Instructions to use MayBashendy/ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run1_AugV5_k20_task1_organization with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use MayBashendy/ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run1_AugV5_k20_task1_organization with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="MayBashendy/ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run1_AugV5_k20_task1_organization")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("MayBashendy/ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run1_AugV5_k20_task1_organization") model = AutoModelForSequenceClassification.from_pretrained("MayBashendy/ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run1_AugV5_k20_task1_organization", device_map="auto") - Notebooks
- Google Colab
- Kaggle
ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run1_AugV5_k20_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: 0.8966
- Qwk: 0.6492
- Mse: 0.8966
- Rmse: 0.9469
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 | 0.0179 | 2 | 5.0284 | -0.0267 | 5.0284 | 2.2424 |
| No log | 0.0357 | 4 | 2.7600 | 0.1009 | 2.7600 | 1.6613 |
| No log | 0.0536 | 6 | 1.6555 | 0.0562 | 1.6555 | 1.2867 |
| No log | 0.0714 | 8 | 1.4016 | 0.1558 | 1.4016 | 1.1839 |
| No log | 0.0893 | 10 | 1.1583 | 0.2741 | 1.1583 | 1.0763 |
| No log | 0.1071 | 12 | 1.3038 | 0.1599 | 1.3038 | 1.1418 |
| No log | 0.125 | 14 | 1.4048 | 0.1813 | 1.4048 | 1.1852 |
| No log | 0.1429 | 16 | 1.4059 | 0.1385 | 1.4059 | 1.1857 |
| No log | 0.1607 | 18 | 1.3363 | 0.1167 | 1.3363 | 1.1560 |
| No log | 0.1786 | 20 | 1.2868 | 0.1852 | 1.2868 | 1.1344 |
| No log | 0.1964 | 22 | 1.3155 | 0.2243 | 1.3155 | 1.1469 |
| No log | 0.2143 | 24 | 1.3710 | 0.2337 | 1.3710 | 1.1709 |
| No log | 0.2321 | 26 | 1.2727 | 0.3001 | 1.2727 | 1.1281 |
| No log | 0.25 | 28 | 1.4410 | 0.2604 | 1.4410 | 1.2004 |
| No log | 0.2679 | 30 | 1.1640 | 0.4350 | 1.1640 | 1.0789 |
| No log | 0.2857 | 32 | 1.0284 | 0.5158 | 1.0284 | 1.0141 |
| No log | 0.3036 | 34 | 0.9923 | 0.5669 | 0.9923 | 0.9962 |
| No log | 0.3214 | 36 | 1.0727 | 0.5511 | 1.0727 | 1.0357 |
| No log | 0.3393 | 38 | 1.4323 | 0.3992 | 1.4323 | 1.1968 |
| No log | 0.3571 | 40 | 2.1857 | 0.3142 | 2.1857 | 1.4784 |
| No log | 0.375 | 42 | 1.6090 | 0.3302 | 1.6090 | 1.2685 |
| No log | 0.3929 | 44 | 1.5002 | 0.3176 | 1.5002 | 1.2248 |
| No log | 0.4107 | 46 | 1.3778 | 0.3917 | 1.3778 | 1.1738 |
| No log | 0.4286 | 48 | 1.1783 | 0.4524 | 1.1783 | 1.0855 |
| No log | 0.4464 | 50 | 0.9397 | 0.5307 | 0.9397 | 0.9694 |
| No log | 0.4643 | 52 | 0.9241 | 0.5232 | 0.9241 | 0.9613 |
| No log | 0.4821 | 54 | 0.9208 | 0.5490 | 0.9208 | 0.9596 |
| No log | 0.5 | 56 | 1.0008 | 0.5183 | 1.0008 | 1.0004 |
| No log | 0.5179 | 58 | 1.2075 | 0.5130 | 1.2075 | 1.0988 |
| No log | 0.5357 | 60 | 1.1626 | 0.5343 | 1.1626 | 1.0782 |
| No log | 0.5536 | 62 | 1.1075 | 0.5469 | 1.1075 | 1.0524 |
| No log | 0.5714 | 64 | 1.0228 | 0.5909 | 1.0228 | 1.0113 |
| No log | 0.5893 | 66 | 0.9087 | 0.5856 | 0.9087 | 0.9532 |
| No log | 0.6071 | 68 | 0.9155 | 0.5995 | 0.9155 | 0.9568 |
| No log | 0.625 | 70 | 0.8812 | 0.5987 | 0.8812 | 0.9387 |
| No log | 0.6429 | 72 | 0.7898 | 0.6589 | 0.7898 | 0.8887 |
| No log | 0.6607 | 74 | 0.7793 | 0.6531 | 0.7793 | 0.8828 |
| No log | 0.6786 | 76 | 0.7388 | 0.7022 | 0.7388 | 0.8595 |
| No log | 0.6964 | 78 | 0.9291 | 0.6394 | 0.9291 | 0.9639 |
| No log | 0.7143 | 80 | 1.0256 | 0.6079 | 1.0256 | 1.0127 |
| No log | 0.7321 | 82 | 0.7712 | 0.6563 | 0.7712 | 0.8782 |
| No log | 0.75 | 84 | 0.7969 | 0.5990 | 0.7969 | 0.8927 |
| No log | 0.7679 | 86 | 0.8183 | 0.5982 | 0.8183 | 0.9046 |
| No log | 0.7857 | 88 | 0.8037 | 0.5982 | 0.8037 | 0.8965 |
| No log | 0.8036 | 90 | 0.7107 | 0.7021 | 0.7107 | 0.8431 |
| No log | 0.8214 | 92 | 0.7660 | 0.6652 | 0.7660 | 0.8752 |
| No log | 0.8393 | 94 | 0.8781 | 0.6549 | 0.8781 | 0.9370 |
| No log | 0.8571 | 96 | 0.7261 | 0.7034 | 0.7261 | 0.8521 |
| No log | 0.875 | 98 | 0.7581 | 0.6738 | 0.7581 | 0.8707 |
| No log | 0.8929 | 100 | 0.8296 | 0.6610 | 0.8296 | 0.9108 |
| No log | 0.9107 | 102 | 0.9453 | 0.6216 | 0.9453 | 0.9723 |
| No log | 0.9286 | 104 | 0.7072 | 0.6946 | 0.7072 | 0.8410 |
| No log | 0.9464 | 106 | 0.7651 | 0.7017 | 0.7651 | 0.8747 |
| No log | 0.9643 | 108 | 0.8187 | 0.6633 | 0.8187 | 0.9048 |
| No log | 0.9821 | 110 | 0.8027 | 0.6975 | 0.8027 | 0.8959 |
| No log | 1.0 | 112 | 0.9311 | 0.6273 | 0.9311 | 0.9649 |
| No log | 1.0179 | 114 | 0.8044 | 0.6303 | 0.8044 | 0.8969 |
