Instructions to use MayBashendy/ArabicNewSplits5_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/ArabicNewSplits5_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/ArabicNewSplits5_FineTuningAraBERT_run3_AugV5_k18_task3_organization")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run3_AugV5_k18_task3_organization") model = AutoModelForSequenceClassification.from_pretrained("MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run3_AugV5_k18_task3_organization", device_map="auto") - Notebooks
- Google Colab
- Kaggle
ArabicNewSplits5_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: 0.4553
- Qwk: 0.4350
- Mse: 0.4553
- Rmse: 0.6748
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 | 0.0190 | 2 | 3.8281 | 0.0 | 3.8281 | 1.9566 |
| No log | 0.0381 | 4 | 2.3434 | -0.0267 | 2.3434 | 1.5308 |
| No log | 0.0571 | 6 | 1.5957 | 0.0168 | 1.5957 | 1.2632 |
| No log | 0.0762 | 8 | 1.1577 | 0.0632 | 1.1577 | 1.0760 |
| No log | 0.0952 | 10 | 0.7491 | 0.2258 | 0.7491 | 0.8655 |
| No log | 0.1143 | 12 | 0.6189 | 0.0145 | 0.6189 | 0.7867 |
| No log | 0.1333 | 14 | 0.8275 | 0.1276 | 0.8275 | 0.9097 |
| No log | 0.1524 | 16 | 1.2134 | 0.0 | 1.2134 | 1.1016 |
| No log | 0.1714 | 18 | 1.3464 | 0.0 | 1.3464 | 1.1603 |
| No log | 0.1905 | 20 | 1.1035 | 0.0 | 1.1035 | 1.0505 |
| No log | 0.2095 | 22 | 0.8811 | 0.0118 | 0.8811 | 0.9387 |
| No log | 0.2286 | 24 | 0.7626 | -0.0417 | 0.7626 | 0.8733 |
| No log | 0.2476 | 26 | 0.6699 | -0.0303 | 0.6699 | 0.8185 |
| No log | 0.2667 | 28 | 0.6589 | -0.0303 | 0.6589 | 0.8117 |
| No log | 0.2857 | 30 | 0.6730 | -0.0496 | 0.6730 | 0.8204 |
| No log | 0.3048 | 32 | 0.7087 | 0.0476 | 0.7087 | 0.8418 |
| No log | 0.3238 | 34 | 0.8460 | 0.1934 | 0.8460 | 0.9198 |
| No log | 0.3429 | 36 | 0.8776 | 0.1486 | 0.8776 | 0.9368 |
| No log | 0.3619 | 38 | 0.8061 | 0.2479 | 0.8061 | 0.8978 |
| No log | 0.3810 | 40 | 0.8809 | 0.1486 | 0.8809 | 0.9386 |
| No log | 0.4 | 42 | 1.0491 | -0.0233 | 1.0491 | 1.0243 |
| No log | 0.4190 | 44 | 1.3662 | 0.0 | 1.3662 | 1.1688 |
| No log | 0.4381 | 46 | 1.3642 | 0.0388 | 1.3642 | 1.1680 |
| No log | 0.4571 | 48 | 1.2128 | 0.0476 | 1.2128 | 1.1013 |
| No log | 0.4762 | 50 | 0.7808 | 0.1179 | 0.7808 | 0.8836 |
| No log | 0.4952 | 52 | 0.6953 | 0.0476 | 0.6953 | 0.8339 |
| No log | 0.5143 | 54 | 0.7138 | 0.1667 | 0.7138 | 0.8449 |
| No log | 0.5333 | 56 | 0.7238 | 0.1919 | 0.7238 | 0.8508 |
| No log | 0.5524 | 58 | 0.6226 | 0.1698 | 0.6226 | 0.7891 |
| No log | 0.5714 | 60 | 0.6553 | 0.1638 | 0.6553 | 0.8095 |
| No log | 0.5905 | 62 | 0.9524 | 0.1795 | 0.9524 | 0.9759 |
| No log | 0.6095 | 64 | 0.7275 | 0.2157 | 0.7275 | 0.8529 |
| No log | 0.6286 | 66 | 0.6364 | 0.0952 | 0.6364 | 0.7977 |
| No log | 0.6476 | 68 | 0.5904 | -0.0435 | 0.5904 | 0.7684 |
| No log | 0.6667 | 70 | 0.6246 | -0.0435 | 0.6246 | 0.7903 |
| No log | 0.6857 | 72 | 0.6496 | 0.0556 | 0.6496 | 0.8059 |
| No log | 0.7048 | 74 | 0.9543 | 0.1464 | 0.9543 | 0.9769 |
| No log | 0.7238 | 76 | 1.1764 | 0.0996 | 1.1764 | 1.0846 |
| No log | 0.7429 | 78 | 0.8208 | 0.1481 | 0.8208 | 0.9060 |
| No log | 0.7619 | 80 | 0.6180 | 0.1111 | 0.6180 | 0.7861 |
| No log | 0.7810 | 82 | 0.6078 | 0.2000 | 0.6078 | 0.7796 |
| No log | 0.8 | 84 | 0.7255 | 0.2157 | 0.7255 | 0.8517 |
| No log | 0.8190 | 86 | 0.9326 | 0.1220 | 0.9326 | 0.9657 |
| No log | 0.8381 | 88 | 0.7476 | 0.1619 | 0.7476 | 0.8646 |
| No log | 0.8571 | 90 | 0.6549 | 0.1345 | 0.6549 | 0.8093 |
| No log | 0.8762 | 92 | 0.6186 | 0.1605 | 0.6186 | 0.7865 |
| No log | 0.8952 | 94 | 0.6023 | 0.2644 | 0.6023 | 0.7761 |
| No log | 0.9143 | 96 | 0.8010 | 0.2356 | 0.8010 | 0.8950 |
| No log | 0.9333 | 98 | 1.0105 | 0.1751 | 1.0105 | 1.0053 |
| No log | 0.9524 | 100 | 0.8228 | 0.2432 | 0.8228 | 0.9071 |
| No log | 0.9714 | 102 | 0.6519 | 0.3131 | 0.6519 | 0.8074 |
| No log | 0.9905 | 104 | 0.5692 | 0.1053 | 0.5692 | 0.7544 |
| No log | 1.0095 | 106 | 0.6395 | 0.1304 | 0.6395 | 0.7997 |
| No log | 1.0286 | 108 | 1.0642 | 0.2117 | 1.0642 | 1.0316 |
| No log | 1.0476 | 110 | 1.1621 | 0.1890 | 1.1621 | 1.0780 |
| No log | 1.0667 | 112 | 1.0059 | 0.2058 | 1.0059 | 1.0029 |
| No log | 1.0857 | 114 | 0.6492 | 0.0933 | 0.6492 | 0.8058 |
