Instructions to use MayBashendy/ArabicNewSplits8_usingWellWrittenEssays_FineTuningAraBERT_run2_AugV5_k14_task1_organization with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use MayBashendy/ArabicNewSplits8_usingWellWrittenEssays_FineTuningAraBERT_run2_AugV5_k14_task1_organization with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="MayBashendy/ArabicNewSplits8_usingWellWrittenEssays_FineTuningAraBERT_run2_AugV5_k14_task1_organization")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("MayBashendy/ArabicNewSplits8_usingWellWrittenEssays_FineTuningAraBERT_run2_AugV5_k14_task1_organization") model = AutoModelForSequenceClassification.from_pretrained("MayBashendy/ArabicNewSplits8_usingWellWrittenEssays_FineTuningAraBERT_run2_AugV5_k14_task1_organization", device_map="auto") - Notebooks
- Google Colab
- Kaggle
ArabicNewSplits8_usingWellWrittenEssays_FineTuningAraBERT_run2_AugV5_k14_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: 0.6974
- Qwk: 0.6533
- Mse: 0.6974
- Rmse: 0.8351
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 | 0.0294 | 2 | 5.3076 | -0.0105 | 5.3076 | 2.3038 |
| No log | 0.0588 | 4 | 3.0956 | 0.0560 | 3.0956 | 1.7594 |
| No log | 0.0882 | 6 | 1.9089 | 0.0903 | 1.9089 | 1.3816 |
| No log | 0.1176 | 8 | 1.3361 | 0.2687 | 1.3361 | 1.1559 |
| No log | 0.1471 | 10 | 1.1591 | 0.2133 | 1.1591 | 1.0766 |
| No log | 0.1765 | 12 | 1.2359 | 0.2205 | 1.2359 | 1.1117 |
| No log | 0.2059 | 14 | 1.5618 | 0.1519 | 1.5618 | 1.2497 |
| No log | 0.2353 | 16 | 1.3564 | 0.1779 | 1.3564 | 1.1646 |
| No log | 0.2647 | 18 | 1.2087 | 0.2221 | 1.2087 | 1.0994 |
| No log | 0.2941 | 20 | 1.1387 | 0.2754 | 1.1387 | 1.0671 |
| No log | 0.3235 | 22 | 1.1241 | 0.2773 | 1.1241 | 1.0602 |
| No log | 0.3529 | 24 | 1.0494 | 0.3430 | 1.0494 | 1.0244 |
| No log | 0.3824 | 26 | 1.0491 | 0.3487 | 1.0491 | 1.0243 |
| No log | 0.4118 | 28 | 0.9692 | 0.3852 | 0.9692 | 0.9845 |
| No log | 0.4412 | 30 | 1.0223 | 0.4492 | 1.0223 | 1.0111 |
| No log | 0.4706 | 32 | 1.2754 | 0.3925 | 1.2754 | 1.1293 |
| No log | 0.5 | 34 | 1.2029 | 0.4448 | 1.2029 | 1.0968 |
| No log | 0.5294 | 36 | 1.0744 | 0.4275 | 1.0744 | 1.0365 |
| No log | 0.5588 | 38 | 1.0471 | 0.4342 | 1.0471 | 1.0233 |
| No log | 0.5882 | 40 | 0.9013 | 0.4120 | 0.9013 | 0.9494 |
| No log | 0.6176 | 42 | 0.9052 | 0.4097 | 0.9052 | 0.9514 |
| No log | 0.6471 | 44 | 0.8347 | 0.4403 | 0.8347 | 0.9136 |
| No log | 0.6765 | 46 | 0.8312 | 0.4701 | 0.8312 | 0.9117 |
| No log | 0.7059 | 48 | 0.8664 | 0.4483 | 0.8664 | 0.9308 |
| No log | 0.7353 | 50 | 1.0203 | 0.5123 | 1.0203 | 1.0101 |
| No log | 0.7647 | 52 | 1.1547 | 0.4461 | 1.1547 | 1.0746 |
| No log | 0.7941 | 54 | 1.1509 | 0.4700 | 1.1509 | 1.0728 |
| No log | 0.8235 | 56 | 0.9628 | 0.4800 | 0.9628 | 0.9812 |
| No log | 0.8529 | 58 | 0.9502 | 0.4705 | 0.9502 | 0.9748 |
| No log | 0.8824 | 60 | 0.8930 | 0.4800 | 0.8930 | 0.9450 |
| No log | 0.9118 | 62 | 0.9755 | 0.5428 | 0.9755 | 0.9877 |
| No log | 0.9412 | 64 | 1.3601 | 0.3929 | 1.3601 | 1.1662 |
| No log | 0.9706 | 66 | 1.2783 | 0.4097 | 1.2783 | 1.1306 |
| No log | 1.0 | 68 | 1.0046 | 0.5135 | 1.0046 | 1.0023 |
| No log | 1.0294 | 70 | 0.8380 | 0.5491 | 0.8380 | 0.9154 |
| No log | 1.0588 | 72 | 0.8494 | 0.4598 | 0.8494 | 0.9216 |
| No log | 1.0882 | 74 | 0.8248 | 0.4821 | 0.8248 | 0.9082 |
| No log | 1.1176 | 76 | 0.7632 | 0.6121 | 0.7632 | 0.8736 |
| No log | 1.1471 | 78 | 0.8009 | 0.6172 | 0.8009 | 0.8949 |
| No log | 1.1765 | 80 | 0.7711 | 0.6539 | 0.7711 | 0.8781 |
| No log | 1.2059 | 82 | 0.7539 | 0.6672 | 0.7539 | 0.8683 |
| No log | 1.2353 | 84 | 0.7988 | 0.6595 | 0.7988 | 0.8937 |
| No log | 1.2647 | 86 | 0.8263 | 0.6387 | 0.8263 | 0.9090 |
| No log | 1.2941 | 88 | 0.7885 | 0.6484 | 0.7885 | 0.8880 |
| No log | 1.3235 | 90 | 0.7765 | 0.6231 | 0.7765 | 0.8812 |
| No log | 1.3529 | 92 | 0.8159 | 0.6082 | 0.8159 | 0.9033 |
| No log | 1.3824 | 94 | 0.8641 | 0.5850 | 0.8641 | 0.9296 |
| No log | 1.4118 | 96 | 0.7921 | 0.6106 | 0.7921 | 0.8900 |
| No log | 1.4412 | 98 | 0.8520 | 0.6279 | 0.8520 | 0.9231 |
| No log | 1.4706 | 100 | 0.8736 | 0.5935 | 0.8736 | 0.9347 |