| No log | 1.0357 | 116 | 0.6483 | 0.7047 | 0.6483 | 0.8052 |
| No log | 1.0536 | 118 | 0.6674 | 0.6973 | 0.6674 | 0.8170 |
| No log | 1.0714 | 120 | 0.7599 | 0.6464 | 0.7599 | 0.8717 |
| No log | 1.0893 | 122 | 0.7020 | 0.6997 | 0.7020 | 0.8379 |
| No log | 1.1071 | 124 | 0.7173 | 0.7205 | 0.7173 | 0.8469 |
| No log | 1.125 | 126 | 0.7222 | 0.7113 | 0.7222 | 0.8498 |
| No log | 1.1429 | 128 | 0.9220 | 0.6787 | 0.9220 | 0.9602 |
| No log | 1.1607 | 130 | 0.9394 | 0.6757 | 0.9394 | 0.9692 |
| No log | 1.1786 | 132 | 0.9527 | 0.6741 | 0.9527 | 0.9761 |
| No log | 1.1964 | 134 | 1.0408 | 0.6415 | 1.0408 | 1.0202 |
| No log | 1.2143 | 136 | 0.8137 | 0.6937 | 0.8137 | 0.9020 |
| No log | 1.2321 | 138 | 0.7607 | 0.6614 | 0.7607 | 0.8722 |
| No log | 1.25 | 140 | 0.7560 | 0.6651 | 0.7560 | 0.8695 |
| No log | 1.2679 | 142 | 0.7992 | 0.6556 | 0.7992 | 0.8940 |
| No log | 1.2857 | 144 | 0.8520 | 0.6614 | 0.8520 | 0.9231 |
| No log | 1.3036 | 146 | 0.9241 | 0.6599 | 0.9241 | 0.9613 |
| No log | 1.3214 | 148 | 0.8558 | 0.6724 | 0.8558 | 0.9251 |
| No log | 1.3393 | 150 | 0.7685 | 0.6837 | 0.7685 | 0.8766 |
| No log | 1.3571 | 152 | 0.8755 | 0.6728 | 0.8755 | 0.9357 |
| No log | 1.375 | 154 | 1.0165 | 0.6165 | 1.0165 | 1.0082 |
| No log | 1.3929 | 156 | 1.0113 | 0.6303 | 1.0113 | 1.0056 |
| No log | 1.4107 | 158 | 1.1191 | 0.6005 | 1.1191 | 1.0579 |
| No log | 1.4286 | 160 | 1.1924 | 0.6005 | 1.1924 | 1.0920 |
| No log | 1.4464 | 162 | 1.0156 | 0.6283 | 1.0156 | 1.0078 |
| No log | 1.4643 | 164 | 0.9703 | 0.6456 | 0.9703 | 0.9850 |
| No log | 1.4821 | 166 | 0.8007 | 0.6808 | 0.8007 | 0.8948 |
| No log | 1.5 | 168 | 0.8021 | 0.6808 | 0.8021 | 0.8956 |
| No log | 1.5179 | 170 | 1.0141 | 0.6479 | 1.0141 | 1.0070 |
| No log | 1.5357 | 172 | 1.1423 | 0.5975 | 1.1423 | 1.0688 |
| No log | 1.5536 | 174 | 1.1566 | 0.5942 | 1.1566 | 1.0754 |
| No log | 1.5714 | 176 | 1.0334 | 0.6304 | 1.0334 | 1.0166 |
| No log | 1.5893 | 178 | 0.8063 | 0.7156 | 0.8063 | 0.8979 |
| No log | 1.6071 | 180 | 0.8896 | 0.7133 | 0.8896 | 0.9432 |
| No log | 1.625 | 182 | 1.2188 | 0.6226 | 1.2188 | 1.1040 |
| No log | 1.6429 | 184 | 1.1652 | 0.6564 | 1.1652 | 1.0794 |
| No log | 1.6607 | 186 | 0.8970 | 0.6942 | 0.8970 | 0.9471 |
| No log | 1.6786 | 188 | 0.9991 | 0.6960 | 0.9991 | 0.9996 |
| No log | 1.6964 | 190 | 1.0788 | 0.7124 | 1.0788 | 1.0387 |
| No log | 1.7143 | 192 | 1.2636 | 0.6340 | 1.2636 | 1.1241 |
| No log | 1.7321 | 194 | 1.1241 | 0.6673 | 1.1241 | 1.0603 |
| No log | 1.75 | 196 | 1.1182 | 0.6490 | 1.1182 | 1.0575 |
| No log | 1.7679 | 198 | 0.9788 | 0.6607 | 0.9788 | 0.9893 |
| No log | 1.7857 | 200 | 1.0350 | 0.6270 | 1.0350 | 1.0174 |
| No log | 1.8036 | 202 | 0.8414 | 0.6623 | 0.8414 | 0.9173 |
| No log | 1.8214 | 204 | 0.8150 | 0.6844 | 0.8150 | 0.9028 |
| No log | 1.8393 | 206 | 1.0135 | 0.6631 | 1.0135 | 1.0067 |
| No log | 1.8571 | 208 | 1.3005 | 0.6172 | 1.3005 | 1.1404 |
| No log | 1.875 | 210 | 1.2641 | 0.6307 | 1.2641 | 1.1243 |
| No log | 1.8929 | 212 | 0.9911 | 0.6697 | 0.9911 | 0.9955 |
| No log | 1.9107 | 214 | 0.9920 | 0.6602 | 0.9920 | 0.9960 |
| No log | 1.9286 | 216 | 1.2855 | 0.5995 | 1.2855 | 1.1338 |
| No log | 1.9464 | 218 | 1.4614 | 0.5635 | 1.4614 | 1.2089 |
| No log | 1.9643 | 220 | 1.2216 | 0.6276 | 1.2216 | 1.1053 |
| No log | 1.9821 | 222 | 0.8554 | 0.6869 | 0.8554 | 0.9249 |
| No log | 2.0 | 224 | 0.8185 | 0.7194 | 0.8185 | 0.9047 |
| No log | 2.0179 | 226 | 0.9811 | 0.6561 | 0.9811 | 0.9905 |
| No log | 2.0357 | 228 | 1.3158 | 0.6073 | 1.3158 | 1.1471 |
| No log | 2.0536 | 230 | 1.3936 | 0.6196 | 1.3936 | 1.1805 |
| No log | 2.0714 | 232 | 1.1719 | 0.6444 | 1.1719 | 1.0825 |
| No log | 2.0893 | 234 | 0.8496 | 0.6906 | 0.8496 | 0.9217 |
| No log | 2.1071 | 236 | 0.8361 | 0.6803 | 0.8361 | 0.9144 |
| No log | 2.125 | 238 | 1.0569 | 0.6300 | 1.0569 | 1.0280 |
| No log | 2.1429 | 240 | 1.3348 | 0.5585 | 1.3348 | 1.1553 |
| No log | 2.1607 | 242 | 1.2363 | 0.5699 | 1.2363 | 1.1119 |
| No log | 2.1786 | 244 | 0.8930 | 0.6164 | 0.8930 | 0.9450 |
| No log | 2.1964 | 246 | 0.6854 | 0.712 | 0.6854 | 0.8279 |
| No log | 2.2143 | 248 | 0.6946 | 0.712 | 0.6946 | 0.8334 |
| No log | 2.2321 | 250 | 0.8553 | 0.6592 | 0.8553 | 0.9248 |
| No log | 2.25 | 252 | 0.9728 | 0.6207 | 0.9728 | 0.9863 |
| No log | 2.2679 | 254 | 0.9523 | 0.6207 | 0.9523 | 0.9758 |
| No log | 2.2857 | 256 | 0.8377 | 0.6447 | 0.8377 | 0.9153 |
| No log | 2.3036 | 258 | 0.8078 | 0.6973 | 0.8078 | 0.8988 |
