 550 | 0.7532 | 0.6246 | 0.7532 | 0.8679 |
| 0.4941 | 4.7179 | 552 | 0.7201 | 0.6337 | 0.7201 | 0.8486 |
| 0.4941 | 4.7350 | 554 | 0.7191 | 0.6324 | 0.7191 | 0.8480 |
| 0.4941 | 4.7521 | 556 | 0.7298 | 0.6231 | 0.7298 | 0.8543 |
| 0.4941 | 4.7692 | 558 | 0.7242 | 0.6668 | 0.7242 | 0.8510 |
| 0.4941 | 4.7863 | 560 | 0.7452 | 0.6383 | 0.7452 | 0.8633 |
| 0.4941 | 4.8034 | 562 | 0.8058 | 0.6516 | 0.8058 | 0.8976 |
| 0.4941 | 4.8205 | 564 | 0.8359 | 0.6462 | 0.8359 | 0.9143 |
| 0.4941 | 4.8376 | 566 | 0.8347 | 0.6386 | 0.8347 | 0.9136 |
| 0.4941 | 4.8547 | 568 | 0.7965 | 0.6479 | 0.7965 | 0.8924 |
| 0.4941 | 4.8718 | 570 | 0.7470 | 0.6212 | 0.7470 | 0.8643 |
| 0.4941 | 4.8889 | 572 | 0.7327 | 0.6351 | 0.7327 | 0.8560 |
| 0.4941 | 4.9060 | 574 | 0.7259 | 0.5932 | 0.7259 | 0.8520 |
| 0.4941 | 4.9231 | 576 | 0.7291 | 0.5823 | 0.7291 | 0.8539 |
| 0.4941 | 4.9402 | 578 | 0.7472 | 0.5671 | 0.7472 | 0.8644 |
| 0.4941 | 4.9573 | 580 | 0.7614 | 0.5828 | 0.7614 | 0.8726 |
| 0.4941 | 4.9744 | 582 | 0.7485 | 0.5744 | 0.7485 | 0.8651 |
| 0.4941 | 4.9915 | 584 | 0.7385 | 0.5962 | 0.7385 | 0.8594 |
| 0.4941 | 5.0085 | 586 | 0.7423 | 0.5973 | 0.7423 | 0.8616 |
| 0.4941 | 5.0256 | 588 | 0.7466 | 0.6056 | 0.7466 | 0.8641 |
| 0.4941 | 5.0427 | 590 | 0.7512 | 0.5721 | 0.7512 | 0.8667 |
| 0.4941 | 5.0598 | 592 | 0.7571 | 0.5721 | 0.7571 | 0.8701 |
| 0.4941 | 5.0769 | 594 | 0.7595 | 0.5963 | 0.7595 | 0.8715 |
| 0.4941 | 5.0940 | 596 | 0.7687 | 0.5857 | 0.7687 | 0.8768 |
| 0.4941 | 5.1111 | 598 | 0.7636 | 0.6103 | 0.7636 | 0.8738 |
| 0.4941 | 5.1282 | 600 | 0.7480 | 0.6133 | 0.7480 | 0.8649 |
| 0.4941 | 5.1453 | 602 | 0.7354 | 0.5883 | 0.7354 | 0.8576 |
| 0.4941 | 5.1624 | 604 | 0.7275 | 0.6206 | 0.7275 | 0.8529 |
| 0.4941 | 5.1795 | 606 | 0.7231 | 0.6319 | 0.7231 | 0.8504 |
| 0.4941 | 5.1966 | 608 | 0.7291 | 0.6242 | 0.7291 | 0.8539 |
| 0.4941 | 5.2137 | 610 | 0.7341 | 0.6372 | 0.7341 | 0.8568 |
| 0.4941 | 5.2308 | 612 | 0.7386 | 0.6396 | 0.7386 | 0.8594 |
| 0.4941 | 5.2479 | 614 | 0.7374 | 0.6430 | 0.7374 | 0.8587 |
| 0.4941 | 5.2650 | 616 | 0.7310 | 0.6080 | 0.7310 | 0.8550 |
| 0.4941 | 5.2821 | 618 | 0.7243 | 0.6278 | 0.7243 | 0.8511 |
| 0.4941 | 5.2991 | 620 | 0.7154 | 0.6436 | 0.7154 | 0.8458 |
| 0.4941 | 5.3162 | 622 | 0.7086 | 0.6363 | 0.7086 | 0.8418 |
| 0.4941 | 5.3333 | 624 | 0.7079 | 0.6609 | 0.7079 | 0.8414 |
| 0.4941 | 5.3504 | 626 | 0.7087 | 0.6271 | 0.7087 | 0.8418 |
| 0.4941 | 5.3675 | 628 | 0.7081 | 0.6271 | 0.7081 | 0.8415 |