| No log | 1.5 | 102 | 0.8826 | 0.5994 | 0.8826 | 0.9395 |
| No log | 1.5294 | 104 | 0.8739 | 0.6158 | 0.8739 | 0.9348 |
| No log | 1.5588 | 106 | 0.8828 | 0.6191 | 0.8828 | 0.9395 |
| No log | 1.5882 | 108 | 0.8612 | 0.6146 | 0.8612 | 0.9280 |
| No log | 1.6176 | 110 | 0.9076 | 0.6293 | 0.9076 | 0.9527 |
| No log | 1.6471 | 112 | 0.8202 | 0.6729 | 0.8202 | 0.9056 |
| No log | 1.6765 | 114 | 0.7378 | 0.6255 | 0.7378 | 0.8589 |
| No log | 1.7059 | 116 | 0.8232 | 0.5725 | 0.8232 | 0.9073 |
| No log | 1.7353 | 118 | 0.8825 | 0.5403 | 0.8825 | 0.9394 |
| No log | 1.7647 | 120 | 0.9802 | 0.5317 | 0.9802 | 0.9900 |
| No log | 1.7941 | 122 | 1.0191 | 0.5347 | 1.0191 | 1.0095 |
| No log | 1.8235 | 124 | 0.7745 | 0.6008 | 0.7745 | 0.8801 |
| No log | 1.8529 | 126 | 0.7068 | 0.6342 | 0.7068 | 0.8407 |
| No log | 1.8824 | 128 | 0.8446 | 0.6341 | 0.8446 | 0.9190 |
| No log | 1.9118 | 130 | 1.0878 | 0.5268 | 1.0878 | 1.0430 |
| No log | 1.9412 | 132 | 0.9650 | 0.5808 | 0.9650 | 0.9824 |
| No log | 1.9706 | 134 | 0.9671 | 0.5737 | 0.9671 | 0.9834 |
| No log | 2.0 | 136 | 1.1376 | 0.4934 | 1.1376 | 1.0666 |
| No log | 2.0294 | 138 | 1.1665 | 0.5033 | 1.1665 | 1.0801 |
| No log | 2.0588 | 140 | 0.9273 | 0.5797 | 0.9273 | 0.9630 |
| No log | 2.0882 | 142 | 0.8621 | 0.6311 | 0.8621 | 0.9285 |
| No log | 2.1176 | 144 | 0.8689 | 0.6102 | 0.8689 | 0.9321 |
| No log | 2.1471 | 146 | 0.7789 | 0.6564 | 0.7789 | 0.8825 |
| No log | 2.1765 | 148 | 0.7256 | 0.6170 | 0.7256 | 0.8518 |
| No log | 2.2059 | 150 | 0.7188 | 0.6253 | 0.7188 | 0.8478 |
| No log | 2.2353 | 152 | 0.7033 | 0.6192 | 0.7033 | 0.8386 |
| No log | 2.2647 | 154 | 0.6975 | 0.6323 | 0.6975 | 0.8351 |
| No log | 2.2941 | 156 | 0.6993 | 0.6624 | 0.6993 | 0.8363 |
| No log | 2.3235 | 158 | 0.7011 | 0.6742 | 0.7011 | 0.8373 |
| No log | 2.3529 | 160 | 0.6749 | 0.6835 | 0.6749 | 0.8215 |
| No log | 2.3824 | 162 | 0.6771 | 0.7060 | 0.6771 | 0.8229 |
| No log | 2.4118 | 164 | 0.6655 | 0.6718 | 0.6655 | 0.8158 |
| No log | 2.4412 | 166 | 0.6700 | 0.6915 | 0.6700 | 0.8186 |
| No log | 2.4706 | 168 | 0.6862 | 0.6898 | 0.6862 | 0.8284 |
| No log | 2.5 | 170 | 0.6924 | 0.6965 | 0.6924 | 0.8321 |
| No log | 2.5294 | 172 | 0.7483 | 0.7103 | 0.7483 | 0.8651 |
| No log | 2.5588 | 174 | 0.7011 | 0.7270 | 0.7011 | 0.8373 |
| No log | 2.5882 | 176 | 0.6674 | 0.6968 | 0.6674 | 0.8170 |
| No log | 2.6176 | 178 | 0.6720 | 0.6901 | 0.6720 | 0.8198 |
| No log | 2.6471 | 180 | 0.6853 | 0.7022 | 0.6853 | 0.8278 |
| No log | 2.6765 | 182 | 0.8317 | 0.6410 | 0.8317 | 0.9120 |
| No log | 2.7059 | 184 | 0.7685 | 0.6705 | 0.7685 | 0.8766 |
| No log | 2.7353 | 186 | 0.6699 | 0.6740 | 0.6699 | 0.8185 |
| No log | 2.7647 | 188 | 0.6548 | 0.6875 | 0.6548 | 0.8092 |
| No log | 2.7941 | 190 | 0.6593 | 0.6630 | 0.6593 | 0.8120 |
| No log | 2.8235 | 192 | 0.6937 | 0.6624 | 0.6937 | 0.8329 |
| No log | 2.8529 | 194 | 0.7091 | 0.6595 | 0.7091 | 0.8421 |
| No log | 2.8824 | 196 | 0.7236 | 0.6654 | 0.7236 | 0.8506 |
| No log | 2.9118 | 198 | 0.7197 | 0.6798 | 0.7197 | 0.8484 |
| No log | 2.9412 | 200 | 0.8383 | 0.6382 | 0.8383 | 0.9156 |
| No log | 2.9706 | 202 | 0.8241 | 0.6244 | 0.8241 | 0.9078 |
| No log | 3.0 | 204 | 0.7205 | 0.6102 | 0.7205 | 0.8488 |
| No log | 3.0294 | 206 | 0.7324 | 0.5663 | 0.7324 | 0.8558 |
| No log | 3.0588 | 208 | 0.8171 | 0.5977 | 0.8171 | 0.9040 |
| No log | 3.0882 | 210 | 0.9972 | 0.5491 | 0.9972 | 0.9986 |
| No log | 3.1176 | 212 | 0.9762 | 0.5609 | 0.9762 | 0.9880 |
| No log | 3.1471 | 214 | 0.8090 | 0.5977 | 0.8090 | 0.8995 |
| No log | 3.1765 | 216 | 0.7015 | 0.6238 | 0.7015 | 0.8376 |
| No log | 3.2059 | 218 | 0.6981 | 0.6450 | 0.6981 | 0.8355 |
| No log | 3.2353 | 220 | 0.7573 | 0.6741 | 0.7573 | 0.8702 |
| No log | 3.2647 | 222 | 0.7620 | 0.6646 | 0.7620 | 0.8729 |
| No log | 3.2941 | 224 | 0.7980 | 0.6637 | 0.7980 | 0.8933 |
| No log | 3.3235 | 226 | 0.7643 | 0.6565 | 0.7643 | 0.8742 |
| No log | 3.3529 | 228 | 0.7082 | 0.6169 | 0.7082 | 0.8416 |
| No log | 3.3824 | 230 | 0.7185 | 0.6308 | 0.7185 | 0.8476 |
| No log | 3.4118 | 232 | 0.7506 | 0.6248 | 0.7506 | 0.8664 |
| No log | 3.4412 | 234 | 0.7406 | 0.6316 | 0.7406 | 0.8606 |