| No log | 1.1048 | 116 | 0.6349 | 0.0222 | 0.6349 | 0.7968 |
| No log | 1.1238 | 118 | 0.6359 | 0.0400 | 0.6359 | 0.7974 |
| No log | 1.1429 | 120 | 0.7025 | 0.2350 | 0.7025 | 0.8382 |
| No log | 1.1619 | 122 | 0.8322 | 0.2857 | 0.8322 | 0.9123 |
| No log | 1.1810 | 124 | 0.7350 | 0.2157 | 0.7350 | 0.8573 |
| No log | 1.2 | 126 | 0.8382 | 0.2423 | 0.8382 | 0.9155 |
| No log | 1.2190 | 128 | 0.6696 | 0.2637 | 0.6696 | 0.8183 |
| No log | 1.2381 | 130 | 0.5349 | 0.3054 | 0.5349 | 0.7314 |
| No log | 1.2571 | 132 | 0.6206 | 0.3043 | 0.6206 | 0.7878 |
| No log | 1.2762 | 134 | 0.5474 | 0.2821 | 0.5474 | 0.7398 |
| No log | 1.2952 | 136 | 0.7839 | 0.2000 | 0.7839 | 0.8854 |
| No log | 1.3143 | 138 | 0.7058 | 0.2153 | 0.7058 | 0.8401 |
| No log | 1.3333 | 140 | 0.5631 | 0.3810 | 0.5631 | 0.7504 |
| No log | 1.3524 | 142 | 0.6260 | 0.2707 | 0.6260 | 0.7912 |
| No log | 1.3714 | 144 | 1.2577 | 0.0986 | 1.2577 | 1.1215 |
| No log | 1.3905 | 146 | 1.5188 | 0.0968 | 1.5188 | 1.2324 |
| No log | 1.4095 | 148 | 1.0306 | 0.1795 | 1.0306 | 1.0152 |
| No log | 1.4286 | 150 | 0.5559 | 0.3684 | 0.5559 | 0.7456 |
| No log | 1.4476 | 152 | 0.7495 | 0.2692 | 0.7495 | 0.8657 |
| No log | 1.4667 | 154 | 0.7246 | 0.1845 | 0.7246 | 0.8512 |
| No log | 1.4857 | 156 | 0.5528 | 0.3073 | 0.5528 | 0.7435 |
| No log | 1.5048 | 158 | 0.7690 | 0.3028 | 0.7690 | 0.8769 |
| No log | 1.5238 | 160 | 0.5814 | 0.4341 | 0.5814 | 0.7625 |
| No log | 1.5429 | 162 | 0.5375 | 0.3103 | 0.5375 | 0.7331 |
| No log | 1.5619 | 164 | 0.6347 | 0.2897 | 0.6347 | 0.7967 |
| No log | 1.5810 | 166 | 0.4920 | 0.4105 | 0.4920 | 0.7014 |
| No log | 1.6 | 168 | 0.7949 | 0.2920 | 0.7949 | 0.8916 |
| No log | 1.6190 | 170 | 0.7670 | 0.2920 | 0.7670 | 0.8758 |
| No log | 1.6381 | 172 | 0.5205 | 0.4171 | 0.5205 | 0.7215 |
| No log | 1.6571 | 174 | 0.5625 | 0.3778 | 0.5625 | 0.7500 |
| No log | 1.6762 | 176 | 0.6287 | 0.3407 | 0.6287 | 0.7929 |
| No log | 1.6952 | 178 | 0.5775 | 0.3297 | 0.5775 | 0.7599 |
| No log | 1.7143 | 180 | 0.5986 | 0.3258 | 0.5986 | 0.7737 |
| No log | 1.7333 | 182 | 0.6922 | 0.2281 | 0.6922 | 0.8320 |
| No log | 1.7524 | 184 | 0.7015 | 0.1304 | 0.7015 | 0.8376 |
| No log | 1.7714 | 186 | 0.5956 | 0.3000 | 0.5956 | 0.7718 |
| No log | 1.7905 | 188 | 0.5511 | 0.2970 | 0.5511 | 0.7424 |
| No log | 1.8095 | 190 | 0.5340 | 0.3563 | 0.5340 | 0.7308 |
| No log | 1.8286 | 192 | 0.5905 | 0.2575 | 0.5905 | 0.7684 |
| No log | 1.8476 | 194 | 0.7779 | 0.3394 | 0.7779 | 0.8820 |
| No log | 1.8667 | 196 | 0.7232 | 0.3274 | 0.7232 | 0.8504 |
| No log | 1.8857 | 198 | 0.4797 | 0.4225 | 0.4797 | 0.6926 |
| No log | 1.9048 | 200 | 0.7941 | 0.3362 | 0.7941 | 0.8911 |
| No log | 1.9238 | 202 | 0.8836 | 0.2554 | 0.8836 | 0.9400 |
| No log | 1.9429 | 204 | 0.6365 | 0.3488 | 0.6365 | 0.7978 |
| No log | 1.9619 | 206 | 0.4504 | 0.4483 | 0.4504 | 0.6711 |
| No log | 1.9810 | 208 | 0.6565 | 0.2579 | 0.6565 | 0.8103 |
| No log | 2.0 | 210 | 0.8659 | 0.2314 | 0.8659 | 0.9305 |
| No log | 2.0190 | 212 | 0.7638 | 0.2922 | 0.7638 | 0.8740 |
| No log | 2.0381 | 214 | 0.5145 | 0.4105 | 0.5145 | 0.7173 |
| No log | 2.0571 | 216 | 0.5069 | 0.3862 | 0.5069 | 0.7120 |
| No log | 2.0762 | 218 | 0.4985 | 0.4819 | 0.4985 | 0.7061 |
| No log | 2.0952 | 220 | 0.5157 | 0.3708 | 0.5157 | 0.7181 |
| No log | 2.1143 | 222 | 0.4886 | 0.4536 | 0.4886 | 0.6990 |
| No log | 2.1333 | 224 | 0.5126 | 0.4860 | 0.5126 | 0.7160 |
| No log | 2.1524 | 226 | 0.5940 | 0.3684 | 0.5940 | 0.7707 |
| No log | 2.1714 | 228 | 0.6261 | 0.3548 | 0.6261 | 0.7913 |
| No log | 2.1905 | 230 | 0.5442 | 0.4348 | 0.5442 | 0.7377 |
| No log | 2.2095 | 232 | 0.5777 | 0.2842 | 0.5777 | 0.7601 |
| No log | 2.2286 | 234 | 0.5191 | 0.4091 | 0.5191 | 0.7205 |
| No log | 2.2476 | 236 | 0.5158 | 0.3455 | 0.5158 | 0.7182 |
| No log | 2.2667 | 238 | 0.5666 | 0.2914 | 0.5666 | 0.7527 |
| No log | 2.2857 | 240 | 0.5434 | 0.3455 | 0.5434 | 0.7371 |
| No log | 2.3048 | 242 | 0.4937 | 0.3455 | 0.4937 | 0.7026 |
| No log | 2.3238 | 244 | 0.5222 | 0.3455 | 0.5222 | 0.7226 |
| No log | 2.3429 | 246 | 0.5273 | 0.3455 | 0.5273 | 0.7262 |
| No log | 2.3619 | 248 | 0.5790 | 0.3043 | 0.5790 | 0.7609 |
