Instructions to use MayBashendy/ArabicNewSplits7_B_usingALLEssays_FineTuningAraBERT_run1_AugV5_k14_task5_organization with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use MayBashendy/ArabicNewSplits7_B_usingALLEssays_FineTuningAraBERT_run1_AugV5_k14_task5_organization with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="MayBashendy/ArabicNewSplits7_B_usingALLEssays_FineTuningAraBERT_run1_AugV5_k14_task5_organization")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("MayBashendy/ArabicNewSplits7_B_usingALLEssays_FineTuningAraBERT_run1_AugV5_k14_task5_organization") model = AutoModelForSequenceClassification.from_pretrained("MayBashendy/ArabicNewSplits7_B_usingALLEssays_FineTuningAraBERT_run1_AugV5_k14_task5_organization", device_map="auto") - Notebooks
- Google Colab
- Kaggle
ArabicNewSplits7_B_usingALLEssays_FineTuningAraBERT_run1_AugV5_k14_task5_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: 0.9597
- Qwk: 0.3129
- Mse: 0.9597
- Rmse: 0.9797
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 | 0.0303 | 2 | 4.2258 | -0.0156 | 4.2258 | 2.0557 |
| No log | 0.0606 | 4 | 2.6585 | -0.0980 | 2.6585 | 1.6305 |
| No log | 0.0909 | 6 | 2.6846 | -0.0192 | 2.6846 | 1.6385 |
| No log | 0.1212 | 8 | 2.4885 | 0.0205 | 2.4885 | 1.5775 |
| No log | 0.1515 | 10 | 1.9799 | 0.0842 | 1.9799 | 1.4071 |
| No log | 0.1818 | 12 | 1.5807 | 0.0412 | 1.5807 | 1.2573 |
| No log | 0.2121 | 14 | 1.1497 | 0.1443 | 1.1497 | 1.0723 |
| No log | 0.2424 | 16 | 1.1294 | 0.1739 | 1.1294 | 1.0627 |
| No log | 0.2727 | 18 | 0.9921 | 0.2015 | 0.9921 | 0.9961 |
| No log | 0.3030 | 20 | 0.9723 | 0.2933 | 0.9723 | 0.9861 |
| No log | 0.3333 | 22 | 0.9834 | 0.3100 | 0.9834 | 0.9917 |
| No log | 0.3636 | 24 | 1.0027 | 0.2978 | 1.0027 | 1.0013 |
| No log | 0.3939 | 26 | 1.2543 | 0.3165 | 1.2543 | 1.1199 |
| No log | 0.4242 | 28 | 1.2827 | 0.3165 | 1.2827 | 1.1325 |
| No log | 0.4545 | 30 | 1.2623 | 0.3091 | 1.2623 | 1.1235 |
| No log | 0.4848 | 32 | 1.0881 | 0.1095 | 1.0881 | 1.0431 |
| No log | 0.5152 | 34 | 1.1117 | 0.2108 | 1.1117 | 1.0544 |
| No log | 0.5455 | 36 | 1.1546 | 0.1557 | 1.1546 | 1.0745 |
| No log | 0.5758 | 38 | 1.2671 | 0.3001 | 1.2671 | 1.1256 |
| No log | 0.6061 | 40 | 1.2406 | 0.2776 | 1.2406 | 1.1138 |
| No log | 0.6364 | 42 | 1.2724 | 0.2606 | 1.2724 | 1.1280 |
| No log | 0.6667 | 44 | 1.4334 | 0.2888 | 1.4334 | 1.1973 |
| No log | 0.6970 | 46 | 1.3484 | 0.2319 | 1.3484 | 1.1612 |
| No log | 0.7273 | 48 | 1.2437 | 0.1693 | 1.2437 | 1.1152 |
| No log | 0.7576 | 50 | 1.2284 | 0.2882 | 1.2284 | 1.1083 |
| No log | 0.7879 | 52 | 1.1847 | 0.2802 | 1.1847 | 1.0884 |
| No log | 0.8182 | 54 | 1.1463 | 0.2802 | 1.1463 | 1.0707 |
| No log | 0.8485 | 56 | 1.1171 | 0.2920 | 1.1171 | 1.0569 |
| No log | 0.8788 | 58 | 1.1245 | 0.2899 | 1.1245 | 1.0604 |
| No log | 0.9091 | 60 | 1.0790 | 0.3296 | 1.0790 | 1.0387 |
| No log | 0.9394 | 62 | 1.0343 | 0.3671 | 1.0343 | 1.0170 |
| No log | 0.9697 | 64 | 0.9971 | 0.3282 | 0.9971 | 0.9986 |
| No log | 1.0 | 66 | 0.9483 | 0.3666 | 0.9483 | 0.9738 |
| No log | 1.0303 | 68 | 0.9226 | 0.3363 | 0.9226 | 0.9605 |
| No log | 1.0606 | 70 | 1.1290 | 0.3056 | 1.1290 | 1.0626 |
| No log | 1.0909 | 72 | 1.1830 | 0.3056 | 1.1830 | 1.0876 |
| No log | 1.1212 | 74 | 0.9002 | 0.3762 | 0.9002 | 0.9488 |
| No log | 1.1515 | 76 | 1.0247 | 0.3424 | 1.0247 | 1.0123 |
| No log | 1.1818 | 78 | 1.0496 | 0.2726 | 1.0496 | 1.0245 |
| No log | 1.2121 | 80 | 0.9113 | 0.4075 | 0.9113 | 0.9546 |
| No log | 1.2424 | 82 | 1.0204 | 0.3977 | 1.0204 | 1.0101 |
