Instructions to use MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run2_AugV5_k16_task3_organization with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run2_AugV5_k16_task3_organization with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run2_AugV5_k16_task3_organization")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run2_AugV5_k16_task3_organization") model = AutoModelForSequenceClassification.from_pretrained("MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run2_AugV5_k16_task3_organization", device_map="auto") - Notebooks
- Google Colab
- Kaggle
ArabicNewSplits5_FineTuningAraBERT_run2_AugV5_k16_task3_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: 0.6053
- Qwk: 0.2914
- Mse: 0.6053
- Rmse: 0.7780
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 | 0.0215 | 2 | 3.1409 | -0.0138 | 3.1409 | 1.7723 |
| No log | 0.0430 | 4 | 1.6448 | -0.0130 | 1.6448 | 1.2825 |
| No log | 0.0645 | 6 | 1.6817 | 0.0168 | 1.6817 | 1.2968 |
| No log | 0.0860 | 8 | 1.3137 | 0.0255 | 1.3137 | 1.1462 |
| No log | 0.1075 | 10 | 1.1219 | 0.0 | 1.1219 | 1.0592 |
| No log | 0.1290 | 12 | 1.0094 | 0.0 | 1.0094 | 1.0047 |
| No log | 0.1505 | 14 | 0.8518 | 0.0345 | 0.8518 | 0.9229 |
| No log | 0.1720 | 16 | 0.9710 | 0.0 | 0.9710 | 0.9854 |
| No log | 0.1935 | 18 | 1.5177 | 0.0 | 1.5177 | 1.2320 |
| No log | 0.2151 | 20 | 1.9026 | 0.0 | 1.9026 | 1.3793 |
| No log | 0.2366 | 22 | 1.7978 | 0.0 | 1.7978 | 1.3408 |
| No log | 0.2581 | 24 | 1.4478 | -0.0036 | 1.4478 | 1.2032 |
| No log | 0.2796 | 26 | 1.2425 | 0.0 | 1.2425 | 1.1147 |
| No log | 0.3011 | 28 | 0.7264 | -0.0818 | 0.7264 | 0.8523 |
| No log | 0.3226 | 30 | 0.6279 | 0.0 | 0.6279 | 0.7924 |
| No log | 0.3441 | 32 | 0.6231 | 0.0 | 0.6231 | 0.7894 |
| No log | 0.3656 | 34 | 0.6335 | 0.0 | 0.6335 | 0.7959 |
| No log | 0.3871 | 36 | 0.7041 | -0.0963 | 0.7041 | 0.8391 |
| No log | 0.4086 | 38 | 1.6367 | -0.0070 | 1.6367 | 1.2794 |
| No log | 0.4301 | 40 | 2.3905 | -0.0390 | 2.3905 | 1.5461 |
| No log | 0.4516 | 42 | 1.8752 | -0.0070 | 1.8752 | 1.3694 |
| No log | 0.4731 | 44 | 1.3750 | 0.0 | 1.3750 | 1.1726 |
| No log | 0.4946 | 46 | 1.0760 | 0.0 | 1.0760 | 1.0373 |
| No log | 0.5161 | 48 | 0.8509 | 0.0345 | 0.8509 | 0.9224 |
| No log | 0.5376 | 50 | 0.8139 | 0.0078 | 0.8139 | 0.9022 |
| No log | 0.5591 | 52 | 0.6853 | 0.1905 | 0.6853 | 0.8278 |
| No log | 0.5806 | 54 | 0.6192 | 0.0 | 0.6192 | 0.7869 |
| No log | 0.6022 | 56 | 0.6463 | -0.0159 | 0.6463 | 0.8039 |
| No log | 0.6237 | 58 | 0.7232 | 0.2593 | 0.7232 | 0.8504 |
