Instructions to use MayBashendy/ArabicNewSplits6_FineTuningAraBERTFreeze_run2_AugV5_k5_task2_organization with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use MayBashendy/ArabicNewSplits6_FineTuningAraBERTFreeze_run2_AugV5_k5_task2_organization with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="MayBashendy/ArabicNewSplits6_FineTuningAraBERTFreeze_run2_AugV5_k5_task2_organization")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("MayBashendy/ArabicNewSplits6_FineTuningAraBERTFreeze_run2_AugV5_k5_task2_organization") model = AutoModelForSequenceClassification.from_pretrained("MayBashendy/ArabicNewSplits6_FineTuningAraBERTFreeze_run2_AugV5_k5_task2_organization", device_map="auto") - Notebooks
- Google Colab
- Kaggle
ArabicNewSplits6_FineTuningAraBERTFreeze_run2_AugV5_k5_task2_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: 0.8349
- Qwk: 0.4726
- Mse: 0.8349
- Rmse: 0.9137
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: 16
- eval_batch_size: 16
- 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 | 0.1538 | 2 | 6.4156 | -0.0218 | 6.4156 | 2.5329 |
| No log | 0.3077 | 4 | 4.3897 | -0.0314 | 4.3897 | 2.0952 |
| No log | 0.4615 | 6 | 3.0418 | 0.0108 | 3.0418 | 1.7441 |
| No log | 0.6154 | 8 | 2.1483 | 0.0094 | 2.1483 | 1.4657 |
| No log | 0.7692 | 10 | 1.4771 | 0.0792 | 1.4771 | 1.2154 |
| No log | 0.9231 | 12 | 1.0826 | 0.1141 | 1.0826 | 1.0405 |
| No log | 1.0769 | 14 | 0.9349 | 0.0822 | 0.9349 | 0.9669 |
| No log | 1.2308 | 16 | 0.8505 | 0.0570 | 0.8505 | 0.9222 |
| No log | 1.3846 | 18 | 0.8191 | 0.0574 | 0.8191 | 0.9050 |
| No log | 1.5385 | 20 | 0.9004 | 0.0316 | 0.9004 | 0.9489 |
| No log | 1.6923 | 22 | 0.8968 | -0.0109 | 0.8968 | 0.9470 |
| No log | 1.8462 | 24 | 0.7947 | 0.0902 | 0.7947 | 0.8914 |
| No log | 2.0 | 26 | 0.6939 | 0.3611 | 0.6939 | 0.8330 |
| No log | 2.1538 | 28 | 0.6730 | 0.3049 | 0.6730 | 0.8204 |
| No log | 2.3077 | 30 | 0.6878 | 0.2129 | 0.6878 | 0.8293 |
| No log | 2.4615 | 32 | 0.7069 | 0.1893 | 0.7069 | 0.8408 |
| No log | 2.6154 | 34 | 0.7346 | 0.1940 | 0.7346 | 0.8571 |
| No log | 2.7692 | 36 | 0.7335 | 0.1899 | 0.7335 | 0.8565 |
| No log | 2.9231 | 38 | 0.7269 | 0.2093 | 0.7269 | 0.8526 |
| No log | 3.0769 | 40 | 0.6983 | 0.2171 | 0.6983 | 0.8357 |
| No log | 3.2308 | 42 | 0.6989 | 0.2769 | 0.6989 | 0.8360 |
| No log | 3.3846 | 44 | 0.7035 | 0.3088 | 0.7035 | 0.8388 |
| No log | 3.5385 | 46 | 0.7108 | 0.3027 | 0.7108 | 0.8431 |
| No log | 3.6923 | 48 | 0.6872 | 0.3562 | 0.6872 | 0.8290 |
| No log | 3.8462 | 50 | 0.6349 | 0.3735 | 0.6349 | 0.7968 |
| No log | 4.0 | 52 | 0.5966 | 0.3764 | 0.5966 | 0.7724 |
| No log | 4.1538 | 54 | 0.5887 | 0.3867 | 0.5887 | 0.7673 |
| No log | 4.3077 | 56 | 0.5922 | 0.3931 | 0.5922 | 0.7695 |
| No log | 4.4615 | 58 | 0.6141 | 0.3784 | 0.6141 | 0.7837 |
| No log | 4.6154 | 60 | 0.6541 | 0.4241 | 0.6541 | 0.8088 |
| No log | 4.7692 | 62 | 0.6771 | 0.4220 | 0.6771 | 0.8229 |
| No log | 4.9231 | 64 | 0.7005 | 0.4297 | 0.7005 | 0.8370 |
| No log | 5.0769 | 66 | 0.7077 | 0.4792 | 0.7077 | 0.8413 |
| No log | 5.2308 | 68 | 0.6853 | 0.4694 | 0.6853 | 0.8278 |
| No log | 5.3846 | 70 | 0.6588 | 0.4663 | 0.6588 | 0.8117 |
| No log | 5.5385 | 72 | 0.6667 | 0.4584 | 0.6667 | 0.8165 |
| No log | 5.6923 | 74 | 0.6384 | 0.4878 | 0.6384 | 0.7990 |
| No log | 5.8462 | 76 | 0.6379 | 0.4781 | 0.6379 | 0.7987 |
| No log | 6.0 | 78 | 0.6300 | 0.4733 | 0.6300 | 0.7937 |
| No log | 6.1538 | 80 | 0.6020 | 0.4417 | 0.6020 | 0.7759 |
| No log | 6.3077 | 82 | 0.6042 | 0.4309 | 0.6042 | 0.7773 |
| No log | 6.4615 | 84 | 0.6367 | 0.4566 | 0.6367 | 0.7979 |
| No log | 6.6154 | 86 | 0.6827 | 0.4144 | 0.6827 | 0.8262 |
| No log | 6.7692 | 88 | 0.7756 | 0.4081 | 0.7756 | 0.8807 |
| No log | 6.9231 | 90 | 0.8274 | 0.3706 | 0.8274 | 0.9096 |
| No log | 7.0769 | 92 | 0.7321 | 0.4445 | 0.7321 | 0.8556 |
| No log | 7.2308 | 94 | 0.6358 | 0.5106 | 0.6358 | 0.7974 |
| No log | 7.3846 | 96 | 0.5832 | 0.4769 | 0.5832 | 0.7637 |
| No log | 7.5385 | 98 | 0.5805 | 0.4618 | 0.5805 | 0.7619 |
| No log | 7.6923 | 100 | 0.5891 | 0.4769 | 0.5891 | 0.7675 |
| No log | 7.8462 | 102 | 0.6253 | 0.4877 | 0.6253 | 0.7908 |