| No log | 1.2727 | 84 | 1.1741 | 0.2604 | 1.1741 | 1.0836 |
| No log | 1.3030 | 86 | 0.9960 | 0.3977 | 0.9960 | 0.9980 |
| No log | 1.3333 | 88 | 0.8586 | 0.4104 | 0.8586 | 0.9266 |
| No log | 1.3636 | 90 | 0.8537 | 0.4611 | 0.8537 | 0.9240 |
| No log | 1.3939 | 92 | 0.8648 | 0.4955 | 0.8648 | 0.9300 |
| No log | 1.4242 | 94 | 0.8941 | 0.4284 | 0.8941 | 0.9456 |
| No log | 1.4545 | 96 | 0.9240 | 0.3382 | 0.9240 | 0.9612 |
| No log | 1.4848 | 98 | 0.9272 | 0.3250 | 0.9272 | 0.9629 |
| No log | 1.5152 | 100 | 0.9523 | 0.4755 | 0.9523 | 0.9758 |
| No log | 1.5455 | 102 | 0.9919 | 0.4413 | 0.9919 | 0.9959 |
| No log | 1.5758 | 104 | 1.0650 | 0.3084 | 1.0650 | 1.0320 |
| No log | 1.6061 | 106 | 1.1784 | 0.2896 | 1.1784 | 1.0855 |
| No log | 1.6364 | 108 | 1.0425 | 0.3099 | 1.0425 | 1.0211 |
| No log | 1.6667 | 110 | 1.1105 | 0.3666 | 1.1105 | 1.0538 |
| No log | 1.6970 | 112 | 1.1938 | 0.3216 | 1.1938 | 1.0926 |
| No log | 1.7273 | 114 | 1.1135 | 0.3908 | 1.1135 | 1.0552 |
| No log | 1.7576 | 116 | 1.2362 | 0.2940 | 1.2362 | 1.1118 |
| No log | 1.7879 | 118 | 1.2217 | 0.3467 | 1.2217 | 1.1053 |
| No log | 1.8182 | 120 | 1.2302 | 0.3365 | 1.2302 | 1.1092 |
| No log | 1.8485 | 122 | 1.3902 | 0.1708 | 1.3902 | 1.1790 |
| No log | 1.8788 | 124 | 1.4078 | 0.1974 | 1.4078 | 1.1865 |
| No log | 1.9091 | 126 | 1.2058 | 0.1989 | 1.2058 | 1.0981 |
| No log | 1.9394 | 128 | 1.0973 | 0.3803 | 1.0973 | 1.0475 |
| No log | 1.9697 | 130 | 1.2424 | 0.4144 | 1.2424 | 1.1146 |
| No log | 2.0 | 132 | 1.0889 | 0.3834 | 1.0889 | 1.0435 |
| No log | 2.0303 | 134 | 0.9175 | 0.4288 | 0.9175 | 0.9579 |
| No log | 2.0606 | 136 | 0.9896 | 0.4039 | 0.9896 | 0.9948 |
| No log | 2.0909 | 138 | 1.0634 | 0.3954 | 1.0634 | 1.0312 |
| No log | 2.1212 | 140 | 0.9679 | 0.4695 | 0.9679 | 0.9838 |
| No log | 2.1515 | 142 | 0.8813 | 0.4353 | 0.8813 | 0.9388 |
| No log | 2.1818 | 144 | 0.9677 | 0.2120 | 0.9677 | 0.9837 |
| No log | 2.2121 | 146 | 1.0357 | 0.2020 | 1.0357 | 1.0177 |
| No log | 2.2424 | 148 | 1.0037 | 0.1825 | 1.0037 | 1.0019 |
| No log | 2.2727 | 150 | 0.9047 | 0.3859 | 0.9047 | 0.9511 |
| No log | 2.3030 | 152 | 0.9262 | 0.3861 | 0.9262 | 0.9624 |
| No log | 2.3333 | 154 | 0.8952 | 0.4097 | 0.8952 | 0.9462 |
| No log | 2.3636 | 156 | 0.8997 | 0.3878 | 0.8997 | 0.9485 |
| No log | 2.3939 | 158 | 0.8901 | 0.3994 | 0.8901 | 0.9434 |
| No log | 2.4242 | 160 | 0.9127 | 0.3652 | 0.9127 | 0.9553 |
| No log | 2.4545 | 162 | 0.9402 | 0.4676 | 0.9402 | 0.9696 |
| No log | 2.4848 | 164 | 0.9629 | 0.4232 | 0.9629 | 0.9813 |
| No log | 2.5152 | 166 | 0.9728 | 0.4676 | 0.9728 | 0.9863 |
| No log | 2.5455 | 168 | 0.9862 | 0.4982 | 0.9862 | 0.9931 |
| No log | 2.5758 | 170 | 1.0426 | 0.3939 | 1.0426 | 1.0211 |
| No log | 2.6061 | 172 | 0.9822 | 0.3145 | 0.9822 | 0.9911 |
| No log | 2.6364 | 174 | 0.9633 | 0.3552 | 0.9633 | 0.9815 |
| No log | 2.6667 | 176 | 0.9644 | 0.3552 | 0.9644 | 0.9820 |
| No log | 2.6970 | 178 | 0.9617 | 0.3821 | 0.9617 | 0.9806 |
| No log | 2.7273 | 180 | 0.9840 | 0.3596 | 0.9840 | 0.9920 |
| No log | 2.7576 | 182 | 1.0105 | 0.3861 | 1.0105 | 1.0053 |
| No log | 2.7879 | 184 | 1.0188 | 0.4231 | 1.0188 | 1.0093 |
| No log | 2.8182 | 186 | 1.0527 | 0.4211 | 1.0527 | 1.0260 |
| No log | 2.8485 | 188 | 1.1545 | 0.3117 | 1.1545 | 1.0745 |
| No log | 2.8788 | 190 | 1.0366 | 0.3688 | 1.0366 | 1.0181 |
| No log | 2.9091 | 192 | 0.9430 | 0.4983 | 0.9430 | 0.9711 |
| No log | 2.9394 | 194 | 1.0439 | 0.4695 | 1.0439 | 1.0217 |
| No log | 2.9697 | 196 | 0.9554 | 0.4499 | 0.9554 | 0.9774 |
| No log | 3.0 | 198 | 0.8866 | 0.4015 | 0.8866 | 0.9416 |