| 0.4941 | 5.3846 | 630 | 0.7069 | 0.6432 | 0.7069 | 0.8408 |
| 0.4941 | 5.4017 | 632 | 0.7153 | 0.6419 | 0.7153 | 0.8457 |
| 0.4941 | 5.4188 | 634 | 0.7194 | 0.6419 | 0.7194 | 0.8482 |
| 0.4941 | 5.4359 | 636 | 0.7165 | 0.6228 | 0.7165 | 0.8464 |
| 0.4941 | 5.4530 | 638 | 0.7204 | 0.6484 | 0.7204 | 0.8488 |
| 0.4941 | 5.4701 | 640 | 0.7290 | 0.6186 | 0.7290 | 0.8538 |
| 0.4941 | 5.4872 | 642 | 0.7337 | 0.6186 | 0.7337 | 0.8566 |
| 0.4941 | 5.5043 | 644 | 0.7360 | 0.6186 | 0.7360 | 0.8579 |
| 0.4941 | 5.5214 | 646 | 0.7316 | 0.6489 | 0.7316 | 0.8553 |
| 0.4941 | 5.5385 | 648 | 0.7368 | 0.5925 | 0.7368 | 0.8584 |
| 0.4941 | 5.5556 | 650 | 0.7331 | 0.5925 | 0.7331 | 0.8562 |
| 0.4941 | 5.5726 | 652 | 0.7264 | 0.6256 | 0.7264 | 0.8523 |
| 0.4941 | 5.5897 | 654 | 0.7229 | 0.6321 | 0.7229 | 0.8503 |
| 0.4941 | 5.6068 | 656 | 0.7224 | 0.6372 | 0.7224 | 0.8500 |
| 0.4941 | 5.6239 | 658 | 0.7239 | 0.6472 | 0.7239 | 0.8508 |
| 0.4941 | 5.6410 | 660 | 0.7301 | 0.6024 | 0.7301 | 0.8544 |
| 0.4941 | 5.6581 | 662 | 0.7389 | 0.6133 | 0.7389 | 0.8596 |
| 0.4941 | 5.6752 | 664 | 0.7375 | 0.6133 | 0.7375 | 0.8588 |
| 0.4941 | 5.6923 | 666 | 0.7278 | 0.6184 | 0.7278 | 0.8531 |
| 0.4941 | 5.7094 | 668 | 0.7281 | 0.6184 | 0.7281 | 0.8533 |
| 0.4941 | 5.7265 | 670 | 0.7319 | 0.6184 | 0.7319 | 0.8555 |
| 0.4941 | 5.7436 | 672 | 0.7384 | 0.6133 | 0.7384 | 0.8593 |
| 0.4941 | 5.7607 | 674 | 0.7357 | 0.6046 | 0.7357 | 0.8577 |
| 0.4941 | 5.7778 | 676 | 0.7168 | 0.6326 | 0.7168 | 0.8467 |
| 0.4941 | 5.7949 | 678 | 0.7113 | 0.5902 | 0.7113 | 0.8434 |
| 0.4941 | 5.8120 | 680 | 0.7214 | 0.6084 | 0.7214 | 0.8494 |
| 0.4941 | 5.8291 | 682 | 0.7226 | 0.6068 | 0.7226 | 0.8500 |
| 0.4941 | 5.8462 | 684 | 0.7150 | 0.6209 | 0.7150 | 0.8456 |
| 0.4941 | 5.8632 | 686 | 0.7172 | 0.6573 | 0.7172 | 0.8469 |
| 0.4941 | 5.8803 | 688 | 0.7394 | 0.6107 | 0.7394 | 0.8599 |
| 0.4941 | 5.8974 | 690 | 0.7797 | 0.6487 | 0.7797 | 0.8830 |
| 0.4941 | 5.9145 | 692 | 0.7961 | 0.6554 | 0.7961 | 0.8923 |
| 0.4941 | 5.9316 | 694 | 0.7811 | 0.6562 | 0.7811 | 0.8838 |
| 0.4941 | 5.9487 | 696 | 0.7641 | 0.6654 | 0.7641 | 0.8741 |
| 0.4941 | 5.9658 | 698 | 0.7390 | 0.6451 | 0.7390 | 0.8596 |
| 0.4941 | 5.9829 | 700 | 0.7238 | 0.6279 | 0.7238 | 0.8508 |
| 0.4941 | 6.0 | 702 | 0.7075 | 0.6399 | 0.7075 | 0.8411 |
| 0.4941 | 6.0171 | 704 | 0.7103 | 0.6383 | 0.7103 | 0.8428 |
| 0.4941 | 6.0342 | 706 | 0.7319 | 0.6465 | 0.7319 | 0.8555 |