| No log | 8.0 | 104 | 0.7611 | 0.4653 | 0.7611 | 0.8724 |
| No log | 8.1538 | 106 | 0.9671 | 0.4389 | 0.9671 | 0.9834 |
| No log | 8.3077 | 108 | 0.9494 | 0.4565 | 0.9494 | 0.9743 |
| No log | 8.4615 | 110 | 0.7567 | 0.4534 | 0.7567 | 0.8699 |
| No log | 8.6154 | 112 | 0.5983 | 0.4953 | 0.5983 | 0.7735 |
| No log | 8.7692 | 114 | 0.5618 | 0.4785 | 0.5618 | 0.7495 |
| No log | 8.9231 | 116 | 0.5604 | 0.4785 | 0.5604 | 0.7486 |
| No log | 9.0769 | 118 | 0.5543 | 0.4785 | 0.5543 | 0.7445 |
| No log | 9.2308 | 120 | 0.5622 | 0.4788 | 0.5622 | 0.7498 |
| No log | 9.3846 | 122 | 0.6073 | 0.5034 | 0.6073 | 0.7793 |
| No log | 9.5385 | 124 | 0.6437 | 0.4634 | 0.6437 | 0.8023 |
| No log | 9.6923 | 126 | 0.6439 | 0.4698 | 0.6439 | 0.8024 |
| No log | 9.8462 | 128 | 0.6262 | 0.4749 | 0.6262 | 0.7913 |
| No log | 10.0 | 130 | 0.6270 | 0.4892 | 0.6270 | 0.7918 |
| No log | 10.1538 | 132 | 0.6038 | 0.4942 | 0.6038 | 0.7770 |
| No log | 10.3077 | 134 | 0.5949 | 0.4882 | 0.5949 | 0.7713 |
| No log | 10.4615 | 136 | 0.6163 | 0.4709 | 0.6163 | 0.7851 |
| No log | 10.6154 | 138 | 0.6403 | 0.4648 | 0.6403 | 0.8002 |
| No log | 10.7692 | 140 | 0.6646 | 0.4674 | 0.6646 | 0.8152 |
| No log | 10.9231 | 142 | 0.6633 | 0.4816 | 0.6633 | 0.8144 |
| No log | 11.0769 | 144 | 0.6465 | 0.4627 | 0.6465 | 0.8040 |
| No log | 11.2308 | 146 | 0.6211 | 0.4903 | 0.6211 | 0.7881 |
| No log | 11.3846 | 148 | 0.6142 | 0.4413 | 0.6142 | 0.7837 |
| No log | 11.5385 | 150 | 0.6150 | 0.4787 | 0.6150 | 0.7842 |
| No log | 11.6923 | 152 | 0.6232 | 0.4639 | 0.6232 | 0.7894 |
| No log | 11.8462 | 154 | 0.6345 | 0.5151 | 0.6345 | 0.7966 |
| No log | 12.0 | 156 | 0.6473 | 0.5283 | 0.6473 | 0.8046 |
| No log | 12.1538 | 158 | 0.6909 | 0.5087 | 0.6909 | 0.8312 |
| No log | 12.3077 | 160 | 0.6975 | 0.4946 | 0.6975 | 0.8352 |
| No log | 12.4615 | 162 | 0.6535 | 0.4954 | 0.6535 | 0.8084 |
| No log | 12.6154 | 164 | 0.6535 | 0.5271 | 0.6535 | 0.8084 |
| No log | 12.7692 | 166 | 0.6643 | 0.5329 | 0.6643 | 0.8150 |
| No log | 12.9231 | 168 | 0.6728 | 0.4929 | 0.6728 | 0.8202 |
| No log | 13.0769 | 170 | 0.6803 | 0.4929 | 0.6803 | 0.8248 |
| No log | 13.2308 | 172 | 0.6888 | 0.5011 | 0.6888 | 0.8300 |
| No log | 13.3846 | 174 | 0.7173 | 0.5219 | 0.7173 | 0.8469 |
| No log | 13.5385 | 176 | 0.7115 | 0.4872 | 0.7115 | 0.8435 |
| No log | 13.6923 | 178 | 0.6984 | 0.5193 | 0.6984 | 0.8357 |
| No log | 13.8462 | 180 | 0.7191 | 0.5472 | 0.7191 | 0.8480 |
| No log | 14.0 | 182 | 0.7213 | 0.5403 | 0.7213 | 0.8493 |
| No log | 14.1538 | 184 | 0.7064 | 0.5227 | 0.7064 | 0.8405 |
| No log | 14.3077 | 186 | 0.7411 | 0.5363 | 0.7411 | 0.8609 |
| No log | 14.4615 | 188 | 0.7982 | 0.5296 | 0.7982 | 0.8934 |
| No log | 14.6154 | 190 | 0.7622 | 0.5141 | 0.7622 | 0.8730 |
| No log | 14.7692 | 192 | 0.6854 | 0.5196 | 0.6854 | 0.8279 |
| No log | 14.9231 | 194 | 0.6726 | 0.4824 | 0.6726 | 0.8201 |
| No log | 15.0769 | 196 | 0.6754 | 0.4965 | 0.6754 | 0.8218 |
| No log | 15.2308 | 198 | 0.6947 | 0.5018 | 0.6947 | 0.8335 |
| No log | 15.3846 | 200 | 0.6997 | 0.5108 | 0.6997 | 0.8365 |
| No log | 15.5385 | 202 | 0.7074 | 0.5055 | 0.7074 | 0.8410 |
| No log | 15.6923 | 204 | 0.7485 | 0.5159 | 0.7485 | 0.8652 |
| No log | 15.8462 | 206 | 0.7816 | 0.5065 | 0.7816 | 0.8841 |
| No log | 16.0 | 208 | 0.7487 | 0.4736 | 0.7487 | 0.8653 |
| No log | 16.1538 | 210 | 0.7412 | 0.4851 | 0.7412 | 0.8609 |
| No log | 16.3077 | 212 | 0.7681 | 0.5147 | 0.7681 | 0.8764 |
| No log | 16.4615 | 214 | 0.7948 | 0.4984 | 0.7948 | 0.8915 |
| No log | 16.6154 | 216 | 0.7905 | 0.5041 | 0.7905 | 0.8891 |
| No log | 16.7692 | 218 | 0.8275 | 0.5 | 0.8275 | 0.9097 |
| No log | 16.9231 | 220 | 0.9386 | 0.4788 | 0.9386 | 0.9688 |
| No log | 17.0769 | 222 | 0.9765 | 0.4627 | 0.9765 | 0.9882 |
| No log | 17.2308 | 224 | 0.8748 | 0.5199 | 0.8748 | 0.9353 |
| No log | 17.3846 | 226 | 0.8077 | 0.5377 | 0.8077 | 0.8987 |
| No log | 17.5385 | 228 | 0.7836 | 0.5372 | 0.7836 | 0.8852 |
| No log | 17.6923 | 230 | 0.7738 | 0.5138 | 0.7738 | 0.8797 |
| No log | 17.8462 | 232 | 0.7745 | 0.5240 | 0.7745 | 0.8801 |
| No log | 18.0 | 234 | 0.7826 | 0.5268 | 0.7826 | 0.8846 |