| No log | 3.4706 | 236 | 0.7153 | 0.6043 | 0.7153 | 0.8458 |
| No log | 3.5 | 238 | 0.7281 | 0.5938 | 0.7281 | 0.8533 |
| No log | 3.5294 | 240 | 0.7444 | 0.5945 | 0.7444 | 0.8628 |
| No log | 3.5588 | 242 | 0.7689 | 0.5942 | 0.7689 | 0.8769 |
| No log | 3.5882 | 244 | 0.7771 | 0.6030 | 0.7771 | 0.8815 |
| No log | 3.6176 | 246 | 0.7863 | 0.5801 | 0.7863 | 0.8867 |
| No log | 3.6471 | 248 | 0.8001 | 0.5830 | 0.8001 | 0.8945 |
| No log | 3.6765 | 250 | 0.7875 | 0.5653 | 0.7875 | 0.8874 |
| No log | 3.7059 | 252 | 0.7699 | 0.5774 | 0.7699 | 0.8774 |
| No log | 3.7353 | 254 | 0.7495 | 0.5641 | 0.7495 | 0.8658 |
| No log | 3.7647 | 256 | 0.7024 | 0.6015 | 0.7024 | 0.8381 |
| No log | 3.7941 | 258 | 0.6880 | 0.6177 | 0.6880 | 0.8295 |
| No log | 3.8235 | 260 | 0.6833 | 0.5943 | 0.6833 | 0.8266 |
| No log | 3.8529 | 262 | 0.7142 | 0.6096 | 0.7142 | 0.8451 |
| No log | 3.8824 | 264 | 0.7373 | 0.5970 | 0.7373 | 0.8587 |
| No log | 3.9118 | 266 | 0.7078 | 0.5733 | 0.7078 | 0.8413 |
| No log | 3.9412 | 268 | 0.7255 | 0.5800 | 0.7255 | 0.8517 |
| No log | 3.9706 | 270 | 0.7258 | 0.5740 | 0.7258 | 0.8519 |
| No log | 4.0 | 272 | 0.6817 | 0.6119 | 0.6817 | 0.8256 |
| No log | 4.0294 | 274 | 0.6638 | 0.6699 | 0.6638 | 0.8147 |
| No log | 4.0588 | 276 | 0.6662 | 0.6839 | 0.6662 | 0.8162 |
| No log | 4.0882 | 278 | 0.7112 | 0.6487 | 0.7112 | 0.8433 |
| No log | 4.1176 | 280 | 0.7218 | 0.6318 | 0.7218 | 0.8496 |
| No log | 4.1471 | 282 | 0.7555 | 0.6286 | 0.7555 | 0.8692 |
| No log | 4.1765 | 284 | 0.8602 | 0.6187 | 0.8602 | 0.9275 |
| No log | 4.2059 | 286 | 0.8678 | 0.5915 | 0.8678 | 0.9316 |
| No log | 4.2353 | 288 | 0.7488 | 0.6322 | 0.7488 | 0.8653 |
| No log | 4.2647 | 290 | 0.7240 | 0.5995 | 0.7240 | 0.8509 |
| No log | 4.2941 | 292 | 0.7341 | 0.6068 | 0.7341 | 0.8568 |
| No log | 4.3235 | 294 | 0.7935 | 0.6204 | 0.7935 | 0.8908 |
| No log | 4.3529 | 296 | 0.8806 | 0.6225 | 0.8806 | 0.9384 |
| No log | 4.3824 | 298 | 1.0291 | 0.5536 | 1.0291 | 1.0144 |
| No log | 4.4118 | 300 | 1.1324 | 0.5214 | 1.1324 | 1.0642 |
| No log | 4.4412 | 302 | 0.9856 | 0.5913 | 0.9856 | 0.9928 |
| No log | 4.4706 | 304 | 0.9075 | 0.6271 | 0.9075 | 0.9526 |
| No log | 4.5 | 306 | 0.8230 | 0.6412 | 0.8230 | 0.9072 |
| No log | 4.5294 | 308 | 0.8531 | 0.6282 | 0.8531 | 0.9236 |
| No log | 4.5588 | 310 | 0.7945 | 0.6576 | 0.7945 | 0.8913 |
| No log | 4.5882 | 312 | 0.7883 | 0.6616 | 0.7883 | 0.8879 |
| No log | 4.6176 | 314 | 0.7306 | 0.6524 | 0.7306 | 0.8548 |
| No log | 4.6471 | 316 | 0.6941 | 0.6742 | 0.6941 | 0.8331 |
| No log | 4.6765 | 318 | 0.6850 | 0.6762 | 0.6850 | 0.8276 |
| No log | 4.7059 | 320 | 0.7318 | 0.6586 | 0.7318 | 0.8555 |
| No log | 4.7353 | 322 | 0.7662 | 0.6331 | 0.7662 | 0.8753 |
| No log | 4.7647 | 324 | 0.7386 | 0.6331 | 0.7386 | 0.8594 |
| No log | 4.7941 | 326 | 0.6402 | 0.6932 | 0.6402 | 0.8001 |
| No log | 4.8235 | 328 | 0.6652 | 0.6728 | 0.6652 | 0.8156 |
| No log | 4.8529 | 330 | 0.7354 | 0.6129 | 0.7354 | 0.8575 |
| No log | 4.8824 | 332 | 0.7216 | 0.6190 | 0.7216 | 0.8495 |
| No log | 4.9118 | 334 | 0.6667 | 0.6045 | 0.6667 | 0.8165 |
| No log | 4.9412 | 336 | 0.6460 | 0.6707 | 0.6460 | 0.8038 |
| No log | 4.9706 | 338 | 0.7378 | 0.6132 | 0.7378 | 0.8590 |
| No log | 5.0 | 340 | 0.7207 | 0.6477 | 0.7207 | 0.8489 |
| No log | 5.0294 | 342 | 0.6224 | 0.7290 | 0.6224 | 0.7889 |
| No log | 5.0588 | 344 | 0.6356 | 0.6713 | 0.6356 | 0.7972 |
| No log | 5.0882 | 346 | 0.6334 | 0.6705 | 0.6334 | 0.7958 |
| No log | 5.1176 | 348 | 0.6168 | 0.7013 | 0.6168 | 0.7854 |
| No log | 5.1471 | 350 | 0.6350 | 0.6505 | 0.6350 | 0.7969 |
| No log | 5.1765 | 352 | 0.6639 | 0.5895 | 0.6639 | 0.8148 |
| No log | 5.2059 | 354 | 0.6684 | 0.5787 | 0.6684 | 0.8176 |
| No log | 5.2353 | 356 | 0.6510 | 0.6181 | 0.6510 | 0.8069 |
| No log | 5.2647 | 358 | 0.6313 | 0.6418 | 0.6313 | 0.7946 |
| No log | 5.2941 | 360 | 0.6193 | 0.6918 | 0.6193 | 0.7870 |
| No log | 5.3235 | 362 | 0.6427 | 0.7001 | 0.6427 | 0.8017 |
| No log | 5.3529 | 364 | 0.6633 | 0.6939 | 0.6633 | 0.8144 |
| No log | 5.3824 | 366 | 0.6395 | 0.7136 | 0.6395 | 0.7997 |