| No log | 2.3810 | 250 | 0.5926 | 0.2990 | 0.5926 | 0.7698 |
| No log | 2.4 | 252 | 0.6647 | 0.2838 | 0.6647 | 0.8153 |
| No log | 2.4190 | 254 | 0.8119 | 0.2593 | 0.8119 | 0.9010 |
| No log | 2.4381 | 256 | 0.6093 | 0.2475 | 0.6093 | 0.7806 |
| No log | 2.4571 | 258 | 0.5231 | 0.4286 | 0.5231 | 0.7233 |
| No log | 2.4762 | 260 | 0.5205 | 0.4627 | 0.5205 | 0.7215 |
| No log | 2.4952 | 262 | 0.6812 | 0.3607 | 0.6812 | 0.8253 |
| No log | 2.5143 | 264 | 0.7034 | 0.3704 | 0.7034 | 0.8387 |
| No log | 2.5333 | 266 | 0.6481 | 0.3607 | 0.6481 | 0.8050 |
| No log | 2.5524 | 268 | 0.5910 | 0.3803 | 0.5910 | 0.7688 |
| No log | 2.5714 | 270 | 0.8096 | 0.2510 | 0.8096 | 0.8998 |
| No log | 2.5905 | 272 | 0.8087 | 0.2510 | 0.8087 | 0.8993 |
| No log | 2.6095 | 274 | 0.5665 | 0.4404 | 0.5665 | 0.7527 |
| No log | 2.6286 | 276 | 0.5191 | 0.3478 | 0.5191 | 0.7205 |
| No log | 2.6476 | 278 | 0.5432 | 0.4346 | 0.5432 | 0.7370 |
| No log | 2.6667 | 280 | 0.8009 | 0.2941 | 0.8009 | 0.8950 |
| No log | 2.6857 | 282 | 0.8216 | 0.2941 | 0.8216 | 0.9064 |
| No log | 2.7048 | 284 | 0.5679 | 0.4171 | 0.5679 | 0.7536 |
| No log | 2.7238 | 286 | 0.5343 | 0.3708 | 0.5343 | 0.7309 |
| No log | 2.7429 | 288 | 0.5282 | 0.3023 | 0.5282 | 0.7268 |
| No log | 2.7619 | 290 | 0.6420 | 0.3878 | 0.6420 | 0.8013 |
| No log | 2.7810 | 292 | 0.7027 | 0.3333 | 0.7027 | 0.8383 |
| No log | 2.8 | 294 | 0.5668 | 0.2542 | 0.5668 | 0.7529 |
| No log | 2.8190 | 296 | 0.5459 | 0.3418 | 0.5459 | 0.7389 |
| No log | 2.8381 | 298 | 0.5432 | 0.3032 | 0.5432 | 0.7370 |
| No log | 2.8571 | 300 | 0.5256 | 0.2683 | 0.5256 | 0.7250 |
| No log | 2.8762 | 302 | 0.5757 | 0.2914 | 0.5757 | 0.7588 |
| No log | 2.8952 | 304 | 0.6020 | 0.3609 | 0.6020 | 0.7759 |
| No log | 2.9143 | 306 | 0.5342 | 0.1392 | 0.5342 | 0.7309 |
| No log | 2.9333 | 308 | 0.5404 | 0.1411 | 0.5404 | 0.7351 |
| No log | 2.9524 | 310 | 0.6053 | 0.3609 | 0.6053 | 0.7780 |
| No log | 2.9714 | 312 | 0.7023 | 0.3469 | 0.7023 | 0.8380 |
| No log | 2.9905 | 314 | 0.5896 | 0.3054 | 0.5896 | 0.7679 |
| No log | 3.0095 | 316 | 0.5680 | 0.3054 | 0.5680 | 0.7536 |
| No log | 3.0286 | 318 | 0.6106 | 0.3520 | 0.6106 | 0.7814 |
| No log | 3.0476 | 320 | 0.5423 | 0.2558 | 0.5423 | 0.7364 |
| No log | 3.0667 | 322 | 0.6281 | 0.3478 | 0.6281 | 0.7926 |
| No log | 3.0857 | 324 | 0.6585 | 0.3725 | 0.6585 | 0.8115 |
| No log | 3.1048 | 326 | 0.5709 | 0.2832 | 0.5709 | 0.7556 |
| No log | 3.1238 | 328 | 0.5233 | 0.3103 | 0.5233 | 0.7234 |
| No log | 3.1429 | 330 | 0.5206 | 0.3333 | 0.5206 | 0.7215 |
| No log | 3.1619 | 332 | 0.5003 | 0.2795 | 0.5003 | 0.7073 |
| No log | 3.1810 | 334 | 0.4949 | 0.3711 | 0.4949 | 0.7035 |
| No log | 3.2 | 336 | 0.5430 | 0.2000 | 0.5430 | 0.7369 |
| No log | 3.2190 | 338 | 0.6169 | 0.3508 | 0.6169 | 0.7854 |
| No log | 3.2381 | 340 | 0.6129 | 0.2990 | 0.6129 | 0.7829 |
| No log | 3.2571 | 342 | 0.5658 | 0.2421 | 0.5658 | 0.7522 |
| No log | 3.2762 | 344 | 0.5681 | 0.2513 | 0.5681 | 0.7537 |
| No log | 3.2952 | 346 | 0.5692 | 0.2727 | 0.5692 | 0.7544 |
| No log | 3.3143 | 348 | 0.5812 | 0.3367 | 0.5812 | 0.7623 |
| No log | 3.3333 | 350 | 0.5575 | 0.3267 | 0.5575 | 0.7467 |
| No log | 3.3524 | 352 | 0.6351 | 0.3237 | 0.6351 | 0.7969 |
| No log | 3.3714 | 354 | 0.8166 | 0.2881 | 0.8166 | 0.9037 |
| No log | 3.3905 | 356 | 0.9691 | 0.1943 | 0.9691 | 0.9844 |
| No log | 3.4095 | 358 | 0.7864 | 0.2531 | 0.7864 | 0.8868 |
| No log | 3.4286 | 360 | 0.7317 | 0.3247 | 0.7317 | 0.8554 |
| No log | 3.4476 | 362 | 0.5478 | 0.3299 | 0.5478 | 0.7401 |
| No log | 3.4667 | 364 | 0.5215 | 0.3297 | 0.5215 | 0.7221 |
| No log | 3.4857 | 366 | 0.6151 | 0.2917 | 0.6151 | 0.7843 |
| No log | 3.5048 | 368 | 0.7361 | 0.2941 | 0.7361 | 0.8580 |
| No log | 3.5238 | 370 | 0.9555 | 0.1714 | 0.9555 | 0.9775 |
| No log | 3.5429 | 372 | 0.7881 | 0.3333 | 0.7881 | 0.8877 |
| No log | 3.5619 | 374 | 0.5797 | 0.3407 | 0.5797 | 0.7614 |
| No log | 3.5810 | 376 | 0.5739 | 0.3407 | 0.5739 | 0.7575 |
| No log | 3.6 | 378 | 0.5713 | 0.3407 | 0.5713 | 0.7558 |
| No log | 3.6190 | 380 | 0.6168 | 0.2707 | 0.6168 | 0.7854 |
| No log | 3.6381 | 382 | 0.6602 | 0.2251 | 0.6602 | 0.8125 |
