Instructions to use MayBashendy/ArabicNewSplits6_FineTuningAraBERT_run3_AugV5_k18_task2_organization with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use MayBashendy/ArabicNewSplits6_FineTuningAraBERT_run3_AugV5_k18_task2_organization with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="MayBashendy/ArabicNewSplits6_FineTuningAraBERT_run3_AugV5_k18_task2_organization")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("MayBashendy/ArabicNewSplits6_FineTuningAraBERT_run3_AugV5_k18_task2_organization") model = AutoModelForSequenceClassification.from_pretrained("MayBashendy/ArabicNewSplits6_FineTuningAraBERT_run3_AugV5_k18_task2_organization", device_map="auto") - Notebooks
- Google Colab
- Kaggle
ArabicNewSplits6_FineTuningAraBERT_run3_AugV5_k18_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: 0.5991
- Qwk: 0.5599
- Mse: 0.5991
- Rmse: 0.7740
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 | 0.0222 | 2 | 4.1357 | -0.0271 | 4.1357 | 2.0336 |
| No log | 0.0444 | 4 | 2.3700 | 0.0206 | 2.3700 | 1.5395 |
| No log | 0.0667 | 6 | 2.3390 | -0.0788 | 2.3390 | 1.5294 |
| No log | 0.0889 | 8 | 1.8665 | -0.1104 | 1.8665 | 1.3662 |
| No log | 0.1111 | 10 | 1.7618 | -0.1022 | 1.7618 | 1.3273 |
| No log | 0.1333 | 12 | 2.1546 | -0.0779 | 2.1546 | 1.4679 |
| No log | 0.1556 | 14 | 2.6331 | -0.0753 | 2.6331 | 1.6227 |
| No log | 0.1778 | 16 | 1.9692 | -0.0230 | 1.9692 | 1.4033 |
| No log | 0.2 | 18 | 0.9931 | 0.0807 | 0.9931 | 0.9965 |
| No log | 0.2222 | 20 | 0.7719 | 0.0768 | 0.7719 | 0.8786 |
| No log | 0.2444 | 22 | 0.8299 | -0.0190 | 0.8299 | 0.9110 |
| No log | 0.2667 | 24 | 0.8866 | -0.0008 | 0.8866 | 0.9416 |
| No log | 0.2889 | 26 | 0.9001 | -0.0117 | 0.9001 | 0.9487 |
| No log | 0.3111 | 28 | 0.9110 | 0.0254 | 0.9110 | 0.9545 |
| No log | 0.3333 | 30 | 0.8107 | 0.0583 | 0.8107 | 0.9004 |
| No log | 0.3556 | 32 | 0.7427 | 0.2214 | 0.7427 | 0.8618 |
| No log | 0.3778 | 34 | 0.7318 | 0.2093 | 0.7318 | 0.8554 |
| No log | 0.4 | 36 | 0.9378 | -0.0216 | 0.9378 | 0.9684 |
| No log | 0.4222 | 38 | 1.0658 | -0.0235 | 1.0658 | 1.0324 |
| No log | 0.4444 | 40 | 1.0765 | 0.0020 | 1.0765 | 1.0376 |
| No log | 0.4667 | 42 | 1.2225 | 0.0245 | 1.2225 | 1.1057 |
| No log | 0.4889 | 44 | 1.2464 | 0.0967 | 1.2464 | 1.1164 |
| No log | 0.5111 | 46 | 0.9562 | 0.0857 | 0.9562 | 0.9779 |
| No log | 0.5333 | 48 | 0.7210 | 0.3405 | 0.7210 | 0.8491 |
| No log | 0.5556 | 50 | 0.6621 | 0.2724 | 0.6621 | 0.8137 |
| No log | 0.5778 | 52 | 0.6741 | 0.2502 | 0.6741 | 0.8210 |
| No log | 0.6 | 54 | 0.8153 | 0.2475 | 0.8153 | 0.9029 |
| No log | 0.6222 | 56 | 0.8788 | 0.2293 | 0.8788 | 0.9374 |
| No log | 0.6444 | 58 | 0.9183 | 0.2616 | 0.9183 | 0.9583 |
| No log | 0.6667 | 60 | 1.1722 | 0.2286 | 1.1722 | 1.0827 |
| No log | 0.6889 | 62 | 1.3092 | 0.1863 | 1.3092 | 1.1442 |
| No log | 0.7111 | 64 | 1.3105 | 0.1937 | 1.3105 | 1.1448 |
| No log | 0.7333 | 66 | 1.1044 | 0.1901 | 1.1044 | 1.0509 |
| No log | 0.7556 | 68 | 0.9979 | 0.2030 | 0.9979 | 0.9990 |
| No log | 0.7778 | 70 | 1.2404 | 0.1362 | 1.2404 | 1.1137 |
| No log | 0.8 | 72 | 1.1175 | 0.1631 | 1.1175 | 1.0571 |
| No log | 0.8222 | 74 | 0.7504 | 0.2525 | 0.7504 | 0.8663 |
| No log | 0.8444 | 76 | 0.6821 | 0.3050 | 0.6821 | 0.8259 |
| No log | 0.8667 | 78 | 0.7972 | 0.2402 | 0.7972 | 0.8928 |
| No log | 0.8889 | 80 | 0.7814 | 0.2705 | 0.7814 | 0.8839 |
| No log | 0.9111 | 82 | 0.9912 | 0.2329 | 0.9912 | 0.9956 |
| No log | 0.9333 | 84 | 1.5463 | 0.2548 | 1.5463 | 1.2435 |
| No log | 0.9556 | 86 | 1.5609 | 0.2713 | 1.5609 | 1.2493 |
| No log | 0.9778 | 88 | 0.9548 | 0.3427 | 0.9548 | 0.9771 |