| No log | 5.4118 | 368 | 0.6418 | 0.6863 | 0.6418 | 0.8011 |
| No log | 5.4412 | 370 | 0.6435 | 0.6807 | 0.6435 | 0.8022 |
| No log | 5.4706 | 372 | 0.6576 | 0.6573 | 0.6576 | 0.8109 |
| No log | 5.5 | 374 | 0.6848 | 0.6522 | 0.6848 | 0.8275 |
| No log | 5.5294 | 376 | 0.6909 | 0.6675 | 0.6909 | 0.8312 |
| No log | 5.5588 | 378 | 0.6916 | 0.6696 | 0.6916 | 0.8316 |
| No log | 5.5882 | 380 | 0.6866 | 0.6674 | 0.6866 | 0.8286 |
| No log | 5.6176 | 382 | 0.6603 | 0.6951 | 0.6603 | 0.8126 |
| No log | 5.6471 | 384 | 0.6528 | 0.6730 | 0.6528 | 0.8079 |
| No log | 5.6765 | 386 | 0.6546 | 0.6661 | 0.6546 | 0.8091 |
| No log | 5.7059 | 388 | 0.7045 | 0.6430 | 0.7045 | 0.8393 |
| No log | 5.7353 | 390 | 0.7032 | 0.6298 | 0.7032 | 0.8386 |
| No log | 5.7647 | 392 | 0.6657 | 0.6271 | 0.6657 | 0.8159 |
| No log | 5.7941 | 394 | 0.6455 | 0.6340 | 0.6455 | 0.8034 |
| No log | 5.8235 | 396 | 0.6329 | 0.6306 | 0.6329 | 0.7956 |
| No log | 5.8529 | 398 | 0.6266 | 0.6704 | 0.6266 | 0.7916 |
| No log | 5.8824 | 400 | 0.6197 | 0.6827 | 0.6197 | 0.7872 |
| No log | 5.9118 | 402 | 0.6411 | 0.6725 | 0.6411 | 0.8007 |
| No log | 5.9412 | 404 | 0.6519 | 0.6675 | 0.6519 | 0.8074 |
| No log | 5.9706 | 406 | 0.6844 | 0.6718 | 0.6844 | 0.8273 |
| No log | 6.0 | 408 | 0.6932 | 0.6665 | 0.6932 | 0.8326 |
| No log | 6.0294 | 410 | 0.6544 | 0.6826 | 0.6544 | 0.8090 |
| No log | 6.0588 | 412 | 0.6657 | 0.6859 | 0.6657 | 0.8159 |
| No log | 6.0882 | 414 | 0.6963 | 0.6655 | 0.6963 | 0.8345 |
| No log | 6.1176 | 416 | 0.7685 | 0.6555 | 0.7685 | 0.8766 |
| No log | 6.1471 | 418 | 0.8176 | 0.6426 | 0.8176 | 0.9042 |
| No log | 6.1765 | 420 | 0.8737 | 0.6061 | 0.8737 | 0.9347 |
| No log | 6.2059 | 422 | 0.8523 | 0.5971 | 0.8523 | 0.9232 |
| No log | 6.2353 | 424 | 0.7588 | 0.6584 | 0.7588 | 0.8711 |
| No log | 6.2647 | 426 | 0.7919 | 0.6501 | 0.7919 | 0.8899 |
| No log | 6.2941 | 428 | 0.9231 | 0.5628 | 0.9231 | 0.9608 |
| No log | 6.3235 | 430 | 0.9003 | 0.6000 | 0.9003 | 0.9488 |
| No log | 6.3529 | 432 | 0.7691 | 0.6492 | 0.7691 | 0.8770 |
| No log | 6.3824 | 434 | 0.6742 | 0.6348 | 0.6742 | 0.8211 |
| No log | 6.4118 | 436 | 0.6716 | 0.6354 | 0.6716 | 0.8195 |
| No log | 6.4412 | 438 | 0.6907 | 0.5998 | 0.6907 | 0.8311 |
| No log | 6.4706 | 440 | 0.7079 | 0.5884 | 0.7079 | 0.8414 |
| No log | 6.5 | 442 | 0.7260 | 0.5783 | 0.7260 | 0.8521 |
| No log | 6.5294 | 444 | 0.7462 | 0.5771 | 0.7462 | 0.8638 |
| No log | 6.5588 | 446 | 0.7826 | 0.5872 | 0.7826 | 0.8846 |
| No log | 6.5882 | 448 | 0.7337 | 0.5989 | 0.7337 | 0.8566 |
| No log | 6.6176 | 450 | 0.6966 | 0.6112 | 0.6966 | 0.8346 |
| No log | 6.6471 | 452 | 0.6851 | 0.6170 | 0.6851 | 0.8277 |
| No log | 6.6765 | 454 | 0.6714 | 0.6327 | 0.6714 | 0.8194 |
| No log | 6.7059 | 456 | 0.6850 | 0.6740 | 0.6850 | 0.8277 |
| No log | 6.7353 | 458 | 0.6928 | 0.6732 | 0.6928 | 0.8324 |
| No log | 6.7647 | 460 | 0.6636 | 0.6262 | 0.6636 | 0.8146 |
| No log | 6.7941 | 462 | 0.6879 | 0.6021 | 0.6879 | 0.8294 |
| No log | 6.8235 | 464 | 0.7105 | 0.5669 | 0.7105 | 0.8429 |
| No log | 6.8529 | 466 | 0.6740 | 0.6416 | 0.6740 | 0.8210 |
| No log | 6.8824 | 468 | 0.7194 | 0.6174 | 0.7194 | 0.8482 |
| No log | 6.9118 | 470 | 0.7446 | 0.6202 | 0.7446 | 0.8629 |
| No log | 6.9412 | 472 | 0.6799 | 0.6319 | 0.6799 | 0.8246 |
| No log | 6.9706 | 474 | 0.6669 | 0.6078 | 0.6669 | 0.8167 |
| No log | 7.0 | 476 | 0.6931 | 0.6233 | 0.6931 | 0.8325 |
| No log | 7.0294 | 478 | 0.6788 | 0.5952 | 0.6788 | 0.8239 |
| No log | 7.0588 | 480 | 0.7140 | 0.6516 | 0.7140 | 0.8450 |
| No log | 7.0882 | 482 | 0.8810 | 0.6094 | 0.8810 | 0.9386 |
| No log | 7.1176 | 484 | 0.9973 | 0.5679 | 0.9973 | 0.9987 |
| No log | 7.1471 | 486 | 0.9173 | 0.5985 | 0.9173 | 0.9578 |
| No log | 7.1765 | 488 | 0.7748 | 0.6261 | 0.7748 | 0.8802 |
| No log | 7.2059 | 490 | 0.7398 | 0.6230 | 0.7398 | 0.8601 |
| No log | 7.2353 | 492 | 0.7197 | 0.5798 | 0.7197 | 0.8484 |
| No log | 7.2647 | 494 | 0.7740 | 0.6020 | 0.7740 | 0.8797 |
| No log | 7.2941 | 496 | 0.8201 | 0.5947 | 0.8201 | 0.9056 |
| No log | 7.3235 | 498 | 0.8390 | 0.5915 | 0.8390 | 0.9159 |
| 0.3888 | 7.3529 | 500 | 0.8195 | 0.5830 | 0.8195 | 0.9053 |