| No log | 3.0303 | 200 | 0.9263 | 0.4218 | 0.9263 | 0.9624 |
| No log | 3.0606 | 202 | 0.8672 | 0.3857 | 0.8672 | 0.9312 |
| No log | 3.0909 | 204 | 0.9808 | 0.4696 | 0.9808 | 0.9904 |
| No log | 3.1212 | 206 | 1.0971 | 0.3163 | 1.0971 | 1.0474 |
| No log | 3.1515 | 208 | 1.0480 | 0.4103 | 1.0480 | 1.0237 |
| No log | 3.1818 | 210 | 0.8948 | 0.4739 | 0.8948 | 0.9459 |
| No log | 3.2121 | 212 | 0.8618 | 0.4733 | 0.8618 | 0.9284 |
| No log | 3.2424 | 214 | 0.8552 | 0.5055 | 0.8552 | 0.9247 |
| No log | 3.2727 | 216 | 0.8385 | 0.5563 | 0.8385 | 0.9157 |
| No log | 3.3030 | 218 | 0.8793 | 0.4850 | 0.8793 | 0.9377 |
| No log | 3.3333 | 220 | 0.9005 | 0.4850 | 0.9005 | 0.9489 |
| No log | 3.3636 | 222 | 0.8466 | 0.4883 | 0.8466 | 0.9201 |
| No log | 3.3939 | 224 | 0.8505 | 0.4134 | 0.8505 | 0.9222 |
| No log | 3.4242 | 226 | 0.8595 | 0.4391 | 0.8595 | 0.9271 |
| No log | 3.4545 | 228 | 0.8985 | 0.4850 | 0.8985 | 0.9479 |
| No log | 3.4848 | 230 | 1.0531 | 0.4247 | 1.0531 | 1.0262 |
| No log | 3.5152 | 232 | 1.0443 | 0.4002 | 1.0443 | 1.0219 |
| No log | 3.5455 | 234 | 0.9004 | 0.4375 | 0.9004 | 0.9489 |
| No log | 3.5758 | 236 | 0.8687 | 0.3204 | 0.8687 | 0.9321 |
| No log | 3.6061 | 238 | 0.8750 | 0.4169 | 0.8750 | 0.9354 |
| No log | 3.6364 | 240 | 0.9196 | 0.4480 | 0.9196 | 0.9590 |
| No log | 3.6667 | 242 | 0.9835 | 0.4094 | 0.9835 | 0.9917 |
| No log | 3.6970 | 244 | 0.9409 | 0.4455 | 0.9409 | 0.9700 |
| No log | 3.7273 | 246 | 0.8891 | 0.4460 | 0.8891 | 0.9429 |
| No log | 3.7576 | 248 | 0.9220 | 0.3891 | 0.9220 | 0.9602 |
| No log | 3.7879 | 250 | 0.9144 | 0.4175 | 0.9144 | 0.9562 |
| No log | 3.8182 | 252 | 0.9778 | 0.4417 | 0.9778 | 0.9888 |
| No log | 3.8485 | 254 | 1.0370 | 0.4051 | 1.0370 | 1.0184 |
| No log | 3.8788 | 256 | 0.9993 | 0.3511 | 0.9993 | 0.9996 |
| No log | 3.9091 | 258 | 0.9343 | 0.3134 | 0.9343 | 0.9666 |
| No log | 3.9394 | 260 | 0.9651 | 0.2479 | 0.9651 | 0.9824 |
| No log | 3.9697 | 262 | 1.0503 | 0.2579 | 1.0503 | 1.0248 |
| No log | 4.0 | 264 | 1.0096 | 0.3152 | 1.0096 | 1.0048 |
| No log | 4.0303 | 266 | 0.9578 | 0.3744 | 0.9578 | 0.9787 |
| No log | 4.0606 | 268 | 0.9931 | 0.3957 | 0.9931 | 0.9965 |
| No log | 4.0909 | 270 | 1.0124 | 0.3602 | 1.0124 | 1.0062 |
| No log | 4.1212 | 272 | 0.9920 | 0.4008 | 0.9920 | 0.9960 |
| No log | 4.1515 | 274 | 0.9811 | 0.3981 | 0.9811 | 0.9905 |
| No log | 4.1818 | 276 | 1.0028 | 0.3696 | 1.0028 | 1.0014 |
| No log | 4.2121 | 278 | 0.9772 | 0.4059 | 0.9772 | 0.9885 |
| No log | 4.2424 | 280 | 0.9883 | 0.3596 | 0.9883 | 0.9942 |
| No log | 4.2727 | 282 | 1.0369 | 0.3844 | 1.0369 | 1.0183 |
| No log | 4.3030 | 284 | 1.0391 | 0.3424 | 1.0391 | 1.0194 |
| No log | 4.3333 | 286 | 0.9874 | 0.3668 | 0.9874 | 0.9937 |
| No log | 4.3636 | 288 | 0.9491 | 0.3052 | 0.9491 | 0.9742 |
| No log | 4.3939 | 290 | 0.9848 | 0.2593 | 0.9848 | 0.9924 |
| No log | 4.4242 | 292 | 0.9752 | 0.2304 | 0.9752 | 0.9875 |
| No log | 4.4545 | 294 | 0.9542 | 0.3229 | 0.9542 | 0.9768 |
| No log | 4.4848 | 296 | 1.0083 | 0.3771 | 1.0083 | 1.0042 |
| No log | 4.5152 | 298 | 1.0450 | 0.3684 | 1.0450 | 1.0223 |
| No log | 4.5455 | 300 | 1.0343 | 0.3947 | 1.0343 | 1.0170 |
| No log | 4.5758 | 302 | 1.0332 | 0.4410 | 1.0332 | 1.0165 |
| No log | 4.6061 | 304 | 1.0814 | 0.4048 | 1.0814 | 1.0399 |
| No log | 4.6364 | 306 | 1.2429 | 0.3107 | 1.2429 | 1.1149 |
| No log | 4.6667 | 308 | 1.2974 | 0.2640 | 1.2974 | 1.1390 |
| No log | 4.6970 | 310 | 1.1733 | 0.2640 | 1.1733 | 1.0832 |
| No log | 4.7273 | 312 | 0.9753 | 0.2981 | 0.9753 | 0.9876 |
