Instructions to use MayBashendy/ArabicNewSplits7_FineTuningAraBERT_run1_AugV5_k3_task1_organization with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use MayBashendy/ArabicNewSplits7_FineTuningAraBERT_run1_AugV5_k3_task1_organization with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="MayBashendy/ArabicNewSplits7_FineTuningAraBERT_run1_AugV5_k3_task1_organization")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("MayBashendy/ArabicNewSplits7_FineTuningAraBERT_run1_AugV5_k3_task1_organization") model = AutoModelForSequenceClassification.from_pretrained("MayBashendy/ArabicNewSplits7_FineTuningAraBERT_run1_AugV5_k3_task1_organization", device_map="auto") - Notebooks
- Google Colab
- Kaggle
ArabicNewSplits7_FineTuningAraBERT_run1_AugV5_k3_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: 0.7981
- Qwk: 0.6950
- Mse: 0.7981
- Rmse: 0.8933
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: 100
Training results
| Training Loss | Epoch | Step | Validation Loss | Qwk | Mse | Rmse |
|---|---|---|---|---|---|---|
| No log | 0.125 | 2 | 6.6218 | 0.0185 | 6.6218 | 2.5733 |
| No log | 0.25 | 4 | 4.2881 | 0.0513 | 4.2881 | 2.0708 |
| No log | 0.375 | 6 | 2.8861 | 0.0988 | 2.8861 | 1.6988 |
| No log | 0.5 | 8 | 2.2552 | 0.1000 | 2.2552 | 1.5017 |
| No log | 0.625 | 10 | 2.0405 | 0.1500 | 2.0405 | 1.4285 |
| No log | 0.75 | 12 | 1.7465 | 0.1154 | 1.7465 | 1.3216 |
| No log | 0.875 | 14 | 1.6665 | 0.1165 | 1.6665 | 1.2909 |
| No log | 1.0 | 16 | 1.6320 | 0.1165 | 1.6320 | 1.2775 |
| No log | 1.125 | 18 | 1.7473 | 0.3248 | 1.7473 | 1.3218 |
| No log | 1.25 | 20 | 1.7764 | 0.4132 | 1.7764 | 1.3328 |
| No log | 1.375 | 22 | 1.6376 | 0.3967 | 1.6376 | 1.2797 |
| No log | 1.5 | 24 | 1.5313 | 0.3770 | 1.5313 | 1.2375 |
| No log | 1.625 | 26 | 1.4681 | 0.3770 | 1.4681 | 1.2116 |
| No log | 1.75 | 28 | 1.3130 | 0.2655 | 1.3130 | 1.1459 |
| No log | 1.875 | 30 | 1.3463 | 0.1698 | 1.3463 | 1.1603 |
| No log | 2.0 | 32 | 1.3790 | 0.2523 | 1.3790 | 1.1743 |
| No log | 2.125 | 34 | 1.5276 | 0.4962 | 1.5276 | 1.2360 |
| No log | 2.25 | 36 | 1.6326 | 0.4286 | 1.6326 | 1.2777 |
| No log | 2.375 | 38 | 1.9038 | 0.2581 | 1.9038 | 1.3798 |
| No log | 2.5 | 40 | 1.9391 | 0.2034 | 1.9391 | 1.3925 |
| No log | 2.625 | 42 | 1.5830 | 0.2430 | 1.5830 | 1.2582 |
| No log | 2.75 | 44 | 1.3183 | 0.2243 | 1.3183 | 1.1482 |
| No log | 2.875 | 46 | 1.2244 | 0.2883 | 1.2244 | 1.1065 |
| No log | 3.0 | 48 | 1.2410 | 0.4228 | 1.2410 | 1.1140 |
| No log | 3.125 | 50 | 1.4609 | 0.4526 | 1.4609 | 1.2087 |
| No log | 3.25 | 52 | 1.4661 | 0.3881 | 1.4661 | 1.2108 |
| No log | 3.375 | 54 | 1.1324 | 0.5 | 1.1324 | 1.0641 |
| No log | 3.5 | 56 | 1.4686 | 0.4715 | 1.4686 | 1.2119 |
| No log | 3.625 | 58 | 1.6861 | 0.2881 | 1.6861 | 1.2985 |
| No log | 3.75 | 60 | 1.5288 | 0.3590 | 1.5288 | 1.2365 |
| No log | 3.875 | 62 | 1.4762 | 0.2712 | 1.4762 | 1.2150 |
| No log | 4.0 | 64 | 1.6311 | 0.3664 | 1.6311 | 1.2772 |
| No log | 4.125 | 66 | 1.1990 | 0.4706 | 1.1990 | 1.0950 |
| No log | 4.25 | 68 | 1.3089 | 0.3860 | 1.3089 | 1.1441 |
| No log | 4.375 | 70 | 1.3366 | 0.4370 | 1.3366 | 1.1561 |
| No log | 4.5 | 72 | 1.0706 | 0.6154 | 1.0706 | 1.0347 |
| No log | 4.625 | 74 | 0.9898 | 0.6466 | 0.9898 | 0.9949 |
| No log | 4.75 | 76 | 1.1304 | 0.5734 | 1.1304 | 1.0632 |
| No log | 4.875 | 78 | 0.9388 | 0.6857 | 0.9388 | 0.9689 |
| No log | 5.0 | 80 | 0.8981 | 0.6423 | 0.8981 | 0.9477 |
| No log | 5.125 | 82 | 1.0215 | 0.5970 | 1.0215 | 1.0107 |
| No log | 5.25 | 84 | 0.9115 | 0.6119 | 0.9115 | 0.9547 |
| No log | 5.375 | 86 | 1.0193 | 0.5714 | 1.0193 | 1.0096 |
| No log | 5.5 | 88 | 1.0909 | 0.5672 | 1.0909 | 1.0444 |
| No log | 5.625 | 90 | 0.9384 | 0.6418 | 0.9384 | 0.9687 |
| No log | 5.75 | 92 | 0.9259 | 0.6269 | 0.9259 | 0.9622 |
| No log | 5.875 | 94 | 1.6643 | 0.3235 | 1.6643 | 1.2901 |
| No log | 6.0 | 96 | 2.0276 | 0.1618 | 2.0276 | 1.4240 |
| No log | 6.125 | 98 | 1.9122 | 0.2286 | 1.9122 | 1.3828 |
| No log | 6.25 | 100 | 1.3310 | 0.4964 | 1.3310 | 1.1537 |