| 0.3888 | 7.3824 | 502 | 0.7605 | 0.5668 | 0.7605 | 0.8721 |
| 0.3888 | 7.4118 | 504 | 0.7165 | 0.5546 | 0.7165 | 0.8465 |
| 0.3888 | 7.4412 | 506 | 0.7249 | 0.6205 | 0.7249 | 0.8514 |
| 0.3888 | 7.4706 | 508 | 0.7487 | 0.6142 | 0.7487 | 0.8652 |
| 0.3888 | 7.5 | 510 | 0.7810 | 0.6020 | 0.7810 | 0.8838 |
| 0.3888 | 7.5294 | 512 | 0.7435 | 0.5591 | 0.7435 | 0.8623 |
| 0.3888 | 7.5588 | 514 | 0.7234 | 0.5528 | 0.7234 | 0.8505 |
| 0.3888 | 7.5882 | 516 | 0.7111 | 0.5680 | 0.7111 | 0.8433 |
| 0.3888 | 7.6176 | 518 | 0.7089 | 0.6434 | 0.7089 | 0.8420 |
| 0.3888 | 7.6471 | 520 | 0.6863 | 0.6591 | 0.6863 | 0.8285 |
| 0.3888 | 7.6765 | 522 | 0.6846 | 0.6738 | 0.6846 | 0.8274 |
| 0.3888 | 7.7059 | 524 | 0.6743 | 0.6926 | 0.6743 | 0.8212 |
| 0.3888 | 7.7353 | 526 | 0.6853 | 0.6586 | 0.6853 | 0.8278 |
| 0.3888 | 7.7647 | 528 | 0.7049 | 0.6849 | 0.7049 | 0.8396 |
| 0.3888 | 7.7941 | 530 | 0.7119 | 0.6849 | 0.7119 | 0.8437 |
| 0.3888 | 7.8235 | 532 | 0.7550 | 0.6955 | 0.7550 | 0.8689 |
| 0.3888 | 7.8529 | 534 | 0.7769 | 0.6854 | 0.7769 | 0.8814 |
| 0.3888 | 7.8824 | 536 | 0.7149 | 0.6948 | 0.7149 | 0.8455 |
| 0.3888 | 7.9118 | 538 | 0.6847 | 0.6872 | 0.6847 | 0.8274 |
| 0.3888 | 7.9412 | 540 | 0.6923 | 0.6293 | 0.6923 | 0.8321 |
| 0.3888 | 7.9706 | 542 | 0.7240 | 0.6321 | 0.7240 | 0.8509 |
| 0.3888 | 8.0 | 544 | 0.8200 | 0.6400 | 0.8200 | 0.9055 |
| 0.3888 | 8.0294 | 546 | 0.9169 | 0.6131 | 0.9169 | 0.9575 |
| 0.3888 | 8.0588 | 548 | 0.8890 | 0.6415 | 0.8890 | 0.9429 |
| 0.3888 | 8.0882 | 550 | 0.7898 | 0.6674 | 0.7898 | 0.8887 |
| 0.3888 | 8.1176 | 552 | 0.7333 | 0.6917 | 0.7333 | 0.8563 |
| 0.3888 | 8.1471 | 554 | 0.7200 | 0.6973 | 0.7200 | 0.8485 |
| 0.3888 | 8.1765 | 556 | 0.7607 | 0.6899 | 0.7607 | 0.8722 |
| 0.3888 | 8.2059 | 558 | 0.8224 | 0.6445 | 0.8224 | 0.9069 |
| 0.3888 | 8.2353 | 560 | 0.8149 | 0.6410 | 0.8149 | 0.9027 |
| 0.3888 | 8.2647 | 562 | 0.7840 | 0.6789 | 0.7840 | 0.8854 |
| 0.3888 | 8.2941 | 564 | 0.7579 | 0.6970 | 0.7579 | 0.8706 |
| 0.3888 | 8.3235 | 566 | 0.7464 | 0.6862 | 0.7464 | 0.8640 |
| 0.3888 | 8.3529 | 568 | 0.7772 | 0.6898 | 0.7772 | 0.8816 |
| 0.3888 | 8.3824 | 570 | 0.8852 | 0.6649 | 0.8852 | 0.9408 |
| 0.3888 | 8.4118 | 572 | 1.0010 | 0.6026 | 1.0010 | 1.0005 |
| 0.3888 | 8.4412 | 574 | 1.0854 | 0.5718 | 1.0854 | 1.0418 |
| 0.3888 | 8.4706 | 576 | 1.0113 | 0.6120 | 1.0113 | 1.0056 |
| 0.3888 | 8.5 | 578 | 0.8912 | 0.6898 | 0.8912 | 0.9440 |
| 0.3888 | 8.5294 | 580 | 0.8160 | 0.6778 | 0.8160 | 0.9033 |
| 0.3888 | 8.5588 | 582 | 0.8251 | 0.6683 | 0.8251 | 0.9084 |
| 0.3888 | 8.5882 | 584 | 0.8796 | 0.6898 | 0.8796 | 0.9379 |
| 0.3888 | 8.6176 | 586 | 0.8514 | 0.6731 | 0.8514 | 0.9227 |
| 0.3888 | 8.6471 | 588 | 0.7822 | 0.6843 | 0.7822 | 0.8844 |
| 0.3888 | 8.6765 | 590 | 0.7831 | 0.6920 | 0.7831 | 0.8849 |
| 0.3888 | 8.7059 | 592 | 0.7562 | 0.6866 | 0.7562 | 0.8696 |
| 0.3888 | 8.7353 | 594 | 0.7380 | 0.6358 | 0.7380 | 0.8591 |
| 0.3888 | 8.7647 | 596 | 0.7542 | 0.6057 | 0.7542 | 0.8685 |
| 0.3888 | 8.7941 | 598 | 0.7617 | 0.5782 | 0.7617 | 0.8728 |
| 0.3888 | 8.8235 | 600 | 0.7462 | 0.5950 | 0.7462 | 0.8638 |
| 0.3888 | 8.8529 | 602 | 0.7442 | 0.6224 | 0.7442 | 0.8627 |
| 0.3888 | 8.8824 | 604 | 0.7221 | 0.6356 | 0.7221 | 0.8498 |
| 0.3888 | 8.9118 | 606 | 0.7097 | 0.6409 | 0.7097 | 0.8424 |
| 0.3888 | 8.9412 | 608 | 0.6853 | 0.6733 | 0.6853 | 0.8278 |
| 0.3888 | 8.9706 | 610 | 0.7017 | 0.6529 | 0.7017 | 0.8377 |
| 0.3888 | 9.0 | 612 | 0.7497 | 0.6529 | 0.7497 | 0.8658 |
| 0.3888 | 9.0294 | 614 | 0.7650 | 0.6501 | 0.7650 | 0.8746 |
| 0.3888 | 9.0588 | 616 | 0.7255 | 0.6989 | 0.7255 | 0.8518 |
| 0.3888 | 9.0882 | 618 | 0.6752 | 0.7027 | 0.6752 | 0.8217 |
| 0.3888 | 9.1176 | 620 | 0.6581 | 0.6945 | 0.6581 | 0.8112 |
| 0.3888 | 9.1471 | 622 | 0.6851 | 0.7018 | 0.6851 | 0.8277 |
| 0.3888 | 9.1765 | 624 | 0.7261 | 0.6864 | 0.7261 | 0.8521 |
| 0.3888 | 9.2059 | 626 | 0.7265 | 0.6785 | 0.7265 | 0.8524 |
| 0.3888 | 9.2353 | 628 | 0.6768 | 0.6840 | 0.6768 | 0.8227 |
| 0.3888 | 9.2647 | 630 | 0.6556 | 0.6757 | 0.6556 | 0.8097 |
| 0.3888 | 9.2941 | 632 | 0.6538 | 0.7134 | 0.6538 | 0.8086 |