| No log | 2.3214 | 260 | 0.7793 | 0.6986 | 0.7793 | 0.8828 |
| No log | 2.3393 | 262 | 0.7676 | 0.7121 | 0.7676 | 0.8761 |
| No log | 2.3571 | 264 | 0.8062 | 0.6795 | 0.8062 | 0.8979 |
| No log | 2.375 | 266 | 0.7633 | 0.7232 | 0.7633 | 0.8736 |
| No log | 2.3929 | 268 | 0.6818 | 0.7360 | 0.6818 | 0.8257 |
| No log | 2.4107 | 270 | 0.6872 | 0.7286 | 0.6872 | 0.8290 |
| No log | 2.4286 | 272 | 0.6685 | 0.7485 | 0.6685 | 0.8176 |
| No log | 2.4464 | 274 | 0.7517 | 0.6992 | 0.7517 | 0.8670 |
| No log | 2.4643 | 276 | 1.0352 | 0.6140 | 1.0352 | 1.0174 |
| No log | 2.4821 | 278 | 1.1764 | 0.5943 | 1.1764 | 1.0846 |
| No log | 2.5 | 280 | 1.0432 | 0.6192 | 1.0432 | 1.0214 |
| No log | 2.5179 | 282 | 0.9657 | 0.6381 | 0.9657 | 0.9827 |
| No log | 2.5357 | 284 | 0.9380 | 0.6640 | 0.9380 | 0.9685 |
| No log | 2.5536 | 286 | 1.0028 | 0.6254 | 1.0028 | 1.0014 |
| No log | 2.5714 | 288 | 0.8482 | 0.6737 | 0.8482 | 0.9210 |
| No log | 2.5893 | 290 | 0.7944 | 0.6745 | 0.7944 | 0.8913 |
| No log | 2.6071 | 292 | 0.7691 | 0.6922 | 0.7691 | 0.8770 |
| No log | 2.625 | 294 | 0.8393 | 0.6705 | 0.8393 | 0.9161 |
| No log | 2.6429 | 296 | 0.8306 | 0.6735 | 0.8306 | 0.9113 |
| No log | 2.6607 | 298 | 0.8297 | 0.6789 | 0.8297 | 0.9109 |
| No log | 2.6786 | 300 | 0.9099 | 0.6639 | 0.9099 | 0.9539 |
| No log | 2.6964 | 302 | 0.9300 | 0.6624 | 0.9300 | 0.9644 |
| No log | 2.7143 | 304 | 1.0324 | 0.6488 | 1.0324 | 1.0160 |
| No log | 2.7321 | 306 | 1.0970 | 0.6241 | 1.0970 | 1.0474 |
| No log | 2.75 | 308 | 1.1070 | 0.6247 | 1.1070 | 1.0521 |
| No log | 2.7679 | 310 | 1.0603 | 0.6252 | 1.0603 | 1.0297 |
| No log | 2.7857 | 312 | 1.1532 | 0.5944 | 1.1532 | 1.0739 |
| No log | 2.8036 | 314 | 0.9723 | 0.6099 | 0.9723 | 0.9861 |
| No log | 2.8214 | 316 | 0.8034 | 0.6806 | 0.8034 | 0.8963 |
| No log | 2.8393 | 318 | 0.7506 | 0.6980 | 0.7506 | 0.8664 |
| No log | 2.8571 | 320 | 0.8566 | 0.6517 | 0.8566 | 0.9255 |
| No log | 2.875 | 322 | 1.1340 | 0.6146 | 1.1340 | 1.0649 |
| No log | 2.8929 | 324 | 1.3905 | 0.5822 | 1.3905 | 1.1792 |
| No log | 2.9107 | 326 | 1.5863 | 0.5441 | 1.5863 | 1.2595 |
| No log | 2.9286 | 328 | 1.3682 | 0.5609 | 1.3682 | 1.1697 |
| No log | 2.9464 | 330 | 0.9952 | 0.6000 | 0.9952 | 0.9976 |
| No log | 2.9643 | 332 | 0.8629 | 0.6325 | 0.8629 | 0.9289 |
| No log | 2.9821 | 334 | 0.9311 | 0.5921 | 0.9311 | 0.9649 |
| No log | 3.0 | 336 | 1.0870 | 0.5702 | 1.0870 | 1.0426 |
| No log | 3.0179 | 338 | 1.1716 | 0.5542 | 1.1716 | 1.0824 |
| No log | 3.0357 | 340 | 1.1826 | 0.5856 | 1.1826 | 1.0875 |
| No log | 3.0536 | 342 | 0.9726 | 0.6032 | 0.9726 | 0.9862 |
| No log | 3.0714 | 344 | 0.7071 | 0.7420 | 0.7071 | 0.8409 |
| No log | 3.0893 | 346 | 0.6612 | 0.7425 | 0.6612 | 0.8131 |
| No log | 3.1071 | 348 | 0.7210 | 0.7398 | 0.7210 | 0.8491 |
| No log | 3.125 | 350 | 0.9365 | 0.6351 | 0.9365 | 0.9677 |
| No log | 3.1429 | 352 | 0.9882 | 0.6085 | 0.9882 | 0.9941 |
| No log | 3.1607 | 354 | 0.8095 | 0.6380 | 0.8095 | 0.8997 |
| No log | 3.1786 | 356 | 0.7496 | 0.7055 | 0.7496 | 0.8658 |
| No log | 3.1964 | 358 | 0.8179 | 0.6487 | 0.8179 | 0.9044 |
| No log | 3.2143 | 360 | 0.9063 | 0.6059 | 0.9063 | 0.9520 |
| No log | 3.2321 | 362 | 0.8414 | 0.6447 | 0.8414 | 0.9173 |
| No log | 3.25 | 364 | 0.7812 | 0.6651 | 0.7812 | 0.8838 |
| No log | 3.2679 | 366 | 0.8480 | 0.6269 | 0.8480 | 0.9209 |
| No log | 3.2857 | 368 | 0.8595 | 0.6269 | 0.8595 | 0.9271 |
| No log | 3.3036 | 370 | 0.8441 | 0.6136 | 0.8441 | 0.9187 |
| No log | 3.3214 | 372 | 0.9330 | 0.5825 | 0.9330 | 0.9659 |
| No log | 3.3393 | 374 | 0.9595 | 0.5921 | 0.9595 | 0.9795 |
| No log | 3.3571 | 376 | 0.8388 | 0.6243 | 0.8388 | 0.9158 |
| No log | 3.375 | 378 | 0.7144 | 0.6988 | 0.7144 | 0.8452 |
| No log | 3.3929 | 380 | 0.7374 | 0.7027 | 0.7374 | 0.8587 |
| No log | 3.4107 | 382 | 0.9141 | 0.6268 | 0.9141 | 0.9561 |
| No log | 3.4286 | 384 | 0.9805 | 0.6068 | 0.9805 | 0.9902 |
| No log | 3.4464 | 386 | 0.9117 | 0.6292 | 0.9117 | 0.9548 |
| No log | 3.4643 | 388 | 0.8114 | 0.7063 | 0.8114 | 0.9008 |
| No log | 3.4821 | 390 | 0.8390 | 0.6882 | 0.8390 | 0.9160 |
| No log | 3.5 | 392 | 0.9404 | 0.6274 | 0.9404 | 0.9698 |
| No log | 3.5179 | 394 | 1.0669 | 0.6011 | 1.0669 | 1.0329 |
| No log | 3.5357 | 396 | 1.0059 | 0.6101 | 1.0059 | 1.0029 |
| No log | 3.5536 | 398 | 0.8495 | 0.6440 | 0.8495 | 0.9217 |
| No log | 3.5714 | 400 | 0.8696 | 0.6357 | 0.8696 | 0.9325 |
| No log | 3.5893 | 402 | 1.0083 | 0.6085 | 1.0083 | 1.0041 |
| No log | 3.6071 | 404 | 1.1574 | 0.5754 | 1.1574 | 1.0758 |