| No log | 1.0 | 90 | 0.7261 | 0.4683 | 0.7261 | 0.8521 |
| No log | 1.0222 | 92 | 0.7592 | 0.4655 | 0.7592 | 0.8713 |
| No log | 1.0444 | 94 | 0.7080 | 0.4662 | 0.7080 | 0.8414 |
| No log | 1.0667 | 96 | 0.7260 | 0.4570 | 0.7260 | 0.8521 |
| No log | 1.0889 | 98 | 0.9072 | 0.3654 | 0.9072 | 0.9525 |
| No log | 1.1111 | 100 | 1.1525 | 0.2848 | 1.1525 | 1.0736 |
| No log | 1.1333 | 102 | 1.0416 | 0.3052 | 1.0416 | 1.0206 |
| No log | 1.1556 | 104 | 0.7704 | 0.4129 | 0.7704 | 0.8777 |
| No log | 1.1778 | 106 | 0.6743 | 0.4747 | 0.6743 | 0.8211 |
| No log | 1.2 | 108 | 0.6411 | 0.4795 | 0.6411 | 0.8007 |
| No log | 1.2222 | 110 | 0.6597 | 0.4755 | 0.6597 | 0.8122 |
| No log | 1.2444 | 112 | 0.6550 | 0.4596 | 0.6550 | 0.8093 |
| No log | 1.2667 | 114 | 0.6303 | 0.4821 | 0.6303 | 0.7939 |
| No log | 1.2889 | 116 | 0.6195 | 0.5198 | 0.6195 | 0.7871 |
| No log | 1.3111 | 118 | 0.6332 | 0.5335 | 0.6332 | 0.7957 |
| No log | 1.3333 | 120 | 0.6809 | 0.4493 | 0.6809 | 0.8251 |
| No log | 1.3556 | 122 | 0.6741 | 0.4880 | 0.6741 | 0.8210 |
| No log | 1.3778 | 124 | 0.6471 | 0.5019 | 0.6471 | 0.8044 |
| No log | 1.4 | 126 | 0.6486 | 0.5020 | 0.6486 | 0.8054 |
| No log | 1.4222 | 128 | 0.6285 | 0.4751 | 0.6285 | 0.7928 |
| No log | 1.4444 | 130 | 0.6528 | 0.4333 | 0.6528 | 0.8080 |
| No log | 1.4667 | 132 | 0.6179 | 0.4419 | 0.6179 | 0.7861 |
| No log | 1.4889 | 134 | 0.5985 | 0.4676 | 0.5985 | 0.7736 |
| No log | 1.5111 | 136 | 0.6327 | 0.4723 | 0.6327 | 0.7954 |
| No log | 1.5333 | 138 | 0.6713 | 0.4783 | 0.6713 | 0.8193 |
| No log | 1.5556 | 140 | 0.7132 | 0.5156 | 0.7132 | 0.8445 |
| No log | 1.5778 | 142 | 0.7316 | 0.4989 | 0.7316 | 0.8553 |
| No log | 1.6 | 144 | 0.7361 | 0.5277 | 0.7361 | 0.8580 |
| No log | 1.6222 | 146 | 0.7244 | 0.5033 | 0.7244 | 0.8511 |
| No log | 1.6444 | 148 | 0.7237 | 0.4951 | 0.7237 | 0.8507 |
| No log | 1.6667 | 150 | 0.6845 | 0.5303 | 0.6845 | 0.8273 |
| No log | 1.6889 | 152 | 0.6714 | 0.4688 | 0.6714 | 0.8194 |
| No log | 1.7111 | 154 | 0.7362 | 0.4661 | 0.7362 | 0.8580 |
| No log | 1.7333 | 156 | 1.0398 | 0.3985 | 1.0398 | 1.0197 |
| No log | 1.7556 | 158 | 0.9616 | 0.3879 | 0.9616 | 0.9806 |
| No log | 1.7778 | 160 | 0.7306 | 0.4527 | 0.7306 | 0.8547 |
| No log | 1.8 | 162 | 0.6381 | 0.4711 | 0.6381 | 0.7988 |
| No log | 1.8222 | 164 | 0.6341 | 0.4780 | 0.6341 | 0.7963 |
| No log | 1.8444 | 166 | 0.6287 | 0.4305 | 0.6287 | 0.7929 |
| No log | 1.8667 | 168 | 0.7180 | 0.4575 | 0.7180 | 0.8473 |
| No log | 1.8889 | 170 | 0.8162 | 0.4516 | 0.8162 | 0.9034 |
| No log | 1.9111 | 172 | 0.9080 | 0.3881 | 0.9080 | 0.9529 |
| No log | 1.9333 | 174 | 0.8574 | 0.4254 | 0.8574 | 0.9259 |
| No log | 1.9556 | 176 | 0.7165 | 0.4678 | 0.7165 | 0.8465 |
| No log | 1.9778 | 178 | 0.6828 | 0.4495 | 0.6828 | 0.8263 |
| No log | 2.0 | 180 | 0.7099 | 0.4698 | 0.7099 | 0.8425 |
| No log | 2.0222 | 182 | 0.8752 | 0.4033 | 0.8752 | 0.9355 |
| No log | 2.0444 | 184 | 0.8319 | 0.4275 | 0.8319 | 0.9121 |
| No log | 2.0667 | 186 | 0.6767 | 0.4841 | 0.6767 | 0.8226 |
| No log | 2.0889 | 188 | 0.6680 | 0.3935 | 0.6680 | 0.8173 |
| No log | 2.1111 | 190 | 0.6783 | 0.4174 | 0.6783 | 0.8236 |
| No log | 2.1333 | 192 | 0.6971 | 0.4459 | 0.6971 | 0.8349 |
| No log | 2.1556 | 194 | 0.7530 | 0.4205 | 0.7530 | 0.8678 |
| No log | 2.1778 | 196 | 0.7320 | 0.4506 | 0.7320 | 0.8556 |
| No log | 2.2 | 198 | 0.6490 | 0.3773 | 0.6490 | 0.8056 |
| No log | 2.2222 | 200 | 0.6700 | 0.4133 | 0.6700 | 0.8185 |
| No log | 2.2444 | 202 | 0.6776 | 0.4449 | 0.6776 | 0.8232 |
| No log | 2.2667 | 204 | 0.6544 | 0.4344 | 0.6544 | 0.8090 |
