Instructions to use MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run1_AugV5_k20_task3_organization with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run1_AugV5_k20_task3_organization with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run1_AugV5_k20_task3_organization")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run1_AugV5_k20_task3_organization") model = AutoModelForSequenceClassification.from_pretrained("MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run1_AugV5_k20_task3_organization", device_map="auto") - Notebooks
- Google Colab
- Kaggle
ArabicNewSplits5_FineTuningAraBERT_run1_AugV5_k20_task3_organization
This model is a fine-tuned version of aubmindlab/bert-base-arabertv02 on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.5808
- Qwk: 0.4573
- Mse: 0.5808
- Rmse: 0.7621
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 | 0.0172 | 2 | 3.4659 | -0.0366 | 3.4659 | 1.8617 |
| No log | 0.0345 | 4 | 1.9208 | -0.0390 | 1.9208 | 1.3859 |
| No log | 0.0517 | 6 | 2.0253 | 0.0545 | 2.0253 | 1.4231 |
| No log | 0.0690 | 8 | 1.6015 | 0.0255 | 1.6015 | 1.2655 |
| No log | 0.0862 | 10 | 1.0495 | 0.0 | 1.0495 | 1.0245 |
| No log | 0.1034 | 12 | 1.2144 | 0.0 | 1.2144 | 1.1020 |
| No log | 0.1207 | 14 | 1.1185 | 0.0 | 1.1185 | 1.0576 |
| No log | 0.1379 | 16 | 0.8382 | 0.0794 | 0.8382 | 0.9156 |
| No log | 0.1552 | 18 | 0.6839 | 0.1179 | 0.6839 | 0.8270 |
| No log | 0.1724 | 20 | 0.8115 | 0.2072 | 0.8115 | 0.9008 |
| No log | 0.1897 | 22 | 1.0598 | 0.0794 | 1.0598 | 1.0295 |
| No log | 0.2069 | 24 | 1.2084 | 0.0388 | 1.2084 | 1.0993 |
| No log | 0.2241 | 26 | 1.2795 | 0.0 | 1.2795 | 1.1312 |
| No log | 0.2414 | 28 | 1.1607 | 0.0 | 1.1607 | 1.0774 |
| No log | 0.2586 | 30 | 0.9867 | 0.0698 | 0.9867 | 0.9933 |
| No log | 0.2759 | 32 | 0.7912 | 0.1930 | 0.7912 | 0.8895 |
| No log | 0.2931 | 34 | 0.7452 | 0.1515 | 0.7452 | 0.8633 |
| No log | 0.3103 | 36 | 0.8442 | 0.0201 | 0.8442 | 0.9188 |
| No log | 0.3276 | 38 | 0.8502 | -0.0159 | 0.8502 | 0.9221 |
| No log | 0.3448 | 40 | 0.8281 | 0.0244 | 0.8281 | 0.9100 |
| No log | 0.3621 | 42 | 0.8295 | -0.0081 | 0.8295 | 0.9107 |
| No log | 0.3793 | 44 | 0.8625 | 0.0 | 0.8625 | 0.9287 |
| No log | 0.3966 | 46 | 0.8416 | 0.1919 | 0.8416 | 0.9174 |
| No log | 0.4138 | 48 | 0.9896 | 0.0159 | 0.9896 | 0.9948 |
| No log | 0.4310 | 50 | 1.1225 | 0.0345 | 1.1225 | 1.0595 |
| No log | 0.4483 | 52 | 1.0433 | 0.0345 | 1.0433 | 1.0214 |
| No log | 0.4655 | 54 | 0.9960 | 0.0698 | 0.9960 | 0.9980 |
| No log | 0.4828 | 56 | 1.0375 | 0.0698 | 1.0375 | 1.0186 |
| No log | 0.5 | 58 | 1.2261 | 0.0 | 1.2261 | 1.1073 |
| No log | 0.5172 | 60 | 0.9181 | 0.0894 | 0.9181 | 0.9582 |
| No log | 0.5345 | 62 | 0.6181 | 0.3208 | 0.6181 | 0.7862 |
| No log | 0.5517 | 64 | 0.6072 | 0.0725 | 0.6072 | 0.7793 |
| No log | 0.5690 | 66 | 0.8010 | 0.1373 | 0.8010 | 0.8950 |
| No log | 0.5862 | 68 | 0.9025 | 0.0333 | 0.9025 | 0.9500 |
| No log | 0.6034 | 70 | 1.0693 | 0.0118 | 1.0693 | 1.0340 |
| No log | 0.6207 | 72 | 0.9529 | 0.0843 | 0.9529 | 0.9762 |
| No log | 0.6379 | 74 | 0.6579 | 0.2542 | 0.6579 | 0.8111 |
| No log | 0.6552 | 76 | 0.5621 | 0.2000 | 0.5621 | 0.7498 |
| No log | 0.6724 | 78 | 0.5686 | 0.2000 | 0.5686 | 0.7541 |
| No log | 0.6897 | 80 | 0.7238 | 0.3143 | 0.7238 | 0.8508 |
| No log | 0.7069 | 82 | 1.0597 | 0.0698 | 1.0597 | 1.0294 |
| No log | 0.7241 | 84 | 1.1253 | 0.0698 | 1.1253 | 1.0608 |
| No log | 0.7414 | 86 | 1.0793 | 0.1059 | 1.0793 | 1.0389 |
| No log | 0.7586 | 88 | 0.8342 | 0.1333 | 0.8342 | 0.9133 |
| No log | 0.7759 | 90 | 0.7396 | 0.2077 | 0.7396 | 0.8600 |
| No log | 0.7931 | 92 | 0.6381 | 0.2000 | 0.6381 | 0.7988 |
| No log | 0.8103 | 94 | 0.5847 | 0.1698 | 0.5847 | 0.7647 |
| No log | 0.8276 | 96 | 0.5352 | 0.1667 | 0.5352 | 0.7316 |
| No log | 0.8448 | 98 | 0.5109 | 0.1667 | 0.5109 | 0.7148 |
| No log | 0.8621 | 100 | 0.4969 | 0.1773 | 0.4969 | 0.7049 |
| No log | 0.8793 | 102 | 0.4961 | 0.1884 | 0.4961 | 0.7043 |
| No log | 0.8966 | 104 | 0.6451 | 0.2549 | 0.6451 | 0.8032 |
| No log | 0.9138 | 106 | 0.6624 | 0.2381 | 0.6624 | 0.8139 |
| No log | 0.9310 | 108 | 0.4937 | 0.2701 | 0.4937 | 0.7026 |
| No log | 0.9483 | 110 | 0.5640 | 0.1756 | 0.5640 | 0.7510 |
| No log | 0.9655 | 112 | 0.5286 | 0.2329 | 0.5286 | 0.7270 |
| No log | 0.9828 | 114 | 0.8336 | 0.3138 | 0.8336 | 0.9130 |
| No log | 1.0 | 116 | 1.0128 | 0.2366 | 1.0128 | 1.0064 |
| No log | 1.0172 | 118 | 0.6440 | 0.3480 | 0.6440 | 0.8025 |
| No log | 1.0345 | 120 | 0.4940 | 0.3655 | 0.4940 | 0.7028 |
| No log | 1.0517 | 122 | 0.5979 | 0.1892 | 0.5979 | 0.7732 |