| No log | 3.6571 | 384 | 0.5977 | 0.2842 | 0.5977 | 0.7731 |
| No log | 3.6762 | 386 | 0.5568 | 0.2513 | 0.5568 | 0.7462 |
| No log | 3.6952 | 388 | 0.5898 | 0.3778 | 0.5898 | 0.7680 |
| No log | 3.7143 | 390 | 0.7139 | 0.3010 | 0.7139 | 0.8449 |
| No log | 3.7333 | 392 | 0.6403 | 0.3016 | 0.6403 | 0.8002 |
| No log | 3.7524 | 394 | 0.5439 | 0.3258 | 0.5439 | 0.7375 |
| No log | 3.7714 | 396 | 0.5297 | 0.3149 | 0.5297 | 0.7278 |
| No log | 3.7905 | 398 | 0.5304 | 0.3661 | 0.5304 | 0.7283 |
| No log | 3.8095 | 400 | 0.5823 | 0.3073 | 0.5823 | 0.7631 |
| No log | 3.8286 | 402 | 0.6375 | 0.3508 | 0.6375 | 0.7984 |
| No log | 3.8476 | 404 | 0.5770 | 0.3446 | 0.5770 | 0.7596 |
| No log | 3.8667 | 406 | 0.5733 | 0.3446 | 0.5733 | 0.7572 |
| No log | 3.8857 | 408 | 0.5955 | 0.3862 | 0.5955 | 0.7717 |
| No log | 3.9048 | 410 | 0.5554 | 0.3684 | 0.5554 | 0.7453 |
| No log | 3.9238 | 412 | 0.6449 | 0.2941 | 0.6449 | 0.8030 |
| No log | 3.9429 | 414 | 0.6410 | 0.2871 | 0.6410 | 0.8006 |
| No log | 3.9619 | 416 | 0.5349 | 0.3191 | 0.5349 | 0.7314 |
| No log | 3.9810 | 418 | 0.5319 | 0.4595 | 0.5319 | 0.7293 |
| No log | 4.0 | 420 | 0.5243 | 0.2370 | 0.5243 | 0.7241 |
| No log | 4.0190 | 422 | 0.5964 | 0.2917 | 0.5964 | 0.7723 |
| No log | 4.0381 | 424 | 0.8668 | 0.2627 | 0.8668 | 0.9310 |
| No log | 4.0571 | 426 | 0.9019 | 0.2302 | 0.9019 | 0.9497 |
| No log | 4.0762 | 428 | 0.6307 | 0.3267 | 0.6307 | 0.7942 |
| No log | 4.0952 | 430 | 0.5030 | 0.2832 | 0.5030 | 0.7093 |
| No log | 4.1143 | 432 | 0.4925 | 0.2832 | 0.4925 | 0.7018 |
| No log | 4.1333 | 434 | 0.4822 | 0.2857 | 0.4822 | 0.6944 |
| No log | 4.1524 | 436 | 0.4956 | 0.3333 | 0.4956 | 0.7040 |
| No log | 4.1714 | 438 | 0.5925 | 0.4043 | 0.5925 | 0.7697 |
| No log | 4.1905 | 440 | 0.5458 | 0.3978 | 0.5458 | 0.7388 |
| No log | 4.2095 | 442 | 0.4703 | 0.3924 | 0.4703 | 0.6858 |
| No log | 4.2286 | 444 | 0.4674 | 0.2558 | 0.4674 | 0.6837 |
| No log | 4.2476 | 446 | 0.4936 | 0.3149 | 0.4936 | 0.7026 |
| No log | 4.2667 | 448 | 0.4498 | 0.2749 | 0.4498 | 0.6707 |
| No log | 4.2857 | 450 | 0.5239 | 0.4227 | 0.5239 | 0.7238 |
| No log | 4.3048 | 452 | 0.6352 | 0.3846 | 0.6352 | 0.7970 |
| No log | 4.3238 | 454 | 0.5940 | 0.3990 | 0.5940 | 0.7707 |
| No log | 4.3429 | 456 | 0.4767 | 0.4157 | 0.4767 | 0.6905 |
| No log | 4.3619 | 458 | 0.4653 | 0.4152 | 0.4653 | 0.6821 |
| No log | 4.3810 | 460 | 0.4641 | 0.3533 | 0.4641 | 0.6812 |
| No log | 4.4 | 462 | 0.4687 | 0.3533 | 0.4687 | 0.6846 |
| No log | 4.4190 | 464 | 0.4821 | 0.3846 | 0.4821 | 0.6943 |
| No log | 4.4381 | 466 | 0.4896 | 0.3966 | 0.4896 | 0.6997 |
| No log | 4.4571 | 468 | 0.5348 | 0.2967 | 0.5348 | 0.7313 |
| No log | 4.4762 | 470 | 0.5517 | 0.2941 | 0.5517 | 0.7428 |
| No log | 4.4952 | 472 | 0.5251 | 0.2967 | 0.5251 | 0.7246 |
| No log | 4.5143 | 474 | 0.4807 | 0.3333 | 0.4807 | 0.6933 |
| No log | 4.5333 | 476 | 0.4913 | 0.2771 | 0.4913 | 0.7010 |
| No log | 4.5524 | 478 | 0.4986 | 0.2771 | 0.4986 | 0.7061 |
| No log | 4.5714 | 480 | 0.4925 | 0.3023 | 0.4925 | 0.7018 |
| No log | 4.5905 | 482 | 0.6294 | 0.3508 | 0.6294 | 0.7934 |
| No log | 4.6095 | 484 | 0.7948 | 0.2922 | 0.7948 | 0.8915 |
| No log | 4.6286 | 486 | 0.7583 | 0.3305 | 0.7583 | 0.8708 |
| No log | 4.6476 | 488 | 0.5788 | 0.3299 | 0.5788 | 0.7608 |
| No log | 4.6667 | 490 | 0.4797 | 0.3636 | 0.4797 | 0.6926 |
| No log | 4.6857 | 492 | 0.5416 | 0.3913 | 0.5416 | 0.7359 |
| No log | 4.7048 | 494 | 0.5060 | 0.4595 | 0.5060 | 0.7113 |
| No log | 4.7238 | 496 | 0.5045 | 0.4725 | 0.5045 | 0.7103 |
| No log | 4.7429 | 498 | 0.6511 | 0.2727 | 0.6511 | 0.8069 |
| 0.4299 | 4.7619 | 500 | 0.6715 | 0.2793 | 0.6715 | 0.8195 |
| 0.4299 | 4.7810 | 502 | 0.5314 | 0.4518 | 0.5314 | 0.7290 |
| 0.4299 | 4.8 | 504 | 0.5033 | 0.4709 | 0.5033 | 0.7094 |
| 0.4299 | 4.8190 | 506 | 0.4980 | 0.4709 | 0.4980 | 0.7057 |
| 0.4299 | 4.8381 | 508 | 0.4988 | 0.4350 | 0.4988 | 0.7063 |
| 0.4299 | 4.8571 | 510 | 0.4642 | 0.3810 | 0.4642 | 0.6813 |
| 0.4299 | 4.8762 | 512 | 0.4832 | 0.4682 | 0.4832 | 0.6951 |
| 0.4299 | 4.8952 | 514 | 0.6889 | 0.2692 | 0.6889 | 0.8300 |
| 0.4299 | 4.9143 | 516 | 0.7306 | 0.3488 | 0.7306 | 0.8548 |
| 0.4299 | 4.9333 | 518 | 0.5973 | 0.3089 | 0.5973 | 0.7728 |