| No log | 2.2889 | 206 | 0.7977 | 0.4666 | 0.7977 | 0.8932 |
| No log | 2.3111 | 208 | 1.0476 | 0.3566 | 1.0476 | 1.0235 |
| No log | 2.3333 | 210 | 1.0029 | 0.3712 | 1.0029 | 1.0014 |
| No log | 2.3556 | 212 | 0.7701 | 0.4208 | 0.7701 | 0.8776 |
| No log | 2.3778 | 214 | 0.6840 | 0.5103 | 0.6840 | 0.8270 |
| No log | 2.4 | 216 | 0.6639 | 0.5095 | 0.6639 | 0.8148 |
| No log | 2.4222 | 218 | 0.7229 | 0.4616 | 0.7229 | 0.8502 |
| No log | 2.4444 | 220 | 0.9353 | 0.3951 | 0.9353 | 0.9671 |
| No log | 2.4667 | 222 | 0.9737 | 0.3695 | 0.9737 | 0.9867 |
| No log | 2.4889 | 224 | 0.7951 | 0.4582 | 0.7951 | 0.8917 |
| No log | 2.5111 | 226 | 0.6748 | 0.4527 | 0.6748 | 0.8214 |
| No log | 2.5333 | 228 | 0.6514 | 0.5070 | 0.6514 | 0.8071 |
| No log | 2.5556 | 230 | 0.6596 | 0.5049 | 0.6596 | 0.8122 |
| No log | 2.5778 | 232 | 0.6591 | 0.4793 | 0.6591 | 0.8119 |
| No log | 2.6 | 234 | 0.7441 | 0.4770 | 0.7441 | 0.8626 |
| No log | 2.6222 | 236 | 0.7609 | 0.4654 | 0.7609 | 0.8723 |
| No log | 2.6444 | 238 | 0.6716 | 0.4945 | 0.6716 | 0.8195 |
| No log | 2.6667 | 240 | 0.6242 | 0.4854 | 0.6242 | 0.7901 |
| No log | 2.6889 | 242 | 0.6200 | 0.4854 | 0.6200 | 0.7874 |
| No log | 2.7111 | 244 | 0.6087 | 0.4966 | 0.6087 | 0.7802 |
| No log | 2.7333 | 246 | 0.6536 | 0.4605 | 0.6536 | 0.8084 |
| No log | 2.7556 | 248 | 0.7426 | 0.4701 | 0.7426 | 0.8618 |
| No log | 2.7778 | 250 | 0.7182 | 0.4651 | 0.7182 | 0.8475 |
| No log | 2.8 | 252 | 0.6606 | 0.4747 | 0.6606 | 0.8128 |
| No log | 2.8222 | 254 | 0.7205 | 0.4554 | 0.7205 | 0.8488 |
| No log | 2.8444 | 256 | 0.7406 | 0.4534 | 0.7406 | 0.8606 |
| No log | 2.8667 | 258 | 0.6942 | 0.4500 | 0.6942 | 0.8332 |
| No log | 2.8889 | 260 | 0.6921 | 0.4709 | 0.6921 | 0.8319 |
| No log | 2.9111 | 262 | 0.7810 | 0.4499 | 0.7810 | 0.8837 |
| No log | 2.9333 | 264 | 0.7895 | 0.4112 | 0.7895 | 0.8886 |
| No log | 2.9556 | 266 | 0.6939 | 0.4381 | 0.6939 | 0.8330 |
| No log | 2.9778 | 268 | 0.5928 | 0.4733 | 0.5928 | 0.7699 |
| No log | 3.0 | 270 | 0.5835 | 0.4685 | 0.5835 | 0.7639 |
| No log | 3.0222 | 272 | 0.6321 | 0.4843 | 0.6321 | 0.7951 |
| No log | 3.0444 | 274 | 0.6097 | 0.4701 | 0.6097 | 0.7809 |
| No log | 3.0667 | 276 | 0.6302 | 0.5218 | 0.6302 | 0.7939 |
| No log | 3.0889 | 278 | 0.8609 | 0.4164 | 0.8609 | 0.9278 |
| No log | 3.1111 | 280 | 1.0040 | 0.4158 | 1.0040 | 1.0020 |
| No log | 3.1333 | 282 | 0.9120 | 0.4122 | 0.9120 | 0.9550 |
| No log | 3.1556 | 284 | 0.7775 | 0.4850 | 0.7775 | 0.8817 |
| No log | 3.1778 | 286 | 0.7166 | 0.5321 | 0.7166 | 0.8465 |
| No log | 3.2 | 288 | 0.7320 | 0.5245 | 0.7320 | 0.8555 |
| No log | 3.2222 | 290 | 0.7780 | 0.4630 | 0.7780 | 0.8821 |
| No log | 3.2444 | 292 | 0.7749 | 0.4499 | 0.7749 | 0.8803 |
| No log | 3.2667 | 294 | 0.6832 | 0.5433 | 0.6832 | 0.8266 |
| No log | 3.2889 | 296 | 0.6473 | 0.5039 | 0.6473 | 0.8046 |
| No log | 3.3111 | 298 | 0.6432 | 0.5229 | 0.6432 | 0.8020 |
| No log | 3.3333 | 300 | 0.6474 | 0.5133 | 0.6474 | 0.8046 |
| No log | 3.3556 | 302 | 0.6593 | 0.5277 | 0.6593 | 0.8120 |
| No log | 3.3778 | 304 | 0.6671 | 0.5419 | 0.6671 | 0.8168 |
| No log | 3.4 | 306 | 0.7106 | 0.5161 | 0.7106 | 0.8430 |
| No log | 3.4222 | 308 | 0.8738 | 0.4350 | 0.8738 | 0.9347 |
| No log | 3.4444 | 310 | 0.8984 | 0.4263 | 0.8984 | 0.9479 |
| No log | 3.4667 | 312 | 0.7542 | 0.4594 | 0.7542 | 0.8685 |
| No log | 3.4889 | 314 | 0.6141 | 0.4978 | 0.6141 | 0.7836 |
| No log | 3.5111 | 316 | 0.6483 | 0.5032 | 0.6483 | 0.8052 |
| No log | 3.5333 | 318 | 0.7033 | 0.5009 | 0.7033 | 0.8386 |
| No log | 3.5556 | 320 | 0.6628 | 0.4948 | 0.6628 | 0.8141 |
| No log | 3.5778 | 322 | 0.5943 | 0.5349 | 0.5943 | 0.7709 |