| No log | 18.1538 | 236 | 0.7936 | 0.5025 | 0.7936 | 0.8909 |
| No log | 18.3077 | 238 | 0.8335 | 0.4976 | 0.8335 | 0.9129 |
| No log | 18.4615 | 240 | 0.8226 | 0.4866 | 0.8226 | 0.9070 |
| No log | 18.6154 | 242 | 0.8137 | 0.5018 | 0.8137 | 0.9021 |
| No log | 18.7692 | 244 | 0.8091 | 0.4730 | 0.8091 | 0.8995 |
| No log | 18.9231 | 246 | 0.8106 | 0.4970 | 0.8106 | 0.9004 |
| No log | 19.0769 | 248 | 0.8207 | 0.4987 | 0.8207 | 0.9059 |
| No log | 19.2308 | 250 | 0.8393 | 0.5216 | 0.8393 | 0.9162 |
| No log | 19.3846 | 252 | 0.8410 | 0.5332 | 0.8410 | 0.9171 |
| No log | 19.5385 | 254 | 0.8264 | 0.5084 | 0.8264 | 0.9091 |
| No log | 19.6923 | 256 | 0.8212 | 0.5363 | 0.8212 | 0.9062 |
| No log | 19.8462 | 258 | 0.7919 | 0.5042 | 0.7919 | 0.8899 |
| No log | 20.0 | 260 | 0.7639 | 0.5364 | 0.7639 | 0.8740 |
| No log | 20.1538 | 262 | 0.7566 | 0.4837 | 0.7566 | 0.8698 |
| No log | 20.3077 | 264 | 0.7517 | 0.4796 | 0.7517 | 0.8670 |
| No log | 20.4615 | 266 | 0.7697 | 0.5058 | 0.7697 | 0.8773 |
| No log | 20.6154 | 268 | 0.8077 | 0.5343 | 0.8077 | 0.8987 |
| No log | 20.7692 | 270 | 0.8010 | 0.4930 | 0.8010 | 0.8950 |
| No log | 20.9231 | 272 | 0.8111 | 0.4428 | 0.8111 | 0.9006 |
| No log | 21.0769 | 274 | 0.8767 | 0.4992 | 0.8767 | 0.9363 |
| No log | 21.2308 | 276 | 0.8816 | 0.4992 | 0.8816 | 0.9389 |
| No log | 21.3846 | 278 | 0.8323 | 0.5074 | 0.8323 | 0.9123 |
| No log | 21.5385 | 280 | 0.8227 | 0.4992 | 0.8227 | 0.9070 |
| No log | 21.6923 | 282 | 0.8250 | 0.5275 | 0.8250 | 0.9083 |
| No log | 21.8462 | 284 | 0.8412 | 0.5111 | 0.8412 | 0.9172 |
| No log | 22.0 | 286 | 0.8329 | 0.5081 | 0.8329 | 0.9126 |
| No log | 22.1538 | 288 | 0.8311 | 0.4939 | 0.8311 | 0.9117 |
| No log | 22.3077 | 290 | 0.8201 | 0.4858 | 0.8201 | 0.9056 |
| No log | 22.4615 | 292 | 0.7956 | 0.5115 | 0.7956 | 0.8919 |
| No log | 22.6154 | 294 | 0.7952 | 0.5275 | 0.7952 | 0.8917 |
| No log | 22.7692 | 296 | 0.8158 | 0.5285 | 0.8158 | 0.9032 |
| No log | 22.9231 | 298 | 0.7941 | 0.5176 | 0.7941 | 0.8911 |
| No log | 23.0769 | 300 | 0.7908 | 0.4744 | 0.7908 | 0.8893 |
| No log | 23.2308 | 302 | 0.8260 | 0.4979 | 0.8260 | 0.9089 |
| No log | 23.3846 | 304 | 0.8384 | 0.4852 | 0.8384 | 0.9157 |
| No log | 23.5385 | 306 | 0.8374 | 0.4781 | 0.8374 | 0.9151 |
| No log | 23.6923 | 308 | 0.8407 | 0.4987 | 0.8407 | 0.9169 |
| No log | 23.8462 | 310 | 0.8322 | 0.4797 | 0.8322 | 0.9123 |
| No log | 24.0 | 312 | 0.8303 | 0.4781 | 0.8303 | 0.9112 |
| No log | 24.1538 | 314 | 0.8311 | 0.4985 | 0.8311 | 0.9116 |
| No log | 24.3077 | 316 | 0.8303 | 0.4985 | 0.8303 | 0.9112 |
| No log | 24.4615 | 318 | 0.8152 | 0.4985 | 0.8152 | 0.9029 |
| No log | 24.6154 | 320 | 0.8035 | 0.4933 | 0.8035 | 0.8964 |
| No log | 24.7692 | 322 | 0.8317 | 0.5211 | 0.8317 | 0.9120 |
| No log | 24.9231 | 324 | 0.8689 | 0.5108 | 0.8689 | 0.9321 |
| No log | 25.0769 | 326 | 0.8398 | 0.5132 | 0.8398 | 0.9164 |
| No log | 25.2308 | 328 | 0.8274 | 0.5088 | 0.8274 | 0.9096 |
| No log | 25.3846 | 330 | 0.8291 | 0.4911 | 0.8291 | 0.9106 |
| No log | 25.5385 | 332 | 0.8302 | 0.5013 | 0.8302 | 0.9112 |
| No log | 25.6923 | 334 | 0.8387 | 0.4882 | 0.8387 | 0.9158 |
| No log | 25.8462 | 336 | 0.8503 | 0.4759 | 0.8503 | 0.9221 |
| No log | 26.0 | 338 | 0.8390 | 0.4853 | 0.8390 | 0.9160 |
| No log | 26.1538 | 340 | 0.8157 | 0.4580 | 0.8157 | 0.9032 |
| No log | 26.3077 | 342 | 0.8212 | 0.4913 | 0.8212 | 0.9062 |
| No log | 26.4615 | 344 | 0.8223 | 0.4821 | 0.8223 | 0.9068 |
| No log | 26.6154 | 346 | 0.8295 | 0.4995 | 0.8295 | 0.9107 |
| No log | 26.7692 | 348 | 0.8657 | 0.5131 | 0.8657 | 0.9304 |
| No log | 26.9231 | 350 | 0.8702 | 0.5128 | 0.8702 | 0.9329 |
| No log | 27.0769 | 352 | 0.8369 | 0.5047 | 0.8369 | 0.9148 |
| No log | 27.2308 | 354 | 0.8122 | 0.4793 | 0.8122 | 0.9012 |
| No log | 27.3846 | 356 | 0.8156 | 0.4885 | 0.8156 | 0.9031 |
| No log | 27.5385 | 358 | 0.8290 | 0.4852 | 0.8290 | 0.9105 |
| No log | 27.6923 | 360 | 0.8497 | 0.4768 | 0.8497 | 0.9218 |
| No log | 27.8462 | 362 | 0.9161 | 0.4934 | 0.9161 | 0.9571 |
| No log | 28.0 | 364 | 0.9645 | 0.4529 | 0.9645 | 0.9821 |
| No log | 28.1538 | 366 | 0.9536 | 0.4659 | 0.9536 | 0.9765 |