| No log | 4.7576 | 314 | 0.8383 | 0.4612 | 0.8383 | 0.9156 |
| No log | 4.7879 | 316 | 0.8323 | 0.4163 | 0.8323 | 0.9123 |
| No log | 4.8182 | 318 | 0.8400 | 0.4192 | 0.8400 | 0.9165 |
| No log | 4.8485 | 320 | 0.8653 | 0.4869 | 0.8653 | 0.9302 |
| No log | 4.8788 | 322 | 0.9681 | 0.4696 | 0.9681 | 0.9839 |
| No log | 4.9091 | 324 | 1.0903 | 0.4065 | 1.0903 | 1.0442 |
| No log | 4.9394 | 326 | 1.1348 | 0.3845 | 1.1348 | 1.0652 |
| No log | 4.9697 | 328 | 1.0784 | 0.3691 | 1.0784 | 1.0385 |
| No log | 5.0 | 330 | 1.0327 | 0.3973 | 1.0327 | 1.0162 |
| No log | 5.0303 | 332 | 0.9981 | 0.2651 | 0.9981 | 0.9991 |
| No log | 5.0606 | 334 | 0.9785 | 0.3603 | 0.9785 | 0.9892 |
| No log | 5.0909 | 336 | 0.9587 | 0.3576 | 0.9587 | 0.9791 |
| No log | 5.1212 | 338 | 0.9797 | 0.2647 | 0.9797 | 0.9898 |
| No log | 5.1515 | 340 | 1.0731 | 0.2175 | 1.0731 | 1.0359 |
| No log | 5.1818 | 342 | 1.1387 | 0.2066 | 1.1387 | 1.0671 |
| No log | 5.2121 | 344 | 1.1635 | 0.3098 | 1.1635 | 1.0787 |
| No log | 5.2424 | 346 | 1.0982 | 0.3434 | 1.0982 | 1.0479 |
| No log | 5.2727 | 348 | 0.9558 | 0.4491 | 0.9558 | 0.9777 |
| No log | 5.3030 | 350 | 0.9171 | 0.4871 | 0.9171 | 0.9576 |
| No log | 5.3333 | 352 | 0.9537 | 0.4958 | 0.9537 | 0.9766 |
| No log | 5.3636 | 354 | 0.9578 | 0.4623 | 0.9578 | 0.9787 |
| No log | 5.3939 | 356 | 0.9442 | 0.4620 | 0.9442 | 0.9717 |
| No log | 5.4242 | 358 | 0.9470 | 0.3913 | 0.9470 | 0.9732 |
| No log | 5.4545 | 360 | 0.9062 | 0.4599 | 0.9062 | 0.9520 |
| No log | 5.4848 | 362 | 0.8989 | 0.4601 | 0.8989 | 0.9481 |
| No log | 5.5152 | 364 | 0.8543 | 0.4244 | 0.8543 | 0.9243 |
| No log | 5.5455 | 366 | 0.8541 | 0.4288 | 0.8541 | 0.9242 |
| No log | 5.5758 | 368 | 0.8534 | 0.4012 | 0.8534 | 0.9238 |
| No log | 5.6061 | 370 | 0.8657 | 0.4141 | 0.8657 | 0.9304 |
| No log | 5.6364 | 372 | 0.9746 | 0.4202 | 0.9746 | 0.9872 |
| No log | 5.6667 | 374 | 1.0569 | 0.3004 | 1.0569 | 1.0281 |
| No log | 5.6970 | 376 | 0.9950 | 0.3648 | 0.9950 | 0.9975 |
| No log | 5.7273 | 378 | 0.8855 | 0.4106 | 0.8855 | 0.9410 |
| No log | 5.7576 | 380 | 0.8426 | 0.4014 | 0.8426 | 0.9179 |
| No log | 5.7879 | 382 | 0.8456 | 0.3877 | 0.8456 | 0.9195 |
| No log | 5.8182 | 384 | 0.8630 | 0.4411 | 0.8630 | 0.9290 |
| No log | 5.8485 | 386 | 0.8919 | 0.4875 | 0.8919 | 0.9444 |
| No log | 5.8788 | 388 | 0.9065 | 0.4404 | 0.9065 | 0.9521 |
| No log | 5.9091 | 390 | 0.9817 | 0.4495 | 0.9817 | 0.9908 |
| No log | 5.9394 | 392 | 1.0068 | 0.4343 | 1.0068 | 1.0034 |
| No log | 5.9697 | 394 | 0.9641 | 0.4375 | 0.9641 | 0.9819 |
| No log | 6.0 | 396 | 0.8959 | 0.4271 | 0.8959 | 0.9465 |
| No log | 6.0303 | 398 | 0.9106 | 0.4012 | 0.9106 | 0.9543 |
| No log | 6.0606 | 400 | 0.9557 | 0.3994 | 0.9557 | 0.9776 |
| No log | 6.0909 | 402 | 0.9954 | 0.4237 | 0.9954 | 0.9977 |
| No log | 6.1212 | 404 | 0.9734 | 0.4227 | 0.9734 | 0.9866 |
| No log | 6.1515 | 406 | 0.9245 | 0.4483 | 0.9245 | 0.9615 |
| No log | 6.1818 | 408 | 0.8758 | 0.4743 | 0.8758 | 0.9358 |
| No log | 6.2121 | 410 | 0.8431 | 0.5002 | 0.8431 | 0.9182 |
| No log | 6.2424 | 412 | 0.8524 | 0.4854 | 0.8524 | 0.9233 |
| No log | 6.2727 | 414 | 0.8443 | 0.5208 | 0.8443 | 0.9189 |
| No log | 6.3030 | 416 | 0.8168 | 0.5357 | 0.8168 | 0.9038 |
| No log | 6.3333 | 418 | 0.8337 | 0.4455 | 0.8337 | 0.9131 |
| No log | 6.3636 | 420 | 0.8391 | 0.5357 | 0.8391 | 0.9160 |
| No log | 6.3939 | 422 | 0.9073 | 0.4617 | 0.9073 | 0.9525 |
| No log | 6.4242 | 424 | 1.0142 | 0.4326 | 1.0142 | 1.0071 |
| No log | 6.4545 | 426 | 1.0110 | 0.3804 | 1.0110 | 1.0055 |
| No log | 6.4848 | 428 | 0.9898 | 0.4573 | 0.9898 | 0.9949 |