| No log | 3.6 | 324 | 0.6077 | 0.4598 | 0.6077 | 0.7796 |
| No log | 3.6222 | 326 | 0.6090 | 0.4598 | 0.6090 | 0.7804 |
| No log | 3.6444 | 328 | 0.5791 | 0.4896 | 0.5791 | 0.7610 |
| No log | 3.6667 | 330 | 0.6108 | 0.4796 | 0.6108 | 0.7816 |
| No log | 3.6889 | 332 | 0.6586 | 0.4988 | 0.6586 | 0.8115 |
| No log | 3.7111 | 334 | 0.6477 | 0.4890 | 0.6477 | 0.8048 |
| No log | 3.7333 | 336 | 0.6618 | 0.4695 | 0.6618 | 0.8135 |
| No log | 3.7556 | 338 | 0.7173 | 0.4804 | 0.7173 | 0.8469 |
| No log | 3.7778 | 340 | 0.7088 | 0.4785 | 0.7088 | 0.8419 |
| No log | 3.8 | 342 | 0.6579 | 0.4655 | 0.6579 | 0.8111 |
| No log | 3.8222 | 344 | 0.6418 | 0.4891 | 0.6418 | 0.8011 |
| No log | 3.8444 | 346 | 0.6274 | 0.4915 | 0.6274 | 0.7921 |
| No log | 3.8667 | 348 | 0.5959 | 0.4741 | 0.5959 | 0.7720 |
| No log | 3.8889 | 350 | 0.5730 | 0.5691 | 0.5730 | 0.7570 |
| No log | 3.9111 | 352 | 0.5679 | 0.5191 | 0.5679 | 0.7536 |
| No log | 3.9333 | 354 | 0.5759 | 0.4918 | 0.5759 | 0.7589 |
| No log | 3.9556 | 356 | 0.6060 | 0.4894 | 0.6060 | 0.7784 |
| No log | 3.9778 | 358 | 0.6041 | 0.4823 | 0.6041 | 0.7773 |
| No log | 4.0 | 360 | 0.6133 | 0.5048 | 0.6133 | 0.7831 |
| No log | 4.0222 | 362 | 0.6195 | 0.5110 | 0.6195 | 0.7871 |
| No log | 4.0444 | 364 | 0.6326 | 0.4861 | 0.6326 | 0.7954 |
| No log | 4.0667 | 366 | 0.6394 | 0.4598 | 0.6394 | 0.7996 |
| No log | 4.0889 | 368 | 0.6442 | 0.4762 | 0.6442 | 0.8026 |
| No log | 4.1111 | 370 | 0.6245 | 0.4861 | 0.6245 | 0.7903 |
| No log | 4.1333 | 372 | 0.6202 | 0.4705 | 0.6202 | 0.7875 |
| No log | 4.1556 | 374 | 0.6315 | 0.4660 | 0.6315 | 0.7947 |
| No log | 4.1778 | 376 | 0.6631 | 0.4687 | 0.6631 | 0.8143 |
| No log | 4.2 | 378 | 0.6638 | 0.4261 | 0.6638 | 0.8147 |
| No log | 4.2222 | 380 | 0.6648 | 0.4215 | 0.6648 | 0.8154 |
| No log | 4.2444 | 382 | 0.6643 | 0.4150 | 0.6643 | 0.8150 |
| No log | 4.2667 | 384 | 0.6609 | 0.4147 | 0.6609 | 0.8130 |
| No log | 4.2889 | 386 | 0.6449 | 0.4282 | 0.6449 | 0.8031 |
| No log | 4.3111 | 388 | 0.6364 | 0.4535 | 0.6364 | 0.7978 |
| No log | 4.3333 | 390 | 0.6456 | 0.3926 | 0.6456 | 0.8035 |
| No log | 4.3556 | 392 | 0.6657 | 0.4227 | 0.6657 | 0.8159 |
| No log | 4.3778 | 394 | 0.7016 | 0.4332 | 0.7016 | 0.8376 |
| No log | 4.4 | 396 | 0.6770 | 0.4204 | 0.6770 | 0.8228 |
| No log | 4.4222 | 398 | 0.6240 | 0.4501 | 0.6240 | 0.7899 |
| No log | 4.4444 | 400 | 0.5960 | 0.4355 | 0.5960 | 0.7720 |
| No log | 4.4667 | 402 | 0.6152 | 0.4785 | 0.6152 | 0.7843 |
| No log | 4.4889 | 404 | 0.6148 | 0.4825 | 0.6148 | 0.7841 |
| No log | 4.5111 | 406 | 0.6199 | 0.4929 | 0.6199 | 0.7873 |
| No log | 4.5333 | 408 | 0.6306 | 0.4902 | 0.6306 | 0.7941 |
| No log | 4.5556 | 410 | 0.6553 | 0.5217 | 0.6553 | 0.8095 |
| No log | 4.5778 | 412 | 0.7411 | 0.4148 | 0.7411 | 0.8609 |
| No log | 4.6 | 414 | 0.7710 | 0.4092 | 0.7710 | 0.8781 |
| No log | 4.6222 | 416 | 0.7133 | 0.4967 | 0.7133 | 0.8446 |
| No log | 4.6444 | 418 | 0.6866 | 0.5214 | 0.6866 | 0.8286 |
| No log | 4.6667 | 420 | 0.6764 | 0.5171 | 0.6764 | 0.8224 |
| No log | 4.6889 | 422 | 0.6573 | 0.5566 | 0.6573 | 0.8107 |
| No log | 4.7111 | 424 | 0.6423 | 0.5300 | 0.6423 | 0.8014 |
| No log | 4.7333 | 426 | 0.6411 | 0.4897 | 0.6411 | 0.8007 |
| No log | 4.7556 | 428 | 0.6507 | 0.4853 | 0.6507 | 0.8066 |
| No log | 4.7778 | 430 | 0.6648 | 0.4881 | 0.6648 | 0.8154 |
| No log | 4.8 | 432 | 0.6843 | 0.4759 | 0.6843 | 0.8272 |
| No log | 4.8222 | 434 | 0.6878 | 0.4766 | 0.6878 | 0.8294 |
| No log | 4.8444 | 436 | 0.6751 | 0.4531 | 0.6751 | 0.8217 |
| No log | 4.8667 | 438 | 0.6574 | 0.4861 | 0.6574 | 0.8108 |