| No log | 28.3077 | 368 | 0.9120 | 0.4939 | 0.9120 | 0.9550 |
| No log | 28.4615 | 370 | 0.9009 | 0.4864 | 0.9009 | 0.9492 |
| No log | 28.6154 | 372 | 0.9018 | 0.4773 | 0.9018 | 0.9497 |
| No log | 28.7692 | 374 | 0.8808 | 0.4765 | 0.8808 | 0.9385 |
| No log | 28.9231 | 376 | 0.8663 | 0.4583 | 0.8663 | 0.9307 |
| No log | 29.0769 | 378 | 0.8830 | 0.4786 | 0.8830 | 0.9397 |
| No log | 29.2308 | 380 | 0.8988 | 0.4551 | 0.8988 | 0.9481 |
| No log | 29.3846 | 382 | 0.8656 | 0.4492 | 0.8656 | 0.9304 |
| No log | 29.5385 | 384 | 0.8005 | 0.4789 | 0.8005 | 0.8947 |
| No log | 29.6923 | 386 | 0.7757 | 0.4904 | 0.7757 | 0.8807 |
| No log | 29.8462 | 388 | 0.7787 | 0.4762 | 0.7787 | 0.8824 |
| No log | 30.0 | 390 | 0.7813 | 0.4692 | 0.7813 | 0.8839 |
| No log | 30.1538 | 392 | 0.7977 | 0.4979 | 0.7977 | 0.8931 |
| No log | 30.3077 | 394 | 0.8052 | 0.4979 | 0.8052 | 0.8973 |
| No log | 30.4615 | 396 | 0.8157 | 0.4834 | 0.8157 | 0.9031 |
| No log | 30.6154 | 398 | 0.8280 | 0.5388 | 0.8280 | 0.9099 |
| No log | 30.7692 | 400 | 0.8368 | 0.4818 | 0.8368 | 0.9148 |
| No log | 30.9231 | 402 | 0.8493 | 0.4762 | 0.8493 | 0.9215 |
| No log | 31.0769 | 404 | 0.8489 | 0.4789 | 0.8489 | 0.9214 |
| No log | 31.2308 | 406 | 0.8421 | 0.4789 | 0.8421 | 0.9177 |
| No log | 31.3846 | 408 | 0.8384 | 0.4682 | 0.8384 | 0.9156 |
| No log | 31.5385 | 410 | 0.8089 | 0.4995 | 0.8089 | 0.8994 |
| No log | 31.6923 | 412 | 0.7913 | 0.5156 | 0.7913 | 0.8895 |
| No log | 31.8462 | 414 | 0.7901 | 0.5025 | 0.7901 | 0.8889 |
| No log | 32.0 | 416 | 0.8061 | 0.5119 | 0.8061 | 0.8978 |
| No log | 32.1538 | 418 | 0.8195 | 0.4998 | 0.8195 | 0.9053 |
| No log | 32.3077 | 420 | 0.8360 | 0.4860 | 0.8360 | 0.9144 |
| No log | 32.4615 | 422 | 0.8431 | 0.4866 | 0.8431 | 0.9182 |
| No log | 32.6154 | 424 | 0.8506 | 0.4872 | 0.8506 | 0.9223 |
| No log | 32.7692 | 426 | 0.8506 | 0.5133 | 0.8506 | 0.9223 |
| No log | 32.9231 | 428 | 0.8532 | 0.5120 | 0.8532 | 0.9237 |
| No log | 33.0769 | 430 | 0.8611 | 0.4955 | 0.8611 | 0.9280 |
| No log | 33.2308 | 432 | 0.8605 | 0.5003 | 0.8605 | 0.9276 |
| No log | 33.3846 | 434 | 0.8750 | 0.4908 | 0.8750 | 0.9354 |
| No log | 33.5385 | 436 | 0.9230 | 0.4389 | 0.9230 | 0.9607 |
| No log | 33.6923 | 438 | 0.9091 | 0.4455 | 0.9091 | 0.9535 |
| No log | 33.8462 | 440 | 0.8584 | 0.4544 | 0.8584 | 0.9265 |
| No log | 34.0 | 442 | 0.8351 | 0.4789 | 0.8351 | 0.9138 |
| No log | 34.1538 | 444 | 0.8358 | 0.4633 | 0.8358 | 0.9142 |
| No log | 34.3077 | 446 | 0.8389 | 0.4671 | 0.8389 | 0.9159 |
| No log | 34.4615 | 448 | 0.8389 | 0.4606 | 0.8389 | 0.9159 |
| No log | 34.6154 | 450 | 0.8554 | 0.4861 | 0.8554 | 0.9249 |
| No log | 34.7692 | 452 | 0.8661 | 0.5246 | 0.8661 | 0.9306 |
| No log | 34.9231 | 454 | 0.8601 | 0.5255 | 0.8601 | 0.9274 |
| No log | 35.0769 | 456 | 0.8431 | 0.4852 | 0.8431 | 0.9182 |
| No log | 35.2308 | 458 | 0.8905 | 0.4821 | 0.8905 | 0.9437 |
| No log | 35.3846 | 460 | 0.9785 | 0.4400 | 0.9785 | 0.9892 |
| No log | 35.5385 | 462 | 0.9671 | 0.4416 | 0.9671 | 0.9834 |
| No log | 35.6923 | 464 | 0.8944 | 0.4691 | 0.8944 | 0.9457 |
| No log | 35.8462 | 466 | 0.8745 | 0.5 | 0.8745 | 0.9351 |
| No log | 36.0 | 468 | 0.8778 | 0.4970 | 0.8778 | 0.9369 |
| No log | 36.1538 | 470 | 0.8814 | 0.5142 | 0.8814 | 0.9388 |
| No log | 36.3077 | 472 | 0.9052 | 0.4878 | 0.9052 | 0.9514 |
| No log | 36.4615 | 474 | 0.9109 | 0.4673 | 0.9109 | 0.9544 |
| No log | 36.6154 | 476 | 0.8820 | 0.4800 | 0.8820 | 0.9391 |
| No log | 36.7692 | 478 | 0.8485 | 0.5193 | 0.8485 | 0.9211 |
| No log | 36.9231 | 480 | 0.8413 | 0.5168 | 0.8413 | 0.9172 |
| No log | 37.0769 | 482 | 0.8237 | 0.5145 | 0.8237 | 0.9076 |
| No log | 37.2308 | 484 | 0.8298 | 0.4265 | 0.8298 | 0.9109 |
| No log | 37.3846 | 486 | 0.8928 | 0.4521 | 0.8928 | 0.9449 |
| No log | 37.5385 | 488 | 0.8816 | 0.4389 | 0.8816 | 0.9390 |
| No log | 37.6923 | 490 | 0.8127 | 0.4265 | 0.8127 | 0.9015 |
| No log | 37.8462 | 492 | 0.7780 | 0.5208 | 0.7780 | 0.8820 |
| No log | 38.0 | 494 | 0.7840 | 0.5105 | 0.7840 | 0.8855 |
| No log | 38.1538 | 496 | 0.7907 | 0.5158 | 0.7907 | 0.8892 |