| No log | 6.375 | 102 | 0.9024 | 0.6324 | 0.9024 | 0.9500 |
| No log | 6.5 | 104 | 0.9102 | 0.6331 | 0.9102 | 0.9540 |
| No log | 6.625 | 106 | 0.8906 | 0.6571 | 0.8906 | 0.9437 |
| No log | 6.75 | 108 | 0.8719 | 0.6423 | 0.8719 | 0.9338 |
| No log | 6.875 | 110 | 1.2125 | 0.5 | 1.2125 | 1.1011 |
| No log | 7.0 | 112 | 1.3358 | 0.4776 | 1.3358 | 1.1558 |
| No log | 7.125 | 114 | 1.1646 | 0.5909 | 1.1646 | 1.0792 |
| No log | 7.25 | 116 | 0.9459 | 0.6471 | 0.9459 | 0.9726 |
| No log | 7.375 | 118 | 0.8582 | 0.6617 | 0.8582 | 0.9264 |
| No log | 7.5 | 120 | 0.8257 | 0.6765 | 0.8257 | 0.9087 |
| No log | 7.625 | 122 | 0.9151 | 0.6525 | 0.9151 | 0.9566 |
| No log | 7.75 | 124 | 1.1362 | 0.5775 | 1.1362 | 1.0659 |
| No log | 7.875 | 126 | 1.3123 | 0.5270 | 1.3123 | 1.1456 |
| No log | 8.0 | 128 | 1.3077 | 0.5430 | 1.3077 | 1.1435 |
| No log | 8.125 | 130 | 1.3013 | 0.4823 | 1.3013 | 1.1408 |
| No log | 8.25 | 132 | 1.0595 | 0.5211 | 1.0595 | 1.0293 |
| No log | 8.375 | 134 | 0.9568 | 0.6197 | 0.9568 | 0.9782 |
| No log | 8.5 | 136 | 0.8304 | 0.7172 | 0.8304 | 0.9113 |
| No log | 8.625 | 138 | 0.8843 | 0.6620 | 0.8843 | 0.9404 |
| No log | 8.75 | 140 | 0.9531 | 0.6331 | 0.9531 | 0.9763 |
| No log | 8.875 | 142 | 0.9369 | 0.6522 | 0.9369 | 0.9680 |
| No log | 9.0 | 144 | 0.8949 | 0.6522 | 0.8949 | 0.9460 |
| No log | 9.125 | 146 | 0.9984 | 0.6331 | 0.9984 | 0.9992 |
| No log | 9.25 | 148 | 1.1130 | 0.5429 | 1.1130 | 1.0550 |
| No log | 9.375 | 150 | 1.1985 | 0.5103 | 1.1985 | 1.0947 |
| No log | 9.5 | 152 | 1.0185 | 0.6434 | 1.0185 | 1.0092 |
| No log | 9.625 | 154 | 0.9876 | 0.6620 | 0.9876 | 0.9938 |
| No log | 9.75 | 156 | 1.1733 | 0.5694 | 1.1733 | 1.0832 |
| No log | 9.875 | 158 | 1.3492 | 0.5035 | 1.3492 | 1.1616 |
| No log | 10.0 | 160 | 1.3154 | 0.5352 | 1.3154 | 1.1469 |
| No log | 10.125 | 162 | 1.2291 | 0.5379 | 1.2291 | 1.1086 |
| No log | 10.25 | 164 | 1.1684 | 0.5972 | 1.1684 | 1.0809 |
| No log | 10.375 | 166 | 1.0398 | 0.6438 | 1.0398 | 1.0197 |
| No log | 10.5 | 168 | 0.9223 | 0.72 | 0.9223 | 0.9604 |
| No log | 10.625 | 170 | 0.9110 | 0.6968 | 0.9110 | 0.9545 |
| No log | 10.75 | 172 | 1.0147 | 0.6038 | 1.0147 | 1.0073 |
| No log | 10.875 | 174 | 1.2186 | 0.5576 | 1.2186 | 1.1039 |
| No log | 11.0 | 176 | 1.1786 | 0.5749 | 1.1786 | 1.0856 |
| No log | 11.125 | 178 | 0.9847 | 0.6857 | 0.9847 | 0.9923 |
| No log | 11.25 | 180 | 0.7158 | 0.7602 | 0.7158 | 0.8460 |
| No log | 11.375 | 182 | 0.6544 | 0.8052 | 0.6544 | 0.8090 |
| No log | 11.5 | 184 | 0.6961 | 0.7432 | 0.6961 | 0.8344 |
| No log | 11.625 | 186 | 0.7321 | 0.7397 | 0.7321 | 0.8557 |
| No log | 11.75 | 188 | 1.0005 | 0.5882 | 1.0005 | 1.0003 |
| No log | 11.875 | 190 | 1.1431 | 0.5897 | 1.1431 | 1.0691 |
| No log | 12.0 | 192 | 1.0583 | 0.6242 | 1.0583 | 1.0287 |
| No log | 12.125 | 194 | 0.9169 | 0.6483 | 0.9169 | 0.9575 |
| No log | 12.25 | 196 | 0.8527 | 0.6714 | 0.8527 | 0.9234 |
| No log | 12.375 | 198 | 0.9452 | 0.6667 | 0.9452 | 0.9722 |
| No log | 12.5 | 200 | 0.9464 | 0.6621 | 0.9464 | 0.9728 |
| No log | 12.625 | 202 | 0.9938 | 0.6452 | 0.9938 | 0.9969 |
| No log | 12.75 | 204 | 0.8979 | 0.6405 | 0.8979 | 0.9476 |
| No log | 12.875 | 206 | 1.0110 | 0.6582 | 1.0110 | 1.0055 |
| No log | 13.0 | 208 | 1.1275 | 0.6203 | 1.1275 | 1.0618 |
| No log | 13.125 | 210 | 1.3316 | 0.5521 | 1.3316 | 1.1539 |
| No log | 13.25 | 212 | 1.2318 | 0.5417 | 1.2318 | 1.1099 |
| No log | 13.375 | 214 | 0.9391 | 0.6324 | 0.9391 | 0.9691 |
| No log | 13.5 | 216 | 0.9016 | 0.6917 | 0.9016 | 0.9495 |
| No log | 13.625 | 218 | 0.9041 | 0.6767 | 0.9041 | 0.9509 |
| No log | 13.75 | 220 | 0.9543 | 0.6715 | 0.9543 | 0.9769 |
| No log | 13.875 | 222 | 1.0318 | 0.6277 | 1.0318 | 1.0158 |
| No log | 14.0 | 224 | 1.0973 | 0.6176 | 1.0973 | 1.0475 |
| No log | 14.125 | 226 | 1.1424 | 0.6015 | 1.1424 | 1.0689 |
| No log | 14.25 | 228 | 1.1022 | 0.6119 | 1.1022 | 1.0499 |
| No log | 14.375 | 230 | 1.1223 | 0.5821 | 1.1223 | 1.0594 |
| No log | 14.5 | 232 | 1.1217 | 0.5985 | 1.1217 | 1.0591 |