| No log | 3.625 | 406 | 1.0201 | 0.6060 | 1.0201 | 1.0100 |
| No log | 3.6429 | 408 | 0.7440 | 0.6692 | 0.7440 | 0.8625 |
| No log | 3.6607 | 410 | 0.6600 | 0.7265 | 0.6600 | 0.8124 |
| No log | 3.6786 | 412 | 0.7326 | 0.6799 | 0.7326 | 0.8559 |
| No log | 3.6964 | 414 | 0.9514 | 0.6290 | 0.9514 | 0.9754 |
| No log | 3.7143 | 416 | 1.1183 | 0.5811 | 1.1183 | 1.0575 |
| No log | 3.7321 | 418 | 1.0340 | 0.6071 | 1.0340 | 1.0169 |
| No log | 3.75 | 420 | 0.7975 | 0.6557 | 0.7975 | 0.8930 |
| No log | 3.7679 | 422 | 0.6462 | 0.7285 | 0.6462 | 0.8039 |
| No log | 3.7857 | 424 | 0.6623 | 0.7029 | 0.6623 | 0.8138 |
| No log | 3.8036 | 426 | 0.8076 | 0.6475 | 0.8076 | 0.8987 |
| No log | 3.8214 | 428 | 0.8927 | 0.6343 | 0.8927 | 0.9449 |
| No log | 3.8393 | 430 | 0.8552 | 0.6358 | 0.8552 | 0.9248 |
| No log | 3.8571 | 432 | 0.8537 | 0.6365 | 0.8537 | 0.9240 |
| No log | 3.875 | 434 | 0.7911 | 0.6641 | 0.7911 | 0.8894 |
| No log | 3.8929 | 436 | 0.8105 | 0.6454 | 0.8105 | 0.9003 |
| No log | 3.9107 | 438 | 0.9029 | 0.6138 | 0.9029 | 0.9502 |
| No log | 3.9286 | 440 | 0.8432 | 0.6527 | 0.8432 | 0.9183 |
| No log | 3.9464 | 442 | 0.7404 | 0.6913 | 0.7404 | 0.8605 |
| No log | 3.9643 | 444 | 0.7666 | 0.6810 | 0.7666 | 0.8756 |
| No log | 3.9821 | 446 | 0.8839 | 0.6516 | 0.8839 | 0.9402 |
| No log | 4.0 | 448 | 1.0090 | 0.6193 | 1.0090 | 1.0045 |
| No log | 4.0179 | 450 | 1.0842 | 0.6079 | 1.0842 | 1.0413 |
| No log | 4.0357 | 452 | 0.9741 | 0.6350 | 0.9741 | 0.9869 |
| No log | 4.0536 | 454 | 0.9235 | 0.6665 | 0.9235 | 0.9610 |
| No log | 4.0714 | 456 | 0.9543 | 0.6279 | 0.9543 | 0.9769 |
| No log | 4.0893 | 458 | 0.9608 | 0.6104 | 0.9608 | 0.9802 |
| No log | 4.1071 | 460 | 1.0448 | 0.5777 | 1.0448 | 1.0222 |
| No log | 4.125 | 462 | 1.0944 | 0.5877 | 1.0944 | 1.0461 |
| No log | 4.1429 | 464 | 0.9767 | 0.6447 | 0.9767 | 0.9883 |
| No log | 4.1607 | 466 | 0.7772 | 0.7004 | 0.7772 | 0.8816 |
| No log | 4.1786 | 468 | 0.7477 | 0.7109 | 0.7477 | 0.8647 |
| No log | 4.1964 | 470 | 0.8535 | 0.6775 | 0.8535 | 0.9238 |
| No log | 4.2143 | 472 | 1.0026 | 0.6210 | 1.0026 | 1.0013 |
| No log | 4.2321 | 474 | 0.9979 | 0.6252 | 0.9979 | 0.9990 |
| No log | 4.25 | 476 | 0.9537 | 0.6454 | 0.9537 | 0.9766 |
| No log | 4.2679 | 478 | 0.8501 | 0.6581 | 0.8501 | 0.9220 |
| No log | 4.2857 | 480 | 0.8528 | 0.6647 | 0.8528 | 0.9235 |
| No log | 4.3036 | 482 | 0.7804 | 0.6743 | 0.7804 | 0.8834 |
| No log | 4.3214 | 484 | 0.6806 | 0.7268 | 0.6806 | 0.8250 |
| No log | 4.3393 | 486 | 0.6836 | 0.7309 | 0.6836 | 0.8268 |
| No log | 4.3571 | 488 | 0.8081 | 0.7037 | 0.8081 | 0.8989 |
| No log | 4.375 | 490 | 0.8790 | 0.6785 | 0.8790 | 0.9375 |
| No log | 4.3929 | 492 | 0.8665 | 0.6707 | 0.8665 | 0.9309 |
| No log | 4.4107 | 494 | 0.8648 | 0.6716 | 0.8648 | 0.9300 |
| No log | 4.4286 | 496 | 0.8599 | 0.6676 | 0.8599 | 0.9273 |
| No log | 4.4464 | 498 | 0.7954 | 0.6915 | 0.7954 | 0.8919 |
| 0.4213 | 4.4643 | 500 | 0.8309 | 0.6579 | 0.8309 | 0.9116 |
| 0.4213 | 4.4821 | 502 | 0.8675 | 0.6057 | 0.8675 | 0.9314 |
| 0.4213 | 4.5 | 504 | 0.9033 | 0.6015 | 0.9033 | 0.9504 |
| 0.4213 | 4.5179 | 506 | 0.9531 | 0.6006 | 0.9531 | 0.9763 |
| 0.4213 | 4.5357 | 508 | 0.9297 | 0.6126 | 0.9297 | 0.9642 |
| 0.4213 | 4.5536 | 510 | 0.9045 | 0.6478 | 0.9045 | 0.9511 |
| 0.4213 | 4.5714 | 512 | 0.8471 | 0.6707 | 0.8471 | 0.9204 |
| 0.4213 | 4.5893 | 514 | 0.7222 | 0.7110 | 0.7222 | 0.8498 |
| 0.4213 | 4.6071 | 516 | 0.6681 | 0.7365 | 0.6681 | 0.8174 |
| 0.4213 | 4.625 | 518 | 0.6811 | 0.7243 | 0.6811 | 0.8253 |
| 0.4213 | 4.6429 | 520 | 0.7853 | 0.6795 | 0.7853 | 0.8862 |
| 0.4213 | 4.6607 | 522 | 0.9570 | 0.6150 | 0.9570 | 0.9783 |
| 0.4213 | 4.6786 | 524 | 0.9787 | 0.6067 | 0.9787 | 0.9893 |
| 0.4213 | 4.6964 | 526 | 0.9283 | 0.6145 | 0.9283 | 0.9635 |
| 0.4213 | 4.7143 | 528 | 0.8638 | 0.6249 | 0.8638 | 0.9294 |
| 0.4213 | 4.7321 | 530 | 0.7629 | 0.6927 | 0.7629 | 0.8735 |
| 0.4213 | 4.75 | 532 | 0.7427 | 0.7010 | 0.7427 | 0.8618 |
| 0.4213 | 4.7679 | 534 | 0.7960 | 0.6633 | 0.7960 | 0.8922 |
| 0.4213 | 4.7857 | 536 | 0.9225 | 0.6384 | 0.9225 | 0.9605 |
| 0.4213 | 4.8036 | 538 | 0.9740 | 0.6076 | 0.9740 | 0.9869 |
| 0.4213 | 4.8214 | 540 | 0.9683 | 0.6116 | 0.9683 | 0.9840 |
| 0.4213 | 4.8393 | 542 | 0.9437 | 0.6272 | 0.9437 | 0.9715 |
| 0.4213 | 4.8571 | 544 | 0.9400 | 0.6272 | 0.9400 | 0.9695 |
| 0.4213 | 4.875 | 546 | 0.8784 | 0.6461 | 0.8784 | 0.9372 |
| 0.4213 | 4.8929 | 548 | 0.7989 | 0.6774 | 0.7989 | 0.8938 |