| No log | 38.3077 | 498 | 0.7899 | 0.5136 | 0.7899 | 0.8887 |
| 0.5678 | 38.4615 | 500 | 0.8089 | 0.4425 | 0.8089 | 0.8994 |
| 0.5678 | 38.6154 | 502 | 0.8412 | 0.4405 | 0.8412 | 0.9172 |
| 0.5678 | 38.7692 | 504 | 0.8434 | 0.4405 | 0.8434 | 0.9184 |
| 0.5678 | 38.9231 | 506 | 0.8280 | 0.4512 | 0.8280 | 0.9100 |
| 0.5678 | 39.0769 | 508 | 0.8267 | 0.4565 | 0.8267 | 0.9092 |
| 0.5678 | 39.2308 | 510 | 0.8224 | 0.4512 | 0.8224 | 0.9069 |
| 0.5678 | 39.3846 | 512 | 0.8386 | 0.4319 | 0.8386 | 0.9157 |
| 0.5678 | 39.5385 | 514 | 0.8374 | 0.4319 | 0.8374 | 0.9151 |
| 0.5678 | 39.6923 | 516 | 0.8438 | 0.4319 | 0.8438 | 0.9186 |
| 0.5678 | 39.8462 | 518 | 0.8238 | 0.4547 | 0.8238 | 0.9076 |
| 0.5678 | 40.0 | 520 | 0.8253 | 0.5290 | 0.8253 | 0.9084 |
| 0.5678 | 40.1538 | 522 | 0.8501 | 0.5049 | 0.8501 | 0.9220 |
| 0.5678 | 40.3077 | 524 | 0.8398 | 0.5146 | 0.8398 | 0.9164 |
| 0.5678 | 40.4615 | 526 | 0.8297 | 0.4957 | 0.8297 | 0.9109 |
| 0.5678 | 40.6154 | 528 | 0.8661 | 0.4180 | 0.8661 | 0.9307 |
| 0.5678 | 40.7692 | 530 | 0.8824 | 0.4078 | 0.8824 | 0.9393 |
| 0.5678 | 40.9231 | 532 | 0.8910 | 0.4217 | 0.8910 | 0.9439 |
| 0.5678 | 41.0769 | 534 | 0.8655 | 0.4353 | 0.8655 | 0.9303 |
| 0.5678 | 41.2308 | 536 | 0.8526 | 0.4671 | 0.8526 | 0.9234 |
| 0.5678 | 41.3846 | 538 | 0.8409 | 0.4987 | 0.8409 | 0.9170 |
| 0.5678 | 41.5385 | 540 | 0.8414 | 0.4935 | 0.8414 | 0.9173 |
| 0.5678 | 41.6923 | 542 | 0.8338 | 0.4935 | 0.8338 | 0.9131 |
| 0.5678 | 41.8462 | 544 | 0.8331 | 0.4906 | 0.8331 | 0.9127 |
| 0.5678 | 42.0 | 546 | 0.8259 | 0.4873 | 0.8259 | 0.9088 |
| 0.5678 | 42.1538 | 548 | 0.8289 | 0.4791 | 0.8289 | 0.9105 |
| 0.5678 | 42.3077 | 550 | 0.8523 | 0.4802 | 0.8523 | 0.9232 |
| 0.5678 | 42.4615 | 552 | 0.8635 | 0.4459 | 0.8635 | 0.9292 |
| 0.5678 | 42.6154 | 554 | 0.8633 | 0.4791 | 0.8633 | 0.9292 |
| 0.5678 | 42.7692 | 556 | 0.8744 | 0.4978 | 0.8744 | 0.9351 |
| 0.5678 | 42.9231 | 558 | 0.8900 | 0.5145 | 0.8900 | 0.9434 |
| 0.5678 | 43.0769 | 560 | 0.8843 | 0.5081 | 0.8843 | 0.9404 |
| 0.5678 | 43.2308 | 562 | 0.8618 | 0.5196 | 0.8618 | 0.9283 |
| 0.5678 | 43.3846 | 564 | 0.8555 | 0.4530 | 0.8555 | 0.9249 |
| 0.5678 | 43.5385 | 566 | 0.8637 | 0.4161 | 0.8637 | 0.9293 |
| 0.5678 | 43.6923 | 568 | 0.8514 | 0.4623 | 0.8514 | 0.9227 |
| 0.5678 | 43.8462 | 570 | 0.8329 | 0.5111 | 0.8329 | 0.9126 |
| 0.5678 | 44.0 | 572 | 0.8416 | 0.5118 | 0.8416 | 0.9174 |
| 0.5678 | 44.1538 | 574 | 0.8364 | 0.5127 | 0.8364 | 0.9146 |
| 0.5678 | 44.3077 | 576 | 0.8338 | 0.5111 | 0.8338 | 0.9131 |
| 0.5678 | 44.4615 | 578 | 0.8383 | 0.4733 | 0.8383 | 0.9156 |
| 0.5678 | 44.6154 | 580 | 0.8597 | 0.4090 | 0.8597 | 0.9272 |
| 0.5678 | 44.7692 | 582 | 0.8598 | 0.4090 | 0.8598 | 0.9273 |
| 0.5678 | 44.9231 | 584 | 0.8548 | 0.4642 | 0.8548 | 0.9246 |
| 0.5678 | 45.0769 | 586 | 0.8868 | 0.4952 | 0.8868 | 0.9417 |
| 0.5678 | 45.2308 | 588 | 0.9289 | 0.5213 | 0.9289 | 0.9638 |
| 0.5678 | 45.3846 | 590 | 0.9185 | 0.5114 | 0.9185 | 0.9584 |
| 0.5678 | 45.5385 | 592 | 0.8667 | 0.5010 | 0.8667 | 0.9310 |
| 0.5678 | 45.6923 | 594 | 0.8397 | 0.4837 | 0.8397 | 0.9164 |
| 0.5678 | 45.8462 | 596 | 0.8490 | 0.4504 | 0.8490 | 0.9214 |
| 0.5678 | 46.0 | 598 | 0.8570 | 0.4457 | 0.8570 | 0.9258 |
| 0.5678 | 46.1538 | 600 | 0.8451 | 0.4504 | 0.8451 | 0.9193 |
| 0.5678 | 46.3077 | 602 | 0.8377 | 0.4896 | 0.8377 | 0.9153 |
| 0.5678 | 46.4615 | 604 | 0.8383 | 0.5020 | 0.8383 | 0.9156 |
| 0.5678 | 46.6154 | 606 | 0.8568 | 0.5061 | 0.8568 | 0.9257 |
| 0.5678 | 46.7692 | 608 | 0.8570 | 0.5020 | 0.8570 | 0.9258 |
| 0.5678 | 46.9231 | 610 | 0.8661 | 0.4643 | 0.8661 | 0.9307 |
| 0.5678 | 47.0769 | 612 | 0.8712 | 0.4746 | 0.8712 | 0.9334 |
| 0.5678 | 47.2308 | 614 | 0.8818 | 0.4579 | 0.8818 | 0.9390 |
| 0.5678 | 47.3846 | 616 | 0.8903 | 0.4316 | 0.8903 | 0.9436 |
| 0.5678 | 47.5385 | 618 | 0.8974 | 0.4453 | 0.8974 | 0.9473 |
| 0.5678 | 47.6923 | 620 | 0.8970 | 0.4579 | 0.8970 | 0.9471 |
| 0.5678 | 47.8462 | 622 | 0.8952 | 0.4687 | 0.8952 | 0.9461 |
| 0.5678 | 48.0 | 624 | 0.8875 | 0.4696 | 0.8875 | 0.9421 |
| 0.5678 | 48.1538 | 626 | 0.8827 | 0.4646 | 0.8827 | 0.9395 |
| 0.5678 | 48.3077 | 628 | 0.8788 | 0.4783 | 0.8788 | 0.9375 |