| 0.4941 | 6.0513 | 708 | 0.7409 | 0.6340 | 0.7409 | 0.8607 |
| 0.4941 | 6.0684 | 710 | 0.7641 | 0.6346 | 0.7641 | 0.8741 |
| 0.4941 | 6.0855 | 712 | 0.7945 | 0.6245 | 0.7945 | 0.8913 |
| 0.4941 | 6.1026 | 714 | 0.7958 | 0.6245 | 0.7958 | 0.8921 |
| 0.4941 | 6.1197 | 716 | 0.7746 | 0.6487 | 0.7746 | 0.8801 |
| 0.4941 | 6.1368 | 718 | 0.7363 | 0.6420 | 0.7363 | 0.8581 |
| 0.4941 | 6.1538 | 720 | 0.7035 | 0.6399 | 0.7035 | 0.8388 |
| 0.4941 | 6.1709 | 722 | 0.6933 | 0.6677 | 0.6933 | 0.8327 |
| 0.4941 | 6.1880 | 724 | 0.6953 | 0.6535 | 0.6953 | 0.8339 |
| 0.4941 | 6.2051 | 726 | 0.6981 | 0.6553 | 0.6981 | 0.8355 |
| 0.4941 | 6.2222 | 728 | 0.6920 | 0.6363 | 0.6920 | 0.8319 |
| 0.4941 | 6.2393 | 730 | 0.6938 | 0.6641 | 0.6938 | 0.8330 |
| 0.4941 | 6.2564 | 732 | 0.7178 | 0.6389 | 0.7178 | 0.8472 |
| 0.4941 | 6.2735 | 734 | 0.7436 | 0.6449 | 0.7436 | 0.8623 |
| 0.4941 | 6.2906 | 736 | 0.7696 | 0.6557 | 0.7696 | 0.8772 |
| 0.4941 | 6.3077 | 738 | 0.7806 | 0.6557 | 0.7806 | 0.8835 |
| 0.4941 | 6.3248 | 740 | 0.7848 | 0.6629 | 0.7848 | 0.8859 |
| 0.4941 | 6.3419 | 742 | 0.7941 | 0.6596 | 0.7941 | 0.8911 |
| 0.4941 | 6.3590 | 744 | 0.7814 | 0.6683 | 0.7814 | 0.8840 |
| 0.4941 | 6.3761 | 746 | 0.7593 | 0.6718 | 0.7593 | 0.8714 |
| 0.4941 | 6.3932 | 748 | 0.7519 | 0.6676 | 0.7519 | 0.8671 |
| 0.4941 | 6.4103 | 750 | 0.7565 | 0.6602 | 0.7565 | 0.8698 |
| 0.4941 | 6.4274 | 752 | 0.7591 | 0.6656 | 0.7591 | 0.8712 |
| 0.4941 | 6.4444 | 754 | 0.7423 | 0.6757 | 0.7423 | 0.8616 |
| 0.4941 | 6.4615 | 756 | 0.7400 | 0.6692 | 0.7400 | 0.8602 |
| 0.4941 | 6.4786 | 758 | 0.7260 | 0.6622 | 0.7260 | 0.8521 |
| 0.4941 | 6.4957 | 760 | 0.7213 | 0.6553 | 0.7213 | 0.8493 |
| 0.4941 | 6.5128 | 762 | 0.7294 | 0.6553 | 0.7294 | 0.8540 |
| 0.4941 | 6.5299 | 764 | 0.7213 | 0.6553 | 0.7213 | 0.8493 |
| 0.4941 | 6.5470 | 766 | 0.7205 | 0.6553 | 0.7205 | 0.8488 |
| 0.4941 | 6.5641 | 768 | 0.7263 | 0.6570 | 0.7263 | 0.8523 |
| 0.4941 | 6.5812 | 770 | 0.7368 | 0.6620 | 0.7368 | 0.8583 |
| 0.4941 | 6.5983 | 772 | 0.7554 | 0.6701 | 0.7554 | 0.8691 |
| 0.4941 | 6.6154 | 774 | 0.7637 | 0.6766 | 0.7637 | 0.8739 |
| 0.4941 | 6.6325 | 776 | 0.7636 | 0.6629 | 0.7636 | 0.8738 |
| 0.4941 | 6.6496 | 778 | 0.7528 | 0.6646 | 0.7528 | 0.8677 |
| 0.4941 | 6.6667 | 780 | 0.7455 | 0.6625 | 0.7455 | 0.8634 |
| 0.4941 | 6.6838 | 782 | 0.7231 | 0.6431 | 0.7231 | 0.8504 |
| 0.4941 | 6.7009 | 784 | 0.7224 | 0.6480 | 0.7224 | 0.8499 |