| No log | 4.8889 | 440 | 0.6587 | 0.5187 | 0.6587 | 0.8116 |
| No log | 4.9111 | 442 | 0.6688 | 0.5211 | 0.6688 | 0.8178 |
| No log | 4.9333 | 444 | 0.6909 | 0.4679 | 0.6909 | 0.8312 |
| No log | 4.9556 | 446 | 0.7488 | 0.4158 | 0.7488 | 0.8653 |
| No log | 4.9778 | 448 | 0.7941 | 0.3975 | 0.7941 | 0.8911 |
| No log | 5.0 | 450 | 0.7511 | 0.4340 | 0.7511 | 0.8667 |
| No log | 5.0222 | 452 | 0.6494 | 0.4454 | 0.6494 | 0.8059 |
| No log | 5.0444 | 454 | 0.5951 | 0.5247 | 0.5951 | 0.7714 |
| No log | 5.0667 | 456 | 0.6148 | 0.5364 | 0.6148 | 0.7841 |
| No log | 5.0889 | 458 | 0.6430 | 0.5451 | 0.6430 | 0.8019 |
| No log | 5.1111 | 460 | 0.6291 | 0.5504 | 0.6291 | 0.7931 |
| No log | 5.1333 | 462 | 0.6210 | 0.5006 | 0.6210 | 0.7880 |
| No log | 5.1556 | 464 | 0.6587 | 0.4679 | 0.6587 | 0.8116 |
| No log | 5.1778 | 466 | 0.6658 | 0.4465 | 0.6658 | 0.8160 |
| No log | 5.2 | 468 | 0.6471 | 0.4531 | 0.6471 | 0.8044 |
| No log | 5.2222 | 470 | 0.6099 | 0.4865 | 0.6099 | 0.7810 |
| No log | 5.2444 | 472 | 0.6064 | 0.5617 | 0.6064 | 0.7787 |
| No log | 5.2667 | 474 | 0.6092 | 0.5049 | 0.6092 | 0.7805 |
| No log | 5.2889 | 476 | 0.6041 | 0.5330 | 0.6041 | 0.7773 |
| No log | 5.3111 | 478 | 0.6084 | 0.4766 | 0.6084 | 0.7800 |
| No log | 5.3333 | 480 | 0.6201 | 0.4620 | 0.6201 | 0.7874 |
| No log | 5.3556 | 482 | 0.6460 | 0.4926 | 0.6460 | 0.8038 |
| No log | 5.3778 | 484 | 0.6863 | 0.4749 | 0.6863 | 0.8284 |
| No log | 5.4 | 486 | 0.6717 | 0.4872 | 0.6717 | 0.8196 |
| No log | 5.4222 | 488 | 0.6376 | 0.4991 | 0.6376 | 0.7985 |
| No log | 5.4444 | 490 | 0.6501 | 0.5473 | 0.6501 | 0.8063 |
| No log | 5.4667 | 492 | 0.6775 | 0.5305 | 0.6775 | 0.8231 |
| No log | 5.4889 | 494 | 0.6699 | 0.5240 | 0.6699 | 0.8185 |
| No log | 5.5111 | 496 | 0.6294 | 0.5238 | 0.6294 | 0.7934 |
| No log | 5.5333 | 498 | 0.6160 | 0.5263 | 0.6160 | 0.7849 |
| 0.4654 | 5.5556 | 500 | 0.6312 | 0.4824 | 0.6312 | 0.7945 |
| 0.4654 | 5.5778 | 502 | 0.6419 | 0.4719 | 0.6419 | 0.8012 |
| 0.4654 | 5.6 | 504 | 0.6260 | 0.4726 | 0.6260 | 0.7912 |
| 0.4654 | 5.6222 | 506 | 0.5975 | 0.5031 | 0.5975 | 0.7730 |
| 0.4654 | 5.6444 | 508 | 0.5823 | 0.4929 | 0.5823 | 0.7631 |
| 0.4654 | 5.6667 | 510 | 0.5770 | 0.5202 | 0.5770 | 0.7596 |
| 0.4654 | 5.6889 | 512 | 0.5695 | 0.5055 | 0.5695 | 0.7546 |
| 0.4654 | 5.7111 | 514 | 0.5769 | 0.4896 | 0.5769 | 0.7595 |
| 0.4654 | 5.7333 | 516 | 0.6191 | 0.4739 | 0.6191 | 0.7868 |
| 0.4654 | 5.7556 | 518 | 0.6726 | 0.4783 | 0.6726 | 0.8201 |
| 0.4654 | 5.7778 | 520 | 0.6799 | 0.4783 | 0.6799 | 0.8245 |
| 0.4654 | 5.8 | 522 | 0.6441 | 0.4872 | 0.6441 | 0.8026 |
| 0.4654 | 5.8222 | 524 | 0.6227 | 0.5181 | 0.6227 | 0.7891 |
| 0.4654 | 5.8444 | 526 | 0.6234 | 0.5568 | 0.6234 | 0.7896 |
| 0.4654 | 5.8667 | 528 | 0.6242 | 0.5552 | 0.6242 | 0.7901 |
| 0.4654 | 5.8889 | 530 | 0.6166 | 0.5503 | 0.6166 | 0.7853 |
| 0.4654 | 5.9111 | 532 | 0.6098 | 0.5239 | 0.6098 | 0.7809 |
| 0.4654 | 5.9333 | 534 | 0.6001 | 0.5045 | 0.6001 | 0.7747 |
| 0.4654 | 5.9556 | 536 | 0.5872 | 0.5205 | 0.5872 | 0.7663 |
| 0.4654 | 5.9778 | 538 | 0.5746 | 0.5300 | 0.5746 | 0.7580 |
| 0.4654 | 6.0 | 540 | 0.5743 | 0.5268 | 0.5743 | 0.7579 |
| 0.4654 | 6.0222 | 542 | 0.5775 | 0.5436 | 0.5775 | 0.7599 |
| 0.4654 | 6.0444 | 544 | 0.5868 | 0.5454 | 0.5868 | 0.7660 |
| 0.4654 | 6.0667 | 546 | 0.6050 | 0.5205 | 0.6050 | 0.7778 |
| 0.4654 | 6.0889 | 548 | 0.6130 | 0.5181 | 0.6130 | 0.7829 |
| 0.4654 | 6.1111 | 550 | 0.6235 | 0.5245 | 0.6235 | 0.7896 |
| 0.4654 | 6.1333 | 552 | 0.6247 | 0.5441 | 0.6247 | 0.7904 |
| 0.4654 | 6.1556 | 554 | 0.6137 | 0.5487 | 0.6137 | 0.7834 |