| No log | 14.625 | 234 | 1.0658 | 0.6087 | 1.0658 | 1.0324 |
| No log | 14.75 | 236 | 0.9316 | 0.6522 | 0.9316 | 0.9652 |
| No log | 14.875 | 238 | 0.9900 | 0.6483 | 0.9900 | 0.9950 |
| No log | 15.0 | 240 | 0.9908 | 0.6486 | 0.9908 | 0.9954 |
| No log | 15.125 | 242 | 0.9095 | 0.6486 | 0.9095 | 0.9537 |
| No log | 15.25 | 244 | 0.8720 | 0.6713 | 0.8720 | 0.9338 |
| No log | 15.375 | 246 | 0.9268 | 0.6667 | 0.9268 | 0.9627 |
| No log | 15.5 | 248 | 0.8823 | 0.6897 | 0.8823 | 0.9393 |
| No log | 15.625 | 250 | 0.8156 | 0.7 | 0.8156 | 0.9031 |
| No log | 15.75 | 252 | 0.7912 | 0.7338 | 0.7912 | 0.8895 |
| No log | 15.875 | 254 | 0.7912 | 0.6901 | 0.7912 | 0.8895 |
| No log | 16.0 | 256 | 0.7529 | 0.7133 | 0.7529 | 0.8677 |
| No log | 16.125 | 258 | 0.7520 | 0.6993 | 0.7520 | 0.8672 |
| No log | 16.25 | 260 | 0.6960 | 0.7133 | 0.6960 | 0.8342 |
| No log | 16.375 | 262 | 0.7184 | 0.7347 | 0.7184 | 0.8476 |
| No log | 16.5 | 264 | 0.8509 | 0.6803 | 0.8509 | 0.9225 |
| No log | 16.625 | 266 | 0.8086 | 0.6901 | 0.8086 | 0.8992 |
| No log | 16.75 | 268 | 0.7721 | 0.7059 | 0.7721 | 0.8787 |
| No log | 16.875 | 270 | 0.7836 | 0.6716 | 0.7836 | 0.8852 |
| No log | 17.0 | 272 | 0.8064 | 0.6716 | 0.8064 | 0.8980 |
| No log | 17.125 | 274 | 0.9293 | 0.6715 | 0.9293 | 0.9640 |
| No log | 17.25 | 276 | 1.0307 | 0.6345 | 1.0307 | 1.0152 |
| No log | 17.375 | 278 | 0.9786 | 0.6667 | 0.9786 | 0.9893 |
| No log | 17.5 | 280 | 0.9216 | 0.6906 | 0.9216 | 0.9600 |
| No log | 17.625 | 282 | 0.8642 | 0.7059 | 0.8642 | 0.9296 |
| No log | 17.75 | 284 | 0.8254 | 0.7092 | 0.8254 | 0.9085 |
| No log | 17.875 | 286 | 0.9238 | 0.6714 | 0.9238 | 0.9611 |
| No log | 18.0 | 288 | 0.9344 | 0.6667 | 0.9344 | 0.9667 |
| No log | 18.125 | 290 | 0.8126 | 0.6944 | 0.8126 | 0.9014 |
| No log | 18.25 | 292 | 0.7458 | 0.7273 | 0.7458 | 0.8636 |
| No log | 18.375 | 294 | 0.7497 | 0.7222 | 0.7497 | 0.8658 |
| No log | 18.5 | 296 | 0.8000 | 0.7042 | 0.8000 | 0.8944 |
| No log | 18.625 | 298 | 0.7759 | 0.7143 | 0.7759 | 0.8809 |
| No log | 18.75 | 300 | 0.7953 | 0.72 | 0.7953 | 0.8918 |
| No log | 18.875 | 302 | 0.9460 | 0.6667 | 0.9460 | 0.9726 |
| No log | 19.0 | 304 | 1.2547 | 0.6514 | 1.2547 | 1.1201 |
| No log | 19.125 | 306 | 1.3134 | 0.6057 | 1.3134 | 1.1460 |
| No log | 19.25 | 308 | 1.0641 | 0.6463 | 1.0641 | 1.0315 |
| No log | 19.375 | 310 | 0.8054 | 0.6849 | 0.8054 | 0.8975 |
| No log | 19.5 | 312 | 0.7700 | 0.7083 | 0.7700 | 0.8775 |
| No log | 19.625 | 314 | 0.8348 | 0.7042 | 0.8348 | 0.9136 |
| No log | 19.75 | 316 | 0.9266 | 0.6715 | 0.9266 | 0.9626 |
| No log | 19.875 | 318 | 0.9030 | 0.6519 | 0.9030 | 0.9503 |
| No log | 20.0 | 320 | 0.8035 | 0.6861 | 0.8035 | 0.8964 |
| No log | 20.125 | 322 | 0.7145 | 0.7111 | 0.7145 | 0.8453 |
| No log | 20.25 | 324 | 0.6758 | 0.7206 | 0.6758 | 0.8221 |
| No log | 20.375 | 326 | 0.6685 | 0.7660 | 0.6685 | 0.8176 |
| No log | 20.5 | 328 | 0.7065 | 0.6901 | 0.7065 | 0.8405 |
| No log | 20.625 | 330 | 0.6872 | 0.7222 | 0.6872 | 0.8290 |
| No log | 20.75 | 332 | 0.6154 | 0.7838 | 0.6154 | 0.7845 |
| No log | 20.875 | 334 | 0.6098 | 0.8 | 0.6098 | 0.7809 |
| No log | 21.0 | 336 | 0.6543 | 0.7465 | 0.6543 | 0.8089 |
| No log | 21.125 | 338 | 0.7025 | 0.7619 | 0.7025 | 0.8382 |
| No log | 21.25 | 340 | 0.7668 | 0.7092 | 0.7668 | 0.8757 |
| No log | 21.375 | 342 | 0.8825 | 0.6853 | 0.8825 | 0.9394 |
| No log | 21.5 | 344 | 1.0013 | 0.6111 | 1.0013 | 1.0007 |
| No log | 21.625 | 346 | 0.9977 | 0.6286 | 0.9977 | 0.9988 |
| No log | 21.75 | 348 | 0.8945 | 0.6861 | 0.8945 | 0.9458 |
| No log | 21.875 | 350 | 0.8240 | 0.6957 | 0.8240 | 0.9077 |
| No log | 22.0 | 352 | 0.7335 | 0.7465 | 0.7335 | 0.8564 |
| No log | 22.125 | 354 | 0.7303 | 0.7448 | 0.7303 | 0.8545 |
| No log | 22.25 | 356 | 0.7892 | 0.7324 | 0.7892 | 0.8884 |
| No log | 22.375 | 358 | 0.8764 | 0.6619 | 0.8764 | 0.9362 |
| No log | 22.5 | 360 | 0.9948 | 0.6131 | 0.9948 | 0.9974 |
| No log | 22.625 | 362 | 1.0168 | 0.5926 | 1.0168 | 1.0084 |