| No log | 1.0690 | 124 | 0.5479 | 0.3631 | 0.5479 | 0.7402 |
| No log | 1.0862 | 126 | 0.5143 | 0.35 | 0.5143 | 0.7172 |
| No log | 1.1034 | 128 | 0.4794 | 0.3333 | 0.4794 | 0.6924 |
| No log | 1.1207 | 130 | 0.5082 | 0.4350 | 0.5082 | 0.7129 |
| No log | 1.1379 | 132 | 0.5317 | 0.5052 | 0.5317 | 0.7292 |
| No log | 1.1552 | 134 | 0.5683 | 0.3439 | 0.5683 | 0.7538 |
| No log | 1.1724 | 136 | 0.5408 | 0.36 | 0.5408 | 0.7354 |
| No log | 1.1897 | 138 | 0.8903 | 0.3000 | 0.8903 | 0.9436 |
| No log | 1.2069 | 140 | 0.8018 | 0.3128 | 0.8018 | 0.8954 |
| No log | 1.2241 | 142 | 0.5963 | 0.2941 | 0.5963 | 0.7722 |
| No log | 1.2414 | 144 | 1.2292 | 0.1467 | 1.2292 | 1.1087 |
| No log | 1.2586 | 146 | 1.2452 | 0.1467 | 1.2452 | 1.1159 |
| No log | 1.2759 | 148 | 0.7799 | 0.2646 | 0.7799 | 0.8831 |
| No log | 1.2931 | 150 | 0.5431 | 0.2727 | 0.5431 | 0.7369 |
| No log | 1.3103 | 152 | 0.7492 | 0.3418 | 0.7492 | 0.8656 |
| No log | 1.3276 | 154 | 0.7795 | 0.2618 | 0.7795 | 0.8829 |
| No log | 1.3448 | 156 | 0.4892 | 0.3706 | 0.4892 | 0.6994 |
| No log | 1.3621 | 158 | 0.6202 | 0.4286 | 0.6202 | 0.7875 |
| No log | 1.3793 | 160 | 0.9724 | 0.2168 | 0.9724 | 0.9861 |
| No log | 1.3966 | 162 | 0.8624 | 0.1880 | 0.8624 | 0.9287 |
| No log | 1.4138 | 164 | 0.4890 | 0.4652 | 0.4890 | 0.6993 |
| No log | 1.4310 | 166 | 0.5098 | 0.4343 | 0.5098 | 0.7140 |
| No log | 1.4483 | 168 | 0.4863 | 0.4764 | 0.4863 | 0.6973 |
| No log | 1.4655 | 170 | 0.6987 | 0.2838 | 0.6987 | 0.8359 |
| No log | 1.4828 | 172 | 0.7291 | 0.2821 | 0.7291 | 0.8539 |
| No log | 1.5 | 174 | 0.5739 | 0.4815 | 0.5739 | 0.7576 |
| No log | 1.5172 | 176 | 0.6334 | 0.3116 | 0.6334 | 0.7959 |
| No log | 1.5345 | 178 | 0.5683 | 0.4554 | 0.5683 | 0.7538 |
| No log | 1.5517 | 180 | 0.5144 | 0.4615 | 0.5144 | 0.7172 |
| No log | 1.5690 | 182 | 0.6246 | 0.2681 | 0.6246 | 0.7903 |
| No log | 1.5862 | 184 | 0.5737 | 0.2711 | 0.5737 | 0.7574 |
| No log | 1.6034 | 186 | 0.5215 | 0.4118 | 0.5215 | 0.7222 |
| No log | 1.6207 | 188 | 0.4880 | 0.4894 | 0.4880 | 0.6986 |
| No log | 1.6379 | 190 | 0.6732 | 0.3524 | 0.6732 | 0.8205 |
| No log | 1.6552 | 192 | 0.7881 | 0.2066 | 0.7881 | 0.8877 |
| No log | 1.6724 | 194 | 0.6861 | 0.3035 | 0.6861 | 0.8283 |
| No log | 1.6897 | 196 | 0.7199 | 0.1921 | 0.7199 | 0.8485 |
| No log | 1.7069 | 198 | 0.8260 | 0.1028 | 0.8260 | 0.9089 |
| No log | 1.7241 | 200 | 0.7429 | 0.1568 | 0.7429 | 0.8619 |
| No log | 1.7414 | 202 | 0.6987 | 0.2195 | 0.6987 | 0.8359 |
| No log | 1.7586 | 204 | 0.7195 | 0.1345 | 0.7195 | 0.8483 |
| No log | 1.7759 | 206 | 0.7295 | 0.1917 | 0.7295 | 0.8541 |
| No log | 1.7931 | 208 | 0.7651 | 0.0622 | 0.7651 | 0.8747 |
| No log | 1.8103 | 210 | 0.7338 | 0.0899 | 0.7338 | 0.8566 |
| No log | 1.8276 | 212 | 0.6459 | 0.2000 | 0.6459 | 0.8037 |
| No log | 1.8448 | 214 | 0.6665 | 0.2457 | 0.6665 | 0.8164 |
| No log | 1.8621 | 216 | 0.7827 | 0.2239 | 0.7827 | 0.8847 |
| No log | 1.8793 | 218 | 0.6859 | 0.2081 | 0.6859 | 0.8282 |
| No log | 1.8966 | 220 | 0.7037 | 0.3200 | 0.7037 | 0.8389 |
| No log | 1.9138 | 222 | 0.7130 | 0.3905 | 0.7130 | 0.8444 |
| No log | 1.9310 | 224 | 0.7485 | 0.3498 | 0.7485 | 0.8652 |
| No log | 1.9483 | 226 | 0.6933 | 0.2563 | 0.6933 | 0.8327 |
| No log | 1.9655 | 228 | 0.7102 | 0.2081 | 0.7102 | 0.8427 |
| No log | 1.9828 | 230 | 0.8517 | 0.1852 | 0.8517 | 0.9229 |
| No log | 2.0 | 232 | 0.7991 | 0.2150 | 0.7991 | 0.8939 |
| No log | 2.0172 | 234 | 0.6954 | 0.3010 | 0.6954 | 0.8339 |
| No log | 2.0345 | 236 | 0.7339 | 0.1921 | 0.7339 | 0.8567 |
| No log | 2.0517 | 238 | 0.7186 | 0.2153 | 0.7186 | 0.8477 |
| No log | 2.0690 | 240 | 0.8830 | 0.2646 | 0.8830 | 0.9397 |
| No log | 2.0862 | 242 | 0.7720 | 0.2511 | 0.7720 | 0.8786 |
| No log | 2.1034 | 244 | 0.7260 | 0.2475 | 0.7260 | 0.8521 |
| No log | 2.1207 | 246 | 0.6628 | 0.3231 | 0.6628 | 0.8141 |
| No log | 2.1379 | 248 | 0.8519 | 0.1858 | 0.8519 | 0.9230 |
| No log | 2.1552 | 250 | 1.0331 | 0.0988 | 1.0331 | 1.0164 |
| No log | 2.1724 | 252 | 0.8154 | 0.2143 | 0.8154 | 0.9030 |
| No log | 2.1897 | 254 | 0.6998 | 0.3077 | 0.6998 | 0.8366 |
| No log | 2.2069 | 256 | 0.7247 | 0.3242 | 0.7247 | 0.8513 |
| No log | 2.2241 | 258 | 0.7641 | 0.2217 | 0.7641 | 0.8741 |
| No log | 2.2414 | 260 | 0.9987 | 0.1212 | 0.9987 | 0.9993 |
| No log | 2.2586 | 262 | 0.8702 | 0.1319 | 0.8702 | 0.9328 |
| No log | 2.2759 | 264 | 0.7726 | 0.1928 | 0.7726 | 0.8790 |
| No log | 2.2931 | 266 | 0.8755 | 0.2653 | 0.8755 | 0.9357 |
| No log | 2.3103 | 268 | 0.7170 | 0.2523 | 0.7170 | 0.8467 |
| No log | 2.3276 | 270 | 0.8037 | 0.1636 | 0.8037 | 0.8965 |
| No log | 2.3448 | 272 | 1.0728 | 0.1579 | 1.0728 | 1.0358 |