| 0.5678 | 48.4615 | 630 | 0.8660 | 0.4773 | 0.8660 | 0.9306 |
| 0.5678 | 48.6154 | 632 | 0.8583 | 0.4845 | 0.8583 | 0.9264 |
| 0.5678 | 48.7692 | 634 | 0.8741 | 0.4983 | 0.8741 | 0.9349 |
| 0.5678 | 48.9231 | 636 | 0.8764 | 0.5081 | 0.8764 | 0.9362 |
| 0.5678 | 49.0769 | 638 | 0.8587 | 0.4898 | 0.8587 | 0.9267 |
| 0.5678 | 49.2308 | 640 | 0.8379 | 0.4521 | 0.8379 | 0.9153 |
| 0.5678 | 49.3846 | 642 | 0.8388 | 0.4265 | 0.8388 | 0.9158 |
| 0.5678 | 49.5385 | 644 | 0.8287 | 0.4299 | 0.8287 | 0.9103 |
| 0.5678 | 49.6923 | 646 | 0.8264 | 0.4792 | 0.8264 | 0.9090 |
| 0.5678 | 49.8462 | 648 | 0.8399 | 0.4923 | 0.8399 | 0.9164 |
| 0.5678 | 50.0 | 650 | 0.8419 | 0.4940 | 0.8419 | 0.9175 |
| 0.5678 | 50.1538 | 652 | 0.8328 | 0.4732 | 0.8328 | 0.9126 |
| 0.5678 | 50.3077 | 654 | 0.8356 | 0.5068 | 0.8356 | 0.9141 |
| 0.5678 | 50.4615 | 656 | 0.8491 | 0.4939 | 0.8491 | 0.9215 |
| 0.5678 | 50.6154 | 658 | 0.8367 | 0.4931 | 0.8367 | 0.9147 |
| 0.5678 | 50.7692 | 660 | 0.8083 | 0.4811 | 0.8083 | 0.8990 |
| 0.5678 | 50.9231 | 662 | 0.7937 | 0.4815 | 0.7937 | 0.8909 |
| 0.5678 | 51.0769 | 664 | 0.7950 | 0.4583 | 0.7950 | 0.8916 |
| 0.5678 | 51.2308 | 666 | 0.7952 | 0.4583 | 0.7952 | 0.8917 |
| 0.5678 | 51.3846 | 668 | 0.7973 | 0.4970 | 0.7973 | 0.8929 |
| 0.5678 | 51.5385 | 670 | 0.8182 | 0.5118 | 0.8182 | 0.9045 |
| 0.5678 | 51.6923 | 672 | 0.8213 | 0.5072 | 0.8213 | 0.9063 |
| 0.5678 | 51.8462 | 674 | 0.8136 | 0.5 | 0.8136 | 0.9020 |
| 0.5678 | 52.0 | 676 | 0.8113 | 0.4863 | 0.8113 | 0.9007 |
| 0.5678 | 52.1538 | 678 | 0.8207 | 0.4477 | 0.8207 | 0.9059 |
| 0.5678 | 52.3077 | 680 | 0.8504 | 0.4283 | 0.8504 | 0.9222 |
| 0.5678 | 52.4615 | 682 | 0.8622 | 0.4283 | 0.8622 | 0.9285 |
| 0.5678 | 52.6154 | 684 | 0.8473 | 0.4423 | 0.8473 | 0.9205 |
| 0.5678 | 52.7692 | 686 | 0.8485 | 0.4681 | 0.8485 | 0.9211 |
| 0.5678 | 52.9231 | 688 | 0.8625 | 0.4643 | 0.8625 | 0.9287 |
| 0.5678 | 53.0769 | 690 | 0.8665 | 0.4839 | 0.8665 | 0.9308 |
| 0.5678 | 53.2308 | 692 | 0.8553 | 0.4643 | 0.8553 | 0.9248 |
| 0.5678 | 53.3846 | 694 | 0.8503 | 0.4555 | 0.8503 | 0.9221 |
| 0.5678 | 53.5385 | 696 | 0.8427 | 0.4452 | 0.8427 | 0.9180 |
| 0.5678 | 53.6923 | 698 | 0.8399 | 0.4672 | 0.8399 | 0.9164 |
| 0.5678 | 53.8462 | 700 | 0.8441 | 0.4627 | 0.8441 | 0.9188 |
| 0.5678 | 54.0 | 702 | 0.8751 | 0.5102 | 0.8751 | 0.9354 |
| 0.5678 | 54.1538 | 704 | 0.8891 | 0.5015 | 0.8891 | 0.9429 |
| 0.5678 | 54.3077 | 706 | 0.8657 | 0.5010 | 0.8657 | 0.9305 |
| 0.5678 | 54.4615 | 708 | 0.8406 | 0.4867 | 0.8406 | 0.9168 |
| 0.5678 | 54.6154 | 710 | 0.8408 | 0.4712 | 0.8408 | 0.9169 |
| 0.5678 | 54.7692 | 712 | 0.8436 | 0.4607 | 0.8436 | 0.9185 |
| 0.5678 | 54.9231 | 714 | 0.8469 | 0.4607 | 0.8469 | 0.9203 |
| 0.5678 | 55.0769 | 716 | 0.8453 | 0.4690 | 0.8453 | 0.9194 |
| 0.5678 | 55.2308 | 718 | 0.8408 | 0.5081 | 0.8408 | 0.9169 |
| 0.5678 | 55.3846 | 720 | 0.8163 | 0.4939 | 0.8163 | 0.9035 |
| 0.5678 | 55.5385 | 722 | 0.7928 | 0.4660 | 0.7928 | 0.8904 |
| 0.5678 | 55.6923 | 724 | 0.7796 | 0.4565 | 0.7796 | 0.8829 |
| 0.5678 | 55.8462 | 726 | 0.7789 | 0.4767 | 0.7789 | 0.8826 |
| 0.5678 | 56.0 | 728 | 0.7777 | 0.4804 | 0.7777 | 0.8819 |
| 0.5678 | 56.1538 | 730 | 0.7916 | 0.4902 | 0.7916 | 0.8897 |
| 0.5678 | 56.3077 | 732 | 0.8095 | 0.4776 | 0.8095 | 0.8997 |
| 0.5678 | 56.4615 | 734 | 0.8318 | 0.4984 | 0.8318 | 0.9120 |
| 0.5678 | 56.6154 | 736 | 0.8412 | 0.4984 | 0.8412 | 0.9172 |
| 0.5678 | 56.7692 | 738 | 0.8520 | 0.4753 | 0.8520 | 0.9231 |
| 0.5678 | 56.9231 | 740 | 0.8547 | 0.4512 | 0.8547 | 0.9245 |
| 0.5678 | 57.0769 | 742 | 0.8617 | 0.4558 | 0.8617 | 0.9283 |
| 0.5678 | 57.2308 | 744 | 0.8634 | 0.4555 | 0.8634 | 0.9292 |
| 0.5678 | 57.3846 | 746 | 0.8639 | 0.4626 | 0.8639 | 0.9295 |
| 0.5678 | 57.5385 | 748 | 0.8455 | 0.4558 | 0.8455 | 0.9195 |
| 0.5678 | 57.6923 | 750 | 0.8254 | 0.4474 | 0.8254 | 0.9085 |
| 0.5678 | 57.8462 | 752 | 0.8113 | 0.4744 | 0.8113 | 0.9007 |
| 0.5678 | 58.0 | 754 | 0.8062 | 0.4695 | 0.8062 | 0.8979 |
| 0.5678 | 58.1538 | 756 | 0.8124 | 0.4562 | 0.8124 | 0.9013 |
| 0.5678 | 58.3077 | 758 | 0.8211 | 0.4389 | 0.8211 | 0.9061 |
| 0.5678 | 58.4615 | 760 | 0.8362 | 0.4613 | 0.8362 | 0.9145 |