| 0.4654 | 6.1778 | 556 | 0.6131 | 0.5580 | 0.6131 | 0.7830 |
| 0.4654 | 6.2 | 558 | 0.6173 | 0.5309 | 0.6173 | 0.7857 |
| 0.4654 | 6.2222 | 560 | 0.6030 | 0.5627 | 0.6030 | 0.7765 |
| 0.4654 | 6.2444 | 562 | 0.5835 | 0.5418 | 0.5835 | 0.7639 |
| 0.4654 | 6.2667 | 564 | 0.5810 | 0.5262 | 0.5810 | 0.7623 |
| 0.4654 | 6.2889 | 566 | 0.5854 | 0.5333 | 0.5854 | 0.7651 |
| 0.4654 | 6.3111 | 568 | 0.5999 | 0.5365 | 0.5999 | 0.7745 |
| 0.4654 | 6.3333 | 570 | 0.5990 | 0.5362 | 0.5990 | 0.7740 |
| 0.4654 | 6.3556 | 572 | 0.5795 | 0.5205 | 0.5795 | 0.7612 |
| 0.4654 | 6.3778 | 574 | 0.5732 | 0.5121 | 0.5732 | 0.7571 |
| 0.4654 | 6.4 | 576 | 0.5799 | 0.5466 | 0.5799 | 0.7615 |
| 0.4654 | 6.4222 | 578 | 0.5859 | 0.5466 | 0.5859 | 0.7654 |
| 0.4654 | 6.4444 | 580 | 0.5906 | 0.5451 | 0.5906 | 0.7685 |
| 0.4654 | 6.4667 | 582 | 0.5950 | 0.5385 | 0.5950 | 0.7713 |
| 0.4654 | 6.4889 | 584 | 0.5965 | 0.5453 | 0.5965 | 0.7723 |
| 0.4654 | 6.5111 | 586 | 0.6027 | 0.5535 | 0.6027 | 0.7763 |
| 0.4654 | 6.5333 | 588 | 0.6014 | 0.5616 | 0.6014 | 0.7755 |
| 0.4654 | 6.5556 | 590 | 0.5984 | 0.5616 | 0.5984 | 0.7736 |
| 0.4654 | 6.5778 | 592 | 0.5995 | 0.5550 | 0.5995 | 0.7743 |
| 0.4654 | 6.6 | 594 | 0.6112 | 0.5741 | 0.6112 | 0.7818 |
| 0.4654 | 6.6222 | 596 | 0.6318 | 0.5375 | 0.6318 | 0.7948 |
| 0.4654 | 6.6444 | 598 | 0.6378 | 0.5375 | 0.6378 | 0.7986 |
| 0.4654 | 6.6667 | 600 | 0.6188 | 0.5677 | 0.6188 | 0.7867 |
| 0.4654 | 6.6889 | 602 | 0.6072 | 0.5519 | 0.6072 | 0.7792 |
| 0.4654 | 6.7111 | 604 | 0.6119 | 0.5391 | 0.6119 | 0.7823 |
| 0.4654 | 6.7333 | 606 | 0.6166 | 0.5327 | 0.6166 | 0.7852 |
| 0.4654 | 6.7556 | 608 | 0.6128 | 0.5391 | 0.6128 | 0.7828 |
| 0.4654 | 6.7778 | 610 | 0.6170 | 0.5469 | 0.6170 | 0.7855 |
| 0.4654 | 6.8 | 612 | 0.6289 | 0.5485 | 0.6289 | 0.7930 |
| 0.4654 | 6.8222 | 614 | 0.6237 | 0.5593 | 0.6237 | 0.7897 |
| 0.4654 | 6.8444 | 616 | 0.6068 | 0.5388 | 0.6068 | 0.7790 |
| 0.4654 | 6.8667 | 618 | 0.5849 | 0.5302 | 0.5849 | 0.7648 |
| 0.4654 | 6.8889 | 620 | 0.5772 | 0.5356 | 0.5772 | 0.7598 |
| 0.4654 | 6.9111 | 622 | 0.5892 | 0.5289 | 0.5892 | 0.7676 |
| 0.4654 | 6.9333 | 624 | 0.6033 | 0.5108 | 0.6033 | 0.7767 |
| 0.4654 | 6.9556 | 626 | 0.5965 | 0.5317 | 0.5965 | 0.7723 |
| 0.4654 | 6.9778 | 628 | 0.5876 | 0.5137 | 0.5876 | 0.7666 |
| 0.4654 | 7.0 | 630 | 0.5944 | 0.5566 | 0.5944 | 0.7710 |
| 0.4654 | 7.0222 | 632 | 0.6212 | 0.5423 | 0.6212 | 0.7882 |
| 0.4654 | 7.0444 | 634 | 0.6519 | 0.5082 | 0.6519 | 0.8074 |
| 0.4654 | 7.0667 | 636 | 0.6593 | 0.5082 | 0.6593 | 0.8120 |
| 0.4654 | 7.0889 | 638 | 0.6401 | 0.5378 | 0.6401 | 0.8001 |
| 0.4654 | 7.1111 | 640 | 0.6244 | 0.5628 | 0.6244 | 0.7902 |
| 0.4654 | 7.1333 | 642 | 0.6305 | 0.5313 | 0.6305 | 0.7940 |
| 0.4654 | 7.1556 | 644 | 0.6460 | 0.5143 | 0.6460 | 0.8037 |
| 0.4654 | 7.1778 | 646 | 0.6421 | 0.4955 | 0.6421 | 0.8013 |
| 0.4654 | 7.2 | 648 | 0.6178 | 0.5268 | 0.6178 | 0.7860 |
| 0.4654 | 7.2222 | 650 | 0.5934 | 0.5352 | 0.5934 | 0.7703 |
| 0.4654 | 7.2444 | 652 | 0.5885 | 0.5486 | 0.5885 | 0.7671 |
| 0.4654 | 7.2667 | 654 | 0.5895 | 0.5406 | 0.5895 | 0.7678 |
| 0.4654 | 7.2889 | 656 | 0.5923 | 0.5406 | 0.5923 | 0.7696 |
| 0.4654 | 7.3111 | 658 | 0.5966 | 0.5486 | 0.5966 | 0.7724 |
| 0.4654 | 7.3333 | 660 | 0.6030 | 0.5535 | 0.6030 | 0.7765 |
| 0.4654 | 7.3556 | 662 | 0.6128 | 0.5273 | 0.6128 | 0.7828 |
| 0.4654 | 7.3778 | 664 | 0.6157 | 0.5273 | 0.6157 | 0.7847 |
| 0.4654 | 7.4 | 666 | 0.6092 | 0.5502 | 0.6092 | 0.7805 |
| 0.4654 | 7.4222 | 668 | 0.6080 | 0.5325 | 0.6080 | 0.7798 |
| 0.4654 | 7.4444 | 670 | 0.6080 | 0.5374 | 0.6080 | 0.7798 |
| 0.4654 | 7.4667 | 672 | 0.6074 | 0.5374 | 0.6074 | 0.7794 |