| 0.4941 | 6.7179 | 786 | 0.7301 | 0.6439 | 0.7301 | 0.8545 |
| 0.4941 | 6.7350 | 788 | 0.7614 | 0.6243 | 0.7614 | 0.8726 |
| 0.4941 | 6.7521 | 790 | 0.8065 | 0.6292 | 0.8065 | 0.8981 |
| 0.4941 | 6.7692 | 792 | 0.8326 | 0.6283 | 0.8326 | 0.9124 |
| 0.4941 | 6.7863 | 794 | 0.8340 | 0.6384 | 0.8340 | 0.9132 |
| 0.4941 | 6.8034 | 796 | 0.8074 | 0.6283 | 0.8074 | 0.8986 |
| 0.4941 | 6.8205 | 798 | 0.7739 | 0.6188 | 0.7739 | 0.8797 |
| 0.4941 | 6.8376 | 800 | 0.7591 | 0.6212 | 0.7591 | 0.8713 |
| 0.4941 | 6.8547 | 802 | 0.7514 | 0.6309 | 0.7514 | 0.8668 |
| 0.4941 | 6.8718 | 804 | 0.7531 | 0.6309 | 0.7531 | 0.8678 |
| 0.4941 | 6.8889 | 806 | 0.7695 | 0.6349 | 0.7695 | 0.8772 |
| 0.4941 | 6.9060 | 808 | 0.7943 | 0.6408 | 0.7943 | 0.8912 |
| 0.4941 | 6.9231 | 810 | 0.8314 | 0.6444 | 0.8314 | 0.9118 |
| 0.4941 | 6.9402 | 812 | 0.8460 | 0.6531 | 0.8460 | 0.9198 |
| 0.4941 | 6.9573 | 814 | 0.8308 | 0.6315 | 0.8308 | 0.9115 |
| 0.4941 | 6.9744 | 816 | 0.8114 | 0.6292 | 0.8114 | 0.9008 |
| 0.4941 | 6.9915 | 818 | 0.7862 | 0.6434 | 0.7862 | 0.8867 |
| 0.4941 | 7.0085 | 820 | 0.7673 | 0.6389 | 0.7673 | 0.8759 |
| 0.4941 | 7.0256 | 822 | 0.7581 | 0.6317 | 0.7581 | 0.8707 |
| 0.4941 | 7.0427 | 824 | 0.7498 | 0.6382 | 0.7498 | 0.8659 |
| 0.4941 | 7.0598 | 826 | 0.7397 | 0.6375 | 0.7397 | 0.8600 |
| 0.4941 | 7.0769 | 828 | 0.7330 | 0.6409 | 0.7330 | 0.8561 |
| 0.4941 | 7.0940 | 830 | 0.7374 | 0.6308 | 0.7374 | 0.8587 |
| 0.4941 | 7.1111 | 832 | 0.7511 | 0.6212 | 0.7511 | 0.8667 |
| 0.4941 | 7.1282 | 834 | 0.7816 | 0.6324 | 0.7816 | 0.8841 |
| 0.4941 | 7.1453 | 836 | 0.7976 | 0.6183 | 0.7976 | 0.8931 |
| 0.4941 | 7.1624 | 838 | 0.8134 | 0.6108 | 0.8134 | 0.9019 |
| 0.4941 | 7.1795 | 840 | 0.8283 | 0.6180 | 0.8283 | 0.9101 |
| 0.4941 | 7.1966 | 842 | 0.8383 | 0.6219 | 0.8383 | 0.9156 |
| 0.4941 | 7.2137 | 844 | 0.8332 | 0.6147 | 0.8332 | 0.9128 |
| 0.4941 | 7.2308 | 846 | 0.8297 | 0.6147 | 0.8297 | 0.9109 |
| 0.4941 | 7.2479 | 848 | 0.8062 | 0.6001 | 0.8062 | 0.8979 |
| 0.4941 | 7.2650 | 850 | 0.7870 | 0.6307 | 0.7870 | 0.8871 |
| 0.4941 | 7.2821 | 852 | 0.7797 | 0.6386 | 0.7797 | 0.8830 |
| 0.4941 | 7.2991 | 854 | 0.7614 | 0.6363 | 0.7614 | 0.8726 |
| 0.4941 | 7.3162 | 856 | 0.7391 | 0.6269 | 0.7391 | 0.8597 |
| 0.4941 | 7.3333 | 858 | 0.7365 | 0.6139 | 0.7365 | 0.8582 |
| 0.4941 | 7.3504 | 860 | 0.7476 | 0.6139 | 0.7476 | 0.8647 |
| 0.4941 | 7.3675 | 862 | 0.7649 | 0.6293 | 0.7649 | 0.8746 |
| 0.4941 | 7.3846 | 864 | 0.7706 | 0.6363 | 0.7706 | 0.8779 |