| 0.4213 | 4.9107 | 550 | 0.7857 | 0.6838 | 0.7857 | 0.8864 |
| 0.4213 | 4.9286 | 552 | 0.8854 | 0.6336 | 0.8854 | 0.9410 |
| 0.4213 | 4.9464 | 554 | 1.0426 | 0.6082 | 1.0426 | 1.0211 |
| 0.4213 | 4.9643 | 556 | 1.0275 | 0.6048 | 1.0275 | 1.0137 |
| 0.4213 | 4.9821 | 558 | 0.8606 | 0.6314 | 0.8606 | 0.9277 |
| 0.4213 | 5.0 | 560 | 0.7909 | 0.6470 | 0.7909 | 0.8893 |
| 0.4213 | 5.0179 | 562 | 0.7766 | 0.6515 | 0.7766 | 0.8813 |
| 0.4213 | 5.0357 | 564 | 0.8154 | 0.6447 | 0.8154 | 0.9030 |
| 0.4213 | 5.0536 | 566 | 0.8488 | 0.6526 | 0.8488 | 0.9213 |
| 0.4213 | 5.0714 | 568 | 0.8032 | 0.6609 | 0.8032 | 0.8962 |
| 0.4213 | 5.0893 | 570 | 0.7293 | 0.7156 | 0.7293 | 0.8540 |
| 0.4213 | 5.1071 | 572 | 0.7140 | 0.7354 | 0.7140 | 0.8450 |
| 0.4213 | 5.125 | 574 | 0.6823 | 0.7435 | 0.6823 | 0.8260 |
| 0.4213 | 5.1429 | 576 | 0.7274 | 0.7348 | 0.7274 | 0.8528 |
| 0.4213 | 5.1607 | 578 | 0.8478 | 0.6966 | 0.8478 | 0.9208 |
| 0.4213 | 5.1786 | 580 | 0.9552 | 0.6371 | 0.9552 | 0.9774 |
| 0.4213 | 5.1964 | 582 | 0.8989 | 0.6485 | 0.8989 | 0.9481 |
| 0.4213 | 5.2143 | 584 | 0.8054 | 0.6979 | 0.8054 | 0.8974 |
| 0.4213 | 5.2321 | 586 | 0.7127 | 0.7232 | 0.7127 | 0.8442 |
| 0.4213 | 5.25 | 588 | 0.6842 | 0.7292 | 0.6842 | 0.8272 |
| 0.4213 | 5.2679 | 590 | 0.7414 | 0.7103 | 0.7414 | 0.8611 |
| 0.4213 | 5.2857 | 592 | 0.8551 | 0.6296 | 0.8551 | 0.9247 |
| 0.4213 | 5.3036 | 594 | 0.8371 | 0.6469 | 0.8371 | 0.9149 |
| 0.4213 | 5.3214 | 596 | 0.7737 | 0.6711 | 0.7737 | 0.8796 |
| 0.4213 | 5.3393 | 598 | 0.7099 | 0.7114 | 0.7099 | 0.8426 |
| 0.4213 | 5.3571 | 600 | 0.6599 | 0.7292 | 0.6599 | 0.8123 |
| 0.4213 | 5.375 | 602 | 0.6491 | 0.7412 | 0.6491 | 0.8057 |
| 0.4213 | 5.3929 | 604 | 0.6762 | 0.7313 | 0.6762 | 0.8223 |
| 0.4213 | 5.4107 | 606 | 0.7179 | 0.7254 | 0.7179 | 0.8473 |
| 0.4213 | 5.4286 | 608 | 0.7230 | 0.7240 | 0.7230 | 0.8503 |
| 0.4213 | 5.4464 | 610 | 0.8278 | 0.6788 | 0.8278 | 0.9099 |
| 0.4213 | 5.4643 | 612 | 0.8755 | 0.6743 | 0.8755 | 0.9357 |
| 0.4213 | 5.4821 | 614 | 0.8460 | 0.6645 | 0.8460 | 0.9198 |
| 0.4213 | 5.5 | 616 | 0.7780 | 0.6707 | 0.7780 | 0.8821 |
| 0.4213 | 5.5179 | 618 | 0.7122 | 0.7042 | 0.7122 | 0.8439 |
| 0.4213 | 5.5357 | 620 | 0.6528 | 0.7350 | 0.6528 | 0.8079 |
| 0.4213 | 5.5536 | 622 | 0.6699 | 0.7198 | 0.6699 | 0.8185 |
| 0.4213 | 5.5714 | 624 | 0.7673 | 0.6792 | 0.7673 | 0.8760 |
| 0.4213 | 5.5893 | 626 | 0.9728 | 0.6069 | 0.9728 | 0.9863 |
| 0.4213 | 5.6071 | 628 | 1.0744 | 0.6028 | 1.0744 | 1.0365 |
| 0.4213 | 5.625 | 630 | 1.0322 | 0.6152 | 1.0322 | 1.0160 |
| 0.4213 | 5.6429 | 632 | 0.9447 | 0.6402 | 0.9447 | 0.9719 |
| 0.4213 | 5.6607 | 634 | 0.8977 | 0.6385 | 0.8977 | 0.9475 |
| 0.4213 | 5.6786 | 636 | 0.8151 | 0.6567 | 0.8151 | 0.9028 |
| 0.4213 | 5.6964 | 638 | 0.7898 | 0.6630 | 0.7898 | 0.8887 |
| 0.4213 | 5.7143 | 640 | 0.8029 | 0.6615 | 0.8029 | 0.8961 |
| 0.4213 | 5.7321 | 642 | 0.7889 | 0.6502 | 0.7889 | 0.8882 |
| 0.4213 | 5.75 | 644 | 0.7702 | 0.6647 | 0.7702 | 0.8776 |
| 0.4213 | 5.7679 | 646 | 0.7065 | 0.6771 | 0.7065 | 0.8406 |
| 0.4213 | 5.7857 | 648 | 0.6988 | 0.6823 | 0.6988 | 0.8360 |
| 0.4213 | 5.8036 | 650 | 0.7435 | 0.6837 | 0.7435 | 0.8622 |
| 0.4213 | 5.8214 | 652 | 0.8783 | 0.6598 | 0.8783 | 0.9372 |
| 0.4213 | 5.8393 | 654 | 0.9938 | 0.6459 | 0.9938 | 0.9969 |
| 0.4213 | 5.8571 | 656 | 1.0001 | 0.6459 | 1.0001 | 1.0001 |
| 0.4213 | 5.875 | 658 | 0.9206 | 0.6441 | 0.9206 | 0.9595 |
| 0.4213 | 5.8929 | 660 | 0.7871 | 0.7021 | 0.7871 | 0.8872 |
| 0.4213 | 5.9107 | 662 | 0.7583 | 0.7057 | 0.7583 | 0.8708 |
| 0.4213 | 5.9286 | 664 | 0.8212 | 0.6814 | 0.8212 | 0.9062 |
| 0.4213 | 5.9464 | 666 | 0.9483 | 0.6415 | 0.9483 | 0.9738 |
| 0.4213 | 5.9643 | 668 | 1.0232 | 0.6138 | 1.0232 | 1.0116 |
| 0.4213 | 5.9821 | 670 | 1.0323 | 0.6193 | 1.0323 | 1.0160 |
| 0.4213 | 6.0 | 672 | 0.9211 | 0.6464 | 0.9211 | 0.9597 |
| 0.4213 | 6.0179 | 674 | 0.7875 | 0.6914 | 0.7875 | 0.8874 |
| 0.4213 | 6.0357 | 676 | 0.7566 | 0.7050 | 0.7566 | 0.8698 |
| 0.4213 | 6.0536 | 678 | 0.7998 | 0.6914 | 0.7998 | 0.8943 |
| 0.4213 | 6.0714 | 680 | 0.9215 | 0.6342 | 0.9215 | 0.9600 |
| 0.4213 | 6.0893 | 682 | 1.0430 | 0.6063 | 1.0430 | 1.0213 |
| 0.4213 | 6.1071 | 684 | 1.0343 | 0.6153 | 1.0343 | 1.0170 |
| 0.4213 | 6.125 | 686 | 0.9571 | 0.6409 | 0.9571 | 0.9783 |
| 0.4213 | 6.1429 | 688 | 0.9043 | 0.6514 | 0.9043 | 0.9510 |
| 0.4213 | 6.1607 | 690 | 0.8485 | 0.6719 | 0.8485 | 0.9212 |
| 0.4213 | 6.1786 | 692 | 0.7847 | 0.6833 | 0.7847 | 0.8859 |
| 0.4213 | 6.1964 | 694 | 0.7924 | 0.6920 | 0.7924 | 0.8901 |