| No log | 22.75 | 364 | 0.9460 | 0.6462 | 0.9460 | 0.9726 |
| No log | 22.875 | 366 | 0.9231 | 0.6615 | 0.9231 | 0.9608 |
| No log | 23.0 | 368 | 0.8425 | 0.6818 | 0.8425 | 0.9179 |
| No log | 23.125 | 370 | 0.7895 | 0.6917 | 0.7895 | 0.8886 |
| No log | 23.25 | 372 | 0.8072 | 0.6861 | 0.8072 | 0.8984 |
| No log | 23.375 | 374 | 0.8657 | 0.6620 | 0.8657 | 0.9304 |
| No log | 23.5 | 376 | 0.9287 | 0.6369 | 0.9287 | 0.9637 |
| No log | 23.625 | 378 | 0.8959 | 0.6809 | 0.8959 | 0.9465 |
| No log | 23.75 | 380 | 0.9135 | 0.6569 | 0.9135 | 0.9558 |
| No log | 23.875 | 382 | 0.8806 | 0.6615 | 0.8806 | 0.9384 |
| No log | 24.0 | 384 | 0.8802 | 0.6718 | 0.8802 | 0.9382 |
| No log | 24.125 | 386 | 0.9160 | 0.6412 | 0.9160 | 0.9571 |
| No log | 24.25 | 388 | 1.0072 | 0.6241 | 1.0072 | 1.0036 |
| No log | 24.375 | 390 | 1.0375 | 0.6351 | 1.0375 | 1.0186 |
| No log | 24.5 | 392 | 0.9405 | 0.6345 | 0.9405 | 0.9698 |
| No log | 24.625 | 394 | 0.8054 | 0.6667 | 0.8054 | 0.8975 |
| No log | 24.75 | 396 | 0.7878 | 0.7206 | 0.7878 | 0.8876 |
| No log | 24.875 | 398 | 0.8399 | 0.6515 | 0.8399 | 0.9165 |
| No log | 25.0 | 400 | 0.9581 | 0.6269 | 0.9581 | 0.9788 |
| No log | 25.125 | 402 | 0.9785 | 0.6515 | 0.9785 | 0.9892 |
| No log | 25.25 | 404 | 0.9163 | 0.6412 | 0.9163 | 0.9572 |
| No log | 25.375 | 406 | 0.8582 | 0.625 | 0.8582 | 0.9264 |
| No log | 25.5 | 408 | 0.8137 | 0.6769 | 0.8137 | 0.9020 |
| No log | 25.625 | 410 | 0.7904 | 0.6818 | 0.7904 | 0.8891 |
| No log | 25.75 | 412 | 0.7957 | 0.6617 | 0.7957 | 0.8920 |
| No log | 25.875 | 414 | 0.7869 | 0.7034 | 0.7869 | 0.8871 |
| No log | 26.0 | 416 | 0.7645 | 0.6974 | 0.7645 | 0.8743 |
| No log | 26.125 | 418 | 0.7830 | 0.7 | 0.7830 | 0.8849 |
| No log | 26.25 | 420 | 0.8186 | 0.6912 | 0.8186 | 0.9048 |
| No log | 26.375 | 422 | 0.8980 | 0.6619 | 0.8980 | 0.9477 |
| No log | 26.5 | 424 | 1.0548 | 0.6144 | 1.0548 | 1.0270 |
| No log | 26.625 | 426 | 1.1012 | 0.6164 | 1.1012 | 1.0494 |
| No log | 26.75 | 428 | 1.0471 | 0.6222 | 1.0471 | 1.0233 |
| No log | 26.875 | 430 | 0.9219 | 0.6519 | 0.9219 | 0.9602 |
| No log | 27.0 | 432 | 0.8337 | 0.6818 | 0.8337 | 0.9131 |
| No log | 27.125 | 434 | 0.8314 | 0.7015 | 0.8314 | 0.9118 |
| No log | 27.25 | 436 | 0.8102 | 0.7153 | 0.8102 | 0.9001 |
| No log | 27.375 | 438 | 0.8345 | 0.6861 | 0.8345 | 0.9135 |
| No log | 27.5 | 440 | 0.9128 | 0.6806 | 0.9128 | 0.9554 |
| No log | 27.625 | 442 | 0.9339 | 0.6620 | 0.9339 | 0.9664 |
| No log | 27.75 | 444 | 0.8640 | 0.6906 | 0.8640 | 0.9295 |
| No log | 27.875 | 446 | 0.8457 | 0.6763 | 0.8457 | 0.9196 |
| No log | 28.0 | 448 | 0.9091 | 0.6519 | 0.9091 | 0.9535 |
| No log | 28.125 | 450 | 1.0147 | 0.6569 | 1.0147 | 1.0073 |
| No log | 28.25 | 452 | 1.0785 | 0.6466 | 1.0785 | 1.0385 |
| No log | 28.375 | 454 | 1.0979 | 0.6308 | 1.0979 | 1.0478 |
| No log | 28.5 | 456 | 1.0312 | 0.6154 | 1.0312 | 1.0155 |
| No log | 28.625 | 458 | 0.9519 | 0.6462 | 0.9519 | 0.9757 |
| No log | 28.75 | 460 | 0.8488 | 0.6716 | 0.8488 | 0.9213 |
| No log | 28.875 | 462 | 0.7350 | 0.7338 | 0.7350 | 0.8573 |
| No log | 29.0 | 464 | 0.7069 | 0.7660 | 0.7069 | 0.8408 |
| No log | 29.125 | 466 | 0.7422 | 0.7092 | 0.7422 | 0.8615 |
| No log | 29.25 | 468 | 0.8498 | 0.6797 | 0.8498 | 0.9218 |
| No log | 29.375 | 470 | 0.8932 | 0.6835 | 0.8932 | 0.9451 |
| No log | 29.5 | 472 | 0.8168 | 0.6800 | 0.8168 | 0.9038 |
| No log | 29.625 | 474 | 0.7736 | 0.7092 | 0.7736 | 0.8795 |
| No log | 29.75 | 476 | 0.7557 | 0.7101 | 0.7557 | 0.8693 |
| No log | 29.875 | 478 | 0.7980 | 0.6963 | 0.7980 | 0.8933 |
| No log | 30.0 | 480 | 0.8235 | 0.6866 | 0.8235 | 0.9075 |
| No log | 30.125 | 482 | 0.8652 | 0.6767 | 0.8652 | 0.9301 |
| No log | 30.25 | 484 | 0.9335 | 0.6618 | 0.9335 | 0.9662 |
| No log | 30.375 | 486 | 0.8997 | 0.6519 | 0.8997 | 0.9485 |
| No log | 30.5 | 488 | 0.8009 | 0.7007 | 0.8009 | 0.8949 |
| No log | 30.625 | 490 | 0.7389 | 0.7101 | 0.7389 | 0.8596 |
| No log | 30.75 | 492 | 0.7417 | 0.7092 | 0.7417 | 0.8612 |