| 0.4941 | 7.4017 | 866 | 0.7822 | 0.6300 | 0.7822 | 0.8844 |
| 0.4941 | 7.4188 | 868 | 0.7998 | 0.6174 | 0.7998 | 0.8943 |
| 0.4941 | 7.4359 | 870 | 0.8025 | 0.6174 | 0.8025 | 0.8958 |
| 0.4941 | 7.4530 | 872 | 0.7872 | 0.6254 | 0.7872 | 0.8872 |
| 0.4941 | 7.4701 | 874 | 0.7802 | 0.6254 | 0.7802 | 0.8833 |
| 0.4941 | 7.4872 | 876 | 0.7810 | 0.6254 | 0.7810 | 0.8837 |
| 0.4941 | 7.5043 | 878 | 0.7801 | 0.6063 | 0.7801 | 0.8832 |
| 0.4941 | 7.5214 | 880 | 0.7854 | 0.6063 | 0.7854 | 0.8863 |
| 0.4941 | 7.5385 | 882 | 0.7799 | 0.6063 | 0.7799 | 0.8831 |
| 0.4941 | 7.5556 | 884 | 0.7769 | 0.6063 | 0.7769 | 0.8814 |
| 0.4941 | 7.5726 | 886 | 0.7758 | 0.6068 | 0.7758 | 0.8808 |
| 0.4941 | 7.5897 | 888 | 0.7867 | 0.6068 | 0.7867 | 0.8870 |
| 0.4941 | 7.6068 | 890 | 0.8052 | 0.6165 | 0.8052 | 0.8973 |
| 0.4941 | 7.6239 | 892 | 0.8058 | 0.6180 | 0.8058 | 0.8976 |
| 0.4941 | 7.6410 | 894 | 0.8038 | 0.6251 | 0.8038 | 0.8965 |
| 0.4941 | 7.6581 | 896 | 0.7912 | 0.6180 | 0.7912 | 0.8895 |
| 0.4941 | 7.6752 | 898 | 0.7819 | 0.6230 | 0.7819 | 0.8842 |
| 0.4941 | 7.6923 | 900 | 0.7594 | 0.6201 | 0.7594 | 0.8714 |
| 0.4941 | 7.7094 | 902 | 0.7407 | 0.6410 | 0.7407 | 0.8607 |
| 0.4941 | 7.7265 | 904 | 0.7360 | 0.6410 | 0.7360 | 0.8579 |
| 0.4941 | 7.7436 | 906 | 0.7318 | 0.6410 | 0.7318 | 0.8554 |
| 0.4941 | 7.7607 | 908 | 0.7352 | 0.6410 | 0.7352 | 0.8574 |
| 0.4941 | 7.7778 | 910 | 0.7519 | 0.6478 | 0.7519 | 0.8671 |
| 0.4941 | 7.7949 | 912 | 0.7693 | 0.6574 | 0.7693 | 0.8771 |
| 0.4941 | 7.8120 | 914 | 0.7948 | 0.6504 | 0.7948 | 0.8915 |
| 0.4941 | 7.8291 | 916 | 0.8089 | 0.6414 | 0.8089 | 0.8994 |
| 0.4941 | 7.8462 | 918 | 0.8150 | 0.6324 | 0.8150 | 0.9028 |
| 0.4941 | 7.8632 | 920 | 0.8100 | 0.6324 | 0.8100 | 0.9000 |
| 0.4941 | 7.8803 | 922 | 0.7956 | 0.6377 | 0.7956 | 0.8920 |
| 0.4941 | 7.8974 | 924 | 0.7692 | 0.6545 | 0.7692 | 0.8770 |
| 0.4941 | 7.9145 | 926 | 0.7439 | 0.6756 | 0.7439 | 0.8625 |
| 0.4941 | 7.9316 | 928 | 0.7367 | 0.6774 | 0.7367 | 0.8583 |
| 0.4941 | 7.9487 | 930 | 0.7324 | 0.6708 | 0.7324 | 0.8558 |
| 0.4941 | 7.9658 | 932 | 0.7242 | 0.6658 | 0.7242 | 0.8510 |
| 0.4941 | 7.9829 | 934 | 0.7178 | 0.6677 | 0.7178 | 0.8472 |
| 0.4941 | 8.0 | 936 | 0.7173 | 0.6640 | 0.7173 | 0.8469 |
| 0.4941 | 8.0171 | 938 | 0.7274 | 0.6654 | 0.7274 | 0.8529 |
| 0.4941 | 8.0342 | 940 | 0.7466 | 0.6478 | 0.7466 | 0.8641 |
| 0.4941 | 8.0513 | 942 | 0.7657 | 0.6356 | 0.7657 | 0.8750 |