| No log | 2.3621 | 274 | 0.8873 | 0.1453 | 0.8873 | 0.9420 |
| No log | 2.3793 | 276 | 0.6403 | 0.3333 | 0.6403 | 0.8002 |
| No log | 2.3966 | 278 | 0.7056 | 0.2593 | 0.7056 | 0.8400 |
| No log | 2.4138 | 280 | 0.6517 | 0.3103 | 0.6517 | 0.8073 |
| No log | 2.4310 | 282 | 0.6828 | 0.3892 | 0.6828 | 0.8263 |
| No log | 2.4483 | 284 | 0.7165 | 0.2464 | 0.7165 | 0.8465 |
| No log | 2.4655 | 286 | 0.6943 | 0.2083 | 0.6943 | 0.8333 |
| No log | 2.4828 | 288 | 0.6437 | 0.2766 | 0.6437 | 0.8023 |
| No log | 2.5 | 290 | 0.6516 | 0.2432 | 0.6516 | 0.8072 |
| No log | 2.5172 | 292 | 0.6725 | 0.2432 | 0.6725 | 0.8201 |
| No log | 2.5345 | 294 | 0.6734 | 0.2865 | 0.6734 | 0.8206 |
| No log | 2.5517 | 296 | 0.6941 | 0.2670 | 0.6941 | 0.8331 |
| No log | 2.5690 | 298 | 0.6748 | 0.1357 | 0.6748 | 0.8215 |
| No log | 2.5862 | 300 | 0.7376 | 0.2487 | 0.7376 | 0.8588 |
| No log | 2.6034 | 302 | 0.7041 | 0.1765 | 0.7041 | 0.8391 |
| No log | 2.6207 | 304 | 0.6781 | 0.2233 | 0.6781 | 0.8235 |
| No log | 2.6379 | 306 | 0.6924 | 0.2381 | 0.6924 | 0.8321 |
| No log | 2.6552 | 308 | 0.8029 | 0.2871 | 0.8029 | 0.8961 |
| No log | 2.6724 | 310 | 0.8323 | 0.2464 | 0.8323 | 0.9123 |
| No log | 2.6897 | 312 | 0.7175 | 0.2661 | 0.7175 | 0.8471 |
| No log | 2.7069 | 314 | 0.6890 | 0.3237 | 0.6890 | 0.8301 |
| No log | 2.7241 | 316 | 0.6583 | 0.2676 | 0.6583 | 0.8113 |
| No log | 2.7414 | 318 | 0.6227 | 0.3131 | 0.6227 | 0.7891 |
| No log | 2.7586 | 320 | 0.6364 | 0.3939 | 0.6364 | 0.7978 |
| No log | 2.7759 | 322 | 0.6202 | 0.3617 | 0.6202 | 0.7875 |
| No log | 2.7931 | 324 | 0.6148 | 0.3297 | 0.6148 | 0.7841 |
| No log | 2.8103 | 326 | 0.6163 | 0.3297 | 0.6163 | 0.7851 |
| No log | 2.8276 | 328 | 0.5988 | 0.2842 | 0.5988 | 0.7738 |
| No log | 2.8448 | 330 | 0.6297 | 0.3469 | 0.6297 | 0.7935 |
| No log | 2.8621 | 332 | 0.6496 | 0.3561 | 0.6496 | 0.8060 |
| No log | 2.8793 | 334 | 0.6791 | 0.3524 | 0.6791 | 0.8241 |
| No log | 2.8966 | 336 | 0.7071 | 0.2661 | 0.7071 | 0.8409 |
| No log | 2.9138 | 338 | 0.7960 | 0.1864 | 0.7960 | 0.8922 |
| No log | 2.9310 | 340 | 0.7835 | 0.2208 | 0.7835 | 0.8852 |
| No log | 2.9483 | 342 | 0.6705 | 0.2871 | 0.6705 | 0.8188 |
| No log | 2.9655 | 344 | 0.7554 | 0.2727 | 0.7554 | 0.8691 |
| No log | 2.9828 | 346 | 0.8122 | 0.2161 | 0.8122 | 0.9012 |
| No log | 3.0 | 348 | 0.7558 | 0.2842 | 0.7558 | 0.8694 |
| No log | 3.0172 | 350 | 0.6398 | 0.3797 | 0.6398 | 0.7999 |
| No log | 3.0345 | 352 | 0.6553 | 0.2174 | 0.6553 | 0.8095 |
| No log | 3.0517 | 354 | 0.6624 | 0.2577 | 0.6624 | 0.8139 |
| No log | 3.0690 | 356 | 0.6312 | 0.3520 | 0.6312 | 0.7945 |
| No log | 3.0862 | 358 | 0.7045 | 0.2692 | 0.7045 | 0.8394 |
| No log | 3.1034 | 360 | 0.7714 | 0.2986 | 0.7714 | 0.8783 |
| No log | 3.1207 | 362 | 0.6893 | 0.2549 | 0.6893 | 0.8302 |
| No log | 3.1379 | 364 | 0.7231 | 0.1759 | 0.7231 | 0.8504 |
| No log | 3.1552 | 366 | 0.7182 | 0.2513 | 0.7182 | 0.8475 |
| No log | 3.1724 | 368 | 0.7086 | 0.28 | 0.7086 | 0.8418 |
| No log | 3.1897 | 370 | 0.7375 | 0.2549 | 0.7375 | 0.8588 |
| No log | 3.2069 | 372 | 0.7630 | 0.2549 | 0.7630 | 0.8735 |
| No log | 3.2241 | 374 | 0.6921 | 0.2821 | 0.6921 | 0.8319 |
| No log | 3.2414 | 376 | 0.7136 | 0.1828 | 0.7136 | 0.8447 |
| No log | 3.2586 | 378 | 0.7183 | 0.1915 | 0.7183 | 0.8475 |
| No log | 3.2759 | 380 | 0.6570 | 0.2000 | 0.6570 | 0.8106 |
| No log | 3.2931 | 382 | 0.7059 | 0.1658 | 0.7059 | 0.8402 |
| No log | 3.3103 | 384 | 0.8283 | 0.0769 | 0.8283 | 0.9101 |
| No log | 3.3276 | 386 | 0.7500 | 0.1917 | 0.7500 | 0.8660 |
| No log | 3.3448 | 388 | 0.6468 | 0.2787 | 0.6468 | 0.8042 |
| No log | 3.3621 | 390 | 0.7754 | 0.1848 | 0.7754 | 0.8806 |
| No log | 3.3793 | 392 | 0.8035 | 0.1848 | 0.8035 | 0.8964 |
| No log | 3.3966 | 394 | 0.7380 | 0.1823 | 0.7380 | 0.8591 |
| No log | 3.4138 | 396 | 0.6598 | 0.2184 | 0.6598 | 0.8123 |
| No log | 3.4310 | 398 | 0.6967 | 0.0983 | 0.6967 | 0.8347 |
| No log | 3.4483 | 400 | 0.7173 | 0.1568 | 0.7173 | 0.8469 |
| No log | 3.4655 | 402 | 0.6874 | 0.2527 | 0.6874 | 0.8291 |
| No log | 3.4828 | 404 | 0.6867 | 0.2265 | 0.6867 | 0.8287 |
| No log | 3.5 | 406 | 0.7289 | 0.1538 | 0.7289 | 0.8538 |
| No log | 3.5172 | 408 | 0.7417 | 0.1560 | 0.7417 | 0.8612 |
| No log | 3.5345 | 410 | 0.6823 | 0.2990 | 0.6823 | 0.8260 |
| No log | 3.5517 | 412 | 0.7739 | 0.1736 | 0.7739 | 0.8797 |
| No log | 3.5690 | 414 | 0.7108 | 0.3303 | 0.7108 | 0.8431 |
| No log | 3.5862 | 416 | 0.6762 | 0.3684 | 0.6762 | 0.8223 |
| No log | 3.6034 | 418 | 0.6590 | 0.3684 | 0.6590 | 0.8118 |
| No log | 3.6207 | 420 | 0.6510 | 0.3684 | 0.6510 | 0.8069 |