| 0.4213 | 6.2143 | 696 | 0.7629 | 0.6977 | 0.7629 | 0.8734 |
| 0.4213 | 6.2321 | 698 | 0.7516 | 0.7013 | 0.7516 | 0.8669 |
| 0.4213 | 6.25 | 700 | 0.7784 | 0.6989 | 0.7784 | 0.8823 |
| 0.4213 | 6.2679 | 702 | 0.8331 | 0.6767 | 0.8331 | 0.9127 |
| 0.4213 | 6.2857 | 704 | 0.8896 | 0.6562 | 0.8896 | 0.9432 |
| 0.4213 | 6.3036 | 706 | 0.9754 | 0.6383 | 0.9754 | 0.9876 |
| 0.4213 | 6.3214 | 708 | 1.0081 | 0.6210 | 1.0081 | 1.0041 |
| 0.4213 | 6.3393 | 710 | 0.9196 | 0.6497 | 0.9196 | 0.9590 |
| 0.4213 | 6.3571 | 712 | 0.8942 | 0.6554 | 0.8942 | 0.9456 |
| 0.4213 | 6.375 | 714 | 0.8690 | 0.6710 | 0.8690 | 0.9322 |
| 0.4213 | 6.3929 | 716 | 0.8833 | 0.6710 | 0.8833 | 0.9398 |
| 0.4213 | 6.4107 | 718 | 0.9528 | 0.6468 | 0.9528 | 0.9761 |
| 0.4213 | 6.4286 | 720 | 1.0130 | 0.6364 | 1.0130 | 1.0065 |
| 0.4213 | 6.4464 | 722 | 1.0115 | 0.6364 | 1.0115 | 1.0057 |
| 0.4213 | 6.4643 | 724 | 0.9648 | 0.6384 | 0.9648 | 0.9823 |
| 0.4213 | 6.4821 | 726 | 0.9608 | 0.6384 | 0.9608 | 0.9802 |
| 0.4213 | 6.5 | 728 | 0.9082 | 0.6542 | 0.9082 | 0.9530 |
| 0.4213 | 6.5179 | 730 | 0.8044 | 0.6742 | 0.8044 | 0.8969 |
| 0.4213 | 6.5357 | 732 | 0.7703 | 0.6674 | 0.7703 | 0.8777 |
| 0.4213 | 6.5536 | 734 | 0.7576 | 0.6517 | 0.7576 | 0.8704 |
| 0.4213 | 6.5714 | 736 | 0.7630 | 0.6517 | 0.7630 | 0.8735 |
| 0.4213 | 6.5893 | 738 | 0.8248 | 0.6685 | 0.8248 | 0.9082 |
| 0.4213 | 6.6071 | 740 | 0.8909 | 0.6330 | 0.8909 | 0.9439 |
| 0.4213 | 6.625 | 742 | 0.9610 | 0.6002 | 0.9610 | 0.9803 |
| 0.4213 | 6.6429 | 744 | 1.0271 | 0.6002 | 1.0271 | 1.0134 |
| 0.4213 | 6.6607 | 746 | 1.0246 | 0.6261 | 1.0246 | 1.0122 |
| 0.4213 | 6.6786 | 748 | 0.9194 | 0.6624 | 0.9194 | 0.9588 |
| 0.4213 | 6.6964 | 750 | 0.8156 | 0.6886 | 0.8156 | 0.9031 |
| 0.4213 | 6.7143 | 752 | 0.7577 | 0.6910 | 0.7577 | 0.8704 |
| 0.4213 | 6.7321 | 754 | 0.7478 | 0.6921 | 0.7478 | 0.8648 |
| 0.4213 | 6.75 | 756 | 0.7999 | 0.6847 | 0.7999 | 0.8943 |
| 0.4213 | 6.7679 | 758 | 0.8584 | 0.6613 | 0.8584 | 0.9265 |
| 0.4213 | 6.7857 | 760 | 0.8527 | 0.6548 | 0.8527 | 0.9234 |
| 0.4213 | 6.8036 | 762 | 0.8504 | 0.6581 | 0.8504 | 0.9222 |
| 0.4213 | 6.8214 | 764 | 0.9153 | 0.6261 | 0.9153 | 0.9567 |
| 0.4213 | 6.8393 | 766 | 1.0276 | 0.5994 | 1.0276 | 1.0137 |
| 0.4213 | 6.8571 | 768 | 1.0478 | 0.5749 | 1.0478 | 1.0236 |
| 0.4213 | 6.875 | 770 | 1.0174 | 0.5749 | 1.0174 | 1.0087 |
| 0.4213 | 6.8929 | 772 | 0.9386 | 0.6176 | 0.9386 | 0.9688 |
| 0.4213 | 6.9107 | 774 | 0.8605 | 0.6301 | 0.8605 | 0.9276 |
| 0.4213 | 6.9286 | 776 | 0.8351 | 0.6344 | 0.8351 | 0.9138 |
| 0.4213 | 6.9464 | 778 | 0.8623 | 0.6350 | 0.8623 | 0.9286 |
| 0.4213 | 6.9643 | 780 | 0.8753 | 0.6260 | 0.8753 | 0.9356 |
| 0.4213 | 6.9821 | 782 | 0.9224 | 0.6176 | 0.9224 | 0.9604 |
| 0.4213 | 7.0 | 784 | 1.0217 | 0.5916 | 1.0217 | 1.0108 |
| 0.4213 | 7.0179 | 786 | 1.0373 | 0.5872 | 1.0373 | 1.0185 |
| 0.4213 | 7.0357 | 788 | 0.9981 | 0.5946 | 0.9981 | 0.9991 |
| 0.4213 | 7.0536 | 790 | 0.8830 | 0.6364 | 0.8830 | 0.9397 |
| 0.4213 | 7.0714 | 792 | 0.7740 | 0.6651 | 0.7740 | 0.8798 |
| 0.4213 | 7.0893 | 794 | 0.7581 | 0.6717 | 0.7581 | 0.8707 |
| 0.4213 | 7.1071 | 796 | 0.8180 | 0.6603 | 0.8180 | 0.9044 |
| 0.4213 | 7.125 | 798 | 0.9604 | 0.6182 | 0.9604 | 0.9800 |
| 0.4213 | 7.1429 | 800 | 1.1116 | 0.5669 | 1.1116 | 1.0543 |
| 0.4213 | 7.1607 | 802 | 1.1602 | 0.5651 | 1.1602 | 1.0771 |
| 0.4213 | 7.1786 | 804 | 1.1006 | 0.5699 | 1.1006 | 1.0491 |
| 0.4213 | 7.1964 | 806 | 1.0097 | 0.5903 | 1.0097 | 1.0048 |
| 0.4213 | 7.2143 | 808 | 0.8958 | 0.6507 | 0.8958 | 0.9465 |
| 0.4213 | 7.2321 | 810 | 0.8370 | 0.6540 | 0.8370 | 0.9149 |
| 0.4213 | 7.25 | 812 | 0.8250 | 0.6540 | 0.8250 | 0.9083 |
| 0.4213 | 7.2679 | 814 | 0.8596 | 0.6533 | 0.8596 | 0.9271 |
| 0.4213 | 7.2857 | 816 | 0.9386 | 0.6235 | 0.9386 | 0.9688 |
| 0.4213 | 7.3036 | 818 | 1.0522 | 0.5777 | 1.0522 | 1.0258 |
| 0.4213 | 7.3214 | 820 | 1.1269 | 0.5620 | 1.1269 | 1.0616 |
| 0.4213 | 7.3393 | 822 | 1.1020 | 0.5689 | 1.1020 | 1.0498 |
| 0.4213 | 7.3571 | 824 | 1.0024 | 0.5985 | 1.0024 | 1.0012 |
| 0.4213 | 7.375 | 826 | 0.9401 | 0.6306 | 0.9401 | 0.9696 |
| 0.4213 | 7.3929 | 828 | 0.9040 | 0.6654 | 0.9040 | 0.9508 |
| 0.4213 | 7.4107 | 830 | 0.8942 | 0.6820 | 0.8942 | 0.9456 |
| 0.4213 | 7.4286 | 832 | 0.9056 | 0.6733 | 0.9056 | 0.9516 |
| 0.4213 | 7.4464 | 834 | 0.9353 | 0.6417 | 0.9353 | 0.9671 |
| 0.4213 | 7.4643 | 836 | 0.9856 | 0.6259 | 0.9856 | 0.9928 |
| 0.4213 | 7.4821 | 838 | 1.0947 | 0.5997 | 1.0947 | 1.0463 |