| No log | 0.6452 | 60 | 0.9595 | 0.0345 | 0.9595 | 0.9795 |
| No log | 0.6667 | 62 | 1.3786 | 0.0 | 1.3786 | 1.1742 |
| No log | 0.6882 | 64 | 1.3955 | 0.0 | 1.3955 | 1.1813 |
| No log | 0.7097 | 66 | 0.9373 | 0.0522 | 0.9373 | 0.9682 |
| No log | 0.7312 | 68 | 0.8978 | 0.1861 | 0.8978 | 0.9475 |
| No log | 0.7527 | 70 | 0.6968 | 0.1638 | 0.6968 | 0.8347 |
| No log | 0.7742 | 72 | 0.6629 | 0.0769 | 0.6629 | 0.8142 |
| No log | 0.7957 | 74 | 1.3388 | 0.0 | 1.3388 | 1.1571 |
| No log | 0.8172 | 76 | 1.6475 | 0.0 | 1.6475 | 1.2836 |
| No log | 0.8387 | 78 | 1.3252 | 0.0 | 1.3252 | 1.1512 |
| No log | 0.8602 | 80 | 1.0551 | 0.0388 | 1.0551 | 1.0272 |
| No log | 0.8817 | 82 | 0.7812 | 0.0769 | 0.7812 | 0.8839 |
| No log | 0.9032 | 84 | 0.6569 | 0.0933 | 0.6569 | 0.8105 |
| No log | 0.9247 | 86 | 0.6324 | 0.0388 | 0.6324 | 0.7952 |
| No log | 0.9462 | 88 | 0.7095 | 0.0968 | 0.7095 | 0.8423 |
| No log | 0.9677 | 90 | 1.6112 | 0.0255 | 1.6112 | 1.2693 |
| No log | 0.9892 | 92 | 1.8692 | 0.0168 | 1.8692 | 1.3672 |
| No log | 1.0108 | 94 | 1.5336 | 0.0 | 1.5336 | 1.2384 |
| No log | 1.0323 | 96 | 0.9843 | 0.1059 | 0.9843 | 0.9921 |
| No log | 1.0538 | 98 | 0.7620 | 0.1644 | 0.7620 | 0.8729 |
| No log | 1.0753 | 100 | 0.6194 | 0.1373 | 0.6194 | 0.7870 |
| No log | 1.0968 | 102 | 0.6921 | 0.1828 | 0.6921 | 0.8320 |
| No log | 1.1183 | 104 | 1.1754 | 0.0522 | 1.1754 | 1.0841 |
| No log | 1.1398 | 106 | 1.1076 | 0.0569 | 1.1076 | 1.0524 |
| No log | 1.1613 | 108 | 0.6623 | -0.0256 | 0.6623 | 0.8138 |
| No log | 1.1828 | 110 | 0.6736 | 0.0 | 0.6736 | 0.8207 |
| No log | 1.2043 | 112 | 0.6671 | -0.0076 | 0.6671 | 0.8168 |
| No log | 1.2258 | 114 | 0.7203 | 0.0476 | 0.7203 | 0.8487 |
| No log | 1.2473 | 116 | 1.6148 | -0.0130 | 1.6148 | 1.2707 |
| No log | 1.2688 | 118 | 1.9950 | -0.0205 | 1.9950 | 1.4125 |
| No log | 1.2903 | 120 | 1.6262 | -0.0036 | 1.6262 | 1.2752 |
| No log | 1.3118 | 122 | 1.0432 | 0.0388 | 1.0432 | 1.0214 |
| No log | 1.3333 | 124 | 0.8065 | 0.1781 | 0.8065 | 0.8980 |
| No log | 1.3548 | 126 | 0.7593 | 0.0667 | 0.7593 | 0.8714 |
| No log | 1.3763 | 128 | 0.7015 | 0.0 | 0.7015 | 0.8375 |
| No log | 1.3978 | 130 | 0.6880 | 0.0327 | 0.6880 | 0.8295 |
| No log | 1.4194 | 132 | 0.8034 | 0.1111 | 0.8034 | 0.8963 |
| No log | 1.4409 | 134 | 0.8785 | 0.1515 | 0.8785 | 0.9373 |
| No log | 1.4624 | 136 | 0.7204 | 0.0327 | 0.7204 | 0.8488 |
| No log | 1.4839 | 138 | 0.7296 | 0.0843 | 0.7296 | 0.8542 |
| No log | 1.5054 | 140 | 0.8176 | 0.2967 | 0.8176 | 0.9042 |
| No log | 1.5269 | 142 | 0.8662 | 0.2000 | 0.8662 | 0.9307 |