| No log | 3.6379 | 422 | 0.6346 | 0.3439 | 0.6346 | 0.7966 |
| No log | 3.6552 | 424 | 0.6290 | 0.3439 | 0.6290 | 0.7931 |
| No log | 3.6724 | 426 | 0.6470 | 0.1818 | 0.6470 | 0.8043 |
| No log | 3.6897 | 428 | 0.6969 | 0.2766 | 0.6969 | 0.8348 |
| No log | 3.7069 | 430 | 0.6612 | 0.2865 | 0.6612 | 0.8132 |
| No log | 3.7241 | 432 | 0.7059 | 0.2941 | 0.7059 | 0.8402 |
| No log | 3.7414 | 434 | 0.7024 | 0.3131 | 0.7024 | 0.8381 |
| No log | 3.7586 | 436 | 0.6777 | 0.3231 | 0.6777 | 0.8232 |
| No log | 3.7759 | 438 | 0.8798 | 0.1429 | 0.8798 | 0.9380 |
| No log | 3.7931 | 440 | 0.9599 | 0.1535 | 0.9599 | 0.9798 |
| No log | 3.8103 | 442 | 0.7857 | 0.2523 | 0.7857 | 0.8864 |
| No log | 3.8276 | 444 | 0.6419 | 0.3575 | 0.6419 | 0.8012 |
| No log | 3.8448 | 446 | 0.6731 | 0.2762 | 0.6731 | 0.8204 |
| No log | 3.8621 | 448 | 0.6272 | 0.3035 | 0.6272 | 0.7920 |
| No log | 3.8793 | 450 | 0.6173 | 0.2809 | 0.6173 | 0.7857 |
| No log | 3.8966 | 452 | 0.6449 | 0.3297 | 0.6449 | 0.8030 |
| No log | 3.9138 | 454 | 0.5933 | 0.2889 | 0.5933 | 0.7703 |
| No log | 3.9310 | 456 | 0.5616 | 0.3149 | 0.5616 | 0.7494 |
| No log | 3.9483 | 458 | 0.5659 | 0.3333 | 0.5659 | 0.7523 |
| No log | 3.9655 | 460 | 0.5758 | 0.3333 | 0.5758 | 0.7588 |
| No log | 3.9828 | 462 | 0.5446 | 0.3407 | 0.5446 | 0.7380 |
| No log | 4.0 | 464 | 0.5407 | 0.4162 | 0.5407 | 0.7353 |
| No log | 4.0172 | 466 | 0.5504 | 0.2809 | 0.5504 | 0.7419 |
| No log | 4.0345 | 468 | 0.5756 | 0.3224 | 0.5756 | 0.7587 |
| No log | 4.0517 | 470 | 0.6848 | 0.3367 | 0.6848 | 0.8275 |
| No log | 4.0690 | 472 | 0.6765 | 0.3267 | 0.6765 | 0.8225 |
| No log | 4.0862 | 474 | 0.7056 | 0.3267 | 0.7056 | 0.8400 |
| No log | 4.1034 | 476 | 0.7067 | 0.3267 | 0.7067 | 0.8406 |
| No log | 4.1207 | 478 | 0.6414 | 0.4343 | 0.6414 | 0.8009 |
| No log | 4.1379 | 480 | 0.6386 | 0.4343 | 0.6386 | 0.7991 |
| No log | 4.1552 | 482 | 0.6812 | 0.3365 | 0.6812 | 0.8254 |
| No log | 4.1724 | 484 | 0.7856 | 0.1786 | 0.7856 | 0.8864 |
| No log | 4.1897 | 486 | 0.7598 | 0.2146 | 0.7598 | 0.8717 |
| No log | 4.2069 | 488 | 0.6497 | 0.3684 | 0.6497 | 0.8060 |
| No log | 4.2241 | 490 | 0.6091 | 0.4343 | 0.6091 | 0.7804 |
| No log | 4.2414 | 492 | 0.6114 | 0.36 | 0.6114 | 0.7819 |
| No log | 4.2586 | 494 | 0.5980 | 0.4171 | 0.5980 | 0.7733 |
| No log | 4.2759 | 496 | 0.6061 | 0.4400 | 0.6061 | 0.7785 |
| No log | 4.2931 | 498 | 0.5904 | 0.4167 | 0.5904 | 0.7684 |
| 0.4275 | 4.3103 | 500 | 0.5932 | 0.4518 | 0.5932 | 0.7702 |
| 0.4275 | 4.3276 | 502 | 0.6492 | 0.3200 | 0.6492 | 0.8058 |
| 0.4275 | 4.3448 | 504 | 0.6732 | 0.2850 | 0.6732 | 0.8205 |
| 0.4275 | 4.3621 | 506 | 0.5970 | 0.4455 | 0.5970 | 0.7726 |
| 0.4275 | 4.3793 | 508 | 0.5727 | 0.4462 | 0.5727 | 0.7568 |
| 0.4275 | 4.3966 | 510 | 0.5856 | 0.4732 | 0.5856 | 0.7652 |
| 0.4275 | 4.4138 | 512 | 0.6624 | 0.3299 | 0.6624 | 0.8138 |
| 0.4275 | 4.4310 | 514 | 0.6184 | 0.3575 | 0.6184 | 0.7864 |
| 0.4275 | 4.4483 | 516 | 0.5521 | 0.3878 | 0.5521 | 0.7430 |
| 0.4275 | 4.4655 | 518 | 0.5633 | 0.3892 | 0.5633 | 0.7506 |
| 0.4275 | 4.4828 | 520 | 0.5589 | 0.3814 | 0.5589 | 0.7476 |
| 0.4275 | 4.5 | 522 | 0.5671 | 0.4051 | 0.5671 | 0.7531 |
| 0.4275 | 4.5172 | 524 | 0.6084 | 0.3161 | 0.6084 | 0.7800 |
| 0.4275 | 4.5345 | 526 | 0.6249 | 0.3131 | 0.6249 | 0.7905 |
| 0.4275 | 4.5517 | 528 | 0.6184 | 0.3231 | 0.6184 | 0.7864 |
| 0.4275 | 4.5690 | 530 | 0.5680 | 0.4105 | 0.5680 | 0.7536 |
| 0.4275 | 4.5862 | 532 | 0.5620 | 0.3878 | 0.5620 | 0.7497 |
| 0.4275 | 4.6034 | 534 | 0.5747 | 0.4227 | 0.5747 | 0.7581 |
| 0.4275 | 4.6207 | 536 | 0.6007 | 0.4051 | 0.6007 | 0.7751 |
| 0.4275 | 4.6379 | 538 | 0.6554 | 0.2692 | 0.6554 | 0.8096 |
| 0.4275 | 4.6552 | 540 | 0.6176 | 0.3402 | 0.6176 | 0.7858 |
| 0.4275 | 4.6724 | 542 | 0.5857 | 0.4227 | 0.5857 | 0.7653 |
| 0.4275 | 4.6897 | 544 | 0.5857 | 0.3892 | 0.5857 | 0.7653 |
| 0.4275 | 4.7069 | 546 | 0.5765 | 0.3706 | 0.5765 | 0.7593 |
| 0.4275 | 4.7241 | 548 | 0.5897 | 0.4051 | 0.5897 | 0.7679 |
| 0.4275 | 4.7414 | 550 | 0.6578 | 0.2549 | 0.6578 | 0.8110 |
| 0.4275 | 4.7586 | 552 | 0.7965 | 0.2646 | 0.7965 | 0.8924 |
| 0.4275 | 4.7759 | 554 | 0.7285 | 0.2897 | 0.7285 | 0.8535 |
| 0.4275 | 4.7931 | 556 | 0.5995 | 0.2990 | 0.5995 | 0.7742 |
| 0.4275 | 4.8103 | 558 | 0.5705 | 0.4343 | 0.5705 | 0.7553 |
| 0.4275 | 4.8276 | 560 | 0.5768 | 0.3706 | 0.5768 | 0.7595 |
| 0.4275 | 4.8448 | 562 | 0.5756 | 0.4227 | 0.5756 | 0.7587 |
| 0.4275 | 4.8621 | 564 | 0.5974 | 0.3299 | 0.5974 | 0.7729 |
| 0.4275 | 4.8793 | 566 | 0.7155 | 0.2850 | 0.7155 | 0.8459 |
| 0.4275 | 4.8966 | 568 | 0.7267 | 0.2762 | 0.7267 | 0.8525 |
| 0.4275 | 4.9138 | 570 | 0.6519 | 0.3333 | 0.6519 | 0.8074 |