| No log | 6.5152 | 430 | 0.9091 | 0.4960 | 0.9091 | 0.9535 |
| No log | 6.5455 | 432 | 0.8572 | 0.4660 | 0.8572 | 0.9259 |
| No log | 6.5758 | 434 | 0.8528 | 0.3544 | 0.8528 | 0.9235 |
| No log | 6.6061 | 436 | 0.8555 | 0.3496 | 0.8555 | 0.9249 |
| No log | 6.6364 | 438 | 0.9013 | 0.3697 | 0.9013 | 0.9494 |
| No log | 6.6667 | 440 | 0.9882 | 0.3330 | 0.9882 | 0.9941 |
| No log | 6.6970 | 442 | 1.0898 | 0.2213 | 1.0898 | 1.0439 |
| No log | 6.7273 | 444 | 1.1073 | 0.2821 | 1.1073 | 1.0523 |
| No log | 6.7576 | 446 | 1.0338 | 0.4157 | 1.0338 | 1.0168 |
| No log | 6.7879 | 448 | 0.8987 | 0.4327 | 0.8987 | 0.9480 |
| No log | 6.8182 | 450 | 0.8434 | 0.3446 | 0.8434 | 0.9184 |
| No log | 6.8485 | 452 | 0.8394 | 0.3569 | 0.8394 | 0.9162 |
| No log | 6.8788 | 454 | 0.8782 | 0.4973 | 0.8782 | 0.9371 |
| No log | 6.9091 | 456 | 0.9281 | 0.4696 | 0.9281 | 0.9634 |
| No log | 6.9394 | 458 | 0.9295 | 0.4450 | 0.9295 | 0.9641 |
| No log | 6.9697 | 460 | 0.9040 | 0.4180 | 0.9040 | 0.9508 |
| No log | 7.0 | 462 | 0.9001 | 0.4044 | 0.9001 | 0.9487 |
| No log | 7.0303 | 464 | 0.8961 | 0.3583 | 0.8961 | 0.9466 |
| No log | 7.0606 | 466 | 0.9290 | 0.3702 | 0.9290 | 0.9639 |
| No log | 7.0909 | 468 | 0.9586 | 0.4237 | 0.9586 | 0.9791 |
| No log | 7.1212 | 470 | 1.0134 | 0.3687 | 1.0134 | 1.0067 |
| No log | 7.1515 | 472 | 0.9913 | 0.4327 | 0.9913 | 0.9957 |
| No log | 7.1818 | 474 | 0.9450 | 0.4198 | 0.9450 | 0.9721 |
| No log | 7.2121 | 476 | 0.9281 | 0.4198 | 0.9281 | 0.9634 |
| No log | 7.2424 | 478 | 0.9286 | 0.4198 | 0.9286 | 0.9637 |
| No log | 7.2727 | 480 | 0.9561 | 0.3780 | 0.9561 | 0.9778 |
| No log | 7.3030 | 482 | 0.9846 | 0.3637 | 0.9846 | 0.9923 |
| No log | 7.3333 | 484 | 0.9311 | 0.3414 | 0.9311 | 0.9649 |
| No log | 7.3636 | 486 | 0.9139 | 0.3994 | 0.9139 | 0.9560 |
| No log | 7.3939 | 488 | 0.9096 | 0.3994 | 0.9096 | 0.9537 |
| No log | 7.4242 | 490 | 0.9565 | 0.4461 | 0.9565 | 0.9780 |
| No log | 7.4545 | 492 | 0.9972 | 0.4696 | 0.9972 | 0.9986 |
| No log | 7.4848 | 494 | 0.9949 | 0.4711 | 0.9949 | 0.9975 |
| No log | 7.5152 | 496 | 0.9363 | 0.4755 | 0.9363 | 0.9676 |
| No log | 7.5455 | 498 | 0.9270 | 0.3418 | 0.9270 | 0.9628 |
| 0.3134 | 7.5758 | 500 | 0.9209 | 0.3133 | 0.9209 | 0.9596 |
| 0.3134 | 7.6061 | 502 | 0.9320 | 0.3172 | 0.9320 | 0.9654 |
| 0.3134 | 7.6364 | 504 | 0.9806 | 0.3192 | 0.9806 | 0.9903 |
| 0.3134 | 7.6667 | 506 | 0.9862 | 0.3085 | 0.9862 | 0.9931 |
| 0.3134 | 7.6970 | 508 | 0.9516 | 0.3658 | 0.9516 | 0.9755 |
| 0.3134 | 7.7273 | 510 | 0.9280 | 0.4368 | 0.9280 | 0.9633 |
| 0.3134 | 7.7576 | 512 | 0.8968 | 0.4012 | 0.8968 | 0.9470 |
| 0.3134 | 7.7879 | 514 | 0.9090 | 0.3628 | 0.9090 | 0.9534 |
| 0.3134 | 7.8182 | 516 | 0.9674 | 0.4461 | 0.9674 | 0.9835 |
| 0.3134 | 7.8485 | 518 | 1.0053 | 0.3824 | 1.0053 | 1.0026 |
| 0.3134 | 7.8788 | 520 | 0.9762 | 0.3658 | 0.9762 | 0.9880 |
| 0.3134 | 7.9091 | 522 | 0.9727 | 0.3658 | 0.9727 | 0.9863 |
| 0.3134 | 7.9394 | 524 | 0.9901 | 0.3515 | 0.9901 | 0.9950 |
| 0.3134 | 7.9697 | 526 | 1.0010 | 0.3494 | 1.0010 | 1.0005 |
| 0.3134 | 8.0 | 528 | 0.9860 | 0.3611 | 0.9860 | 0.9930 |
| 0.3134 | 8.0303 | 530 | 0.9566 | 0.3382 | 0.9566 | 0.9781 |
| 0.3134 | 8.0606 | 532 | 0.9308 | 0.2596 | 0.9308 | 0.9648 |
| 0.3134 | 8.0909 | 534 | 0.9317 | 0.2910 | 0.9317 | 0.9652 |
| 0.3134 | 8.1212 | 536 | 0.9509 | 0.3976 | 0.9509 | 0.9751 |
| 0.3134 | 8.1515 | 538 | 1.0099 | 0.4495 | 1.0099 | 1.0050 |
| 0.3134 | 8.1818 | 540 | 1.0177 | 0.4514 | 1.0177 | 1.0088 |
| 0.3134 | 8.2121 | 542 | 0.9742 | 0.4039 | 0.9742 | 0.9870 |