| 0.5678 | 58.6154 | 762 | 0.8373 | 0.4644 | 0.8373 | 0.9150 |
| 0.5678 | 58.7692 | 764 | 0.8291 | 0.4597 | 0.8291 | 0.9106 |
| 0.5678 | 58.9231 | 766 | 0.8303 | 0.4940 | 0.8303 | 0.9112 |
| 0.5678 | 59.0769 | 768 | 0.8321 | 0.4886 | 0.8321 | 0.9122 |
| 0.5678 | 59.2308 | 770 | 0.8463 | 0.5213 | 0.8463 | 0.9200 |
| 0.5678 | 59.3846 | 772 | 0.8532 | 0.4965 | 0.8532 | 0.9237 |
| 0.5678 | 59.5385 | 774 | 0.8319 | 0.5300 | 0.8319 | 0.9121 |
| 0.5678 | 59.6923 | 776 | 0.8026 | 0.4893 | 0.8026 | 0.8959 |
| 0.5678 | 59.8462 | 778 | 0.7881 | 0.4876 | 0.7881 | 0.8877 |
| 0.5678 | 60.0 | 780 | 0.7911 | 0.4695 | 0.7911 | 0.8894 |
| 0.5678 | 60.1538 | 782 | 0.7938 | 0.4695 | 0.7938 | 0.8910 |
| 0.5678 | 60.3077 | 784 | 0.8001 | 0.4695 | 0.8001 | 0.8945 |
| 0.5678 | 60.4615 | 786 | 0.8053 | 0.4931 | 0.8053 | 0.8974 |
| 0.5678 | 60.6154 | 788 | 0.8186 | 0.5236 | 0.8186 | 0.9048 |
| 0.5678 | 60.7692 | 790 | 0.8377 | 0.4922 | 0.8377 | 0.9153 |
| 0.5678 | 60.9231 | 792 | 0.8689 | 0.5277 | 0.8689 | 0.9321 |
| 0.5678 | 61.0769 | 794 | 0.8792 | 0.5257 | 0.8792 | 0.9377 |
| 0.5678 | 61.2308 | 796 | 0.8548 | 0.5241 | 0.8548 | 0.9246 |
| 0.5678 | 61.3846 | 798 | 0.8186 | 0.5260 | 0.8186 | 0.9048 |
| 0.5678 | 61.5385 | 800 | 0.8041 | 0.4756 | 0.8041 | 0.8967 |
| 0.5678 | 61.6923 | 802 | 0.8232 | 0.4843 | 0.8232 | 0.9073 |
| 0.5678 | 61.8462 | 804 | 0.8622 | 0.4504 | 0.8622 | 0.9285 |
| 0.5678 | 62.0 | 806 | 0.8687 | 0.4437 | 0.8687 | 0.9320 |
| 0.5678 | 62.1538 | 808 | 0.8516 | 0.4535 | 0.8516 | 0.9228 |
| 0.5678 | 62.3077 | 810 | 0.8372 | 0.4703 | 0.8372 | 0.9150 |
| 0.5678 | 62.4615 | 812 | 0.8460 | 0.5148 | 0.8460 | 0.9198 |
| 0.5678 | 62.6154 | 814 | 0.8530 | 0.4997 | 0.8530 | 0.9236 |
| 0.5678 | 62.7692 | 816 | 0.8434 | 0.5048 | 0.8434 | 0.9184 |
| 0.5678 | 62.9231 | 818 | 0.8429 | 0.5033 | 0.8429 | 0.9181 |
| 0.5678 | 63.0769 | 820 | 0.8364 | 0.5130 | 0.8364 | 0.9145 |
| 0.5678 | 63.2308 | 822 | 0.8260 | 0.4926 | 0.8260 | 0.9089 |
| 0.5678 | 63.3846 | 824 | 0.8347 | 0.4888 | 0.8347 | 0.9136 |
| 0.5678 | 63.5385 | 826 | 0.8458 | 0.4619 | 0.8458 | 0.9197 |
| 0.5678 | 63.6923 | 828 | 0.8425 | 0.4619 | 0.8425 | 0.9179 |
| 0.5678 | 63.8462 | 830 | 0.8281 | 0.4914 | 0.8281 | 0.9100 |
| 0.5678 | 64.0 | 832 | 0.8237 | 0.4948 | 0.8237 | 0.9076 |
| 0.5678 | 64.1538 | 834 | 0.8311 | 0.4893 | 0.8311 | 0.9116 |
| 0.5678 | 64.3077 | 836 | 0.8455 | 0.4990 | 0.8455 | 0.9195 |
| 0.5678 | 64.4615 | 838 | 0.8507 | 0.4982 | 0.8507 | 0.9223 |
| 0.5678 | 64.6154 | 840 | 0.8450 | 0.4847 | 0.8450 | 0.9192 |
| 0.5678 | 64.7692 | 842 | 0.8419 | 0.4552 | 0.8419 | 0.9175 |
| 0.5678 | 64.9231 | 844 | 0.8428 | 0.4898 | 0.8428 | 0.9180 |
| 0.5678 | 65.0769 | 846 | 0.8455 | 0.4853 | 0.8455 | 0.9195 |
| 0.5678 | 65.2308 | 848 | 0.8439 | 0.4842 | 0.8439 | 0.9187 |
| 0.5678 | 65.3846 | 850 | 0.8461 | 0.4896 | 0.8461 | 0.9199 |
| 0.5678 | 65.5385 | 852 | 0.8475 | 0.4987 | 0.8475 | 0.9206 |
| 0.5678 | 65.6923 | 854 | 0.8492 | 0.4873 | 0.8492 | 0.9215 |
| 0.5678 | 65.8462 | 856 | 0.8547 | 0.4797 | 0.8547 | 0.9245 |
| 0.5678 | 66.0 | 858 | 0.8611 | 0.4802 | 0.8611 | 0.9280 |
| 0.5678 | 66.1538 | 860 | 0.8714 | 0.4646 | 0.8714 | 0.9335 |
| 0.5678 | 66.3077 | 862 | 0.8751 | 0.4646 | 0.8751 | 0.9355 |
| 0.5678 | 66.4615 | 864 | 0.8760 | 0.4620 | 0.8760 | 0.9360 |
| 0.5678 | 66.6154 | 866 | 0.8747 | 0.4592 | 0.8747 | 0.9353 |
| 0.5678 | 66.7692 | 868 | 0.8663 | 0.4733 | 0.8663 | 0.9308 |
| 0.5678 | 66.9231 | 870 | 0.8582 | 0.4797 | 0.8582 | 0.9264 |
| 0.5678 | 67.0769 | 872 | 0.8487 | 0.4866 | 0.8487 | 0.9212 |
| 0.5678 | 67.2308 | 874 | 0.8414 | 0.4879 | 0.8414 | 0.9173 |
| 0.5678 | 67.3846 | 876 | 0.8374 | 0.5039 | 0.8374 | 0.9151 |
| 0.5678 | 67.5385 | 878 | 0.8319 | 0.5048 | 0.8319 | 0.9121 |
| 0.5678 | 67.6923 | 880 | 0.8208 | 0.4879 | 0.8208 | 0.9060 |
| 0.5678 | 67.8462 | 882 | 0.8087 | 0.4826 | 0.8087 | 0.8993 |
| 0.5678 | 68.0 | 884 | 0.8043 | 0.4826 | 0.8043 | 0.8968 |
| 0.5678 | 68.1538 | 886 | 0.8052 | 0.4809 | 0.8052 | 0.8974 |
| 0.5678 | 68.3077 | 888 | 0.8078 | 0.4809 | 0.8078 | 0.8988 |
| 0.5678 | 68.4615 | 890 | 0.8150 | 0.5208 | 0.8150 | 0.9028 |
| 0.5678 | 68.6154 | 892 | 0.8262 | 0.5208 | 0.8262 | 0.9089 |