| 0.4299 | 4.9524 | 520 | 0.4691 | 0.3455 | 0.4691 | 0.6849 |
| 0.4299 | 4.9714 | 522 | 0.4480 | 0.3374 | 0.4480 | 0.6693 |
| 0.4299 | 4.9905 | 524 | 0.5797 | 0.3089 | 0.5797 | 0.7614 |
| 0.4299 | 5.0095 | 526 | 0.6322 | 0.3231 | 0.6322 | 0.7951 |
| 0.4299 | 5.0286 | 528 | 0.5433 | 0.3297 | 0.5433 | 0.7371 |
| 0.4299 | 5.0476 | 530 | 0.4518 | 0.2771 | 0.4518 | 0.6722 |
| 0.4299 | 5.0667 | 532 | 0.4602 | 0.2533 | 0.4602 | 0.6784 |
| 0.4299 | 5.0857 | 534 | 0.4573 | 0.2418 | 0.4573 | 0.6762 |
| 0.4299 | 5.1048 | 536 | 0.4571 | 0.3333 | 0.4571 | 0.6761 |
| 0.4299 | 5.1238 | 538 | 0.4570 | 0.3455 | 0.4570 | 0.6760 |
| 0.4299 | 5.1429 | 540 | 0.4699 | 0.3488 | 0.4699 | 0.6855 |
| 0.4299 | 5.1619 | 542 | 0.5428 | 0.4231 | 0.5428 | 0.7368 |
| 0.4299 | 5.1810 | 544 | 0.6286 | 0.3422 | 0.6286 | 0.7928 |
| 0.4299 | 5.2 | 546 | 0.6218 | 0.3422 | 0.6218 | 0.7886 |
| 0.4299 | 5.2190 | 548 | 0.4797 | 0.375 | 0.4797 | 0.6926 |
| 0.4299 | 5.2381 | 550 | 0.4448 | 0.3455 | 0.4448 | 0.6669 |
| 0.4299 | 5.2571 | 552 | 0.4817 | 0.3591 | 0.4817 | 0.6940 |
| 0.4299 | 5.2762 | 554 | 0.4925 | 0.3263 | 0.4925 | 0.7018 |
| 0.4299 | 5.2952 | 556 | 0.4570 | 0.3374 | 0.4570 | 0.6760 |
| 0.4299 | 5.3143 | 558 | 0.4409 | 0.3197 | 0.4409 | 0.6640 |
| 0.4299 | 5.3333 | 560 | 0.4455 | 0.3333 | 0.4455 | 0.6675 |
| 0.4299 | 5.3524 | 562 | 0.4532 | 0.3333 | 0.4532 | 0.6732 |
| 0.4299 | 5.3714 | 564 | 0.4431 | 0.2806 | 0.4431 | 0.6656 |
| 0.4299 | 5.3905 | 566 | 0.4443 | 0.2727 | 0.4443 | 0.6665 |
| 0.4299 | 5.4095 | 568 | 0.4524 | 0.3000 | 0.4524 | 0.6726 |
| 0.4299 | 5.4286 | 570 | 0.4465 | 0.3455 | 0.4465 | 0.6682 |
| 0.4299 | 5.4476 | 572 | 0.4706 | 0.4023 | 0.4706 | 0.6860 |
| 0.4299 | 5.4667 | 574 | 0.6407 | 0.3365 | 0.6407 | 0.8004 |
| 0.4299 | 5.4857 | 576 | 0.7148 | 0.3303 | 0.7148 | 0.8454 |
| 0.4299 | 5.5048 | 578 | 0.6478 | 0.3422 | 0.6478 | 0.8049 |
| 0.4299 | 5.5238 | 580 | 0.5726 | 0.3939 | 0.5726 | 0.7567 |
| 0.4299 | 5.5429 | 582 | 0.5012 | 0.4162 | 0.5012 | 0.7079 |
| 0.4299 | 5.5619 | 584 | 0.4843 | 0.3778 | 0.4843 | 0.6959 |
| 0.4299 | 5.5810 | 586 | 0.5129 | 0.3757 | 0.5129 | 0.7162 |
| 0.4299 | 5.6 | 588 | 0.5608 | 0.3730 | 0.5608 | 0.7489 |
| 0.4299 | 5.6190 | 590 | 0.5602 | 0.3966 | 0.5602 | 0.7485 |
| 0.4299 | 5.6381 | 592 | 0.5694 | 0.3862 | 0.5694 | 0.7546 |
| 0.4299 | 5.6571 | 594 | 0.4944 | 0.3757 | 0.4944 | 0.7031 |
| 0.4299 | 5.6762 | 596 | 0.4404 | 0.3735 | 0.4404 | 0.6636 |
| 0.4299 | 5.6952 | 598 | 0.4357 | 0.3735 | 0.4357 | 0.6601 |
| 0.4299 | 5.7143 | 600 | 0.4672 | 0.3258 | 0.4672 | 0.6835 |
| 0.4299 | 5.7333 | 602 | 0.5051 | 0.3478 | 0.5051 | 0.7107 |
| 0.4299 | 5.7524 | 604 | 0.4911 | 0.3103 | 0.4911 | 0.7008 |
| 0.4299 | 5.7714 | 606 | 0.4525 | 0.3455 | 0.4525 | 0.6727 |
| 0.4299 | 5.7905 | 608 | 0.4132 | 0.4023 | 0.4132 | 0.6428 |
| 0.4299 | 5.8095 | 610 | 0.4235 | 0.3636 | 0.4235 | 0.6508 |
| 0.4299 | 5.8286 | 612 | 0.4186 | 0.3636 | 0.4186 | 0.6470 |
| 0.4299 | 5.8476 | 614 | 0.4092 | 0.4699 | 0.4092 | 0.6397 |
| 0.4299 | 5.8667 | 616 | 0.4121 | 0.4847 | 0.4121 | 0.6420 |
| 0.4299 | 5.8857 | 618 | 0.4222 | 0.3333 | 0.4222 | 0.6498 |
| 0.4299 | 5.9048 | 620 | 0.4250 | 0.3333 | 0.4250 | 0.6519 |
| 0.4299 | 5.9238 | 622 | 0.4414 | 0.3333 | 0.4414 | 0.6643 |
| 0.4299 | 5.9429 | 624 | 0.4136 | 0.4214 | 0.4136 | 0.6431 |
| 0.4299 | 5.9619 | 626 | 0.4178 | 0.3333 | 0.4178 | 0.6464 |
| 0.4299 | 5.9810 | 628 | 0.4823 | 0.4033 | 0.4823 | 0.6945 |
| 0.4299 | 6.0 | 630 | 0.4863 | 0.4033 | 0.4863 | 0.6973 |
| 0.4299 | 6.0190 | 632 | 0.4323 | 0.3684 | 0.4323 | 0.6575 |
| 0.4299 | 6.0381 | 634 | 0.4248 | 0.3684 | 0.4248 | 0.6517 |
| 0.4299 | 6.0571 | 636 | 0.5456 | 0.4346 | 0.5456 | 0.7387 |
| 0.4299 | 6.0762 | 638 | 0.6052 | 0.4444 | 0.6052 | 0.7779 |
| 0.4299 | 6.0952 | 640 | 0.5393 | 0.4346 | 0.5393 | 0.7344 |
| 0.4299 | 6.1143 | 642 | 0.4547 | 0.4222 | 0.4547 | 0.6743 |
| 0.4299 | 6.1333 | 644 | 0.4268 | 0.3371 | 0.4268 | 0.6533 |
| 0.4299 | 6.1524 | 646 | 0.4412 | 0.4091 | 0.4412 | 0.6642 |
| 0.4299 | 6.1714 | 648 | 0.4459 | 0.3846 | 0.4459 | 0.6678 |
| 0.4299 | 6.1905 | 650 | 0.4338 | 0.3882 | 0.4338 | 0.6587 |
| 0.4299 | 6.2095 | 652 | 0.4651 | 0.3295 | 0.4651 | 0.6820 |