| No log | 30.875 | 494 | 0.7547 | 0.7092 | 0.7547 | 0.8687 |
| No log | 31.0 | 496 | 0.8141 | 0.7 | 0.8141 | 0.9023 |
| No log | 31.125 | 498 | 0.9248 | 0.6714 | 0.9248 | 0.9617 |
| 0.4275 | 31.25 | 500 | 0.9849 | 0.6621 | 0.9849 | 0.9924 |
| 0.4275 | 31.375 | 502 | 0.9739 | 0.6569 | 0.9739 | 0.9869 |
| 0.4275 | 31.5 | 504 | 0.8887 | 0.6866 | 0.8887 | 0.9427 |
| 0.4275 | 31.625 | 506 | 0.8508 | 0.7153 | 0.8508 | 0.9224 |
| 0.4275 | 31.75 | 508 | 0.8502 | 0.6957 | 0.8502 | 0.9221 |
| 0.4275 | 31.875 | 510 | 0.9359 | 0.6438 | 0.9359 | 0.9674 |
| 0.4275 | 32.0 | 512 | 0.9866 | 0.6144 | 0.9866 | 0.9933 |
| 0.4275 | 32.125 | 514 | 0.9503 | 0.6143 | 0.9503 | 0.9748 |
| 0.4275 | 32.25 | 516 | 0.8842 | 0.6765 | 0.8842 | 0.9403 |
| 0.4275 | 32.375 | 518 | 0.8519 | 0.6963 | 0.8519 | 0.9230 |
| 0.4275 | 32.5 | 520 | 0.8963 | 0.6765 | 0.8963 | 0.9467 |
| 0.4275 | 32.625 | 522 | 0.9708 | 0.6667 | 0.9708 | 0.9853 |
| 0.4275 | 32.75 | 524 | 1.0199 | 0.5821 | 1.0199 | 1.0099 |
| 0.4275 | 32.875 | 526 | 1.0005 | 0.6154 | 1.0005 | 1.0002 |
| 0.4275 | 33.0 | 528 | 0.9189 | 0.6718 | 0.9189 | 0.9586 |
| 0.4275 | 33.125 | 530 | 0.8284 | 0.6565 | 0.8284 | 0.9102 |
| 0.4275 | 33.25 | 532 | 0.7507 | 0.6963 | 0.7507 | 0.8664 |
| 0.4275 | 33.375 | 534 | 0.7132 | 0.7101 | 0.7132 | 0.8445 |
| 0.4275 | 33.5 | 536 | 0.7369 | 0.7297 | 0.7369 | 0.8584 |
| 0.4275 | 33.625 | 538 | 0.7842 | 0.7089 | 0.7842 | 0.8856 |
| 0.4275 | 33.75 | 540 | 0.7704 | 0.7468 | 0.7704 | 0.8777 |
| 0.4275 | 33.875 | 542 | 0.7303 | 0.7237 | 0.7303 | 0.8546 |
| 0.4275 | 34.0 | 544 | 0.7135 | 0.7092 | 0.7135 | 0.8447 |
| 0.4275 | 34.125 | 546 | 0.7783 | 0.7101 | 0.7783 | 0.8822 |
| 0.4275 | 34.25 | 548 | 0.8822 | 0.6861 | 0.8822 | 0.9393 |
| 0.4275 | 34.375 | 550 | 0.9704 | 0.6370 | 0.9704 | 0.9851 |
| 0.4275 | 34.5 | 552 | 0.9710 | 0.6412 | 0.9710 | 0.9854 |
| 0.4275 | 34.625 | 554 | 0.9759 | 0.6412 | 0.9759 | 0.9879 |
| 0.4275 | 34.75 | 556 | 0.9268 | 0.6667 | 0.9268 | 0.9627 |
| 0.4275 | 34.875 | 558 | 0.9046 | 0.6767 | 0.9046 | 0.9511 |
| 0.4275 | 35.0 | 560 | 0.8506 | 0.6718 | 0.8506 | 0.9223 |
| 0.4275 | 35.125 | 562 | 0.8100 | 0.6866 | 0.8100 | 0.9000 |
| 0.4275 | 35.25 | 564 | 0.8192 | 0.7246 | 0.8192 | 0.9051 |
| 0.4275 | 35.375 | 566 | 0.9099 | 0.6486 | 0.9099 | 0.9539 |
| 0.4275 | 35.5 | 568 | 1.0126 | 0.6708 | 1.0126 | 1.0063 |
| 0.4275 | 35.625 | 570 | 1.1188 | 0.6463 | 1.1188 | 1.0577 |
| 0.4275 | 35.75 | 572 | 1.0776 | 0.6543 | 1.0776 | 1.0381 |
| 0.4275 | 35.875 | 574 | 0.9930 | 0.6197 | 0.9930 | 0.9965 |
| 0.4275 | 36.0 | 576 | 0.9070 | 0.6963 | 0.9070 | 0.9524 |
| 0.4275 | 36.125 | 578 | 0.8094 | 0.7101 | 0.8094 | 0.8997 |
| 0.4275 | 36.25 | 580 | 0.7760 | 0.6963 | 0.7760 | 0.8809 |
| 0.4275 | 36.375 | 582 | 0.7952 | 0.6963 | 0.7952 | 0.8917 |
| 0.4275 | 36.5 | 584 | 0.8039 | 0.6963 | 0.8039 | 0.8966 |
| 0.4275 | 36.625 | 586 | 0.8204 | 0.6957 | 0.8204 | 0.9058 |
| 0.4275 | 36.75 | 588 | 0.8401 | 0.6573 | 0.8401 | 0.9166 |
| 0.4275 | 36.875 | 590 | 0.8730 | 0.6573 | 0.8730 | 0.9344 |
| 0.4275 | 37.0 | 592 | 0.9176 | 0.6573 | 0.9176 | 0.9579 |
| 0.4275 | 37.125 | 594 | 0.9012 | 0.6906 | 0.9012 | 0.9493 |
| 0.4275 | 37.25 | 596 | 0.8648 | 0.6617 | 0.8648 | 0.9299 |
| 0.4275 | 37.375 | 598 | 0.8709 | 0.6617 | 0.8709 | 0.9332 |
| 0.4275 | 37.5 | 600 | 0.8583 | 0.6617 | 0.8583 | 0.9264 |
| 0.4275 | 37.625 | 602 | 0.8633 | 0.6815 | 0.8633 | 0.9291 |
| 0.4275 | 37.75 | 604 | 0.8532 | 0.6950 | 0.8532 | 0.9237 |
| 0.4275 | 37.875 | 606 | 0.8230 | 0.7034 | 0.8230 | 0.9072 |
| 0.4275 | 38.0 | 608 | 0.8543 | 0.6711 | 0.8543 | 0.9243 |
| 0.4275 | 38.125 | 610 | 0.9032 | 0.6443 | 0.9032 | 0.9504 |
| 0.4275 | 38.25 | 612 | 0.8739 | 0.6853 | 0.8739 | 0.9348 |
| 0.4275 | 38.375 | 614 | 0.9143 | 0.6434 | 0.9143 | 0.9562 |
| 0.4275 | 38.5 | 616 | 0.9737 | 0.6452 | 0.9737 | 0.9868 |
| 0.4275 | 38.625 | 618 | 0.9956 | 0.6447 | 0.9956 | 0.9978 |
| 0.4275 | 38.75 | 620 | 0.9032 | 0.6667 | 0.9032 | 0.9504 |
| 0.4275 | 38.875 | 622 | 0.8316 | 0.6866 | 0.8316 | 0.9119 |
| 0.4275 | 39.0 | 624 | 0.8164 | 0.6866 | 0.8164 | 0.9035 |