| No log | 1.5484 | 144 | 0.7451 | 0.0601 | 0.7451 | 0.8632 |
| No log | 1.5699 | 146 | 0.8226 | 0.0968 | 0.8226 | 0.9070 |
| No log | 1.5914 | 148 | 0.7349 | 0.0553 | 0.7349 | 0.8572 |
| No log | 1.6129 | 150 | 0.7218 | 0.0899 | 0.7218 | 0.8496 |
| No log | 1.6344 | 152 | 0.6578 | 0.3061 | 0.6578 | 0.8110 |
| No log | 1.6559 | 154 | 0.7487 | 0.2410 | 0.7487 | 0.8653 |
| No log | 1.6774 | 156 | 0.6595 | 0.2965 | 0.6595 | 0.8121 |
| No log | 1.6989 | 158 | 0.5824 | 0.2189 | 0.5824 | 0.7632 |
| No log | 1.7204 | 160 | 0.6454 | 0.2381 | 0.6454 | 0.8033 |
| No log | 1.7419 | 162 | 0.6910 | 0.1556 | 0.6910 | 0.8313 |
| No log | 1.7634 | 164 | 0.7595 | 0.1179 | 0.7595 | 0.8715 |
| No log | 1.7849 | 166 | 0.6123 | 0.3231 | 0.6123 | 0.7825 |
| No log | 1.8065 | 168 | 0.8951 | 0.1481 | 0.8951 | 0.9461 |
| No log | 1.8280 | 170 | 0.8293 | 0.1698 | 0.8293 | 0.9107 |
| No log | 1.8495 | 172 | 0.6665 | 0.2475 | 0.6665 | 0.8164 |
| No log | 1.8710 | 174 | 0.7802 | 0.2069 | 0.7802 | 0.8833 |
| No log | 1.8925 | 176 | 0.7171 | 0.2877 | 0.7171 | 0.8468 |
| No log | 1.9140 | 178 | 0.6583 | 0.2475 | 0.6583 | 0.8114 |
| No log | 1.9355 | 180 | 0.6539 | 0.3301 | 0.6539 | 0.8086 |
| No log | 1.9570 | 182 | 0.7081 | 0.2414 | 0.7081 | 0.8415 |
| No log | 1.9785 | 184 | 0.7484 | 0.2364 | 0.7484 | 0.8651 |
| No log | 2.0 | 186 | 0.8565 | 0.2000 | 0.8565 | 0.9255 |
| No log | 2.0215 | 188 | 0.9185 | 0.2065 | 0.9185 | 0.9584 |
| No log | 2.0430 | 190 | 0.7782 | 0.2000 | 0.7782 | 0.8822 |
| No log | 2.0645 | 192 | 0.6499 | 0.3905 | 0.6499 | 0.8062 |
| No log | 2.0860 | 194 | 0.6561 | 0.3394 | 0.6561 | 0.8100 |
| No log | 2.1075 | 196 | 0.8678 | 0.1554 | 0.8678 | 0.9316 |
| No log | 2.1290 | 198 | 0.7788 | 0.0741 | 0.7788 | 0.8825 |
| No log | 2.1505 | 200 | 0.6432 | 0.3367 | 0.6432 | 0.8020 |
| No log | 2.1720 | 202 | 0.7029 | 0.1045 | 0.7029 | 0.8384 |
| No log | 2.1935 | 204 | 0.6302 | 0.2189 | 0.6302 | 0.7939 |
| No log | 2.2151 | 206 | 0.6648 | 0.2889 | 0.6648 | 0.8153 |
| No log | 2.2366 | 208 | 0.7141 | 0.2688 | 0.7141 | 0.8451 |
| No log | 2.2581 | 210 | 0.6049 | 0.2683 | 0.6049 | 0.7777 |
| No log | 2.2796 | 212 | 0.7966 | 0.1169 | 0.7966 | 0.8925 |
| No log | 2.3011 | 214 | 1.0067 | 0.1407 | 1.0067 | 1.0034 |
| No log | 2.3226 | 216 | 0.8782 | 0.1169 | 0.8782 | 0.9371 |
| No log | 2.3441 | 218 | 0.6431 | 0.2611 | 0.6431 | 0.8019 |
| No log | 2.3656 | 220 | 0.7622 | 0.1781 | 0.7622 | 0.8730 |
| No log | 2.3871 | 222 | 0.6524 | 0.3708 | 0.6524 | 0.8077 |
| No log | 2.4086 | 224 | 0.5996 | 0.2727 | 0.5996 | 0.7743 |
| No log | 2.4301 | 226 | 0.6409 | 0.1707 | 0.6409 | 0.8006 |