| 0.4275 | 4.9310 | 572 | 0.6064 | 0.3831 | 0.6064 | 0.7787 |
| 0.4275 | 4.9483 | 574 | 0.6322 | 0.4019 | 0.6322 | 0.7951 |
| 0.4275 | 4.9655 | 576 | 0.6566 | 0.3929 | 0.6566 | 0.8103 |
| 0.4275 | 4.9828 | 578 | 0.5970 | 0.3641 | 0.5970 | 0.7727 |
| 0.4275 | 5.0 | 580 | 0.6035 | 0.3299 | 0.6035 | 0.7769 |
| 0.4275 | 5.0172 | 582 | 0.7155 | 0.2536 | 0.7155 | 0.8459 |
| 0.4275 | 5.0345 | 584 | 0.7158 | 0.2536 | 0.7158 | 0.8461 |
| 0.4275 | 5.0517 | 586 | 0.6139 | 0.3469 | 0.6139 | 0.7835 |
| 0.4275 | 5.0690 | 588 | 0.5848 | 0.3990 | 0.5848 | 0.7647 |
| 0.4275 | 5.0862 | 590 | 0.7483 | 0.2281 | 0.7483 | 0.8650 |
| 0.4275 | 5.1034 | 592 | 0.8670 | 0.2618 | 0.8670 | 0.9311 |
| 0.4275 | 5.1207 | 594 | 0.7721 | 0.1855 | 0.7721 | 0.8787 |
| 0.4275 | 5.1379 | 596 | 0.6166 | 0.3514 | 0.6166 | 0.7853 |
| 0.4275 | 5.1552 | 598 | 0.5654 | 0.3508 | 0.5654 | 0.7520 |
| 0.4275 | 5.1724 | 600 | 0.5843 | 0.3016 | 0.5843 | 0.7644 |
| 0.4275 | 5.1897 | 602 | 0.5809 | 0.3641 | 0.5809 | 0.7622 |
| 0.4275 | 5.2069 | 604 | 0.5979 | 0.3089 | 0.5979 | 0.7732 |
| 0.4275 | 5.2241 | 606 | 0.6029 | 0.2670 | 0.6029 | 0.7764 |
| 0.4275 | 5.2414 | 608 | 0.5809 | 0.4286 | 0.5809 | 0.7622 |
| 0.4275 | 5.2586 | 610 | 0.6121 | 0.3860 | 0.6121 | 0.7824 |
| 0.4275 | 5.2759 | 612 | 0.7482 | 0.2759 | 0.7482 | 0.8650 |
| 0.4275 | 5.2931 | 614 | 0.8368 | 0.1786 | 0.8368 | 0.9148 |
| 0.4275 | 5.3103 | 616 | 0.7380 | 0.1698 | 0.7380 | 0.8590 |
| 0.4275 | 5.3276 | 618 | 0.6140 | 0.3267 | 0.6140 | 0.7836 |
| 0.4275 | 5.3448 | 620 | 0.5695 | 0.3118 | 0.5695 | 0.7546 |
| 0.4275 | 5.3621 | 622 | 0.5678 | 0.3191 | 0.5678 | 0.7535 |
| 0.4275 | 5.3793 | 624 | 0.5695 | 0.3814 | 0.5695 | 0.7547 |
| 0.4275 | 5.3966 | 626 | 0.5751 | 0.4518 | 0.5751 | 0.7583 |
| 0.4275 | 5.4138 | 628 | 0.5886 | 0.3786 | 0.5886 | 0.7672 |
| 0.4275 | 5.4310 | 630 | 0.6224 | 0.3116 | 0.6224 | 0.7889 |
| 0.4275 | 5.4483 | 632 | 0.6174 | 0.3116 | 0.6174 | 0.7857 |
| 0.4275 | 5.4655 | 634 | 0.6117 | 0.4510 | 0.6117 | 0.7821 |
| 0.4275 | 5.4828 | 636 | 0.6906 | 0.3427 | 0.6906 | 0.8310 |
| 0.4275 | 5.5 | 638 | 0.7455 | 0.2356 | 0.7455 | 0.8634 |
| 0.4275 | 5.5172 | 640 | 0.7270 | 0.3524 | 0.7270 | 0.8526 |
| 0.4275 | 5.5345 | 642 | 0.6320 | 0.4178 | 0.6320 | 0.7950 |
| 0.4275 | 5.5517 | 644 | 0.6095 | 0.3645 | 0.6095 | 0.7807 |
| 0.4275 | 5.5690 | 646 | 0.6420 | 0.2308 | 0.6420 | 0.8013 |
| 0.4275 | 5.5862 | 648 | 0.6489 | 0.1770 | 0.6489 | 0.8055 |
| 0.4275 | 5.6034 | 650 | 0.5900 | 0.3367 | 0.5900 | 0.7681 |
| 0.4275 | 5.6207 | 652 | 0.5807 | 0.2821 | 0.5807 | 0.7620 |
| 0.4275 | 5.6379 | 654 | 0.6615 | 0.2893 | 0.6615 | 0.8133 |
| 0.4275 | 5.6552 | 656 | 0.6911 | 0.2893 | 0.6911 | 0.8313 |
| 0.4275 | 5.6724 | 658 | 0.6441 | 0.3200 | 0.6441 | 0.8025 |
| 0.4275 | 5.6897 | 660 | 0.6188 | 0.3769 | 0.6188 | 0.7866 |
| 0.4275 | 5.7069 | 662 | 0.5986 | 0.3498 | 0.5986 | 0.7737 |
| 0.4275 | 5.7241 | 664 | 0.5989 | 0.3561 | 0.5989 | 0.7739 |
| 0.4275 | 5.7414 | 666 | 0.6268 | 0.3237 | 0.6268 | 0.7917 |
| 0.4275 | 5.7586 | 668 | 0.5989 | 0.3035 | 0.5989 | 0.7739 |
| 0.4275 | 5.7759 | 670 | 0.5721 | 0.2990 | 0.5721 | 0.7564 |
| 0.4275 | 5.7931 | 672 | 0.5641 | 0.2670 | 0.5641 | 0.7510 |
| 0.4275 | 5.8103 | 674 | 0.5602 | 0.2941 | 0.5602 | 0.7484 |
| 0.4275 | 5.8276 | 676 | 0.5508 | 0.3333 | 0.5508 | 0.7422 |
| 0.4275 | 5.8448 | 678 | 0.5576 | 0.3263 | 0.5576 | 0.7468 |
| 0.4275 | 5.8621 | 680 | 0.5914 | 0.3814 | 0.5914 | 0.7690 |
| 0.4275 | 5.8793 | 682 | 0.6198 | 0.36 | 0.6198 | 0.7873 |
| 0.4275 | 5.8966 | 684 | 0.5872 | 0.3725 | 0.5872 | 0.7663 |
| 0.4275 | 5.9138 | 686 | 0.5633 | 0.4346 | 0.5633 | 0.7506 |
| 0.4275 | 5.9310 | 688 | 0.5674 | 0.4286 | 0.5674 | 0.7533 |
| 0.4275 | 5.9483 | 690 | 0.5698 | 0.4112 | 0.5698 | 0.7549 |
| 0.4275 | 5.9655 | 692 | 0.5704 | 0.4112 | 0.5704 | 0.7553 |
| 0.4275 | 5.9828 | 694 | 0.5620 | 0.4112 | 0.5620 | 0.7497 |
| 0.4275 | 6.0 | 696 | 0.5541 | 0.4112 | 0.5541 | 0.7444 |
| 0.4275 | 6.0172 | 698 | 0.5687 | 0.4010 | 0.5687 | 0.7541 |
| 0.4275 | 6.0345 | 700 | 0.5635 | 0.3878 | 0.5635 | 0.7507 |
| 0.4275 | 6.0517 | 702 | 0.5247 | 0.3591 | 0.5247 | 0.7244 |
| 0.4275 | 6.0690 | 704 | 0.5243 | 0.3412 | 0.5243 | 0.7241 |
| 0.4275 | 6.0862 | 706 | 0.5292 | 0.3533 | 0.5292 | 0.7275 |
| 0.4275 | 6.1034 | 708 | 0.5214 | 0.2644 | 0.5214 | 0.7221 |
| 0.4275 | 6.1207 | 710 | 0.5442 | 0.2865 | 0.5442 | 0.7377 |
| 0.4275 | 6.1379 | 712 | 0.5849 | 0.3641 | 0.5849 | 0.7648 |
| 0.4275 | 6.1552 | 714 | 0.5768 | 0.4 | 0.5768 | 0.7595 |
| 0.4275 | 6.1724 | 716 | 0.5373 | 0.3073 | 0.5373 | 0.7330 |
| 0.4275 | 6.1897 | 718 | 0.5327 | 0.3263 | 0.5327 | 0.7298 |