| 0.4941 | 8.0684 | 944 | 0.7814 | 0.6254 | 0.7814 | 0.8840 |
| 0.4941 | 8.0855 | 946 | 0.7847 | 0.6254 | 0.7847 | 0.8859 |
| 0.4941 | 8.1026 | 948 | 0.7759 | 0.6215 | 0.7759 | 0.8809 |
| 0.4941 | 8.1197 | 950 | 0.7702 | 0.6145 | 0.7702 | 0.8776 |
| 0.4941 | 8.1368 | 952 | 0.7603 | 0.6145 | 0.7603 | 0.8719 |
| 0.4941 | 8.1538 | 954 | 0.7445 | 0.6277 | 0.7445 | 0.8628 |
| 0.4941 | 8.1709 | 956 | 0.7252 | 0.6504 | 0.7252 | 0.8516 |
| 0.4941 | 8.1880 | 958 | 0.7074 | 0.6650 | 0.7074 | 0.8411 |
| 0.4941 | 8.2051 | 960 | 0.7026 | 0.6474 | 0.7026 | 0.8382 |
| 0.4941 | 8.2222 | 962 | 0.7079 | 0.6563 | 0.7079 | 0.8414 |
| 0.4941 | 8.2393 | 964 | 0.7182 | 0.6512 | 0.7182 | 0.8475 |
| 0.4941 | 8.2564 | 966 | 0.7327 | 0.6478 | 0.7327 | 0.8560 |
| 0.4941 | 8.2735 | 968 | 0.7498 | 0.6402 | 0.7498 | 0.8659 |
| 0.4941 | 8.2906 | 970 | 0.7705 | 0.6224 | 0.7705 | 0.8778 |
| 0.4941 | 8.3077 | 972 | 0.7950 | 0.6215 | 0.7950 | 0.8916 |
| 0.4941 | 8.3248 | 974 | 0.8094 | 0.6239 | 0.8094 | 0.8996 |
| 0.4941 | 8.3419 | 976 | 0.7994 | 0.6254 | 0.7994 | 0.8941 |
| 0.4941 | 8.3590 | 978 | 0.7841 | 0.6145 | 0.7841 | 0.8855 |
| 0.4941 | 8.3761 | 980 | 0.7657 | 0.6277 | 0.7657 | 0.8750 |
| 0.4941 | 8.3932 | 982 | 0.7475 | 0.6402 | 0.7475 | 0.8646 |
| 0.4941 | 8.4103 | 984 | 0.7409 | 0.6504 | 0.7409 | 0.8607 |
| 0.4941 | 8.4274 | 986 | 0.7404 | 0.6402 | 0.7404 | 0.8605 |
| 0.4941 | 8.4444 | 988 | 0.7521 | 0.6224 | 0.7521 | 0.8672 |
| 0.4941 | 8.4615 | 990 | 0.7740 | 0.6145 | 0.7740 | 0.8798 |
| 0.4941 | 8.4786 | 992 | 0.7915 | 0.6063 | 0.7915 | 0.8896 |
| 0.4941 | 8.4957 | 994 | 0.8142 | 0.6118 | 0.8142 | 0.9023 |
| 0.4941 | 8.5128 | 996 | 0.8292 | 0.6156 | 0.8292 | 0.9106 |
| 0.4941 | 8.5299 | 998 | 0.8412 | 0.6156 | 0.8412 | 0.9172 |
| 0.0764 | 8.5470 | 1000 | 0.8410 | 0.6075 | 0.8410 | 0.9171 |
| 0.0764 | 8.5641 | 1002 | 0.8283 | 0.6075 | 0.8283 | 0.9101 |
| 0.0764 | 8.5812 | 1004 | 0.8097 | 0.6010 | 0.8097 | 0.8999 |
| 0.0764 | 8.5983 | 1006 | 0.7952 | 0.6010 | 0.7952 | 0.8917 |
| 0.0764 | 8.6154 | 1008 | 0.7808 | 0.6155 | 0.7808 | 0.8837 |
| 0.0764 | 8.6325 | 1010 | 0.7796 | 0.6155 | 0.7796 | 0.8830 |
| 0.0764 | 8.6496 | 1012 | 0.7827 | 0.6155 | 0.7827 | 0.8847 |
| 0.0764 | 8.6667 | 1014 | 0.7850 | 0.6155 | 0.7850 | 0.8860 |
| 0.0764 | 8.6838 | 1016 | 0.7916 | 0.6054 | 0.7916 | 0.8897 |
| 0.0764 | 8.7009 | 1018 | 0.7888 | 0.6054 | 0.7888 | 0.8881 |
| 0.0764 | 8.7179 | 1020 | 0.7826 | 0.6236 | 0.7826 | 0.8846 |