| 0.4299 | 6.2286 | 654 | 0.5020 | 0.3684 | 0.5020 | 0.7085 |
| 0.4299 | 6.2476 | 656 | 0.4837 | 0.2941 | 0.4837 | 0.6955 |
| 0.4299 | 6.2667 | 658 | 0.4503 | 0.3520 | 0.4503 | 0.6710 |
| 0.4299 | 6.2857 | 660 | 0.4461 | 0.3488 | 0.4461 | 0.6679 |
| 0.4299 | 6.3048 | 662 | 0.4435 | 0.3882 | 0.4435 | 0.6660 |
| 0.4299 | 6.3238 | 664 | 0.4433 | 0.3882 | 0.4433 | 0.6658 |
| 0.4299 | 6.3429 | 666 | 0.4467 | 0.2405 | 0.4467 | 0.6684 |
| 0.4299 | 6.3619 | 668 | 0.4785 | 0.3171 | 0.4785 | 0.6917 |
| 0.4299 | 6.3810 | 670 | 0.4826 | 0.3292 | 0.4826 | 0.6947 |
| 0.4299 | 6.4 | 672 | 0.4491 | 0.3032 | 0.4491 | 0.6701 |
| 0.4299 | 6.4190 | 674 | 0.4391 | 0.2298 | 0.4391 | 0.6627 |
| 0.4299 | 6.4381 | 676 | 0.4403 | 0.3086 | 0.4403 | 0.6635 |
| 0.4299 | 6.4571 | 678 | 0.4425 | 0.3455 | 0.4425 | 0.6652 |
| 0.4299 | 6.4762 | 680 | 0.4417 | 0.3533 | 0.4417 | 0.6646 |
| 0.4299 | 6.4952 | 682 | 0.4707 | 0.2485 | 0.4707 | 0.6861 |
| 0.4299 | 6.5143 | 684 | 0.5666 | 0.3478 | 0.5666 | 0.7528 |
| 0.4299 | 6.5333 | 686 | 0.5976 | 0.4171 | 0.5976 | 0.7730 |
| 0.4299 | 6.5524 | 688 | 0.5231 | 0.3297 | 0.5231 | 0.7233 |
| 0.4299 | 6.5714 | 690 | 0.4589 | 0.3000 | 0.4589 | 0.6774 |
| 0.4299 | 6.5905 | 692 | 0.4499 | 0.3757 | 0.4499 | 0.6707 |
| 0.4299 | 6.6095 | 694 | 0.4609 | 0.3563 | 0.4609 | 0.6789 |
| 0.4299 | 6.6286 | 696 | 0.4491 | 0.3882 | 0.4491 | 0.6702 |
| 0.4299 | 6.6476 | 698 | 0.4446 | 0.3374 | 0.4446 | 0.6668 |
| 0.4299 | 6.6667 | 700 | 0.5158 | 0.3369 | 0.5158 | 0.7182 |
| 0.4299 | 6.6857 | 702 | 0.5991 | 0.4510 | 0.5991 | 0.7740 |
| 0.4299 | 6.7048 | 704 | 0.5935 | 0.4171 | 0.5935 | 0.7704 |
| 0.4299 | 6.7238 | 706 | 0.5248 | 0.3333 | 0.5248 | 0.7244 |
| 0.4299 | 6.7429 | 708 | 0.4703 | 0.2914 | 0.4703 | 0.6857 |
| 0.4299 | 6.7619 | 710 | 0.4420 | 0.4083 | 0.4420 | 0.6648 |
| 0.4299 | 6.7810 | 712 | 0.4409 | 0.4419 | 0.4409 | 0.6640 |
| 0.4299 | 6.8 | 714 | 0.4482 | 0.4217 | 0.4482 | 0.6695 |
| 0.4299 | 6.8190 | 716 | 0.4801 | 0.2889 | 0.4801 | 0.6929 |
| 0.4299 | 6.8381 | 718 | 0.5839 | 0.3623 | 0.5839 | 0.7642 |
| 0.4299 | 6.8571 | 720 | 0.6512 | 0.3514 | 0.6512 | 0.8070 |
| 0.4299 | 6.8762 | 722 | 0.6148 | 0.3208 | 0.6148 | 0.7841 |
| 0.4299 | 6.8952 | 724 | 0.5243 | 0.2842 | 0.5243 | 0.7241 |
| 0.4299 | 6.9143 | 726 | 0.4579 | 0.3374 | 0.4579 | 0.6767 |
| 0.4299 | 6.9333 | 728 | 0.4509 | 0.3829 | 0.4509 | 0.6715 |
| 0.4299 | 6.9524 | 730 | 0.4611 | 0.3636 | 0.4611 | 0.6790 |
| 0.4299 | 6.9714 | 732 | 0.4577 | 0.3829 | 0.4577 | 0.6765 |
| 0.4299 | 6.9905 | 734 | 0.4542 | 0.3735 | 0.4542 | 0.6740 |
| 0.4299 | 7.0095 | 736 | 0.4864 | 0.2914 | 0.4864 | 0.6974 |
| 0.4299 | 7.0286 | 738 | 0.5565 | 0.2893 | 0.5565 | 0.7460 |
| 0.4299 | 7.0476 | 740 | 0.5995 | 0.3725 | 0.5995 | 0.7742 |
| 0.4299 | 7.0667 | 742 | 0.5733 | 0.2990 | 0.5733 | 0.7572 |
| 0.4299 | 7.0857 | 744 | 0.5033 | 0.2865 | 0.5033 | 0.7094 |
| 0.4299 | 7.1048 | 746 | 0.4602 | 0.4556 | 0.4602 | 0.6784 |
| 0.4299 | 7.1238 | 748 | 0.4616 | 0.4419 | 0.4616 | 0.6794 |
| 0.4299 | 7.1429 | 750 | 0.4596 | 0.4419 | 0.4596 | 0.6779 |
| 0.4299 | 7.1619 | 752 | 0.4582 | 0.4419 | 0.4582 | 0.6769 |
| 0.4299 | 7.1810 | 754 | 0.4628 | 0.4217 | 0.4628 | 0.6803 |
| 0.4299 | 7.2 | 756 | 0.5036 | 0.3333 | 0.5036 | 0.7096 |
| 0.4299 | 7.2190 | 758 | 0.5986 | 0.3267 | 0.5986 | 0.7737 |
| 0.4299 | 7.2381 | 760 | 0.6629 | 0.3077 | 0.6629 | 0.8142 |
| 0.4299 | 7.2571 | 762 | 0.6380 | 0.3010 | 0.6380 | 0.7987 |
| 0.4299 | 7.2762 | 764 | 0.5604 | 0.2865 | 0.5604 | 0.7486 |
| 0.4299 | 7.2952 | 766 | 0.4930 | 0.3708 | 0.4930 | 0.7021 |
| 0.4299 | 7.3143 | 768 | 0.4748 | 0.4083 | 0.4748 | 0.6891 |
| 0.4299 | 7.3333 | 770 | 0.4754 | 0.4023 | 0.4754 | 0.6895 |
| 0.4299 | 7.3524 | 772 | 0.5012 | 0.3708 | 0.5012 | 0.7079 |
| 0.4299 | 7.3714 | 774 | 0.5596 | 0.2865 | 0.5596 | 0.7481 |
| 0.4299 | 7.3905 | 776 | 0.6043 | 0.28 | 0.6043 | 0.7774 |
| 0.4299 | 7.4095 | 778 | 0.6148 | 0.2780 | 0.6148 | 0.7841 |
| 0.4299 | 7.4286 | 780 | 0.5541 | 0.3103 | 0.5541 | 0.7444 |
| 0.4299 | 7.4476 | 782 | 0.4955 | 0.4475 | 0.4955 | 0.7039 |
| 0.4299 | 7.4667 | 784 | 0.4889 | 0.3978 | 0.4889 | 0.6992 |
| 0.4299 | 7.4857 | 786 | 0.5045 | 0.3978 | 0.5045 | 0.7103 |