| 0.4275 | 6.2069 | 720 | 0.5579 | 0.3224 | 0.5579 | 0.7469 |
| 0.4275 | 6.2241 | 722 | 0.5571 | 0.2941 | 0.5571 | 0.7464 |
| 0.4275 | 6.2414 | 724 | 0.5565 | 0.3814 | 0.5565 | 0.7460 |
| 0.4275 | 6.2586 | 726 | 0.6131 | 0.3103 | 0.6131 | 0.7830 |
| 0.4275 | 6.2759 | 728 | 0.6368 | 0.2919 | 0.6368 | 0.7980 |
| 0.4275 | 6.2931 | 730 | 0.6351 | 0.2919 | 0.6351 | 0.7969 |
| 0.4275 | 6.3103 | 732 | 0.6492 | 0.2919 | 0.6492 | 0.8057 |
| 0.4275 | 6.3276 | 734 | 0.6182 | 0.2897 | 0.6182 | 0.7862 |
| 0.4275 | 6.3448 | 736 | 0.5817 | 0.3524 | 0.5817 | 0.7627 |
| 0.4275 | 6.3621 | 738 | 0.5625 | 0.3892 | 0.5625 | 0.7500 |
| 0.4275 | 6.3793 | 740 | 0.5455 | 0.3089 | 0.5455 | 0.7386 |
| 0.4275 | 6.3966 | 742 | 0.5516 | 0.3575 | 0.5516 | 0.7427 |
| 0.4275 | 6.4138 | 744 | 0.5497 | 0.3617 | 0.5497 | 0.7414 |
| 0.4275 | 6.4310 | 746 | 0.5512 | 0.4112 | 0.5512 | 0.7424 |
| 0.4275 | 6.4483 | 748 | 0.5723 | 0.3367 | 0.5723 | 0.7565 |
| 0.4275 | 6.4655 | 750 | 0.5710 | 0.3333 | 0.5710 | 0.7557 |
| 0.4275 | 6.4828 | 752 | 0.5714 | 0.3333 | 0.5714 | 0.7559 |
| 0.4275 | 6.5 | 754 | 0.5880 | 0.3367 | 0.5880 | 0.7668 |
| 0.4275 | 6.5172 | 756 | 0.5825 | 0.3786 | 0.5825 | 0.7632 |
| 0.4275 | 6.5345 | 758 | 0.5735 | 0.3402 | 0.5735 | 0.7573 |
| 0.4275 | 6.5517 | 760 | 0.6081 | 0.3367 | 0.6081 | 0.7798 |
| 0.4275 | 6.5690 | 762 | 0.6393 | 0.3433 | 0.6393 | 0.7996 |
| 0.4275 | 6.5862 | 764 | 0.6057 | 0.3663 | 0.6057 | 0.7783 |
| 0.4275 | 6.6034 | 766 | 0.5922 | 0.3951 | 0.5922 | 0.7696 |
| 0.4275 | 6.6207 | 768 | 0.5773 | 0.3402 | 0.5773 | 0.7598 |
| 0.4275 | 6.6379 | 770 | 0.6009 | 0.3962 | 0.6009 | 0.7752 |
| 0.4275 | 6.6552 | 772 | 0.6230 | 0.3333 | 0.6230 | 0.7893 |
| 0.4275 | 6.6724 | 774 | 0.5899 | 0.3725 | 0.5899 | 0.7680 |
| 0.4275 | 6.6897 | 776 | 0.5705 | 0.3200 | 0.5705 | 0.7553 |
| 0.4275 | 6.7069 | 778 | 0.5571 | 0.3927 | 0.5571 | 0.7464 |
| 0.4275 | 6.7241 | 780 | 0.5604 | 0.3617 | 0.5604 | 0.7486 |
| 0.4275 | 6.7414 | 782 | 0.5685 | 0.3535 | 0.5685 | 0.7540 |
| 0.4275 | 6.7586 | 784 | 0.5646 | 0.3878 | 0.5646 | 0.7514 |
| 0.4275 | 6.7759 | 786 | 0.5723 | 0.4 | 0.5723 | 0.7565 |
| 0.4275 | 6.7931 | 788 | 0.5845 | 0.3786 | 0.5845 | 0.7645 |
| 0.4275 | 6.8103 | 790 | 0.5769 | 0.4400 | 0.5769 | 0.7596 |
| 0.4275 | 6.8276 | 792 | 0.5777 | 0.4518 | 0.5777 | 0.7600 |
| 0.4275 | 6.8448 | 794 | 0.5836 | 0.4455 | 0.5836 | 0.7640 |
| 0.4275 | 6.8621 | 796 | 0.5942 | 0.3535 | 0.5942 | 0.7708 |
| 0.4275 | 6.8793 | 798 | 0.6151 | 0.3846 | 0.6151 | 0.7843 |
| 0.4275 | 6.8966 | 800 | 0.6268 | 0.4178 | 0.6268 | 0.7917 |
| 0.4275 | 6.9138 | 802 | 0.6253 | 0.4450 | 0.6253 | 0.7907 |
| 0.4275 | 6.9310 | 804 | 0.6310 | 0.4067 | 0.6310 | 0.7944 |
| 0.4275 | 6.9483 | 806 | 0.6670 | 0.3761 | 0.6670 | 0.8167 |
| 0.4275 | 6.9655 | 808 | 0.6554 | 0.3860 | 0.6554 | 0.8096 |
| 0.4275 | 6.9828 | 810 | 0.6068 | 0.4175 | 0.6068 | 0.7790 |
| 0.4275 | 7.0 | 812 | 0.5895 | 0.3663 | 0.5895 | 0.7678 |
| 0.4275 | 7.0172 | 814 | 0.5826 | 0.3769 | 0.5826 | 0.7633 |
| 0.4275 | 7.0345 | 816 | 0.5807 | 0.3231 | 0.5807 | 0.7620 |
| 0.4275 | 7.0517 | 818 | 0.5840 | 0.3231 | 0.5840 | 0.7642 |
| 0.4275 | 7.0690 | 820 | 0.5877 | 0.3267 | 0.5877 | 0.7666 |
| 0.4275 | 7.0862 | 822 | 0.5796 | 0.3231 | 0.5796 | 0.7613 |
| 0.4275 | 7.1034 | 824 | 0.5677 | 0.3575 | 0.5677 | 0.7535 |
| 0.4275 | 7.1207 | 826 | 0.5678 | 0.4286 | 0.5678 | 0.7535 |
| 0.4275 | 7.1379 | 828 | 0.5722 | 0.4518 | 0.5722 | 0.7564 |
| 0.4275 | 7.1552 | 830 | 0.5732 | 0.4518 | 0.5732 | 0.7571 |
| 0.4275 | 7.1724 | 832 | 0.5727 | 0.4518 | 0.5727 | 0.7568 |
| 0.4275 | 7.1897 | 834 | 0.5676 | 0.4229 | 0.5676 | 0.7534 |
| 0.4275 | 7.2069 | 836 | 0.5596 | 0.3535 | 0.5596 | 0.7481 |
| 0.4275 | 7.2241 | 838 | 0.5592 | 0.3951 | 0.5592 | 0.7478 |
| 0.4275 | 7.2414 | 840 | 0.5520 | 0.3299 | 0.5520 | 0.7430 |
| 0.4275 | 7.2586 | 842 | 0.5469 | 0.2941 | 0.5469 | 0.7395 |
| 0.4275 | 7.2759 | 844 | 0.5353 | 0.3617 | 0.5353 | 0.7317 |
| 0.4275 | 7.2931 | 846 | 0.5296 | 0.3617 | 0.5296 | 0.7277 |
| 0.4275 | 7.3103 | 848 | 0.5272 | 0.3224 | 0.5272 | 0.7261 |
| 0.4275 | 7.3276 | 850 | 0.5270 | 0.4033 | 0.5270 | 0.7259 |
| 0.4275 | 7.3448 | 852 | 0.5284 | 0.4033 | 0.5284 | 0.7269 |
| 0.4275 | 7.3621 | 854 | 0.5289 | 0.4639 | 0.5289 | 0.7272 |
| 0.4275 | 7.3793 | 856 | 0.5389 | 0.2941 | 0.5389 | 0.7341 |
| 0.4275 | 7.3966 | 858 | 0.5515 | 0.3706 | 0.5515 | 0.7426 |
| 0.4275 | 7.4138 | 860 | 0.5475 | 0.4627 | 0.5475 | 0.7399 |
| 0.4275 | 7.4310 | 862 | 0.5475 | 0.4694 | 0.5475 | 0.7399 |
| 0.4275 | 7.4483 | 864 | 0.5508 | 0.4455 | 0.5508 | 0.7422 |
| 0.4275 | 7.4655 | 866 | 0.5494 | 0.4455 | 0.5494 | 0.7412 |
| 0.4275 | 7.4828 | 868 | 0.5441 | 0.4455 | 0.5441 | 0.7377 |