| 0.3888 | 9.3235 | 634 | 0.6658 | 0.6729 | 0.6658 | 0.8160 |
| 0.3888 | 9.3529 | 636 | 0.7930 | 0.6921 | 0.7930 | 0.8905 |
| 0.3888 | 9.3824 | 638 | 0.9698 | 0.6278 | 0.9698 | 0.9848 |
| 0.3888 | 9.4118 | 640 | 0.9990 | 0.6154 | 0.9990 | 0.9995 |
| 0.3888 | 9.4412 | 642 | 0.9437 | 0.6333 | 0.9437 | 0.9714 |
| 0.3888 | 9.4706 | 644 | 0.8429 | 0.6572 | 0.8429 | 0.9181 |
| 0.3888 | 9.5 | 646 | 0.7287 | 0.6997 | 0.7287 | 0.8537 |
| 0.3888 | 9.5294 | 648 | 0.6979 | 0.7074 | 0.6979 | 0.8354 |
| 0.3888 | 9.5588 | 650 | 0.7127 | 0.6955 | 0.7127 | 0.8442 |
| 0.3888 | 9.5882 | 652 | 0.7633 | 0.6955 | 0.7633 | 0.8737 |
| 0.3888 | 9.6176 | 654 | 0.8187 | 0.6637 | 0.8187 | 0.9048 |
| 0.3888 | 9.6471 | 656 | 0.8184 | 0.6666 | 0.8184 | 0.9046 |
| 0.3888 | 9.6765 | 658 | 0.8509 | 0.6336 | 0.8509 | 0.9225 |
| 0.3888 | 9.7059 | 660 | 0.8171 | 0.6406 | 0.8171 | 0.9039 |
| 0.3888 | 9.7353 | 662 | 0.8160 | 0.6609 | 0.8160 | 0.9033 |
| 0.3888 | 9.7647 | 664 | 0.8099 | 0.6713 | 0.8099 | 0.9000 |
| 0.3888 | 9.7941 | 666 | 0.8126 | 0.6860 | 0.8126 | 0.9015 |
| 0.3888 | 9.8235 | 668 | 0.7678 | 0.6950 | 0.7678 | 0.8762 |
| 0.3888 | 9.8529 | 670 | 0.7740 | 0.7056 | 0.7740 | 0.8798 |
| 0.3888 | 9.8824 | 672 | 0.8201 | 0.6823 | 0.8201 | 0.9056 |
| 0.3888 | 9.9118 | 674 | 0.8415 | 0.6860 | 0.8415 | 0.9173 |
| 0.3888 | 9.9412 | 676 | 0.8780 | 0.6629 | 0.8780 | 0.9370 |
| 0.3888 | 9.9706 | 678 | 0.9525 | 0.6355 | 0.9525 | 0.9760 |
| 0.3888 | 10.0 | 680 | 1.0414 | 0.5902 | 1.0414 | 1.0205 |
| 0.3888 | 10.0294 | 682 | 0.9744 | 0.6304 | 0.9744 | 0.9871 |
| 0.3888 | 10.0588 | 684 | 0.8104 | 0.6874 | 0.8104 | 0.9002 |
| 0.3888 | 10.0882 | 686 | 0.7361 | 0.6662 | 0.7361 | 0.8579 |
| 0.3888 | 10.1176 | 688 | 0.6987 | 0.6903 | 0.6987 | 0.8359 |
| 0.3888 | 10.1471 | 690 | 0.6930 | 0.6612 | 0.6930 | 0.8325 |
| 0.3888 | 10.1765 | 692 | 0.6891 | 0.6795 | 0.6891 | 0.8301 |
| 0.3888 | 10.2059 | 694 | 0.7345 | 0.6864 | 0.7345 | 0.8571 |
| 0.3888 | 10.2353 | 696 | 0.8072 | 0.6990 | 0.8072 | 0.8984 |
| 0.3888 | 10.2647 | 698 | 0.7893 | 0.6990 | 0.7893 | 0.8884 |
| 0.3888 | 10.2941 | 700 | 0.7152 | 0.6924 | 0.7152 | 0.8457 |
| 0.3888 | 10.3235 | 702 | 0.6662 | 0.6901 | 0.6662 | 0.8162 |
| 0.3888 | 10.3529 | 704 | 0.6750 | 0.6904 | 0.6750 | 0.8216 |
| 0.3888 | 10.3824 | 706 | 0.6894 | 0.6760 | 0.6894 | 0.8303 |
| 0.3888 | 10.4118 | 708 | 0.6991 | 0.6771 | 0.6991 | 0.8361 |
| 0.3888 | 10.4412 | 710 | 0.7255 | 0.6181 | 0.7255 | 0.8517 |
| 0.3888 | 10.4706 | 712 | 0.7889 | 0.6156 | 0.7889 | 0.8882 |
| 0.3888 | 10.5 | 714 | 0.8107 | 0.6202 | 0.8107 | 0.9004 |
| 0.3888 | 10.5294 | 716 | 0.7770 | 0.6117 | 0.7770 | 0.8815 |
| 0.3888 | 10.5588 | 718 | 0.7947 | 0.6083 | 0.7947 | 0.8914 |
| 0.3888 | 10.5882 | 720 | 0.8204 | 0.6166 | 0.8204 | 0.9058 |
| 0.3888 | 10.6176 | 722 | 0.8232 | 0.6177 | 0.8232 | 0.9073 |
| 0.3888 | 10.6471 | 724 | 0.8430 | 0.6283 | 0.8430 | 0.9182 |
| 0.3888 | 10.6765 | 726 | 0.8395 | 0.6356 | 0.8395 | 0.9163 |
| 0.3888 | 10.7059 | 728 | 0.8457 | 0.6333 | 0.8457 | 0.9196 |
| 0.3888 | 10.7353 | 730 | 0.8411 | 0.6558 | 0.8411 | 0.9171 |
| 0.3888 | 10.7647 | 732 | 0.9116 | 0.6445 | 0.9116 | 0.9548 |
| 0.3888 | 10.7941 | 734 | 0.9766 | 0.6018 | 0.9766 | 0.9882 |
| 0.3888 | 10.8235 | 736 | 0.8454 | 0.6648 | 0.8454 | 0.9195 |
| 0.3888 | 10.8529 | 738 | 0.7017 | 0.6663 | 0.7017 | 0.8377 |
| 0.3888 | 10.8824 | 740 | 0.6689 | 0.6948 | 0.6689 | 0.8178 |
| 0.3888 | 10.9118 | 742 | 0.6575 | 0.6930 | 0.6575 | 0.8108 |
| 0.3888 | 10.9412 | 744 | 0.6555 | 0.6835 | 0.6555 | 0.8096 |
| 0.3888 | 10.9706 | 746 | 0.6555 | 0.6952 | 0.6555 | 0.8096 |
| 0.3888 | 11.0 | 748 | 0.6358 | 0.6912 | 0.6358 | 0.7974 |
| 0.3888 | 11.0294 | 750 | 0.6629 | 0.6593 | 0.6629 | 0.8142 |
| 0.3888 | 11.0588 | 752 | 0.7137 | 0.6398 | 0.7137 | 0.8448 |
| 0.3888 | 11.0882 | 754 | 0.7154 | 0.6159 | 0.7154 | 0.8458 |
| 0.3888 | 11.1176 | 756 | 0.6851 | 0.6208 | 0.6851 | 0.8277 |
| 0.3888 | 11.1471 | 758 | 0.6814 | 0.6020 | 0.6814 | 0.8254 |
| 0.3888 | 11.1765 | 760 | 0.6920 | 0.6319 | 0.6920 | 0.8319 |
| 0.3888 | 11.2059 | 762 | 0.7100 | 0.6501 | 0.7100 | 0.8426 |
| 0.3888 | 11.2353 | 764 | 0.7095 | 0.6769 | 0.7095 | 0.8423 |