| 0.5678 | 68.7692 | 894 | 0.8387 | 0.5139 | 0.8387 | 0.9158 |
| 0.5678 | 68.9231 | 896 | 0.8441 | 0.5094 | 0.8441 | 0.9187 |
| 0.5678 | 69.0769 | 898 | 0.8453 | 0.5176 | 0.8453 | 0.9194 |
| 0.5678 | 69.2308 | 900 | 0.8478 | 0.4907 | 0.8478 | 0.9208 |
| 0.5678 | 69.3846 | 902 | 0.8502 | 0.4907 | 0.8502 | 0.9221 |
| 0.5678 | 69.5385 | 904 | 0.8506 | 0.4950 | 0.8506 | 0.9223 |
| 0.5678 | 69.6923 | 906 | 0.8488 | 0.4958 | 0.8488 | 0.9213 |
| 0.5678 | 69.8462 | 908 | 0.8484 | 0.5003 | 0.8484 | 0.9211 |
| 0.5678 | 70.0 | 910 | 0.8505 | 0.5092 | 0.8505 | 0.9222 |
| 0.5678 | 70.1538 | 912 | 0.8572 | 0.5051 | 0.8572 | 0.9258 |
| 0.5678 | 70.3077 | 914 | 0.8593 | 0.4920 | 0.8593 | 0.9270 |
| 0.5678 | 70.4615 | 916 | 0.8611 | 0.4970 | 0.8611 | 0.9280 |
| 0.5678 | 70.6154 | 918 | 0.8549 | 0.4985 | 0.8549 | 0.9246 |
| 0.5678 | 70.7692 | 920 | 0.8512 | 0.4820 | 0.8512 | 0.9226 |
| 0.5678 | 70.9231 | 922 | 0.8477 | 0.5047 | 0.8477 | 0.9207 |
| 0.5678 | 71.0769 | 924 | 0.8526 | 0.5003 | 0.8526 | 0.9234 |
| 0.5678 | 71.2308 | 926 | 0.8604 | 0.4934 | 0.8604 | 0.9276 |
| 0.5678 | 71.3846 | 928 | 0.8616 | 0.4934 | 0.8616 | 0.9282 |
| 0.5678 | 71.5385 | 930 | 0.8642 | 0.5003 | 0.8642 | 0.9296 |
| 0.5678 | 71.6923 | 932 | 0.8616 | 0.5010 | 0.8616 | 0.9282 |
| 0.5678 | 71.8462 | 934 | 0.8586 | 0.4850 | 0.8586 | 0.9266 |
| 0.5678 | 72.0 | 936 | 0.8541 | 0.4805 | 0.8541 | 0.9242 |
| 0.5678 | 72.1538 | 938 | 0.8541 | 0.4765 | 0.8541 | 0.9242 |
| 0.5678 | 72.3077 | 940 | 0.8542 | 0.4731 | 0.8542 | 0.9242 |
| 0.5678 | 72.4615 | 942 | 0.8462 | 0.4731 | 0.8462 | 0.9199 |
| 0.5678 | 72.6154 | 944 | 0.8387 | 0.4653 | 0.8387 | 0.9158 |
| 0.5678 | 72.7692 | 946 | 0.8281 | 0.4914 | 0.8281 | 0.9100 |
| 0.5678 | 72.9231 | 948 | 0.8228 | 0.4950 | 0.8228 | 0.9071 |
| 0.5678 | 73.0769 | 950 | 0.8188 | 0.4734 | 0.8188 | 0.9049 |
| 0.5678 | 73.2308 | 952 | 0.8185 | 0.5024 | 0.8185 | 0.9047 |
| 0.5678 | 73.3846 | 954 | 0.8142 | 0.4846 | 0.8142 | 0.9023 |
| 0.5678 | 73.5385 | 956 | 0.8119 | 0.4809 | 0.8119 | 0.9010 |
| 0.5678 | 73.6923 | 958 | 0.8147 | 0.4846 | 0.8147 | 0.9026 |
| 0.5678 | 73.8462 | 960 | 0.8140 | 0.5203 | 0.8140 | 0.9022 |
| 0.5678 | 74.0 | 962 | 0.8147 | 0.5024 | 0.8147 | 0.9026 |
| 0.5678 | 74.1538 | 964 | 0.8187 | 0.5203 | 0.8187 | 0.9048 |
| 0.5678 | 74.3077 | 966 | 0.8194 | 0.5024 | 0.8194 | 0.9052 |
| 0.5678 | 74.4615 | 968 | 0.8184 | 0.4866 | 0.8184 | 0.9047 |
| 0.5678 | 74.6154 | 970 | 0.8196 | 0.4905 | 0.8196 | 0.9053 |
| 0.5678 | 74.7692 | 972 | 0.8277 | 0.4905 | 0.8277 | 0.9098 |
| 0.5678 | 74.9231 | 974 | 0.8345 | 0.4898 | 0.8345 | 0.9135 |
| 0.5678 | 75.0769 | 976 | 0.8371 | 0.4898 | 0.8371 | 0.9149 |
| 0.5678 | 75.2308 | 978 | 0.8353 | 0.4830 | 0.8353 | 0.9140 |
| 0.5678 | 75.3846 | 980 | 0.8351 | 0.4856 | 0.8351 | 0.9138 |
| 0.5678 | 75.5385 | 982 | 0.8433 | 0.5024 | 0.8433 | 0.9183 |
| 0.5678 | 75.6923 | 984 | 0.8506 | 0.5247 | 0.8506 | 0.9223 |
| 0.5678 | 75.8462 | 986 | 0.8555 | 0.4969 | 0.8555 | 0.9249 |
| 0.5678 | 76.0 | 988 | 0.8582 | 0.5044 | 0.8582 | 0.9264 |
| 0.5678 | 76.1538 | 990 | 0.8533 | 0.5077 | 0.8533 | 0.9238 |
| 0.5678 | 76.3077 | 992 | 0.8495 | 0.4850 | 0.8495 | 0.9217 |
| 0.5678 | 76.4615 | 994 | 0.8449 | 0.4850 | 0.8449 | 0.9192 |
| 0.5678 | 76.6154 | 996 | 0.8348 | 0.4918 | 0.8348 | 0.9137 |
| 0.5678 | 76.7692 | 998 | 0.8266 | 0.4907 | 0.8266 | 0.9092 |
| 0.11 | 76.9231 | 1000 | 0.8246 | 0.4907 | 0.8246 | 0.9081 |
| 0.11 | 77.0769 | 1002 | 0.8272 | 0.4780 | 0.8272 | 0.9095 |
| 0.11 | 77.2308 | 1004 | 0.8357 | 0.4978 | 0.8357 | 0.9142 |
| 0.11 | 77.3846 | 1006 | 0.8394 | 0.4873 | 0.8394 | 0.9162 |
| 0.11 | 77.5385 | 1008 | 0.8390 | 0.4873 | 0.8390 | 0.9160 |
| 0.11 | 77.6923 | 1010 | 0.8350 | 0.4850 | 0.8350 | 0.9138 |
| 0.11 | 77.8462 | 1012 | 0.8355 | 0.4803 | 0.8355 | 0.9141 |
| 0.11 | 78.0 | 1014 | 0.8349 | 0.4726 | 0.8349 | 0.9137 |
Framework versions
- Transformers 4.44.2
- Pytorch 2.4.1+cu121
- Datasets 3.2.0
- Tokenizers 0.19.1
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Model tree for MayBashendy/ArabicNewSplits6_FineTuningAraBERTFreeze_run2_AugV5_k5_task2_organization
Base model
aubmindlab/bert-base-arabertv02