| 0.4275 | 7.5 | 870 | 0.5423 | 0.4455 | 0.5423 | 0.7364 |
| 0.4275 | 7.5172 | 872 | 0.5501 | 0.3939 | 0.5501 | 0.7417 |
| 0.4275 | 7.5345 | 874 | 0.5639 | 0.3769 | 0.5639 | 0.7509 |
| 0.4275 | 7.5517 | 876 | 0.5569 | 0.4059 | 0.5569 | 0.7463 |
| 0.4275 | 7.5690 | 878 | 0.5468 | 0.4975 | 0.5468 | 0.7394 |
| 0.4275 | 7.5862 | 880 | 0.5523 | 0.4067 | 0.5523 | 0.7432 |
| 0.4275 | 7.6034 | 882 | 0.5620 | 0.3623 | 0.5620 | 0.7497 |
| 0.4275 | 7.6207 | 884 | 0.5623 | 0.3725 | 0.5623 | 0.7499 |
| 0.4275 | 7.6379 | 886 | 0.5578 | 0.3892 | 0.5578 | 0.7469 |
| 0.4275 | 7.6552 | 888 | 0.5534 | 0.4227 | 0.5534 | 0.7439 |
| 0.4275 | 7.6724 | 890 | 0.5561 | 0.4227 | 0.5561 | 0.7458 |
| 0.4275 | 7.6897 | 892 | 0.5624 | 0.4043 | 0.5624 | 0.7499 |
| 0.4275 | 7.7069 | 894 | 0.5613 | 0.3263 | 0.5613 | 0.7492 |
| 0.4275 | 7.7241 | 896 | 0.5691 | 0.3016 | 0.5691 | 0.7544 |
| 0.4275 | 7.7414 | 898 | 0.5567 | 0.3927 | 0.5567 | 0.7461 |
| 0.4275 | 7.7586 | 900 | 0.5516 | 0.4 | 0.5516 | 0.7427 |
| 0.4275 | 7.7759 | 902 | 0.5601 | 0.3333 | 0.5601 | 0.7484 |
| 0.4275 | 7.7931 | 904 | 0.5671 | 0.3333 | 0.5671 | 0.7531 |
| 0.4275 | 7.8103 | 906 | 0.5637 | 0.3684 | 0.5637 | 0.7508 |
| 0.4275 | 7.8276 | 908 | 0.5687 | 0.4059 | 0.5687 | 0.7541 |
| 0.4275 | 7.8448 | 910 | 0.5726 | 0.4171 | 0.5726 | 0.7567 |
| 0.4275 | 7.8621 | 912 | 0.5936 | 0.4178 | 0.5936 | 0.7704 |
| 0.4275 | 7.8793 | 914 | 0.6396 | 0.3052 | 0.6396 | 0.7997 |
| 0.4275 | 7.8966 | 916 | 0.6471 | 0.3052 | 0.6471 | 0.8044 |
| 0.4275 | 7.9138 | 918 | 0.6253 | 0.3462 | 0.6253 | 0.7908 |
| 0.4275 | 7.9310 | 920 | 0.6025 | 0.3585 | 0.6025 | 0.7762 |
| 0.4275 | 7.9483 | 922 | 0.5756 | 0.3263 | 0.5756 | 0.7587 |
| 0.4275 | 7.9655 | 924 | 0.5643 | 0.4227 | 0.5643 | 0.7512 |
| 0.4275 | 7.9828 | 926 | 0.5730 | 0.3962 | 0.5730 | 0.7570 |
| 0.4275 | 8.0 | 928 | 0.5739 | 0.3623 | 0.5739 | 0.7575 |
| 0.4275 | 8.0172 | 930 | 0.5614 | 0.4680 | 0.5614 | 0.7493 |
| 0.4275 | 8.0345 | 932 | 0.5540 | 0.3814 | 0.5540 | 0.7443 |
| 0.4275 | 8.0517 | 934 | 0.5522 | 0.2967 | 0.5522 | 0.7431 |
| 0.4275 | 8.0690 | 936 | 0.5567 | 0.2941 | 0.5567 | 0.7461 |
| 0.4275 | 8.0862 | 938 | 0.5569 | 0.2941 | 0.5569 | 0.7463 |
| 0.4275 | 8.1034 | 940 | 0.5542 | 0.2967 | 0.5542 | 0.7445 |
| 0.4275 | 8.1207 | 942 | 0.5544 | 0.2967 | 0.5544 | 0.7446 |
| 0.4275 | 8.1379 | 944 | 0.5571 | 0.4227 | 0.5571 | 0.7464 |
| 0.4275 | 8.1552 | 946 | 0.5712 | 0.3333 | 0.5712 | 0.7558 |
| 0.4275 | 8.1724 | 948 | 0.5926 | 0.3561 | 0.5926 | 0.7698 |
| 0.4275 | 8.1897 | 950 | 0.5977 | 0.3561 | 0.5977 | 0.7731 |
| 0.4275 | 8.2069 | 952 | 0.5821 | 0.3367 | 0.5821 | 0.7630 |
| 0.4275 | 8.2241 | 954 | 0.5683 | 0.3892 | 0.5683 | 0.7538 |
| 0.4275 | 8.2414 | 956 | 0.5666 | 0.3617 | 0.5666 | 0.7527 |
| 0.4275 | 8.2586 | 958 | 0.5728 | 0.2917 | 0.5728 | 0.7569 |
| 0.4275 | 8.2759 | 960 | 0.5792 | 0.2917 | 0.5792 | 0.7610 |
| 0.4275 | 8.2931 | 962 | 0.5796 | 0.3231 | 0.5796 | 0.7613 |
| 0.4275 | 8.3103 | 964 | 0.5837 | 0.3535 | 0.5837 | 0.7640 |
| 0.4275 | 8.3276 | 966 | 0.5896 | 0.3231 | 0.5896 | 0.7678 |
| 0.4275 | 8.3448 | 968 | 0.5906 | 0.4171 | 0.5906 | 0.7685 |
| 0.4275 | 8.3621 | 970 | 0.5920 | 0.3892 | 0.5920 | 0.7694 |
| 0.4275 | 8.3793 | 972 | 0.5882 | 0.3892 | 0.5882 | 0.7670 |
| 0.4275 | 8.3966 | 974 | 0.5822 | 0.4455 | 0.5822 | 0.7630 |
| 0.4275 | 8.4138 | 976 | 0.5803 | 0.3161 | 0.5803 | 0.7618 |
| 0.4275 | 8.4310 | 978 | 0.5818 | 0.2917 | 0.5818 | 0.7627 |
| 0.4275 | 8.4483 | 980 | 0.5755 | 0.2917 | 0.5755 | 0.7586 |
| 0.4275 | 8.4655 | 982 | 0.5711 | 0.2842 | 0.5711 | 0.7557 |
| 0.4275 | 8.4828 | 984 | 0.5738 | 0.2842 | 0.5738 | 0.7575 |
| 0.4275 | 8.5 | 986 | 0.5692 | 0.3878 | 0.5692 | 0.7545 |
| 0.4275 | 8.5172 | 988 | 0.5675 | 0.4518 | 0.5675 | 0.7533 |
| 0.4275 | 8.5345 | 990 | 0.5711 | 0.4 | 0.5711 | 0.7557 |
| 0.4275 | 8.5517 | 992 | 0.5724 | 0.4 | 0.5724 | 0.7566 |
| 0.4275 | 8.5690 | 994 | 0.5752 | 0.4 | 0.5752 | 0.7584 |
| 0.4275 | 8.5862 | 996 | 0.5769 | 0.4 | 0.5769 | 0.7596 |
| 0.4275 | 8.6034 | 998 | 0.5753 | 0.4 | 0.5753 | 0.7585 |
| 0.0871 | 8.6207 | 1000 | 0.5785 | 0.3878 | 0.5785 | 0.7606 |
| 0.0871 | 8.6379 | 1002 | 0.5822 | 0.3684 | 0.5822 | 0.7630 |
| 0.0871 | 8.6552 | 1004 | 0.5928 | 0.3402 | 0.5928 | 0.7699 |
| 0.0871 | 8.6724 | 1006 | 0.5952 | 0.3367 | 0.5952 | 0.7715 |
| 0.0871 | 8.6897 | 1008 | 0.5860 | 0.3402 | 0.5860 | 0.7655 |
| 0.0871 | 8.7069 | 1010 | 0.5731 | 0.3043 | 0.5731 | 0.7570 |
| 0.0871 | 8.7241 | 1012 | 0.5655 | 0.4171 | 0.5655 | 0.7520 |
| 0.0871 | 8.7414 | 1014 | 0.5636 | 0.48 | 0.5636 | 0.7507 |
| 0.0871 | 8.7586 | 1016 | 0.5632 | 0.48 | 0.5632 | 0.7504 |
| 0.0871 | 8.7759 | 1018 | 0.5634 | 0.4455 | 0.5634 | 0.7506 |