| No log | 2.4516 | 228 | 0.6039 | 0.1655 | 0.6039 | 0.7771 |
| No log | 2.4731 | 230 | 0.5422 | 0.2448 | 0.5422 | 0.7363 |
| No log | 2.4946 | 232 | 0.5911 | 0.2184 | 0.5911 | 0.7688 |
| No log | 2.5161 | 234 | 0.7606 | 0.2077 | 0.7606 | 0.8721 |
| No log | 2.5376 | 236 | 0.6756 | 0.1475 | 0.6756 | 0.8220 |
| No log | 2.5591 | 238 | 0.6003 | 0.2527 | 0.6003 | 0.7748 |
| No log | 2.5806 | 240 | 0.5383 | 0.1533 | 0.5383 | 0.7337 |
| No log | 2.6022 | 242 | 0.5833 | 0.2273 | 0.5833 | 0.7638 |
| No log | 2.6237 | 244 | 0.6448 | 0.1414 | 0.6448 | 0.8030 |
| No log | 2.6452 | 246 | 0.6093 | 0.25 | 0.6093 | 0.7806 |
| No log | 2.6667 | 248 | 0.6861 | 0.1456 | 0.6861 | 0.8283 |
| No log | 2.6882 | 250 | 0.6397 | 0.3208 | 0.6397 | 0.7998 |
| No log | 2.7097 | 252 | 0.5844 | 0.4336 | 0.5844 | 0.7645 |
| No log | 2.7312 | 254 | 0.5957 | 0.4563 | 0.5957 | 0.7718 |
| No log | 2.7527 | 256 | 0.6043 | 0.4019 | 0.6043 | 0.7774 |
| No log | 2.7742 | 258 | 0.6098 | 0.4010 | 0.6098 | 0.7809 |
| No log | 2.7957 | 260 | 0.7019 | 0.3305 | 0.7019 | 0.8378 |
| No log | 2.8172 | 262 | 0.8470 | 0.1535 | 0.8470 | 0.9203 |
| No log | 2.8387 | 264 | 0.7117 | 0.2146 | 0.7117 | 0.8436 |
| No log | 2.8602 | 266 | 0.6074 | 0.2563 | 0.6074 | 0.7793 |
| No log | 2.8817 | 268 | 0.6814 | 0.1917 | 0.6814 | 0.8255 |
| No log | 2.9032 | 270 | 0.5900 | 0.2787 | 0.5900 | 0.7681 |
| No log | 2.9247 | 272 | 0.6250 | 0.2096 | 0.6250 | 0.7906 |
| No log | 2.9462 | 274 | 0.7952 | 0.1588 | 0.7952 | 0.8918 |
| No log | 2.9677 | 276 | 0.7415 | 0.1515 | 0.7415 | 0.8611 |
| No log | 2.9892 | 278 | 0.5830 | 0.3371 | 0.5830 | 0.7635 |
| No log | 3.0108 | 280 | 0.6373 | 0.2653 | 0.6373 | 0.7983 |
| No log | 3.0323 | 282 | 0.5963 | 0.3508 | 0.5963 | 0.7722 |
| No log | 3.0538 | 284 | 0.6408 | 0.2821 | 0.6408 | 0.8005 |
| No log | 3.0753 | 286 | 0.8304 | 0.2134 | 0.8304 | 0.9113 |
| No log | 3.0968 | 288 | 0.8198 | 0.1795 | 0.8198 | 0.9054 |
| No log | 3.1183 | 290 | 0.5961 | 0.3846 | 0.5961 | 0.7721 |
| No log | 3.1398 | 292 | 0.6743 | 0.2340 | 0.6743 | 0.8211 |
| No log | 3.1613 | 294 | 0.6534 | 0.2088 | 0.6534 | 0.8083 |
| No log | 3.1828 | 296 | 0.5746 | 0.4157 | 0.5746 | 0.7580 |
| No log | 3.2043 | 298 | 0.6651 | 0.2157 | 0.6651 | 0.8155 |
| No log | 3.2258 | 300 | 0.7011 | 0.2233 | 0.7011 | 0.8373 |
| No log | 3.2473 | 302 | 0.5824 | 0.4083 | 0.5824 | 0.7632 |
| No log | 3.2688 | 304 | 0.5799 | 0.2174 | 0.5799 | 0.7615 |
| No log | 3.2903 | 306 | 0.5589 | 0.3118 | 0.5589 | 0.7476 |
| No log | 3.3118 | 308 | 0.5572 | 0.4620 | 0.5572 | 0.7465 |