| 0.4654 | 7.4889 | 674 | 0.5963 | 0.5388 | 0.5963 | 0.7722 |
| 0.4654 | 7.5111 | 676 | 0.5944 | 0.5388 | 0.5944 | 0.7710 |
| 0.4654 | 7.5333 | 678 | 0.5920 | 0.5325 | 0.5920 | 0.7694 |
| 0.4654 | 7.5556 | 680 | 0.5906 | 0.5385 | 0.5906 | 0.7685 |
| 0.4654 | 7.5778 | 682 | 0.5987 | 0.5385 | 0.5987 | 0.7738 |
| 0.4654 | 7.6 | 684 | 0.6012 | 0.5518 | 0.6012 | 0.7754 |
| 0.4654 | 7.6222 | 686 | 0.6044 | 0.5406 | 0.6044 | 0.7774 |
| 0.4654 | 7.6444 | 688 | 0.6164 | 0.5580 | 0.6164 | 0.7851 |
| 0.4654 | 7.6667 | 690 | 0.6325 | 0.4867 | 0.6325 | 0.7953 |
| 0.4654 | 7.6889 | 692 | 0.6403 | 0.4997 | 0.6403 | 0.8002 |
| 0.4654 | 7.7111 | 694 | 0.6302 | 0.5024 | 0.6302 | 0.7938 |
| 0.4654 | 7.7333 | 696 | 0.6143 | 0.5596 | 0.6143 | 0.7838 |
| 0.4654 | 7.7556 | 698 | 0.6011 | 0.5502 | 0.6011 | 0.7753 |
| 0.4654 | 7.7778 | 700 | 0.5945 | 0.5249 | 0.5945 | 0.7710 |
| 0.4654 | 7.8 | 702 | 0.5983 | 0.5137 | 0.5983 | 0.7735 |
| 0.4654 | 7.8222 | 704 | 0.6076 | 0.5027 | 0.6076 | 0.7795 |
| 0.4654 | 7.8444 | 706 | 0.6163 | 0.4906 | 0.6163 | 0.7851 |
| 0.4654 | 7.8667 | 708 | 0.6156 | 0.4828 | 0.6156 | 0.7846 |
| 0.4654 | 7.8889 | 710 | 0.6041 | 0.4997 | 0.6041 | 0.7773 |
| 0.4654 | 7.9111 | 712 | 0.6011 | 0.5352 | 0.6011 | 0.7753 |
| 0.4654 | 7.9333 | 714 | 0.5997 | 0.5352 | 0.5997 | 0.7744 |
| 0.4654 | 7.9556 | 716 | 0.5984 | 0.5616 | 0.5984 | 0.7735 |
| 0.4654 | 7.9778 | 718 | 0.5982 | 0.5502 | 0.5982 | 0.7734 |
| 0.4654 | 8.0 | 720 | 0.6013 | 0.5486 | 0.6013 | 0.7754 |
| 0.4654 | 8.0222 | 722 | 0.6046 | 0.5486 | 0.6046 | 0.7775 |
| 0.4654 | 8.0444 | 724 | 0.6027 | 0.5486 | 0.6027 | 0.7763 |
| 0.4654 | 8.0667 | 726 | 0.6052 | 0.5582 | 0.6052 | 0.7780 |
| 0.4654 | 8.0889 | 728 | 0.6114 | 0.5071 | 0.6114 | 0.7819 |
| 0.4654 | 8.1111 | 730 | 0.6194 | 0.4800 | 0.6194 | 0.7870 |
| 0.4654 | 8.1333 | 732 | 0.6195 | 0.4800 | 0.6195 | 0.7871 |
| 0.4654 | 8.1556 | 734 | 0.6125 | 0.4865 | 0.6125 | 0.7826 |
| 0.4654 | 8.1778 | 736 | 0.6025 | 0.5616 | 0.6025 | 0.7762 |
| 0.4654 | 8.2 | 738 | 0.6029 | 0.5502 | 0.6029 | 0.7765 |
| 0.4654 | 8.2222 | 740 | 0.6062 | 0.5486 | 0.6062 | 0.7786 |
| 0.4654 | 8.2444 | 742 | 0.6078 | 0.5486 | 0.6078 | 0.7796 |
| 0.4654 | 8.2667 | 744 | 0.6093 | 0.5486 | 0.6093 | 0.7806 |
| 0.4654 | 8.2889 | 746 | 0.6125 | 0.5486 | 0.6125 | 0.7826 |
| 0.4654 | 8.3111 | 748 | 0.6156 | 0.5486 | 0.6156 | 0.7846 |
| 0.4654 | 8.3333 | 750 | 0.6233 | 0.5486 | 0.6233 | 0.7895 |
| 0.4654 | 8.3556 | 752 | 0.6261 | 0.5596 | 0.6261 | 0.7913 |
| 0.4654 | 8.3778 | 754 | 0.6219 | 0.5596 | 0.6219 | 0.7886 |
| 0.4654 | 8.4 | 756 | 0.6182 | 0.5596 | 0.6182 | 0.7863 |
| 0.4654 | 8.4222 | 758 | 0.6111 | 0.5406 | 0.6111 | 0.7817 |
| 0.4654 | 8.4444 | 760 | 0.6019 | 0.5486 | 0.6019 | 0.7758 |
| 0.4654 | 8.4667 | 762 | 0.5943 | 0.5502 | 0.5943 | 0.7709 |
| 0.4654 | 8.4889 | 764 | 0.5871 | 0.5110 | 0.5871 | 0.7663 |
| 0.4654 | 8.5111 | 766 | 0.5806 | 0.5196 | 0.5806 | 0.7620 |
| 0.4654 | 8.5333 | 768 | 0.5794 | 0.5054 | 0.5794 | 0.7612 |
| 0.4654 | 8.5556 | 770 | 0.5771 | 0.5054 | 0.5771 | 0.7597 |
| 0.4654 | 8.5778 | 772 | 0.5743 | 0.5196 | 0.5743 | 0.7578 |
| 0.4654 | 8.6 | 774 | 0.5729 | 0.5110 | 0.5729 | 0.7569 |
| 0.4654 | 8.6222 | 776 | 0.5766 | 0.5420 | 0.5766 | 0.7594 |
| 0.4654 | 8.6444 | 778 | 0.5892 | 0.5596 | 0.5892 | 0.7676 |
| 0.4654 | 8.6667 | 780 | 0.6093 | 0.5751 | 0.6093 | 0.7806 |
| 0.4654 | 8.6889 | 782 | 0.6216 | 0.5437 | 0.6216 | 0.7884 |
| 0.4654 | 8.7111 | 784 | 0.6321 | 0.5422 | 0.6321 | 0.7950 |
| 0.4654 | 8.7333 | 786 | 0.6327 | 0.5500 | 0.6327 | 0.7954 |
| 0.4654 | 8.7556 | 788 | 0.6282 | 0.5439 | 0.6282 | 0.7926 |