| 0.3888 | 11.2647 | 766 | 0.6927 | 0.6681 | 0.6927 | 0.8323 |
| 0.3888 | 11.2941 | 768 | 0.6857 | 0.6680 | 0.6857 | 0.8280 |
| 0.3888 | 11.3235 | 770 | 0.6776 | 0.6599 | 0.6776 | 0.8232 |
| 0.3888 | 11.3529 | 772 | 0.6619 | 0.6790 | 0.6619 | 0.8136 |
| 0.3888 | 11.3824 | 774 | 0.6471 | 0.7165 | 0.6471 | 0.8045 |
| 0.3888 | 11.4118 | 776 | 0.6402 | 0.7034 | 0.6402 | 0.8001 |
| 0.3888 | 11.4412 | 778 | 0.6366 | 0.7026 | 0.6366 | 0.7979 |
| 0.3888 | 11.4706 | 780 | 0.6484 | 0.6733 | 0.6484 | 0.8052 |
| 0.3888 | 11.5 | 782 | 0.6680 | 0.6578 | 0.6680 | 0.8173 |
| 0.3888 | 11.5294 | 784 | 0.6590 | 0.6578 | 0.6590 | 0.8118 |
| 0.3888 | 11.5588 | 786 | 0.6349 | 0.6744 | 0.6349 | 0.7968 |
| 0.3888 | 11.5882 | 788 | 0.6177 | 0.6998 | 0.6177 | 0.7859 |
| 0.3888 | 11.6176 | 790 | 0.6317 | 0.7112 | 0.6317 | 0.7948 |
| 0.3888 | 11.6471 | 792 | 0.6230 | 0.7185 | 0.6230 | 0.7893 |
| 0.3888 | 11.6765 | 794 | 0.6348 | 0.6715 | 0.6348 | 0.7967 |
| 0.3888 | 11.7059 | 796 | 0.7239 | 0.6741 | 0.7239 | 0.8508 |
| 0.3888 | 11.7353 | 798 | 0.7461 | 0.6741 | 0.7461 | 0.8638 |
| 0.3888 | 11.7647 | 800 | 0.6868 | 0.6761 | 0.6868 | 0.8287 |
| 0.3888 | 11.7941 | 802 | 0.6458 | 0.6596 | 0.6458 | 0.8036 |
| 0.3888 | 11.8235 | 804 | 0.6334 | 0.6454 | 0.6334 | 0.7959 |
| 0.3888 | 11.8529 | 806 | 0.6375 | 0.6535 | 0.6375 | 0.7984 |
| 0.3888 | 11.8824 | 808 | 0.7095 | 0.6853 | 0.7095 | 0.8423 |
| 0.3888 | 11.9118 | 810 | 0.7378 | 0.6563 | 0.7378 | 0.8589 |
| 0.3888 | 11.9412 | 812 | 0.7420 | 0.6511 | 0.7420 | 0.8614 |
| 0.3888 | 11.9706 | 814 | 0.6763 | 0.7047 | 0.6763 | 0.8224 |
| 0.3888 | 12.0 | 816 | 0.6449 | 0.6865 | 0.6449 | 0.8030 |
| 0.3888 | 12.0294 | 818 | 0.6344 | 0.6808 | 0.6344 | 0.7965 |
| 0.3888 | 12.0588 | 820 | 0.6402 | 0.6690 | 0.6402 | 0.8001 |
| 0.3888 | 12.0882 | 822 | 0.6505 | 0.6599 | 0.6505 | 0.8065 |
| 0.3888 | 12.1176 | 824 | 0.6557 | 0.6609 | 0.6557 | 0.8097 |
| 0.3888 | 12.1471 | 826 | 0.6577 | 0.6680 | 0.6577 | 0.8110 |
| 0.3888 | 12.1765 | 828 | 0.6742 | 0.6969 | 0.6742 | 0.8211 |
| 0.3888 | 12.2059 | 830 | 0.7121 | 0.6309 | 0.7121 | 0.8439 |
| 0.3888 | 12.2353 | 832 | 0.7606 | 0.6305 | 0.7606 | 0.8721 |
| 0.3888 | 12.2647 | 834 | 0.7698 | 0.6249 | 0.7698 | 0.8774 |
| 0.3888 | 12.2941 | 836 | 0.7387 | 0.5958 | 0.7387 | 0.8595 |
| 0.3888 | 12.3235 | 838 | 0.7017 | 0.6013 | 0.7017 | 0.8377 |
| 0.3888 | 12.3529 | 840 | 0.6827 | 0.6130 | 0.6827 | 0.8262 |
| 0.3888 | 12.3824 | 842 | 0.6673 | 0.6555 | 0.6673 | 0.8169 |
| 0.3888 | 12.4118 | 844 | 0.6607 | 0.6913 | 0.6607 | 0.8128 |
| 0.3888 | 12.4412 | 846 | 0.6649 | 0.7072 | 0.6649 | 0.8154 |
| 0.3888 | 12.4706 | 848 | 0.6936 | 0.6966 | 0.6936 | 0.8328 |
| 0.3888 | 12.5 | 850 | 0.7986 | 0.6418 | 0.7986 | 0.8936 |
| 0.3888 | 12.5294 | 852 | 0.8277 | 0.6226 | 0.8277 | 0.9098 |
| 0.3888 | 12.5588 | 854 | 0.8275 | 0.6215 | 0.8275 | 0.9097 |
| 0.3888 | 12.5882 | 856 | 0.7722 | 0.6456 | 0.7722 | 0.8788 |
| 0.3888 | 12.6176 | 858 | 0.7172 | 0.6893 | 0.7172 | 0.8469 |
| 0.3888 | 12.6471 | 860 | 0.7094 | 0.6929 | 0.7094 | 0.8423 |
| 0.3888 | 12.6765 | 862 | 0.7092 | 0.6789 | 0.7092 | 0.8422 |
| 0.3888 | 12.7059 | 864 | 0.7414 | 0.6799 | 0.7414 | 0.8610 |
| 0.3888 | 12.7353 | 866 | 0.8357 | 0.6818 | 0.8357 | 0.9142 |
| 0.3888 | 12.7647 | 868 | 0.9809 | 0.5705 | 0.9809 | 0.9904 |
| 0.3888 | 12.7941 | 870 | 1.0325 | 0.5567 | 1.0325 | 1.0161 |
| 0.3888 | 12.8235 | 872 | 0.9838 | 0.5679 | 0.9838 | 0.9919 |
| 0.3888 | 12.8529 | 874 | 0.9077 | 0.5945 | 0.9077 | 0.9527 |
| 0.3888 | 12.8824 | 876 | 0.8482 | 0.6159 | 0.8482 | 0.9210 |
| 0.3888 | 12.9118 | 878 | 0.8051 | 0.5985 | 0.8051 | 0.8973 |
| 0.3888 | 12.9412 | 880 | 0.7805 | 0.6042 | 0.7805 | 0.8835 |
| 0.3888 | 12.9706 | 882 | 0.7618 | 0.6098 | 0.7618 | 0.8728 |
| 0.3888 | 13.0 | 884 | 0.7759 | 0.6255 | 0.7759 | 0.8809 |
| 0.3888 | 13.0294 | 886 | 0.8399 | 0.6185 | 0.8399 | 0.9164 |
| 0.3888 | 13.0588 | 888 | 0.8566 | 0.6083 | 0.8566 | 0.9255 |
| 0.3888 | 13.0882 | 890 | 0.8979 | 0.6039 | 0.8979 | 0.9476 |
| 0.3888 | 13.1176 | 892 | 0.8784 | 0.5991 | 0.8784 | 0.9372 |
| 0.3888 | 13.1471 | 894 | 0.8522 | 0.6104 | 0.8522 | 0.9232 |
| 0.3888 | 13.1765 | 896 | 0.8509 | 0.6104 | 0.8509 | 0.9224 |