| 0.0764 | 8.7350 | 1022 | 0.7797 | 0.6339 | 0.7797 | 0.8830 |
| 0.0764 | 8.7521 | 1024 | 0.7771 | 0.6418 | 0.7771 | 0.8815 |
| 0.0764 | 8.7692 | 1026 | 0.7713 | 0.6426 | 0.7713 | 0.8782 |
| 0.0764 | 8.7863 | 1028 | 0.7658 | 0.6504 | 0.7658 | 0.8751 |
| 0.0764 | 8.8034 | 1030 | 0.7670 | 0.6542 | 0.7670 | 0.8758 |
| 0.0764 | 8.8205 | 1032 | 0.7639 | 0.6542 | 0.7639 | 0.8740 |
| 0.0764 | 8.8376 | 1034 | 0.7557 | 0.6504 | 0.7557 | 0.8693 |
| 0.0764 | 8.8547 | 1036 | 0.7423 | 0.6504 | 0.7423 | 0.8616 |
| 0.0764 | 8.8718 | 1038 | 0.7311 | 0.6504 | 0.7311 | 0.8551 |
| 0.0764 | 8.8889 | 1040 | 0.7279 | 0.6529 | 0.7279 | 0.8532 |
| 0.0764 | 8.9060 | 1042 | 0.7339 | 0.6504 | 0.7339 | 0.8567 |
| 0.0764 | 8.9231 | 1044 | 0.7436 | 0.6542 | 0.7436 | 0.8623 |
| 0.0764 | 8.9402 | 1046 | 0.7548 | 0.6581 | 0.7548 | 0.8688 |
| 0.0764 | 8.9573 | 1048 | 0.7612 | 0.6581 | 0.7612 | 0.8725 |
| 0.0764 | 8.9744 | 1050 | 0.7713 | 0.6355 | 0.7713 | 0.8782 |
| 0.0764 | 8.9915 | 1052 | 0.7859 | 0.6424 | 0.7859 | 0.8865 |
| 0.0764 | 9.0085 | 1054 | 0.7928 | 0.6408 | 0.7928 | 0.8904 |
| 0.0764 | 9.0256 | 1056 | 0.7937 | 0.6408 | 0.7937 | 0.8909 |
| 0.0764 | 9.0427 | 1058 | 0.7938 | 0.6408 | 0.7938 | 0.8909 |
| 0.0764 | 9.0598 | 1060 | 0.7858 | 0.6424 | 0.7858 | 0.8865 |
| 0.0764 | 9.0769 | 1062 | 0.7780 | 0.6432 | 0.7780 | 0.8820 |
| 0.0764 | 9.0940 | 1064 | 0.7666 | 0.6479 | 0.7666 | 0.8756 |
| 0.0764 | 9.1111 | 1066 | 0.7531 | 0.6581 | 0.7531 | 0.8678 |
| 0.0764 | 9.1282 | 1068 | 0.7466 | 0.6542 | 0.7466 | 0.8641 |
| 0.0764 | 9.1453 | 1070 | 0.7416 | 0.6473 | 0.7416 | 0.8612 |
| 0.0764 | 9.1624 | 1072 | 0.7379 | 0.6435 | 0.7379 | 0.8590 |
| 0.0764 | 9.1795 | 1074 | 0.7379 | 0.6435 | 0.7379 | 0.8590 |
| 0.0764 | 9.1966 | 1076 | 0.7428 | 0.6473 | 0.7428 | 0.8619 |
| 0.0764 | 9.2137 | 1078 | 0.7460 | 0.6542 | 0.7460 | 0.8637 |
| 0.0764 | 9.2308 | 1080 | 0.7505 | 0.6542 | 0.7505 | 0.8663 |
| 0.0764 | 9.2479 | 1082 | 0.7528 | 0.6542 | 0.7528 | 0.8677 |
| 0.0764 | 9.2650 | 1084 | 0.7547 | 0.6542 | 0.7547 | 0.8687 |
| 0.0764 | 9.2821 | 1086 | 0.7590 | 0.6542 | 0.7590 | 0.8712 |
| 0.0764 | 9.2991 | 1088 | 0.7595 | 0.6440 | 0.7595 | 0.8715 |
| 0.0764 | 9.3162 | 1090 | 0.7607 | 0.6440 | 0.7607 | 0.8722 |
| 0.0764 | 9.3333 | 1092 | 0.7687 | 0.6440 | 0.7687 | 0.8768 |
| 0.0764 | 9.3504 | 1094 | 0.7741 | 0.6440 | 0.7741 | 0.8798 |
| 0.0764 | 9.3675 | 1096 | 0.7794 | 0.6479 | 0.7794 | 0.8828 |
| 0.0764 | 9.3846 | 1098 | 0.7825 | 0.6479 | 0.7825 | 0.8846 |