| No log | 3.3333 | 310 | 0.5413 | 0.3882 | 0.5413 | 0.7357 |
| No log | 3.3548 | 312 | 0.5294 | 0.4091 | 0.5294 | 0.7276 |
| No log | 3.3763 | 314 | 0.5368 | 0.4217 | 0.5368 | 0.7327 |
| No log | 3.3978 | 316 | 0.5332 | 0.4419 | 0.5332 | 0.7302 |
| No log | 3.4194 | 318 | 0.5628 | 0.3533 | 0.5628 | 0.7502 |
| No log | 3.4409 | 320 | 0.7231 | 0.1228 | 0.7231 | 0.8504 |
| No log | 3.4624 | 322 | 0.7884 | 0.1245 | 0.7884 | 0.8879 |
| No log | 3.4839 | 324 | 0.6083 | 0.2169 | 0.6083 | 0.7800 |
| No log | 3.5054 | 326 | 0.5611 | 0.3814 | 0.5611 | 0.7491 |
| No log | 3.5269 | 328 | 0.6823 | 0.2390 | 0.6823 | 0.8260 |
| No log | 3.5484 | 330 | 0.5920 | 0.4518 | 0.5920 | 0.7694 |
| No log | 3.5699 | 332 | 0.5570 | 0.4783 | 0.5570 | 0.7463 |
| No log | 3.5914 | 334 | 0.7487 | 0.1245 | 0.7487 | 0.8653 |
| No log | 3.6129 | 336 | 0.6876 | 0.2227 | 0.6876 | 0.8292 |
| No log | 3.6344 | 338 | 0.5242 | 0.4286 | 0.5242 | 0.7240 |
| No log | 3.6559 | 340 | 0.6047 | 0.4225 | 0.6047 | 0.7776 |
| No log | 3.6774 | 342 | 0.7326 | 0.1919 | 0.7326 | 0.8559 |
| No log | 3.6989 | 344 | 0.6514 | 0.1828 | 0.6514 | 0.8071 |
| No log | 3.7204 | 346 | 0.5449 | 0.3757 | 0.5449 | 0.7382 |
| No log | 3.7419 | 348 | 0.6356 | 0.0909 | 0.6356 | 0.7973 |
| No log | 3.7634 | 350 | 0.6093 | 0.2195 | 0.6093 | 0.7806 |
| No log | 3.7849 | 352 | 0.5951 | 0.3371 | 0.5951 | 0.7714 |
| No log | 3.8065 | 354 | 0.6445 | 0.1648 | 0.6445 | 0.8028 |
| No log | 3.8280 | 356 | 0.6116 | 0.2727 | 0.6116 | 0.7820 |
| No log | 3.8495 | 358 | 0.5927 | 0.3661 | 0.5927 | 0.7698 |
| No log | 3.8710 | 360 | 0.5832 | 0.4023 | 0.5832 | 0.7637 |
| No log | 3.8925 | 362 | 0.5820 | 0.2857 | 0.5820 | 0.7629 |
| No log | 3.9140 | 364 | 0.6039 | 0.2179 | 0.6039 | 0.7771 |
| No log | 3.9355 | 366 | 0.6797 | 0.1753 | 0.6797 | 0.8245 |
| No log | 3.9570 | 368 | 0.6240 | 0.1724 | 0.6240 | 0.7899 |
| No log | 3.9785 | 370 | 0.6589 | 0.2941 | 0.6589 | 0.8117 |
| No log | 4.0 | 372 | 0.6808 | 0.2941 | 0.6808 | 0.8251 |
| No log | 4.0215 | 374 | 0.6317 | 0.2360 | 0.6317 | 0.7948 |
| No log | 4.0430 | 376 | 0.6343 | 0.2542 | 0.6343 | 0.7964 |
| No log | 4.0645 | 378 | 0.6519 | 0.2360 | 0.6519 | 0.8074 |
| No log | 4.0860 | 380 | 0.6314 | 0.1345 | 0.6314 | 0.7946 |
| No log | 4.1075 | 382 | 0.7328 | 0.1913 | 0.7328 | 0.8560 |
| No log | 4.1290 | 384 | 0.7471 | 0.1913 | 0.7471 | 0.8643 |
| No log | 4.1505 | 386 | 0.6786 | 0.2360 | 0.6786 | 0.8238 |
| No log | 4.1720 | 388 | 0.6489 | 0.2967 | 0.6489 | 0.8055 |
| No log | 4.1935 | 390 | 0.7271 | 0.1304 | 0.7271 | 0.8527 |