| 0.4299 | 7.5048 | 788 | 0.5179 | 0.4286 | 0.5179 | 0.7196 |
| 0.4299 | 7.5238 | 790 | 0.5207 | 0.3575 | 0.5207 | 0.7216 |
| 0.4299 | 7.5429 | 792 | 0.5034 | 0.3224 | 0.5034 | 0.7095 |
| 0.4299 | 7.5619 | 794 | 0.4829 | 0.4475 | 0.4829 | 0.6949 |
| 0.4299 | 7.5810 | 796 | 0.4567 | 0.4152 | 0.4567 | 0.6758 |
| 0.4299 | 7.6 | 798 | 0.4523 | 0.4217 | 0.4523 | 0.6726 |
| 0.4299 | 7.6190 | 800 | 0.4606 | 0.4152 | 0.4606 | 0.6787 |
| 0.4299 | 7.6381 | 802 | 0.4860 | 0.3412 | 0.4860 | 0.6972 |
| 0.4299 | 7.6571 | 804 | 0.5162 | 0.2542 | 0.5162 | 0.7185 |
| 0.4299 | 7.6762 | 806 | 0.5168 | 0.2889 | 0.5168 | 0.7189 |
| 0.4299 | 7.6952 | 808 | 0.5078 | 0.2889 | 0.5078 | 0.7126 |
| 0.4299 | 7.7143 | 810 | 0.4910 | 0.3371 | 0.4910 | 0.7007 |
| 0.4299 | 7.7333 | 812 | 0.4704 | 0.3333 | 0.4704 | 0.6859 |
| 0.4299 | 7.7524 | 814 | 0.4681 | 0.3333 | 0.4681 | 0.6842 |
| 0.4299 | 7.7714 | 816 | 0.4646 | 0.3898 | 0.4646 | 0.6816 |
| 0.4299 | 7.7905 | 818 | 0.4632 | 0.3778 | 0.4632 | 0.6806 |
| 0.4299 | 7.8095 | 820 | 0.4652 | 0.3661 | 0.4652 | 0.6821 |
| 0.4299 | 7.8286 | 822 | 0.4655 | 0.3661 | 0.4655 | 0.6823 |
| 0.4299 | 7.8476 | 824 | 0.4670 | 0.3661 | 0.4670 | 0.6834 |
| 0.4299 | 7.8667 | 826 | 0.4774 | 0.4225 | 0.4774 | 0.6909 |
| 0.4299 | 7.8857 | 828 | 0.4809 | 0.4783 | 0.4809 | 0.6935 |
| 0.4299 | 7.9048 | 830 | 0.4767 | 0.4225 | 0.4767 | 0.6904 |
| 0.4299 | 7.9238 | 832 | 0.4716 | 0.3898 | 0.4716 | 0.6867 |
| 0.4299 | 7.9429 | 834 | 0.4748 | 0.4413 | 0.4748 | 0.6891 |
| 0.4299 | 7.9619 | 836 | 0.4809 | 0.4783 | 0.4809 | 0.6935 |
| 0.4299 | 7.9810 | 838 | 0.4870 | 0.3708 | 0.4870 | 0.6978 |
| 0.4299 | 8.0 | 840 | 0.5203 | 0.3191 | 0.5203 | 0.7213 |
| 0.4299 | 8.0190 | 842 | 0.5798 | 0.2780 | 0.5798 | 0.7614 |
| 0.4299 | 8.0381 | 844 | 0.6435 | 0.2986 | 0.6435 | 0.8022 |
| 0.4299 | 8.0571 | 846 | 0.6757 | 0.3593 | 0.6757 | 0.8220 |
| 0.4299 | 8.0762 | 848 | 0.6351 | 0.3242 | 0.6351 | 0.7969 |
| 0.4299 | 8.0952 | 850 | 0.5843 | 0.2762 | 0.5843 | 0.7644 |
| 0.4299 | 8.1143 | 852 | 0.5125 | 0.3224 | 0.5125 | 0.7159 |
| 0.4299 | 8.1333 | 854 | 0.4739 | 0.4413 | 0.4739 | 0.6884 |
| 0.4299 | 8.1524 | 856 | 0.4640 | 0.3661 | 0.4640 | 0.6812 |
| 0.4299 | 8.1714 | 858 | 0.4625 | 0.3548 | 0.4625 | 0.6801 |
| 0.4299 | 8.1905 | 860 | 0.4602 | 0.3661 | 0.4602 | 0.6784 |
| 0.4299 | 8.2095 | 862 | 0.4586 | 0.3778 | 0.4586 | 0.6772 |
| 0.4299 | 8.2286 | 864 | 0.4617 | 0.4413 | 0.4617 | 0.6795 |
| 0.4299 | 8.2476 | 866 | 0.4726 | 0.4783 | 0.4726 | 0.6875 |
| 0.4299 | 8.2667 | 868 | 0.4756 | 0.3708 | 0.4756 | 0.6897 |
| 0.4299 | 8.2857 | 870 | 0.4750 | 0.3708 | 0.4750 | 0.6892 |
| 0.4299 | 8.3048 | 872 | 0.4613 | 0.4483 | 0.4613 | 0.6792 |
| 0.4299 | 8.3238 | 874 | 0.4559 | 0.4286 | 0.4559 | 0.6752 |
| 0.4299 | 8.3429 | 876 | 0.4586 | 0.3591 | 0.4586 | 0.6772 |
| 0.4299 | 8.3619 | 878 | 0.4555 | 0.3591 | 0.4555 | 0.6749 |
| 0.4299 | 8.3810 | 880 | 0.4531 | 0.4286 | 0.4531 | 0.6731 |
| 0.4299 | 8.4 | 882 | 0.4605 | 0.4483 | 0.4605 | 0.6786 |
| 0.4299 | 8.4190 | 884 | 0.4955 | 0.3708 | 0.4955 | 0.7039 |
| 0.4299 | 8.4381 | 886 | 0.5273 | 0.2865 | 0.5273 | 0.7261 |
| 0.4299 | 8.4571 | 888 | 0.5323 | 0.2865 | 0.5323 | 0.7296 |
| 0.4299 | 8.4762 | 890 | 0.5191 | 0.3661 | 0.5191 | 0.7205 |
| 0.4299 | 8.4952 | 892 | 0.4993 | 0.3661 | 0.4993 | 0.7066 |
| 0.4299 | 8.5143 | 894 | 0.4869 | 0.4475 | 0.4869 | 0.6978 |
| 0.4299 | 8.5333 | 896 | 0.4850 | 0.4475 | 0.4850 | 0.6964 |
| 0.4299 | 8.5524 | 898 | 0.4801 | 0.4783 | 0.4801 | 0.6929 |
| 0.4299 | 8.5714 | 900 | 0.4801 | 0.4783 | 0.4801 | 0.6929 |
| 0.4299 | 8.5905 | 902 | 0.4944 | 0.4475 | 0.4944 | 0.7031 |
| 0.4299 | 8.6095 | 904 | 0.5046 | 0.3708 | 0.5046 | 0.7104 |
| 0.4299 | 8.6286 | 906 | 0.5103 | 0.3661 | 0.5103 | 0.7143 |
| 0.4299 | 8.6476 | 908 | 0.5075 | 0.3661 | 0.5075 | 0.7124 |
| 0.4299 | 8.6667 | 910 | 0.4881 | 0.3708 | 0.4881 | 0.6986 |
| 0.4299 | 8.6857 | 912 | 0.4801 | 0.4783 | 0.4801 | 0.6929 |
| 0.4299 | 8.7048 | 914 | 0.4759 | 0.4652 | 0.4759 | 0.6899 |
| 0.4299 | 8.7238 | 916 | 0.4763 | 0.4652 | 0.4763 | 0.6902 |
| 0.4299 | 8.7429 | 918 | 0.4827 | 0.4033 | 0.4827 | 0.6948 |
| 0.4299 | 8.7619 | 920 | 0.4915 | 0.3708 | 0.4915 | 0.7010 |