| 0.3134 | 8.2424 | 544 | 0.9582 | 0.4025 | 0.9582 | 0.9789 |
| 0.3134 | 8.2727 | 546 | 0.9540 | 0.3744 | 0.9540 | 0.9768 |
| 0.3134 | 8.3030 | 548 | 0.9626 | 0.3563 | 0.9626 | 0.9811 |
| 0.3134 | 8.3333 | 550 | 0.9840 | 0.2819 | 0.9840 | 0.9920 |
| 0.3134 | 8.3636 | 552 | 1.0104 | 0.2674 | 1.0104 | 1.0052 |
| 0.3134 | 8.3939 | 554 | 0.9634 | 0.3563 | 0.9634 | 0.9815 |
| 0.3134 | 8.4242 | 556 | 0.9337 | 0.4264 | 0.9337 | 0.9663 |
| 0.3134 | 8.4545 | 558 | 0.9331 | 0.4264 | 0.9331 | 0.9660 |
| 0.3134 | 8.4848 | 560 | 0.9655 | 0.3570 | 0.9655 | 0.9826 |
| 0.3134 | 8.5152 | 562 | 1.0168 | 0.3921 | 1.0168 | 1.0083 |
| 0.3134 | 8.5455 | 564 | 0.9988 | 0.3921 | 0.9988 | 0.9994 |
| 0.3134 | 8.5758 | 566 | 0.9115 | 0.3802 | 0.9115 | 0.9547 |
| 0.3134 | 8.6061 | 568 | 0.8293 | 0.4115 | 0.8293 | 0.9106 |
| 0.3134 | 8.6364 | 570 | 0.8400 | 0.3299 | 0.8400 | 0.9165 |
| 0.3134 | 8.6667 | 572 | 0.8341 | 0.3299 | 0.8341 | 0.9133 |
| 0.3134 | 8.6970 | 574 | 0.8142 | 0.3878 | 0.8142 | 0.9024 |
| 0.3134 | 8.7273 | 576 | 0.9757 | 0.3921 | 0.9757 | 0.9878 |
| 0.3134 | 8.7576 | 578 | 1.2046 | 0.3176 | 1.2046 | 1.0976 |
| 0.3134 | 8.7879 | 580 | 1.2492 | 0.2494 | 1.2492 | 1.1177 |
| 0.3134 | 8.8182 | 582 | 1.2339 | 0.1919 | 1.2339 | 1.1108 |
| 0.3134 | 8.8485 | 584 | 1.2692 | 0.2009 | 1.2692 | 1.1266 |
| 0.3134 | 8.8788 | 586 | 1.1574 | 0.2086 | 1.1574 | 1.0758 |
| 0.3134 | 8.9091 | 588 | 0.9743 | 0.4123 | 0.9743 | 0.9871 |
| 0.3134 | 8.9394 | 590 | 0.9253 | 0.5330 | 0.9253 | 0.9619 |
| 0.3134 | 8.9697 | 592 | 0.9099 | 0.5330 | 0.9099 | 0.9539 |
| 0.3134 | 9.0 | 594 | 0.9025 | 0.4884 | 0.9025 | 0.9500 |
| 0.3134 | 9.0303 | 596 | 0.9000 | 0.4304 | 0.9000 | 0.9487 |
| 0.3134 | 9.0606 | 598 | 0.9762 | 0.3642 | 0.9762 | 0.9880 |
| 0.3134 | 9.0909 | 600 | 1.0030 | 0.3155 | 1.0030 | 1.0015 |
| 0.3134 | 9.1212 | 602 | 0.9849 | 0.3584 | 0.9849 | 0.9924 |
| 0.3134 | 9.1515 | 604 | 0.9425 | 0.3722 | 0.9425 | 0.9708 |
| 0.3134 | 9.1818 | 606 | 0.9373 | 0.3282 | 0.9373 | 0.9682 |
| 0.3134 | 9.2121 | 608 | 0.9221 | 0.3765 | 0.9221 | 0.9603 |
| 0.3134 | 9.2424 | 610 | 0.9299 | 0.4 | 0.9299 | 0.9643 |
| 0.3134 | 9.2727 | 612 | 0.9661 | 0.4019 | 0.9661 | 0.9829 |
| 0.3134 | 9.3030 | 614 | 0.9702 | 0.3701 | 0.9702 | 0.9850 |
| 0.3134 | 9.3333 | 616 | 0.9682 | 0.3357 | 0.9682 | 0.9840 |
| 0.3134 | 9.3636 | 618 | 0.9223 | 0.3733 | 0.9223 | 0.9604 |
| 0.3134 | 9.3939 | 620 | 0.9154 | 0.3869 | 0.9154 | 0.9568 |
| 0.3134 | 9.4242 | 622 | 0.8802 | 0.4627 | 0.8802 | 0.9382 |
| 0.3134 | 9.4545 | 624 | 0.8350 | 0.4401 | 0.8350 | 0.9138 |
| 0.3134 | 9.4848 | 626 | 0.8416 | 0.4266 | 0.8416 | 0.9174 |
| 0.3134 | 9.5152 | 628 | 0.8103 | 0.4494 | 0.8103 | 0.9002 |
| 0.3134 | 9.5455 | 630 | 0.8144 | 0.4354 | 0.8144 | 0.9024 |
| 0.3134 | 9.5758 | 632 | 0.8516 | 0.4868 | 0.8516 | 0.9228 |
| 0.3134 | 9.6061 | 634 | 0.8920 | 0.3890 | 0.8920 | 0.9444 |
| 0.3134 | 9.6364 | 636 | 0.8285 | 0.4072 | 0.8285 | 0.9102 |
| 0.3134 | 9.6667 | 638 | 0.8086 | 0.4033 | 0.8086 | 0.8992 |
| 0.3134 | 9.6970 | 640 | 0.8556 | 0.3515 | 0.8556 | 0.9250 |
| 0.3134 | 9.7273 | 642 | 0.9260 | 0.3494 | 0.9260 | 0.9623 |
| 0.3134 | 9.7576 | 644 | 0.9588 | 0.3503 | 0.9588 | 0.9792 |
| 0.3134 | 9.7879 | 646 | 0.9514 | 0.3687 | 0.9514 | 0.9754 |
| 0.3134 | 9.8182 | 648 | 0.9762 | 0.4039 | 0.9762 | 0.9880 |
| 0.3134 | 9.8485 | 650 | 1.0330 | 0.3257 | 1.0330 | 1.0164 |
| 0.3134 | 9.8788 | 652 | 1.0500 | 0.3257 | 1.0500 | 1.0247 |
| 0.3134 | 9.9091 | 654 | 1.0484 | 0.3257 | 1.0484 | 1.0239 |
| 0.3134 | 9.9394 | 656 | 0.9854 | 0.2350 | 0.9854 | 0.9927 |
| 0.3134 | 9.9697 | 658 | 0.8896 | 0.3506 | 0.8896 | 0.9432 |