| 0.4213 | 7.5 | 840 | 1.1319 | 0.5873 | 1.1319 | 1.0639 |
| 0.4213 | 7.5179 | 842 | 1.0776 | 0.5942 | 1.0776 | 1.0381 |
| 0.4213 | 7.5357 | 844 | 1.0453 | 0.5976 | 1.0453 | 1.0224 |
| 0.4213 | 7.5536 | 846 | 0.9548 | 0.6297 | 0.9548 | 0.9772 |
| 0.4213 | 7.5714 | 848 | 0.8470 | 0.6719 | 0.8470 | 0.9203 |
| 0.4213 | 7.5893 | 850 | 0.8154 | 0.6693 | 0.8154 | 0.9030 |
| 0.4213 | 7.6071 | 852 | 0.8233 | 0.6693 | 0.8233 | 0.9074 |
| 0.4213 | 7.625 | 854 | 0.8744 | 0.6719 | 0.8744 | 0.9351 |
| 0.4213 | 7.6429 | 856 | 0.9480 | 0.6357 | 0.9480 | 0.9737 |
| 0.4213 | 7.6607 | 858 | 1.0352 | 0.5998 | 1.0352 | 1.0175 |
| 0.4213 | 7.6786 | 860 | 1.0762 | 0.5904 | 1.0762 | 1.0374 |
| 0.4213 | 7.6964 | 862 | 1.0416 | 0.5945 | 1.0416 | 1.0206 |
| 0.4213 | 7.7143 | 864 | 0.9705 | 0.6297 | 0.9705 | 0.9851 |
| 0.4213 | 7.7321 | 866 | 0.9075 | 0.6338 | 0.9075 | 0.9526 |
| 0.4213 | 7.75 | 868 | 0.8795 | 0.6623 | 0.8795 | 0.9378 |
| 0.4213 | 7.7679 | 870 | 0.8736 | 0.6623 | 0.8736 | 0.9346 |
| 0.4213 | 7.7857 | 872 | 0.8431 | 0.6791 | 0.8431 | 0.9182 |
| 0.4213 | 7.8036 | 874 | 0.8445 | 0.6791 | 0.8445 | 0.9190 |
| 0.4213 | 7.8214 | 876 | 0.9003 | 0.6345 | 0.9003 | 0.9489 |
| 0.4213 | 7.8393 | 878 | 0.9597 | 0.6378 | 0.9597 | 0.9796 |
| 0.4213 | 7.8571 | 880 | 1.0244 | 0.6205 | 1.0244 | 1.0122 |
| 0.4213 | 7.875 | 882 | 1.0645 | 0.6071 | 1.0645 | 1.0317 |
| 0.4213 | 7.8929 | 884 | 1.0720 | 0.6060 | 1.0720 | 1.0354 |
| 0.4213 | 7.9107 | 886 | 1.0382 | 0.6150 | 1.0382 | 1.0189 |
| 0.4213 | 7.9286 | 888 | 0.9928 | 0.6159 | 0.9928 | 0.9964 |
| 0.4213 | 7.9464 | 890 | 0.9652 | 0.6240 | 0.9652 | 0.9825 |
| 0.4213 | 7.9643 | 892 | 0.9736 | 0.6115 | 0.9736 | 0.9867 |
| 0.4213 | 7.9821 | 894 | 0.9931 | 0.6036 | 0.9931 | 0.9965 |
| 0.4213 | 8.0 | 896 | 1.0167 | 0.5967 | 1.0167 | 1.0083 |
| 0.4213 | 8.0179 | 898 | 1.0426 | 0.5974 | 1.0426 | 1.0211 |
| 0.4213 | 8.0357 | 900 | 1.0381 | 0.5905 | 1.0381 | 1.0189 |
| 0.4213 | 8.0536 | 902 | 0.9830 | 0.5907 | 0.9830 | 0.9915 |
| 0.4213 | 8.0714 | 904 | 0.9094 | 0.6189 | 0.9094 | 0.9536 |
| 0.4213 | 8.0893 | 906 | 0.8320 | 0.6530 | 0.8320 | 0.9121 |
| 0.4213 | 8.1071 | 908 | 0.8046 | 0.6459 | 0.8046 | 0.8970 |
| 0.4213 | 8.125 | 910 | 0.8212 | 0.6467 | 0.8212 | 0.9062 |
| 0.4213 | 8.1429 | 912 | 0.8514 | 0.6558 | 0.8514 | 0.9227 |
| 0.4213 | 8.1607 | 914 | 0.9032 | 0.6378 | 0.9032 | 0.9503 |
| 0.4213 | 8.1786 | 916 | 0.9629 | 0.6014 | 0.9629 | 0.9813 |
| 0.4213 | 8.1964 | 918 | 0.9788 | 0.6014 | 0.9788 | 0.9894 |
| 0.4213 | 8.2143 | 920 | 0.9513 | 0.6174 | 0.9513 | 0.9753 |
| 0.4213 | 8.2321 | 922 | 0.8884 | 0.6523 | 0.8884 | 0.9426 |
| 0.4213 | 8.25 | 924 | 0.8364 | 0.6655 | 0.8364 | 0.9145 |
| 0.4213 | 8.2679 | 926 | 0.8176 | 0.6646 | 0.8176 | 0.9042 |
| 0.4213 | 8.2857 | 928 | 0.7987 | 0.6777 | 0.7987 | 0.8937 |
| 0.4213 | 8.3036 | 930 | 0.8034 | 0.6777 | 0.8034 | 0.8963 |
| 0.4213 | 8.3214 | 932 | 0.8421 | 0.6857 | 0.8421 | 0.9177 |
| 0.4213 | 8.3393 | 934 | 0.8568 | 0.6841 | 0.8568 | 0.9256 |
| 0.4213 | 8.3571 | 936 | 0.8736 | 0.6696 | 0.8736 | 0.9347 |
| 0.4213 | 8.375 | 938 | 0.8716 | 0.6515 | 0.8716 | 0.9336 |
| 0.4213 | 8.3929 | 940 | 0.8458 | 0.6753 | 0.8458 | 0.9197 |
| 0.4213 | 8.4107 | 942 | 0.8358 | 0.6704 | 0.8358 | 0.9142 |
| 0.4213 | 8.4286 | 944 | 0.8424 | 0.6637 | 0.8424 | 0.9178 |
| 0.4213 | 8.4464 | 946 | 0.8531 | 0.6413 | 0.8531 | 0.9236 |
| 0.4213 | 8.4643 | 948 | 0.8782 | 0.6413 | 0.8782 | 0.9371 |
| 0.4213 | 8.4821 | 950 | 0.8821 | 0.6413 | 0.8821 | 0.9392 |
| 0.4213 | 8.5 | 952 | 0.8551 | 0.6481 | 0.8551 | 0.9247 |
| 0.4213 | 8.5179 | 954 | 0.8491 | 0.6548 | 0.8491 | 0.9215 |
| 0.4213 | 8.5357 | 956 | 0.8663 | 0.6481 | 0.8663 | 0.9308 |
| 0.4213 | 8.5536 | 958 | 0.8952 | 0.6492 | 0.8952 | 0.9461 |
| 0.4213 | 8.5714 | 960 | 0.9170 | 0.6364 | 0.9170 | 0.9576 |
| 0.4213 | 8.5893 | 962 | 0.9103 | 0.6404 | 0.9103 | 0.9541 |
| 0.4213 | 8.6071 | 964 | 0.8850 | 0.6558 | 0.8850 | 0.9407 |
| 0.4213 | 8.625 | 966 | 0.8697 | 0.6558 | 0.8697 | 0.9326 |
| 0.4213 | 8.6429 | 968 | 0.8236 | 0.6863 | 0.8236 | 0.9075 |
| 0.4213 | 8.6607 | 970 | 0.7858 | 0.6857 | 0.7858 | 0.8865 |
| 0.4213 | 8.6786 | 972 | 0.7677 | 0.6874 | 0.7677 | 0.8762 |
| 0.4213 | 8.6964 | 974 | 0.7738 | 0.6874 | 0.7738 | 0.8796 |
| 0.4213 | 8.7143 | 976 | 0.7990 | 0.6857 | 0.7990 | 0.8938 |
| 0.4213 | 8.7321 | 978 | 0.8201 | 0.6807 | 0.8201 | 0.9056 |
| 0.4213 | 8.75 | 980 | 0.8469 | 0.6558 | 0.8469 | 0.9203 |
| 0.4213 | 8.7679 | 982 | 0.8545 | 0.6558 | 0.8545 | 0.9244 |