| 0.4299 | 8.7810 | 922 | 0.4852 | 0.4033 | 0.4852 | 0.6966 |
| 0.4299 | 8.8 | 924 | 0.4750 | 0.3913 | 0.4750 | 0.6892 |
| 0.4299 | 8.8190 | 926 | 0.4677 | 0.3778 | 0.4677 | 0.6839 |
| 0.4299 | 8.8381 | 928 | 0.4649 | 0.3778 | 0.4649 | 0.6819 |
| 0.4299 | 8.8571 | 930 | 0.4649 | 0.3778 | 0.4649 | 0.6818 |
| 0.4299 | 8.8762 | 932 | 0.4641 | 0.3778 | 0.4641 | 0.6812 |
| 0.4299 | 8.8952 | 934 | 0.4637 | 0.3778 | 0.4637 | 0.6810 |
| 0.4299 | 8.9143 | 936 | 0.4665 | 0.3407 | 0.4665 | 0.6830 |
| 0.4299 | 8.9333 | 938 | 0.4747 | 0.3913 | 0.4747 | 0.6889 |
| 0.4299 | 8.9524 | 940 | 0.4784 | 0.4033 | 0.4784 | 0.6917 |
| 0.4299 | 8.9714 | 942 | 0.4788 | 0.4033 | 0.4788 | 0.6920 |
| 0.4299 | 8.9905 | 944 | 0.4887 | 0.3708 | 0.4887 | 0.6991 |
| 0.4299 | 9.0095 | 946 | 0.5064 | 0.3224 | 0.5064 | 0.7116 |
| 0.4299 | 9.0286 | 948 | 0.5133 | 0.3224 | 0.5133 | 0.7164 |
| 0.4299 | 9.0476 | 950 | 0.5112 | 0.3224 | 0.5112 | 0.7150 |
| 0.4299 | 9.0667 | 952 | 0.5083 | 0.3224 | 0.5083 | 0.7130 |
| 0.4299 | 9.0857 | 954 | 0.4951 | 0.3708 | 0.4951 | 0.7036 |
| 0.4299 | 9.1048 | 956 | 0.4786 | 0.4033 | 0.4786 | 0.6918 |
| 0.4299 | 9.1238 | 958 | 0.4638 | 0.4162 | 0.4638 | 0.6810 |
| 0.4299 | 9.1429 | 960 | 0.4588 | 0.3778 | 0.4588 | 0.6773 |
| 0.4299 | 9.1619 | 962 | 0.4557 | 0.3778 | 0.4557 | 0.6750 |
| 0.4299 | 9.1810 | 964 | 0.4522 | 0.3778 | 0.4522 | 0.6725 |
| 0.4299 | 9.2 | 966 | 0.4509 | 0.3778 | 0.4509 | 0.6715 |
| 0.4299 | 9.2190 | 968 | 0.4538 | 0.3778 | 0.4538 | 0.6736 |
| 0.4299 | 9.2381 | 970 | 0.4642 | 0.4783 | 0.4642 | 0.6813 |
| 0.4299 | 9.2571 | 972 | 0.4718 | 0.4033 | 0.4718 | 0.6869 |
| 0.4299 | 9.2762 | 974 | 0.4774 | 0.4033 | 0.4774 | 0.6909 |
| 0.4299 | 9.2952 | 976 | 0.4861 | 0.3708 | 0.4861 | 0.6972 |
| 0.4299 | 9.3143 | 978 | 0.4877 | 0.3708 | 0.4877 | 0.6984 |
| 0.4299 | 9.3333 | 980 | 0.4837 | 0.3708 | 0.4837 | 0.6955 |
| 0.4299 | 9.3524 | 982 | 0.4799 | 0.3708 | 0.4799 | 0.6927 |
| 0.4299 | 9.3714 | 984 | 0.4780 | 0.3708 | 0.4780 | 0.6914 |
| 0.4299 | 9.3905 | 986 | 0.4788 | 0.3708 | 0.4788 | 0.6919 |
| 0.4299 | 9.4095 | 988 | 0.4765 | 0.3708 | 0.4765 | 0.6903 |
| 0.4299 | 9.4286 | 990 | 0.4702 | 0.4033 | 0.4702 | 0.6857 |
| 0.4299 | 9.4476 | 992 | 0.4682 | 0.4091 | 0.4682 | 0.6843 |
| 0.4299 | 9.4667 | 994 | 0.4650 | 0.4091 | 0.4650 | 0.6819 |
| 0.4299 | 9.4857 | 996 | 0.4608 | 0.4091 | 0.4608 | 0.6789 |
| 0.4299 | 9.5048 | 998 | 0.4579 | 0.3684 | 0.4579 | 0.6767 |
| 0.0813 | 9.5238 | 1000 | 0.4543 | 0.3684 | 0.4543 | 0.6740 |
| 0.0813 | 9.5429 | 1002 | 0.4541 | 0.3684 | 0.4541 | 0.6739 |
| 0.0813 | 9.5619 | 1004 | 0.4565 | 0.3684 | 0.4565 | 0.6757 |
| 0.0813 | 9.5810 | 1006 | 0.4576 | 0.3684 | 0.4576 | 0.6765 |
| 0.0813 | 9.6 | 1008 | 0.4595 | 0.4091 | 0.4595 | 0.6778 |
| 0.0813 | 9.6190 | 1010 | 0.4611 | 0.4091 | 0.4611 | 0.6790 |
| 0.0813 | 9.6381 | 1012 | 0.4612 | 0.4091 | 0.4612 | 0.6791 |
| 0.0813 | 9.6571 | 1014 | 0.4597 | 0.4091 | 0.4597 | 0.6780 |
| 0.0813 | 9.6762 | 1016 | 0.4567 | 0.3684 | 0.4567 | 0.6758 |
| 0.0813 | 9.6952 | 1018 | 0.4549 | 0.3563 | 0.4549 | 0.6745 |
| 0.0813 | 9.7143 | 1020 | 0.4548 | 0.4350 | 0.4548 | 0.6744 |
| 0.0813 | 9.7333 | 1022 | 0.4557 | 0.4350 | 0.4557 | 0.6751 |
| 0.0813 | 9.7524 | 1024 | 0.4560 | 0.4350 | 0.4560 | 0.6753 |
| 0.0813 | 9.7714 | 1026 | 0.4557 | 0.4350 | 0.4557 | 0.6751 |
| 0.0813 | 9.7905 | 1028 | 0.4551 | 0.4350 | 0.4551 | 0.6746 |
| 0.0813 | 9.8095 | 1030 | 0.4556 | 0.4350 | 0.4556 | 0.6750 |
| 0.0813 | 9.8286 | 1032 | 0.4549 | 0.4350 | 0.4549 | 0.6744 |
| 0.0813 | 9.8476 | 1034 | 0.4539 | 0.4350 | 0.4539 | 0.6737 |
| 0.0813 | 9.8667 | 1036 | 0.4536 | 0.4350 | 0.4536 | 0.6735 |
| 0.0813 | 9.8857 | 1038 | 0.4538 | 0.4350 | 0.4538 | 0.6737 |
| 0.0813 | 9.9048 | 1040 | 0.4540 | 0.4350 | 0.4540 | 0.6738 |
| 0.0813 | 9.9238 | 1042 | 0.4544 | 0.4350 | 0.4544 | 0.6741 |
| 0.0813 | 9.9429 | 1044 | 0.4550 | 0.4350 | 0.4550 | 0.6745 |
| 0.0813 | 9.9619 | 1046 | 0.4551 | 0.4350 | 0.4551 | 0.6746 |
| 0.0813 | 9.9810 | 1048 | 0.4552 | 0.4350 | 0.4552 | 0.6747 |
| 0.0813 | 10.0 | 1050 | 0.4553 | 0.4350 | 0.4553 | 0.6748 |
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_run3_AugV5_k18_task3_organization
Base model
aubmindlab/bert-base-arabertv02