| 0.4275 | 39.125 | 626 | 0.8253 | 0.6866 | 0.8253 | 0.9085 |
| 0.4275 | 39.25 | 628 | 0.8329 | 0.6866 | 0.8329 | 0.9126 |
| 0.4275 | 39.375 | 630 | 0.8050 | 0.6866 | 0.8050 | 0.8972 |
| 0.4275 | 39.5 | 632 | 0.7768 | 0.6917 | 0.7768 | 0.8814 |
| 0.4275 | 39.625 | 634 | 0.7952 | 0.6853 | 0.7952 | 0.8917 |
| 0.4275 | 39.75 | 636 | 0.8156 | 0.6887 | 0.8156 | 0.9031 |
| 0.4275 | 39.875 | 638 | 0.8767 | 0.6711 | 0.8767 | 0.9363 |
| 0.4275 | 40.0 | 640 | 0.8370 | 0.6883 | 0.8370 | 0.9149 |
| 0.4275 | 40.125 | 642 | 0.7445 | 0.7007 | 0.7445 | 0.8628 |
| 0.4275 | 40.25 | 644 | 0.6971 | 0.7626 | 0.6971 | 0.8349 |
| 0.4275 | 40.375 | 646 | 0.7096 | 0.7259 | 0.7096 | 0.8424 |
| 0.4275 | 40.5 | 648 | 0.7348 | 0.7391 | 0.7348 | 0.8572 |
| 0.4275 | 40.625 | 650 | 0.7487 | 0.7299 | 0.7487 | 0.8653 |
| 0.4275 | 40.75 | 652 | 0.7782 | 0.7222 | 0.7782 | 0.8822 |
| 0.4275 | 40.875 | 654 | 0.8077 | 0.6892 | 0.8077 | 0.8987 |
| 0.4275 | 41.0 | 656 | 0.9035 | 0.6707 | 0.9035 | 0.9505 |
| 0.4275 | 41.125 | 658 | 0.9419 | 0.6667 | 0.9419 | 0.9705 |
| 0.4275 | 41.25 | 660 | 0.9516 | 0.6667 | 0.9516 | 0.9755 |
| 0.4275 | 41.375 | 662 | 0.8837 | 0.6541 | 0.8837 | 0.9401 |
| 0.4275 | 41.5 | 664 | 0.7914 | 0.7246 | 0.7914 | 0.8896 |
| 0.4275 | 41.625 | 666 | 0.7981 | 0.7111 | 0.7981 | 0.8934 |
| 0.4275 | 41.75 | 668 | 0.8379 | 0.6769 | 0.8379 | 0.9154 |
| 0.4275 | 41.875 | 670 | 0.8802 | 0.6615 | 0.8802 | 0.9382 |
| 0.4275 | 42.0 | 672 | 0.9226 | 0.6462 | 0.9226 | 0.9605 |
| 0.4275 | 42.125 | 674 | 0.9240 | 0.6462 | 0.9240 | 0.9613 |
| 0.4275 | 42.25 | 676 | 0.8675 | 0.6615 | 0.8675 | 0.9314 |
| 0.4275 | 42.375 | 678 | 0.8608 | 0.6667 | 0.8608 | 0.9278 |
| 0.4275 | 42.5 | 680 | 0.8663 | 0.6815 | 0.8663 | 0.9307 |
| 0.4275 | 42.625 | 682 | 0.9197 | 0.625 | 0.9197 | 0.9590 |
| 0.4275 | 42.75 | 684 | 0.9388 | 0.6447 | 0.9388 | 0.9689 |
| 0.4275 | 42.875 | 686 | 0.9556 | 0.6452 | 0.9556 | 0.9775 |
| 0.4275 | 43.0 | 688 | 0.8893 | 0.6575 | 0.8893 | 0.9430 |
| 0.4275 | 43.125 | 690 | 0.8131 | 0.6761 | 0.8131 | 0.9017 |
| 0.4275 | 43.25 | 692 | 0.7508 | 0.7338 | 0.7508 | 0.8665 |
| 0.4275 | 43.375 | 694 | 0.7471 | 0.7183 | 0.7471 | 0.8644 |
| 0.4275 | 43.5 | 696 | 0.7970 | 0.6759 | 0.7970 | 0.8927 |
| 0.4275 | 43.625 | 698 | 0.8376 | 0.6759 | 0.8376 | 0.9152 |
| 0.4275 | 43.75 | 700 | 0.9199 | 0.6286 | 0.9199 | 0.9591 |
| 0.4275 | 43.875 | 702 | 0.9788 | 0.6043 | 0.9788 | 0.9893 |
| 0.4275 | 44.0 | 704 | 0.9871 | 0.6074 | 0.9871 | 0.9935 |
| 0.4275 | 44.125 | 706 | 0.9582 | 0.6324 | 0.9582 | 0.9789 |
| 0.4275 | 44.25 | 708 | 0.8964 | 0.6866 | 0.8964 | 0.9468 |
| 0.4275 | 44.375 | 710 | 0.8298 | 0.6963 | 0.8298 | 0.9109 |
| 0.4275 | 44.5 | 712 | 0.7668 | 0.6950 | 0.7668 | 0.8757 |
| 0.4275 | 44.625 | 714 | 0.7624 | 0.6944 | 0.7624 | 0.8732 |
| 0.4275 | 44.75 | 716 | 0.8128 | 0.7081 | 0.8128 | 0.9015 |
| 0.4275 | 44.875 | 718 | 0.9299 | 0.6905 | 0.9299 | 0.9643 |
| 0.4275 | 45.0 | 720 | 1.0019 | 0.6826 | 1.0019 | 1.0010 |
| 0.4275 | 45.125 | 722 | 1.0052 | 0.65 | 1.0052 | 1.0026 |
| 0.4275 | 45.25 | 724 | 0.9375 | 0.6522 | 0.9375 | 0.9683 |
| 0.4275 | 45.375 | 726 | 0.8629 | 0.6818 | 0.8629 | 0.9289 |
| 0.4275 | 45.5 | 728 | 0.8191 | 0.6716 | 0.8191 | 0.9051 |
| 0.4275 | 45.625 | 730 | 0.8123 | 0.6716 | 0.8123 | 0.9013 |
| 0.4275 | 45.75 | 732 | 0.8406 | 0.6818 | 0.8406 | 0.9169 |
| 0.4275 | 45.875 | 734 | 0.8960 | 0.6763 | 0.8960 | 0.9466 |
| 0.4275 | 46.0 | 736 | 0.9497 | 0.6351 | 0.9497 | 0.9745 |
| 0.4275 | 46.125 | 738 | 0.9401 | 0.6358 | 0.9401 | 0.9696 |
| 0.4275 | 46.25 | 740 | 0.8927 | 0.6763 | 0.8927 | 0.9448 |
| 0.4275 | 46.375 | 742 | 0.8620 | 0.6963 | 0.8620 | 0.9285 |
| 0.4275 | 46.5 | 744 | 0.8033 | 0.6716 | 0.8033 | 0.8963 |
| 0.4275 | 46.625 | 746 | 0.7983 | 0.6565 | 0.7983 | 0.8935 |
| 0.4275 | 46.75 | 748 | 0.8260 | 0.6565 | 0.8260 | 0.9089 |
| 0.4275 | 46.875 | 750 | 0.8551 | 0.6963 | 0.8551 | 0.9247 |
| 0.4275 | 47.0 | 752 | 0.8989 | 0.6963 | 0.8989 | 0.9481 |
| 0.4275 | 47.125 | 754 | 0.8978 | 0.6806 | 0.8978 | 0.9475 |