| 0.4213 | 8.7857 | 984 | 0.8630 | 0.6558 | 0.8630 | 0.9290 |
| 0.4213 | 8.8036 | 986 | 0.8693 | 0.6558 | 0.8693 | 0.9324 |
| 0.4213 | 8.8214 | 988 | 0.8910 | 0.6558 | 0.8910 | 0.9439 |
| 0.4213 | 8.8393 | 990 | 0.9083 | 0.6554 | 0.9083 | 0.9530 |
| 0.4213 | 8.8571 | 992 | 0.9310 | 0.6331 | 0.9310 | 0.9649 |
| 0.4213 | 8.875 | 994 | 0.9347 | 0.6331 | 0.9347 | 0.9668 |
| 0.4213 | 8.8929 | 996 | 0.9292 | 0.6331 | 0.9292 | 0.9639 |
| 0.4213 | 8.9107 | 998 | 0.8996 | 0.6558 | 0.8996 | 0.9485 |
| 0.0719 | 8.9286 | 1000 | 0.8683 | 0.6623 | 0.8683 | 0.9318 |
| 0.0719 | 8.9464 | 1002 | 0.8466 | 0.6613 | 0.8466 | 0.9201 |
| 0.0719 | 8.9643 | 1004 | 0.8399 | 0.6613 | 0.8399 | 0.9165 |
| 0.0719 | 8.9821 | 1006 | 0.8454 | 0.6613 | 0.8454 | 0.9195 |
| 0.0719 | 9.0 | 1008 | 0.8619 | 0.6613 | 0.8619 | 0.9284 |
| 0.0719 | 9.0179 | 1010 | 0.8780 | 0.6481 | 0.8780 | 0.9370 |
| 0.0719 | 9.0357 | 1012 | 0.8832 | 0.6481 | 0.8832 | 0.9398 |
| 0.0719 | 9.0536 | 1014 | 0.8762 | 0.6481 | 0.8762 | 0.9360 |
| 0.0719 | 9.0714 | 1016 | 0.8856 | 0.6481 | 0.8856 | 0.9411 |
| 0.0719 | 9.0893 | 1018 | 0.9071 | 0.6481 | 0.9071 | 0.9524 |
| 0.0719 | 9.1071 | 1020 | 0.9155 | 0.6392 | 0.9155 | 0.9568 |
| 0.0719 | 9.125 | 1022 | 0.9018 | 0.6548 | 0.9018 | 0.9496 |
| 0.0719 | 9.1429 | 1024 | 0.9007 | 0.6613 | 0.9007 | 0.9490 |
| 0.0719 | 9.1607 | 1026 | 0.8949 | 0.6613 | 0.8949 | 0.9460 |
| 0.0719 | 9.1786 | 1028 | 0.8753 | 0.6613 | 0.8753 | 0.9356 |
| 0.0719 | 9.1964 | 1030 | 0.8506 | 0.6613 | 0.8506 | 0.9223 |
| 0.0719 | 9.2143 | 1032 | 0.8214 | 0.6743 | 0.8214 | 0.9063 |
| 0.0719 | 9.2321 | 1034 | 0.7945 | 0.6834 | 0.7945 | 0.8913 |
| 0.0719 | 9.25 | 1036 | 0.7798 | 0.6834 | 0.7798 | 0.8830 |
| 0.0719 | 9.2679 | 1038 | 0.7769 | 0.6834 | 0.7769 | 0.8814 |
| 0.0719 | 9.2857 | 1040 | 0.7850 | 0.6834 | 0.7850 | 0.8860 |
| 0.0719 | 9.3036 | 1042 | 0.7896 | 0.6834 | 0.7896 | 0.8886 |
| 0.0719 | 9.3214 | 1044 | 0.8007 | 0.6834 | 0.8007 | 0.8948 |
| 0.0719 | 9.3393 | 1046 | 0.8164 | 0.6743 | 0.8164 | 0.9036 |
| 0.0719 | 9.3571 | 1048 | 0.8376 | 0.6727 | 0.8376 | 0.9152 |
| 0.0719 | 9.375 | 1050 | 0.8582 | 0.6548 | 0.8582 | 0.9264 |
| 0.0719 | 9.3929 | 1052 | 0.8668 | 0.6481 | 0.8668 | 0.9310 |
| 0.0719 | 9.4107 | 1054 | 0.8759 | 0.6481 | 0.8759 | 0.9359 |
| 0.0719 | 9.4286 | 1056 | 0.8883 | 0.6488 | 0.8883 | 0.9425 |
| 0.0719 | 9.4464 | 1058 | 0.9025 | 0.6432 | 0.9025 | 0.9500 |
| 0.0719 | 9.4643 | 1060 | 0.9073 | 0.6391 | 0.9073 | 0.9525 |
| 0.0719 | 9.4821 | 1062 | 0.9111 | 0.6391 | 0.9111 | 0.9545 |
| 0.0719 | 9.5 | 1064 | 0.9121 | 0.6478 | 0.9121 | 0.9550 |
| 0.0719 | 9.5179 | 1066 | 0.9227 | 0.6478 | 0.9227 | 0.9606 |
| 0.0719 | 9.5357 | 1068 | 0.9328 | 0.6276 | 0.9328 | 0.9658 |
| 0.0719 | 9.5536 | 1070 | 0.9318 | 0.6276 | 0.9318 | 0.9653 |
| 0.0719 | 9.5714 | 1072 | 0.9194 | 0.6350 | 0.9194 | 0.9588 |
| 0.0719 | 9.5893 | 1074 | 0.9157 | 0.6350 | 0.9157 | 0.9569 |
| 0.0719 | 9.6071 | 1076 | 0.9079 | 0.6391 | 0.9079 | 0.9528 |
| 0.0719 | 9.625 | 1078 | 0.8953 | 0.6391 | 0.8953 | 0.9462 |
| 0.0719 | 9.6429 | 1080 | 0.8776 | 0.6432 | 0.8776 | 0.9368 |
| 0.0719 | 9.6607 | 1082 | 0.8632 | 0.6481 | 0.8632 | 0.9291 |
| 0.0719 | 9.6786 | 1084 | 0.8556 | 0.6481 | 0.8556 | 0.9250 |
| 0.0719 | 9.6964 | 1086 | 0.8489 | 0.6481 | 0.8489 | 0.9213 |
| 0.0719 | 9.7143 | 1088 | 0.8471 | 0.6481 | 0.8471 | 0.9204 |
| 0.0719 | 9.7321 | 1090 | 0.8465 | 0.6481 | 0.8465 | 0.9200 |
| 0.0719 | 9.75 | 1092 | 0.8481 | 0.6481 | 0.8481 | 0.9209 |
| 0.0719 | 9.7679 | 1094 | 0.8551 | 0.6481 | 0.8551 | 0.9247 |
| 0.0719 | 9.7857 | 1096 | 0.8630 | 0.6492 | 0.8630 | 0.9290 |
| 0.0719 | 9.8036 | 1098 | 0.8694 | 0.6492 | 0.8694 | 0.9324 |
| 0.0719 | 9.8214 | 1100 | 0.8779 | 0.6492 | 0.8779 | 0.9370 |
| 0.0719 | 9.8393 | 1102 | 0.8830 | 0.6492 | 0.8830 | 0.9397 |
| 0.0719 | 9.8571 | 1104 | 0.8884 | 0.6492 | 0.8884 | 0.9425 |
| 0.0719 | 9.875 | 1106 | 0.8921 | 0.6492 | 0.8921 | 0.9445 |
| 0.0719 | 9.8929 | 1108 | 0.8931 | 0.6492 | 0.8931 | 0.9450 |
| 0.0719 | 9.9107 | 1110 | 0.8943 | 0.6492 | 0.8943 | 0.9457 |
| 0.0719 | 9.9286 | 1112 | 0.8951 | 0.6492 | 0.8951 | 0.9461 |
| 0.0719 | 9.9464 | 1114 | 0.8953 | 0.6492 | 0.8953 | 0.9462 |
| 0.0719 | 9.9643 | 1116 | 0.8958 | 0.6492 | 0.8958 | 0.9465 |
| 0.0719 | 9.9821 | 1118 | 0.8963 | 0.6492 | 0.8963 | 0.9467 |
| 0.0719 | 10.0 | 1120 | 0.8966 | 0.6492 | 0.8966 | 0.9469 |
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/ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run1_AugV5_k20_task1_organization
Base model
aubmindlab/bert-base-arabertv02