| 0.3134 | 10.0 | 660 | 0.8468 | 0.3896 | 0.8468 | 0.9202 |
| 0.3134 | 10.0303 | 662 | 0.8464 | 0.3407 | 0.8464 | 0.9200 |
| 0.3134 | 10.0606 | 664 | 0.8374 | 0.4174 | 0.8374 | 0.9151 |
| 0.3134 | 10.0909 | 666 | 0.8942 | 0.3799 | 0.8942 | 0.9456 |
| 0.3134 | 10.1212 | 668 | 1.0745 | 0.3176 | 1.0745 | 1.0366 |
| 0.3134 | 10.1515 | 670 | 1.1909 | 0.2793 | 1.1909 | 1.0913 |
| 0.3134 | 10.1818 | 672 | 1.1924 | 0.2793 | 1.1924 | 1.0920 |
| 0.3134 | 10.2121 | 674 | 1.0795 | 0.4115 | 1.0795 | 1.0390 |
| 0.3134 | 10.2424 | 676 | 1.0163 | 0.4616 | 1.0163 | 1.0081 |
| 0.3134 | 10.2727 | 678 | 0.9851 | 0.4499 | 0.9851 | 0.9925 |
| 0.3134 | 10.3030 | 680 | 0.9701 | 0.3485 | 0.9701 | 0.9849 |
| 0.3134 | 10.3333 | 682 | 0.9526 | 0.3622 | 0.9526 | 0.9760 |
| 0.3134 | 10.3636 | 684 | 0.9321 | 0.4645 | 0.9321 | 0.9654 |
| 0.3134 | 10.3939 | 686 | 0.9209 | 0.4391 | 0.9209 | 0.9596 |
| 0.3134 | 10.4242 | 688 | 0.9013 | 0.4012 | 0.9013 | 0.9494 |
| 0.3134 | 10.4545 | 690 | 0.9051 | 0.4012 | 0.9051 | 0.9514 |
| 0.3134 | 10.4848 | 692 | 0.9016 | 0.4012 | 0.9016 | 0.9495 |
| 0.3134 | 10.5152 | 694 | 0.9039 | 0.4025 | 0.9039 | 0.9508 |
| 0.3134 | 10.5455 | 696 | 0.9228 | 0.4335 | 0.9228 | 0.9606 |
| 0.3134 | 10.5758 | 698 | 0.9288 | 0.3802 | 0.9288 | 0.9637 |
| 0.3134 | 10.6061 | 700 | 0.9635 | 0.3214 | 0.9635 | 0.9816 |
| 0.3134 | 10.6364 | 702 | 1.0236 | 0.2963 | 1.0236 | 1.0117 |
| 0.3134 | 10.6667 | 704 | 0.9856 | 0.2919 | 0.9856 | 0.9928 |
| 0.3134 | 10.6970 | 706 | 0.9697 | 0.3067 | 0.9697 | 0.9847 |
| 0.3134 | 10.7273 | 708 | 0.9192 | 0.3414 | 0.9192 | 0.9587 |
| 0.3134 | 10.7576 | 710 | 0.9207 | 0.4613 | 0.9207 | 0.9595 |
| 0.3134 | 10.7879 | 712 | 0.9679 | 0.4359 | 0.9679 | 0.9838 |
| 0.3134 | 10.8182 | 714 | 0.9754 | 0.4366 | 0.9754 | 0.9876 |
| 0.3134 | 10.8485 | 716 | 0.9679 | 0.4366 | 0.9679 | 0.9838 |
| 0.3134 | 10.8788 | 718 | 0.9572 | 0.4359 | 0.9572 | 0.9784 |
| 0.3134 | 10.9091 | 720 | 0.9158 | 0.4352 | 0.9158 | 0.9570 |
| 0.3134 | 10.9394 | 722 | 0.8896 | 0.3840 | 0.8896 | 0.9432 |
| 0.3134 | 10.9697 | 724 | 0.8746 | 0.3859 | 0.8746 | 0.9352 |
| 0.3134 | 11.0 | 726 | 0.8618 | 0.3740 | 0.8618 | 0.9283 |
| 0.3134 | 11.0303 | 728 | 0.8571 | 0.4576 | 0.8571 | 0.9258 |
| 0.3134 | 11.0606 | 730 | 0.8535 | 0.4923 | 0.8535 | 0.9238 |
| 0.3134 | 11.0909 | 732 | 0.9132 | 0.4247 | 0.9132 | 0.9556 |
| 0.3134 | 11.1212 | 734 | 1.0342 | 0.4102 | 1.0342 | 1.0169 |
| 0.3134 | 11.1515 | 736 | 1.0763 | 0.3463 | 1.0763 | 1.0375 |
| 0.3134 | 11.1818 | 738 | 1.0383 | 0.3615 | 1.0383 | 1.0190 |
| 0.3134 | 11.2121 | 740 | 1.0438 | 0.2951 | 1.0438 | 1.0217 |
| 0.3134 | 11.2424 | 742 | 1.0727 | 0.2951 | 1.0727 | 1.0357 |
| 0.3134 | 11.2727 | 744 | 1.0044 | 0.3087 | 1.0044 | 1.0022 |
| 0.3134 | 11.3030 | 746 | 0.9521 | 0.3338 | 0.9521 | 0.9758 |
| 0.3134 | 11.3333 | 748 | 0.9404 | 0.3570 | 0.9404 | 0.9698 |
| 0.3134 | 11.3636 | 750 | 0.9453 | 0.3861 | 0.9453 | 0.9723 |
| 0.3134 | 11.3939 | 752 | 0.9921 | 0.4032 | 0.9921 | 0.9960 |
| 0.3134 | 11.4242 | 754 | 1.0226 | 0.4002 | 1.0226 | 1.0112 |
| 0.3134 | 11.4545 | 756 | 0.9654 | 0.4085 | 0.9654 | 0.9825 |
| 0.3134 | 11.4848 | 758 | 0.8817 | 0.3994 | 0.8817 | 0.9390 |
| 0.3134 | 11.5152 | 760 | 0.8327 | 0.3760 | 0.8327 | 0.9125 |
| 0.3134 | 11.5455 | 762 | 0.8447 | 0.3760 | 0.8447 | 0.9190 |
| 0.3134 | 11.5758 | 764 | 0.9108 | 0.3994 | 0.9108 | 0.9543 |
| 0.3134 | 11.6061 | 766 | 0.9521 | 0.4247 | 0.9521 | 0.9758 |
| 0.3134 | 11.6364 | 768 | 1.0178 | 0.3350 | 1.0178 | 1.0089 |
| 0.3134 | 11.6667 | 770 | 1.0016 | 0.3350 | 1.0016 | 1.0008 |