| 0.4275 | 47.25 | 756 | 0.8450 | 0.6809 | 0.8450 | 0.9192 |
| 0.4275 | 47.375 | 758 | 0.7593 | 0.6963 | 0.7593 | 0.8714 |
| 0.4275 | 47.5 | 760 | 0.7161 | 0.6912 | 0.7161 | 0.8462 |
| 0.4275 | 47.625 | 762 | 0.7117 | 0.6912 | 0.7117 | 0.8436 |
| 0.4275 | 47.75 | 764 | 0.7214 | 0.6963 | 0.7214 | 0.8494 |
| 0.4275 | 47.875 | 766 | 0.7980 | 0.7059 | 0.7980 | 0.8933 |
| 0.4275 | 48.0 | 768 | 0.9130 | 0.6434 | 0.9130 | 0.9555 |
| 0.4275 | 48.125 | 770 | 0.9627 | 0.6286 | 0.9627 | 0.9812 |
| 0.4275 | 48.25 | 772 | 0.9264 | 0.6383 | 0.9264 | 0.9625 |
| 0.4275 | 48.375 | 774 | 0.8570 | 0.6957 | 0.8570 | 0.9258 |
| 0.4275 | 48.5 | 776 | 0.8287 | 0.6957 | 0.8287 | 0.9103 |
| 0.4275 | 48.625 | 778 | 0.8054 | 0.7092 | 0.8054 | 0.8974 |
| 0.4275 | 48.75 | 780 | 0.7954 | 0.7092 | 0.7954 | 0.8918 |
| 0.4275 | 48.875 | 782 | 0.7691 | 0.7194 | 0.7691 | 0.8770 |
| 0.4275 | 49.0 | 784 | 0.7881 | 0.7059 | 0.7881 | 0.8878 |
| 0.4275 | 49.125 | 786 | 0.8257 | 0.7007 | 0.8257 | 0.9087 |
| 0.4275 | 49.25 | 788 | 0.8199 | 0.6963 | 0.8199 | 0.9055 |
| 0.4275 | 49.375 | 790 | 0.8062 | 0.6963 | 0.8062 | 0.8979 |
| 0.4275 | 49.5 | 792 | 0.8260 | 0.6866 | 0.8260 | 0.9088 |
| 0.4275 | 49.625 | 794 | 0.8582 | 0.6866 | 0.8582 | 0.9264 |
| 0.4275 | 49.75 | 796 | 0.8413 | 0.6866 | 0.8413 | 0.9172 |
| 0.4275 | 49.875 | 798 | 0.8347 | 0.6866 | 0.8347 | 0.9136 |
| 0.4275 | 50.0 | 800 | 0.8783 | 0.6761 | 0.8783 | 0.9372 |
| 0.4275 | 50.125 | 802 | 0.9469 | 0.6533 | 0.9469 | 0.9731 |
| 0.4275 | 50.25 | 804 | 0.9434 | 0.6533 | 0.9434 | 0.9713 |
| 0.4275 | 50.375 | 806 | 0.8849 | 0.6866 | 0.8849 | 0.9407 |
| 0.4275 | 50.5 | 808 | 0.8469 | 0.6963 | 0.8469 | 0.9203 |
| 0.4275 | 50.625 | 810 | 0.8256 | 0.7101 | 0.8256 | 0.9086 |
| 0.4275 | 50.75 | 812 | 0.8213 | 0.7101 | 0.8213 | 0.9063 |
| 0.4275 | 50.875 | 814 | 0.8170 | 0.7101 | 0.8170 | 0.9039 |
| 0.4275 | 51.0 | 816 | 0.8337 | 0.7101 | 0.8337 | 0.9131 |
| 0.4275 | 51.125 | 818 | 0.8555 | 0.6857 | 0.8555 | 0.9249 |
| 0.4275 | 51.25 | 820 | 0.8647 | 0.6857 | 0.8647 | 0.9299 |
| 0.4275 | 51.375 | 822 | 0.8370 | 0.7007 | 0.8370 | 0.9149 |
| 0.4275 | 51.5 | 824 | 0.8399 | 0.7007 | 0.8399 | 0.9165 |
| 0.4275 | 51.625 | 826 | 0.8487 | 0.7007 | 0.8487 | 0.9213 |
| 0.4275 | 51.75 | 828 | 0.8409 | 0.7007 | 0.8409 | 0.9170 |
| 0.4275 | 51.875 | 830 | 0.8301 | 0.7007 | 0.8301 | 0.9111 |
| 0.4275 | 52.0 | 832 | 0.8554 | 0.7007 | 0.8554 | 0.9249 |
| 0.4275 | 52.125 | 834 | 0.9080 | 0.6759 | 0.9080 | 0.9529 |
| 0.4275 | 52.25 | 836 | 0.9403 | 0.6525 | 0.9403 | 0.9697 |
| 0.4275 | 52.375 | 838 | 0.9183 | 0.6619 | 0.9183 | 0.9583 |
| 0.4275 | 52.5 | 840 | 0.8676 | 0.6866 | 0.8676 | 0.9315 |
| 0.4275 | 52.625 | 842 | 0.8464 | 0.6866 | 0.8464 | 0.9200 |
| 0.4275 | 52.75 | 844 | 0.8081 | 0.6861 | 0.8081 | 0.8989 |
| 0.4275 | 52.875 | 846 | 0.7810 | 0.6861 | 0.7810 | 0.8838 |
| 0.4275 | 53.0 | 848 | 0.7724 | 0.6861 | 0.7724 | 0.8788 |
| 0.4275 | 53.125 | 850 | 0.7774 | 0.7034 | 0.7774 | 0.8817 |
| 0.4275 | 53.25 | 852 | 0.7803 | 0.7261 | 0.7803 | 0.8833 |
| 0.4275 | 53.375 | 854 | 0.7826 | 0.7485 | 0.7826 | 0.8846 |
| 0.4275 | 53.5 | 856 | 0.7626 | 0.7485 | 0.7626 | 0.8733 |
| 0.4275 | 53.625 | 858 | 0.7249 | 0.7143 | 0.7249 | 0.8514 |
| 0.4275 | 53.75 | 860 | 0.7063 | 0.6950 | 0.7063 | 0.8404 |
| 0.4275 | 53.875 | 862 | 0.6879 | 0.7101 | 0.6879 | 0.8294 |
| 0.4275 | 54.0 | 864 | 0.6807 | 0.7338 | 0.6807 | 0.8250 |
| 0.4275 | 54.125 | 866 | 0.6732 | 0.7101 | 0.6732 | 0.8205 |
| 0.4275 | 54.25 | 868 | 0.6908 | 0.7338 | 0.6908 | 0.8311 |
| 0.4275 | 54.375 | 870 | 0.7417 | 0.7042 | 0.7417 | 0.8612 |
| 0.4275 | 54.5 | 872 | 0.7900 | 0.7027 | 0.7900 | 0.8888 |
| 0.4275 | 54.625 | 874 | 0.8525 | 0.6792 | 0.8525 | 0.9233 |
| 0.4275 | 54.75 | 876 | 0.8565 | 0.6792 | 0.8565 | 0.9255 |
| 0.4275 | 54.875 | 878 | 0.8514 | 0.6792 | 0.8514 | 0.9227 |
| 0.4275 | 55.0 | 880 | 0.8311 | 0.6623 | 0.8311 | 0.9117 |
| 0.4275 | 55.125 | 882 | 0.8137 | 0.6761 | 0.8137 | 0.9021 |
| 0.4275 | 55.25 | 884 | 0.7828 | 0.6950 | 0.7828 | 0.8848 |