| 0.0871 | 8.7931 | 1020 | 0.5636 | 0.3161 | 0.5636 | 0.7508 |
| 0.0871 | 8.8103 | 1022 | 0.5625 | 0.4455 | 0.5625 | 0.7500 |
| 0.0871 | 8.8276 | 1024 | 0.5624 | 0.4286 | 0.5624 | 0.7499 |
| 0.0871 | 8.8448 | 1026 | 0.5636 | 0.4286 | 0.5636 | 0.7507 |
| 0.0871 | 8.8621 | 1028 | 0.5630 | 0.4286 | 0.5630 | 0.7503 |
| 0.0871 | 8.8793 | 1030 | 0.5615 | 0.4518 | 0.5615 | 0.7493 |
| 0.0871 | 8.8966 | 1032 | 0.5651 | 0.3263 | 0.5651 | 0.7517 |
| 0.0871 | 8.9138 | 1034 | 0.5746 | 0.2941 | 0.5746 | 0.7580 |
| 0.0871 | 8.9310 | 1036 | 0.5877 | 0.3402 | 0.5877 | 0.7666 |
| 0.0871 | 8.9483 | 1038 | 0.5954 | 0.3161 | 0.5954 | 0.7716 |
| 0.0871 | 8.9655 | 1040 | 0.6079 | 0.3131 | 0.6079 | 0.7797 |
| 0.0871 | 8.9828 | 1042 | 0.6082 | 0.3131 | 0.6082 | 0.7799 |
| 0.0871 | 9.0 | 1044 | 0.5991 | 0.3061 | 0.5991 | 0.7740 |
| 0.0871 | 9.0172 | 1046 | 0.5887 | 0.3402 | 0.5887 | 0.7673 |
| 0.0871 | 9.0345 | 1048 | 0.5780 | 0.2917 | 0.5780 | 0.7602 |
| 0.0871 | 9.0517 | 1050 | 0.5738 | 0.3878 | 0.5738 | 0.7575 |
| 0.0871 | 9.0690 | 1052 | 0.5748 | 0.3299 | 0.5748 | 0.7582 |
| 0.0871 | 9.0862 | 1054 | 0.5770 | 0.4 | 0.5770 | 0.7596 |
| 0.0871 | 9.1034 | 1056 | 0.5793 | 0.4 | 0.5793 | 0.7611 |
| 0.0871 | 9.1207 | 1058 | 0.5809 | 0.3267 | 0.5809 | 0.7622 |
| 0.0871 | 9.1379 | 1060 | 0.5844 | 0.3878 | 0.5844 | 0.7645 |
| 0.0871 | 9.1552 | 1062 | 0.5868 | 0.3575 | 0.5868 | 0.7660 |
| 0.0871 | 9.1724 | 1064 | 0.5871 | 0.3878 | 0.5871 | 0.7662 |
| 0.0871 | 9.1897 | 1066 | 0.5875 | 0.3878 | 0.5875 | 0.7665 |
| 0.0871 | 9.2069 | 1068 | 0.5879 | 0.3878 | 0.5879 | 0.7667 |
| 0.0871 | 9.2241 | 1070 | 0.5891 | 0.3878 | 0.5891 | 0.7675 |
| 0.0871 | 9.2414 | 1072 | 0.5882 | 0.3951 | 0.5882 | 0.7670 |
| 0.0871 | 9.2586 | 1074 | 0.5885 | 0.3951 | 0.5885 | 0.7671 |
| 0.0871 | 9.2759 | 1076 | 0.5893 | 0.4059 | 0.5893 | 0.7676 |
| 0.0871 | 9.2931 | 1078 | 0.5918 | 0.4573 | 0.5918 | 0.7693 |
| 0.0871 | 9.3103 | 1080 | 0.5963 | 0.3231 | 0.5963 | 0.7722 |
| 0.0871 | 9.3276 | 1082 | 0.5984 | 0.3231 | 0.5984 | 0.7736 |
| 0.0871 | 9.3448 | 1084 | 0.5961 | 0.3231 | 0.5961 | 0.7721 |
| 0.0871 | 9.3621 | 1086 | 0.5922 | 0.3263 | 0.5922 | 0.7696 |
| 0.0871 | 9.3793 | 1088 | 0.5896 | 0.3990 | 0.5896 | 0.7679 |
| 0.0871 | 9.3966 | 1090 | 0.5883 | 0.3990 | 0.5883 | 0.7670 |
| 0.0871 | 9.4138 | 1092 | 0.5866 | 0.4286 | 0.5866 | 0.7659 |
| 0.0871 | 9.4310 | 1094 | 0.5844 | 0.4573 | 0.5844 | 0.7645 |
| 0.0871 | 9.4483 | 1096 | 0.5823 | 0.4059 | 0.5823 | 0.7631 |
| 0.0871 | 9.4655 | 1098 | 0.5817 | 0.4059 | 0.5817 | 0.7627 |
| 0.0871 | 9.4828 | 1100 | 0.5810 | 0.3951 | 0.5810 | 0.7623 |
| 0.0871 | 9.5 | 1102 | 0.5801 | 0.3951 | 0.5801 | 0.7616 |
| 0.0871 | 9.5172 | 1104 | 0.5793 | 0.3892 | 0.5793 | 0.7611 |
| 0.0871 | 9.5345 | 1106 | 0.5786 | 0.3892 | 0.5786 | 0.7606 |
| 0.0871 | 9.5517 | 1108 | 0.5783 | 0.3951 | 0.5783 | 0.7605 |
| 0.0871 | 9.5690 | 1110 | 0.5784 | 0.3951 | 0.5784 | 0.7605 |
| 0.0871 | 9.5862 | 1112 | 0.5783 | 0.4059 | 0.5783 | 0.7605 |
| 0.0871 | 9.6034 | 1114 | 0.5781 | 0.4059 | 0.5781 | 0.7603 |
| 0.0871 | 9.6207 | 1116 | 0.5782 | 0.4059 | 0.5782 | 0.7604 |
| 0.0871 | 9.6379 | 1118 | 0.5791 | 0.4573 | 0.5791 | 0.7610 |
| 0.0871 | 9.6552 | 1120 | 0.5808 | 0.4286 | 0.5808 | 0.7621 |
| 0.0871 | 9.6724 | 1122 | 0.5823 | 0.4286 | 0.5823 | 0.7631 |
| 0.0871 | 9.6897 | 1124 | 0.5833 | 0.4286 | 0.5833 | 0.7637 |
| 0.0871 | 9.7069 | 1126 | 0.5831 | 0.4286 | 0.5831 | 0.7636 |
| 0.0871 | 9.7241 | 1128 | 0.5824 | 0.4573 | 0.5824 | 0.7632 |
| 0.0871 | 9.7414 | 1130 | 0.5818 | 0.4059 | 0.5818 | 0.7628 |
| 0.0871 | 9.7586 | 1132 | 0.5811 | 0.4059 | 0.5811 | 0.7623 |
| 0.0871 | 9.7759 | 1134 | 0.5806 | 0.3951 | 0.5806 | 0.7619 |
| 0.0871 | 9.7931 | 1136 | 0.5806 | 0.4059 | 0.5806 | 0.7620 |
| 0.0871 | 9.8103 | 1138 | 0.5808 | 0.4059 | 0.5808 | 0.7621 |
| 0.0871 | 9.8276 | 1140 | 0.5809 | 0.4059 | 0.5809 | 0.7622 |
| 0.0871 | 9.8448 | 1142 | 0.5807 | 0.4059 | 0.5807 | 0.7620 |
| 0.0871 | 9.8621 | 1144 | 0.5806 | 0.4059 | 0.5806 | 0.7620 |
| 0.0871 | 9.8793 | 1146 | 0.5807 | 0.4059 | 0.5807 | 0.7620 |
| 0.0871 | 9.8966 | 1148 | 0.5806 | 0.4059 | 0.5806 | 0.7620 |
| 0.0871 | 9.9138 | 1150 | 0.5806 | 0.4059 | 0.5806 | 0.7619 |
| 0.0871 | 9.9310 | 1152 | 0.5804 | 0.4059 | 0.5804 | 0.7619 |
| 0.0871 | 9.9483 | 1154 | 0.5805 | 0.4059 | 0.5805 | 0.7619 |
| 0.0871 | 9.9655 | 1156 | 0.5806 | 0.4573 | 0.5806 | 0.7620 |
| 0.0871 | 9.9828 | 1158 | 0.5807 | 0.4573 | 0.5807 | 0.7621 |
| 0.0871 | 10.0 | 1160 | 0.5808 | 0.4573 | 0.5808 | 0.7621 |
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_k20_task3_organization
Base model
aubmindlab/bert-base-arabertv02