| 0.3134 | 11.6970 | 772 | 0.9524 | 0.2721 | 0.9524 | 0.9759 |
| 0.3134 | 11.7273 | 774 | 0.9295 | 0.2744 | 0.9295 | 0.9641 |
| 0.3134 | 11.7576 | 776 | 0.9301 | 0.3293 | 0.9301 | 0.9644 |
| 0.3134 | 11.7879 | 778 | 0.9483 | 0.3474 | 0.9483 | 0.9738 |
| 0.3134 | 11.8182 | 780 | 0.9931 | 0.3350 | 0.9931 | 0.9965 |
| 0.3134 | 11.8485 | 782 | 1.0561 | 0.3626 | 1.0561 | 1.0276 |
| 0.3134 | 11.8788 | 784 | 1.0339 | 0.3602 | 1.0339 | 1.0168 |
| 0.3134 | 11.9091 | 786 | 0.9700 | 0.3350 | 0.9700 | 0.9849 |
| 0.3134 | 11.9394 | 788 | 0.8871 | 0.3994 | 0.8871 | 0.9419 |
| 0.3134 | 11.9697 | 790 | 0.8532 | 0.4128 | 0.8532 | 0.9237 |
| 0.3134 | 12.0 | 792 | 0.8540 | 0.3994 | 0.8540 | 0.9241 |
| 0.3134 | 12.0303 | 794 | 0.8829 | 0.3994 | 0.8829 | 0.9397 |
| 0.3134 | 12.0606 | 796 | 0.9706 | 0.4725 | 0.9706 | 0.9852 |
| 0.3134 | 12.0909 | 798 | 1.0195 | 0.4004 | 1.0195 | 1.0097 |
| 0.3134 | 12.1212 | 800 | 0.9926 | 0.4725 | 0.9926 | 0.9963 |
| 0.3134 | 12.1515 | 802 | 0.9429 | 0.4741 | 0.9429 | 0.9710 |
| 0.3134 | 12.1818 | 804 | 0.8959 | 0.3994 | 0.8959 | 0.9465 |
| 0.3134 | 12.2121 | 806 | 0.9025 | 0.3994 | 0.9025 | 0.9500 |
| 0.3134 | 12.2424 | 808 | 0.9189 | 0.3994 | 0.9189 | 0.9586 |
| 0.3134 | 12.2727 | 810 | 1.0024 | 0.3747 | 1.0024 | 1.0012 |
| 0.3134 | 12.3030 | 812 | 1.0468 | 0.4102 | 1.0468 | 1.0231 |
| 0.3134 | 12.3333 | 814 | 1.0048 | 0.4247 | 1.0048 | 1.0024 |
| 0.3134 | 12.3636 | 816 | 0.9702 | 0.3879 | 0.9702 | 0.9850 |
| 0.3134 | 12.3939 | 818 | 0.9269 | 0.4010 | 0.9269 | 0.9628 |
| 0.3134 | 12.4242 | 820 | 0.9394 | 0.4503 | 0.9394 | 0.9692 |
| 0.3134 | 12.4545 | 822 | 0.9489 | 0.3879 | 0.9489 | 0.9741 |
| 0.3134 | 12.4848 | 824 | 0.9739 | 0.3728 | 0.9739 | 0.9868 |
| 0.3134 | 12.5152 | 826 | 0.9777 | 0.3454 | 0.9777 | 0.9888 |
| 0.3134 | 12.5455 | 828 | 0.9753 | 0.3454 | 0.9753 | 0.9876 |
| 0.3134 | 12.5758 | 830 | 0.9542 | 0.3879 | 0.9542 | 0.9768 |
| 0.3134 | 12.6061 | 832 | 0.9272 | 0.4010 | 0.9272 | 0.9629 |
| 0.3134 | 12.6364 | 834 | 0.9157 | 0.3628 | 0.9157 | 0.9569 |
| 0.3134 | 12.6667 | 836 | 0.9235 | 0.3914 | 0.9235 | 0.9610 |
| 0.3134 | 12.6970 | 838 | 0.9178 | 0.4158 | 0.9178 | 0.9580 |
| 0.3134 | 12.7273 | 840 | 0.9103 | 0.4288 | 0.9103 | 0.9541 |
| 0.3134 | 12.7576 | 842 | 0.9221 | 0.4158 | 0.9221 | 0.9602 |
| 0.3134 | 12.7879 | 844 | 0.9453 | 0.4646 | 0.9453 | 0.9723 |
| 0.3134 | 12.8182 | 846 | 0.9600 | 0.3728 | 0.9600 | 0.9798 |
| 0.3134 | 12.8485 | 848 | 0.9350 | 0.4010 | 0.9350 | 0.9669 |
| 0.3134 | 12.8788 | 850 | 0.8970 | 0.3878 | 0.8970 | 0.9471 |
| 0.3134 | 12.9091 | 852 | 0.8652 | 0.3740 | 0.8652 | 0.9301 |
| 0.3134 | 12.9394 | 854 | 0.8658 | 0.3740 | 0.8658 | 0.9305 |
| 0.3134 | 12.9697 | 856 | 0.8957 | 0.3878 | 0.8957 | 0.9464 |
| 0.3134 | 13.0 | 858 | 0.9779 | 0.4231 | 0.9779 | 0.9889 |
| 0.3134 | 13.0303 | 860 | 1.0121 | 0.3732 | 1.0121 | 1.0060 |
| 0.3134 | 13.0606 | 862 | 1.0099 | 0.3732 | 1.0099 | 1.0049 |
| 0.3134 | 13.0909 | 864 | 1.0008 | 0.3217 | 1.0008 | 1.0004 |
| 0.3134 | 13.1212 | 866 | 1.0242 | 0.2792 | 1.0242 | 1.0120 |
| 0.3134 | 13.1515 | 868 | 1.0371 | 0.2487 | 1.0371 | 1.0184 |
| 0.3134 | 13.1818 | 870 | 1.0325 | 0.2487 | 1.0325 | 1.0161 |
| 0.3134 | 13.2121 | 872 | 0.9955 | 0.2577 | 0.9955 | 0.9977 |
| 0.3134 | 13.2424 | 874 | 0.9597 | 0.3129 | 0.9597 | 0.9797 |
Framework versions
- Transformers 4.44.2
- Pytorch 2.4.0+cu118
- Datasets 2.21.0
- Tokenizers 0.19.1
- Downloads last month
- 4
Model tree for MayBashendy/ArabicNewSplits7_B_usingALLEssays_FineTuningAraBERT_run1_AugV5_k14_task5_organization
Base model
aubmindlab/bert-base-arabertv02