| 0.4275 | 55.375 | 886 | 0.7650 | 0.6950 | 0.7650 | 0.8746 |
| 0.4275 | 55.5 | 888 | 0.7697 | 0.6950 | 0.7697 | 0.8773 |
| 0.4275 | 55.625 | 890 | 0.7560 | 0.6950 | 0.7560 | 0.8695 |
| 0.4275 | 55.75 | 892 | 0.7369 | 0.7183 | 0.7369 | 0.8584 |
| 0.4275 | 55.875 | 894 | 0.7425 | 0.7183 | 0.7425 | 0.8617 |
| 0.4275 | 56.0 | 896 | 0.7423 | 0.7183 | 0.7423 | 0.8615 |
| 0.4275 | 56.125 | 898 | 0.7786 | 0.6950 | 0.7786 | 0.8824 |
| 0.4275 | 56.25 | 900 | 0.8550 | 0.6883 | 0.8550 | 0.9247 |
| 0.4275 | 56.375 | 902 | 0.9083 | 0.6883 | 0.9083 | 0.9530 |
| 0.4275 | 56.5 | 904 | 0.9551 | 0.6447 | 0.9551 | 0.9773 |
| 0.4275 | 56.625 | 906 | 0.9575 | 0.6345 | 0.9575 | 0.9785 |
| 0.4275 | 56.75 | 908 | 0.9447 | 0.6620 | 0.9447 | 0.9720 |
| 0.4275 | 56.875 | 910 | 0.9115 | 0.6715 | 0.9115 | 0.9547 |
| 0.4275 | 57.0 | 912 | 0.8502 | 0.6857 | 0.8502 | 0.9221 |
| 0.4275 | 57.125 | 914 | 0.8070 | 0.6950 | 0.8070 | 0.8983 |
| 0.4275 | 57.25 | 916 | 0.7583 | 0.6950 | 0.7583 | 0.8708 |
| 0.4275 | 57.375 | 918 | 0.7430 | 0.7101 | 0.7430 | 0.8620 |
| 0.4275 | 57.5 | 920 | 0.7604 | 0.7101 | 0.7604 | 0.8720 |
| 0.4275 | 57.625 | 922 | 0.7929 | 0.7101 | 0.7929 | 0.8904 |
| 0.4275 | 57.75 | 924 | 0.8547 | 0.6857 | 0.8547 | 0.9245 |
| 0.4275 | 57.875 | 926 | 0.9331 | 0.6713 | 0.9331 | 0.9660 |
| 0.4275 | 58.0 | 928 | 0.9824 | 0.6667 | 0.9824 | 0.9912 |
| 0.4275 | 58.125 | 930 | 0.9691 | 0.6667 | 0.9691 | 0.9844 |
| 0.4275 | 58.25 | 932 | 0.9264 | 0.6759 | 0.9264 | 0.9625 |
| 0.4275 | 58.375 | 934 | 0.8694 | 0.6667 | 0.8694 | 0.9324 |
| 0.4275 | 58.5 | 936 | 0.8386 | 0.7007 | 0.8386 | 0.9158 |
| 0.4275 | 58.625 | 938 | 0.8028 | 0.7101 | 0.8028 | 0.8960 |
| 0.4275 | 58.75 | 940 | 0.7729 | 0.6963 | 0.7729 | 0.8791 |
| 0.4275 | 58.875 | 942 | 0.7657 | 0.7015 | 0.7657 | 0.8751 |
| 0.4275 | 59.0 | 944 | 0.7547 | 0.7015 | 0.7547 | 0.8687 |
| 0.4275 | 59.125 | 946 | 0.7511 | 0.7015 | 0.7511 | 0.8667 |
| 0.4275 | 59.25 | 948 | 0.7629 | 0.7206 | 0.7629 | 0.8734 |
| 0.4275 | 59.375 | 950 | 0.7886 | 0.7101 | 0.7886 | 0.8881 |
| 0.4275 | 59.5 | 952 | 0.8291 | 0.7194 | 0.8291 | 0.9106 |
| 0.4275 | 59.625 | 954 | 0.8516 | 0.7101 | 0.8516 | 0.9228 |
| 0.4275 | 59.75 | 956 | 0.8922 | 0.6573 | 0.8922 | 0.9446 |
| 0.4275 | 59.875 | 958 | 0.8897 | 0.6573 | 0.8897 | 0.9433 |
| 0.4275 | 60.0 | 960 | 0.8739 | 0.6950 | 0.8739 | 0.9348 |
| 0.4275 | 60.125 | 962 | 0.8632 | 0.7007 | 0.8632 | 0.9291 |
| 0.4275 | 60.25 | 964 | 0.8425 | 0.7007 | 0.8425 | 0.9179 |
| 0.4275 | 60.375 | 966 | 0.8382 | 0.6866 | 0.8382 | 0.9155 |
| 0.4275 | 60.5 | 968 | 0.8175 | 0.7101 | 0.8175 | 0.9041 |
| 0.4275 | 60.625 | 970 | 0.8097 | 0.7101 | 0.8097 | 0.8999 |
| 0.4275 | 60.75 | 972 | 0.8129 | 0.7101 | 0.8129 | 0.9016 |
| 0.4275 | 60.875 | 974 | 0.8119 | 0.7007 | 0.8119 | 0.9011 |
| 0.4275 | 61.0 | 976 | 0.8204 | 0.6857 | 0.8204 | 0.9058 |
| 0.4275 | 61.125 | 978 | 0.8561 | 0.6857 | 0.8561 | 0.9253 |
| 0.4275 | 61.25 | 980 | 0.8964 | 0.6522 | 0.8964 | 0.9468 |
| 0.4275 | 61.375 | 982 | 0.9059 | 0.6525 | 0.9059 | 0.9518 |
| 0.4275 | 61.5 | 984 | 0.9008 | 0.6525 | 0.9008 | 0.9491 |
| 0.4275 | 61.625 | 986 | 0.8635 | 0.6715 | 0.8635 | 0.9293 |
| 0.4275 | 61.75 | 988 | 0.7979 | 0.6857 | 0.7979 | 0.8932 |
| 0.4275 | 61.875 | 990 | 0.7548 | 0.7338 | 0.7548 | 0.8688 |
| 0.4275 | 62.0 | 992 | 0.7461 | 0.7338 | 0.7461 | 0.8638 |
| 0.4275 | 62.125 | 994 | 0.7519 | 0.7183 | 0.7519 | 0.8671 |
| 0.4275 | 62.25 | 996 | 0.7551 | 0.7183 | 0.7551 | 0.8689 |
| 0.4275 | 62.375 | 998 | 0.7744 | 0.6950 | 0.7744 | 0.8800 |
| 0.056 | 62.5 | 1000 | 0.8026 | 0.6950 | 0.8026 | 0.8959 |
| 0.056 | 62.625 | 1002 | 0.8330 | 0.6667 | 0.8330 | 0.9127 |
| 0.056 | 62.75 | 1004 | 0.8547 | 0.6667 | 0.8547 | 0.9245 |
| 0.056 | 62.875 | 1006 | 0.8561 | 0.6667 | 0.8561 | 0.9253 |
| 0.056 | 63.0 | 1008 | 0.8423 | 0.6667 | 0.8423 | 0.9178 |
| 0.056 | 63.125 | 1010 | 0.7981 | 0.6950 | 0.7981 | 0.8933 |
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/ArabicNewSplits7_FineTuningAraBERT_run1_AugV5_k3_task1_organization
Base model
aubmindlab/bert-base-arabertv02