| 0.3888 | 13.2059 | 898 | 0.8027 | 0.6261 | 0.8027 | 0.8959 |
| 0.3888 | 13.2353 | 900 | 0.7529 | 0.5927 | 0.7529 | 0.8677 |
| 0.3888 | 13.2647 | 902 | 0.7388 | 0.6080 | 0.7388 | 0.8596 |
| 0.3888 | 13.2941 | 904 | 0.7558 | 0.5927 | 0.7558 | 0.8693 |
| 0.3888 | 13.3235 | 906 | 0.7652 | 0.6094 | 0.7652 | 0.8748 |
| 0.3888 | 13.3529 | 908 | 0.7622 | 0.6120 | 0.7622 | 0.8730 |
| 0.3888 | 13.3824 | 910 | 0.7805 | 0.6279 | 0.7805 | 0.8835 |
| 0.3888 | 13.4118 | 912 | 0.8378 | 0.6370 | 0.8378 | 0.9153 |
| 0.3888 | 13.4412 | 914 | 0.8643 | 0.6317 | 0.8643 | 0.9297 |
| 0.3888 | 13.4706 | 916 | 0.8350 | 0.6362 | 0.8350 | 0.9138 |
| 0.3888 | 13.5 | 918 | 0.8040 | 0.6492 | 0.8040 | 0.8967 |
| 0.3888 | 13.5294 | 920 | 0.7713 | 0.6604 | 0.7713 | 0.8782 |
| 0.3888 | 13.5588 | 922 | 0.7739 | 0.6350 | 0.7739 | 0.8797 |
| 0.3888 | 13.5882 | 924 | 0.8326 | 0.6370 | 0.8326 | 0.9125 |
| 0.3888 | 13.6176 | 926 | 0.8861 | 0.6002 | 0.8861 | 0.9413 |
| 0.3888 | 13.6471 | 928 | 0.8578 | 0.6113 | 0.8578 | 0.9262 |
| 0.3888 | 13.6765 | 930 | 0.7769 | 0.6268 | 0.7769 | 0.8814 |
| 0.3888 | 13.7059 | 932 | 0.7176 | 0.6653 | 0.7176 | 0.8471 |
| 0.3888 | 13.7353 | 934 | 0.6913 | 0.6711 | 0.6913 | 0.8315 |
| 0.3888 | 13.7647 | 936 | 0.6793 | 0.6812 | 0.6793 | 0.8242 |
| 0.3888 | 13.7941 | 938 | 0.6804 | 0.6795 | 0.6804 | 0.8249 |
| 0.3888 | 13.8235 | 940 | 0.6889 | 0.6808 | 0.6889 | 0.8300 |
| 0.3888 | 13.8529 | 942 | 0.7141 | 0.6744 | 0.7141 | 0.8451 |
| 0.3888 | 13.8824 | 944 | 0.6986 | 0.6685 | 0.6986 | 0.8358 |
| 0.3888 | 13.9118 | 946 | 0.6860 | 0.6411 | 0.6860 | 0.8283 |
| 0.3888 | 13.9412 | 948 | 0.6782 | 0.6631 | 0.6782 | 0.8235 |
| 0.3888 | 13.9706 | 950 | 0.6677 | 0.6792 | 0.6677 | 0.8171 |
| 0.3888 | 14.0 | 952 | 0.6572 | 0.6407 | 0.6572 | 0.8107 |
| 0.3888 | 14.0294 | 954 | 0.6624 | 0.6591 | 0.6624 | 0.8139 |
| 0.3888 | 14.0588 | 956 | 0.6706 | 0.6433 | 0.6706 | 0.8189 |
| 0.3888 | 14.0882 | 958 | 0.6749 | 0.6318 | 0.6749 | 0.8215 |
| 0.3888 | 14.1176 | 960 | 0.6780 | 0.6464 | 0.6780 | 0.8234 |
| 0.3888 | 14.1471 | 962 | 0.6931 | 0.6673 | 0.6931 | 0.8325 |
| 0.3888 | 14.1765 | 964 | 0.7378 | 0.6551 | 0.7378 | 0.8590 |
| 0.3888 | 14.2059 | 966 | 0.7904 | 0.6296 | 0.7904 | 0.8890 |
| 0.3888 | 14.2353 | 968 | 0.7994 | 0.6483 | 0.7994 | 0.8941 |
| 0.3888 | 14.2647 | 970 | 0.8008 | 0.6565 | 0.8008 | 0.8949 |
| 0.3888 | 14.2941 | 972 | 0.7766 | 0.6575 | 0.7766 | 0.8812 |
| 0.3888 | 14.3235 | 974 | 0.7692 | 0.6606 | 0.7692 | 0.8771 |
| 0.3888 | 14.3529 | 976 | 0.7679 | 0.6675 | 0.7679 | 0.8763 |
| 0.3888 | 14.3824 | 978 | 0.7482 | 0.6705 | 0.7482 | 0.8650 |
| 0.3888 | 14.4118 | 980 | 0.7192 | 0.6788 | 0.7192 | 0.8481 |
| 0.3888 | 14.4412 | 982 | 0.7219 | 0.6842 | 0.7219 | 0.8497 |
| 0.3888 | 14.4706 | 984 | 0.7507 | 0.6729 | 0.7507 | 0.8664 |
| 0.3888 | 14.5 | 986 | 0.7649 | 0.6676 | 0.7649 | 0.8746 |
| 0.3888 | 14.5294 | 988 | 0.8353 | 0.6396 | 0.8353 | 0.9139 |
| 0.3888 | 14.5588 | 990 | 0.8930 | 0.6081 | 0.8930 | 0.9450 |
| 0.3888 | 14.5882 | 992 | 0.8842 | 0.6187 | 0.8842 | 0.9403 |
| 0.3888 | 14.6176 | 994 | 0.8370 | 0.6215 | 0.8370 | 0.9149 |
| 0.3888 | 14.6471 | 996 | 0.7749 | 0.6675 | 0.7749 | 0.8803 |
| 0.3888 | 14.6765 | 998 | 0.7397 | 0.6809 | 0.7397 | 0.8600 |
| 0.084 | 14.7059 | 1000 | 0.7183 | 0.6779 | 0.7183 | 0.8475 |
| 0.084 | 14.7353 | 1002 | 0.7152 | 0.6908 | 0.7152 | 0.8457 |
| 0.084 | 14.7647 | 1004 | 0.7145 | 0.6869 | 0.7145 | 0.8453 |
| 0.084 | 14.7941 | 1006 | 0.7180 | 0.6858 | 0.7180 | 0.8473 |
| 0.084 | 14.8235 | 1008 | 0.7205 | 0.6823 | 0.7205 | 0.8488 |
| 0.084 | 14.8529 | 1010 | 0.6962 | 0.6786 | 0.6962 | 0.8344 |
| 0.084 | 14.8824 | 1012 | 0.6825 | 0.6407 | 0.6825 | 0.8262 |
| 0.084 | 14.9118 | 1014 | 0.6860 | 0.6298 | 0.6860 | 0.8282 |
| 0.084 | 14.9412 | 1016 | 0.6885 | 0.6352 | 0.6885 | 0.8297 |
| 0.084 | 14.9706 | 1018 | 0.6975 | 0.6239 | 0.6975 | 0.8352 |
| 0.084 | 15.0 | 1020 | 0.6974 | 0.6533 | 0.6974 | 0.8351 |
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/ArabicNewSplits8_usingWellWrittenEssays_FineTuningAraBERT_run2_AugV5_k14_task1_organization
Base model
aubmindlab/bert-base-arabertv02