| 0.4654 | 8.7778 | 790 | 0.6176 | 0.5437 | 0.6176 | 0.7859 |
| 0.4654 | 8.8 | 792 | 0.6051 | 0.5406 | 0.6051 | 0.7779 |
| 0.4654 | 8.8222 | 794 | 0.5966 | 0.5306 | 0.5966 | 0.7724 |
| 0.4654 | 8.8444 | 796 | 0.5968 | 0.5196 | 0.5968 | 0.7725 |
| 0.4654 | 8.8667 | 798 | 0.5961 | 0.5054 | 0.5961 | 0.7721 |
| 0.4654 | 8.8889 | 800 | 0.5931 | 0.5054 | 0.5931 | 0.7701 |
| 0.4654 | 8.9111 | 802 | 0.5879 | 0.5054 | 0.5879 | 0.7667 |
| 0.4654 | 8.9333 | 804 | 0.5833 | 0.5334 | 0.5833 | 0.7637 |
| 0.4654 | 8.9556 | 806 | 0.5809 | 0.5320 | 0.5809 | 0.7622 |
| 0.4654 | 8.9778 | 808 | 0.5808 | 0.5371 | 0.5808 | 0.7621 |
| 0.4654 | 9.0 | 810 | 0.5800 | 0.5371 | 0.5800 | 0.7616 |
| 0.4654 | 9.0222 | 812 | 0.5779 | 0.5371 | 0.5779 | 0.7602 |
| 0.4654 | 9.0444 | 814 | 0.5772 | 0.5371 | 0.5772 | 0.7597 |
| 0.4654 | 9.0667 | 816 | 0.5778 | 0.5288 | 0.5778 | 0.7602 |
| 0.4654 | 9.0889 | 818 | 0.5773 | 0.5371 | 0.5773 | 0.7598 |
| 0.4654 | 9.1111 | 820 | 0.5793 | 0.5356 | 0.5793 | 0.7611 |
| 0.4654 | 9.1333 | 822 | 0.5821 | 0.5438 | 0.5821 | 0.7629 |
| 0.4654 | 9.1556 | 824 | 0.5849 | 0.5438 | 0.5849 | 0.7648 |
| 0.4654 | 9.1778 | 826 | 0.5886 | 0.5438 | 0.5886 | 0.7672 |
| 0.4654 | 9.2 | 828 | 0.5924 | 0.5438 | 0.5924 | 0.7697 |
| 0.4654 | 9.2222 | 830 | 0.5968 | 0.5438 | 0.5968 | 0.7725 |
| 0.4654 | 9.2444 | 832 | 0.6015 | 0.5438 | 0.6015 | 0.7756 |
| 0.4654 | 9.2667 | 834 | 0.6043 | 0.5438 | 0.6043 | 0.7774 |
| 0.4654 | 9.2889 | 836 | 0.6069 | 0.5438 | 0.6069 | 0.7790 |
| 0.4654 | 9.3111 | 838 | 0.6090 | 0.5438 | 0.6090 | 0.7804 |
| 0.4654 | 9.3333 | 840 | 0.6108 | 0.5438 | 0.6108 | 0.7815 |
| 0.4654 | 9.3556 | 842 | 0.6117 | 0.5566 | 0.6117 | 0.7821 |
| 0.4654 | 9.3778 | 844 | 0.6140 | 0.5566 | 0.6140 | 0.7836 |
| 0.4654 | 9.4 | 846 | 0.6166 | 0.5566 | 0.6166 | 0.7852 |
| 0.4654 | 9.4222 | 848 | 0.6182 | 0.5566 | 0.6182 | 0.7863 |
| 0.4654 | 9.4444 | 850 | 0.6197 | 0.5566 | 0.6197 | 0.7872 |
| 0.4654 | 9.4667 | 852 | 0.6220 | 0.5329 | 0.6220 | 0.7887 |
| 0.4654 | 9.4889 | 854 | 0.6226 | 0.5250 | 0.6226 | 0.7890 |
| 0.4654 | 9.5111 | 856 | 0.6210 | 0.5250 | 0.6210 | 0.7880 |
| 0.4654 | 9.5333 | 858 | 0.6187 | 0.5250 | 0.6187 | 0.7865 |
| 0.4654 | 9.5556 | 860 | 0.6172 | 0.5329 | 0.6172 | 0.7856 |
| 0.4654 | 9.5778 | 862 | 0.6145 | 0.5566 | 0.6145 | 0.7839 |
| 0.4654 | 9.6 | 864 | 0.6118 | 0.5566 | 0.6118 | 0.7822 |
| 0.4654 | 9.6222 | 866 | 0.6088 | 0.5707 | 0.6088 | 0.7802 |
| 0.4654 | 9.6444 | 868 | 0.6055 | 0.5707 | 0.6055 | 0.7782 |
| 0.4654 | 9.6667 | 870 | 0.6025 | 0.5582 | 0.6025 | 0.7762 |
| 0.4654 | 9.6889 | 872 | 0.6008 | 0.5582 | 0.6008 | 0.7751 |
| 0.4654 | 9.7111 | 874 | 0.5994 | 0.5599 | 0.5994 | 0.7742 |
| 0.4654 | 9.7333 | 876 | 0.5988 | 0.5599 | 0.5988 | 0.7738 |
| 0.4654 | 9.7556 | 878 | 0.5988 | 0.5599 | 0.5988 | 0.7738 |
| 0.4654 | 9.7778 | 880 | 0.5985 | 0.5470 | 0.5985 | 0.7736 |
| 0.4654 | 9.8 | 882 | 0.5987 | 0.5352 | 0.5987 | 0.7737 |
| 0.4654 | 9.8222 | 884 | 0.5987 | 0.5338 | 0.5987 | 0.7738 |
| 0.4654 | 9.8444 | 886 | 0.5989 | 0.5338 | 0.5989 | 0.7739 |
| 0.4654 | 9.8667 | 888 | 0.5992 | 0.5338 | 0.5992 | 0.7741 |
| 0.4654 | 9.8889 | 890 | 0.5993 | 0.5470 | 0.5993 | 0.7742 |
| 0.4654 | 9.9111 | 892 | 0.5993 | 0.5599 | 0.5993 | 0.7741 |
| 0.4654 | 9.9333 | 894 | 0.5993 | 0.5599 | 0.5993 | 0.7742 |
| 0.4654 | 9.9556 | 896 | 0.5993 | 0.5599 | 0.5993 | 0.7741 |
| 0.4654 | 9.9778 | 898 | 0.5992 | 0.5599 | 0.5992 | 0.7741 |
| 0.4654 | 10.0 | 900 | 0.5991 | 0.5599 | 0.5991 | 0.7740 |
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_FineTuningAraBERT_run3_AugV5_k18_task2_organization
Base model
aubmindlab/bert-base-arabertv02