| 0.0764 | 9.4017 | 1100 | 0.7889 | 0.6416 | 0.7889 | 0.8882 |
| 0.0764 | 9.4188 | 1102 | 0.7929 | 0.6361 | 0.7929 | 0.8905 |
| 0.0764 | 9.4359 | 1104 | 0.7981 | 0.6361 | 0.7981 | 0.8933 |
| 0.0764 | 9.4530 | 1106 | 0.8013 | 0.6361 | 0.8013 | 0.8952 |
| 0.0764 | 9.4701 | 1108 | 0.8003 | 0.6361 | 0.8003 | 0.8946 |
| 0.0764 | 9.4872 | 1110 | 0.7990 | 0.6361 | 0.7990 | 0.8939 |
| 0.0764 | 9.5043 | 1112 | 0.7974 | 0.6361 | 0.7974 | 0.8930 |
| 0.0764 | 9.5214 | 1114 | 0.7941 | 0.6361 | 0.7941 | 0.8911 |
| 0.0764 | 9.5385 | 1116 | 0.7910 | 0.6361 | 0.7910 | 0.8894 |
| 0.0764 | 9.5556 | 1118 | 0.7856 | 0.6408 | 0.7856 | 0.8863 |
| 0.0764 | 9.5726 | 1120 | 0.7776 | 0.6487 | 0.7776 | 0.8818 |
| 0.0764 | 9.5897 | 1122 | 0.7691 | 0.6504 | 0.7691 | 0.8770 |
| 0.0764 | 9.6068 | 1124 | 0.7611 | 0.6542 | 0.7611 | 0.8724 |
| 0.0764 | 9.6239 | 1126 | 0.7543 | 0.6542 | 0.7543 | 0.8685 |
| 0.0764 | 9.6410 | 1128 | 0.7492 | 0.6542 | 0.7492 | 0.8656 |
| 0.0764 | 9.6581 | 1130 | 0.7453 | 0.6504 | 0.7453 | 0.8633 |
| 0.0764 | 9.6752 | 1132 | 0.7446 | 0.6504 | 0.7446 | 0.8629 |
| 0.0764 | 9.6923 | 1134 | 0.7427 | 0.6435 | 0.7427 | 0.8618 |
| 0.0764 | 9.7094 | 1136 | 0.7420 | 0.6435 | 0.7420 | 0.8614 |
| 0.0764 | 9.7265 | 1138 | 0.7408 | 0.6451 | 0.7408 | 0.8607 |
| 0.0764 | 9.7436 | 1140 | 0.7400 | 0.6451 | 0.7400 | 0.8602 |
| 0.0764 | 9.7607 | 1142 | 0.7401 | 0.6451 | 0.7401 | 0.8603 |
| 0.0764 | 9.7778 | 1144 | 0.7402 | 0.6451 | 0.7402 | 0.8603 |
| 0.0764 | 9.7949 | 1146 | 0.7412 | 0.6435 | 0.7412 | 0.8609 |
| 0.0764 | 9.8120 | 1148 | 0.7422 | 0.6435 | 0.7422 | 0.8615 |
| 0.0764 | 9.8291 | 1150 | 0.7423 | 0.6435 | 0.7423 | 0.8616 |
| 0.0764 | 9.8462 | 1152 | 0.7433 | 0.6504 | 0.7433 | 0.8621 |
| 0.0764 | 9.8632 | 1154 | 0.7447 | 0.6504 | 0.7447 | 0.8629 |
| 0.0764 | 9.8803 | 1156 | 0.7463 | 0.6504 | 0.7463 | 0.8639 |
| 0.0764 | 9.8974 | 1158 | 0.7478 | 0.6504 | 0.7478 | 0.8647 |
| 0.0764 | 9.9145 | 1160 | 0.7486 | 0.6504 | 0.7486 | 0.8652 |
| 0.0764 | 9.9316 | 1162 | 0.7491 | 0.6504 | 0.7491 | 0.8655 |
| 0.0764 | 9.9487 | 1164 | 0.7497 | 0.6504 | 0.7497 | 0.8658 |
| 0.0764 | 9.9658 | 1166 | 0.7499 | 0.6504 | 0.7499 | 0.8659 |
| 0.0764 | 9.9829 | 1168 | 0.7498 | 0.6504 | 0.7498 | 0.8659 |
| 0.0764 | 10.0 | 1170 | 0.7497 | 0.6504 | 0.7497 | 0.8659 |
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/ArabicNewSplits5_FineTuningAraBERT_run1_AugV5_k19_task1_organization
Base model
aubmindlab/bert-base-arabertv02