| No log | 4.2151 | 392 | 0.8602 | 0.1111 | 0.8602 | 0.9275 |
| No log | 4.2366 | 394 | 0.8214 | 0.1090 | 0.8214 | 0.9063 |
| No log | 4.2581 | 396 | 0.6792 | 0.2688 | 0.6792 | 0.8241 |
| No log | 4.2796 | 398 | 0.6238 | 0.2444 | 0.6238 | 0.7898 |
| No log | 4.3011 | 400 | 0.6115 | 0.2749 | 0.6115 | 0.7820 |
| No log | 4.3226 | 402 | 0.6238 | 0.2707 | 0.6238 | 0.7898 |
| No log | 4.3441 | 404 | 0.6255 | 0.2809 | 0.6255 | 0.7909 |
| No log | 4.3656 | 406 | 0.6524 | 0.1807 | 0.6524 | 0.8077 |
| No log | 4.3871 | 408 | 0.6286 | 0.2707 | 0.6286 | 0.7928 |
| No log | 4.4086 | 410 | 0.6639 | 0.2088 | 0.6639 | 0.8148 |
| No log | 4.4301 | 412 | 0.6357 | 0.2174 | 0.6357 | 0.7973 |
| No log | 4.4516 | 414 | 0.6164 | 0.3061 | 0.6164 | 0.7851 |
| No log | 4.4731 | 416 | 0.6148 | 0.2000 | 0.6148 | 0.7841 |
| No log | 4.4946 | 418 | 0.6729 | 0.1732 | 0.6729 | 0.8203 |
| No log | 4.5161 | 420 | 0.7680 | 0.1443 | 0.7680 | 0.8763 |
| No log | 4.5376 | 422 | 0.7230 | 0.0995 | 0.7230 | 0.8503 |
| No log | 4.5591 | 424 | 0.6018 | 0.2093 | 0.6018 | 0.7758 |
| No log | 4.5806 | 426 | 0.5753 | 0.2485 | 0.5753 | 0.7585 |
| No log | 4.6022 | 428 | 0.6164 | 0.1807 | 0.6164 | 0.7851 |
| No log | 4.6237 | 430 | 0.6396 | 0.1807 | 0.6396 | 0.7998 |
| No log | 4.6452 | 432 | 0.5883 | 0.1579 | 0.5883 | 0.7670 |
| No log | 4.6667 | 434 | 0.6145 | 0.3455 | 0.6145 | 0.7839 |
| No log | 4.6882 | 436 | 0.6921 | 0.1038 | 0.6921 | 0.8319 |
| No log | 4.7097 | 438 | 0.6410 | 0.2593 | 0.6410 | 0.8006 |
| No log | 4.7312 | 440 | 0.6348 | 0.1169 | 0.6348 | 0.7967 |
| No log | 4.7527 | 442 | 0.7463 | 0.1381 | 0.7463 | 0.8639 |
| No log | 4.7742 | 444 | 0.7565 | 0.1398 | 0.7565 | 0.8698 |
| No log | 4.7957 | 446 | 0.6803 | 0.0877 | 0.6803 | 0.8248 |
| No log | 4.8172 | 448 | 0.6886 | 0.2683 | 0.6886 | 0.8298 |
| No log | 4.8387 | 450 | 0.6919 | 0.0983 | 0.6919 | 0.8318 |
| No log | 4.8602 | 452 | 0.6706 | 0.2000 | 0.6706 | 0.8189 |
| No log | 4.8817 | 454 | 0.6340 | 0.1392 | 0.6340 | 0.7962 |
| No log | 4.9032 | 456 | 0.6393 | 0.1220 | 0.6393 | 0.7995 |
| No log | 4.9247 | 458 | 0.7433 | 0.1823 | 0.7433 | 0.8622 |
| No log | 4.9462 | 460 | 0.7401 | 0.1823 | 0.7401 | 0.8603 |
| No log | 4.9677 | 462 | 0.6259 | 0.1617 | 0.6259 | 0.7911 |
| No log | 4.9892 | 464 | 0.6032 | 0.2281 | 0.6032 | 0.7766 |
| No log | 5.0108 | 466 | 0.6219 | 0.3258 | 0.6219 | 0.7886 |
| No log | 5.0323 | 468 | 0.6250 | 0.3591 | 0.6250 | 0.7905 |
| No log | 5.0538 | 470 | 0.5936 | 0.3778 | 0.5936 | 0.7705 |
| No log | 5.0753 | 472 | 0.6395 | 0.2766 | 0.6395 | 0.7997 |
| No log | 5.0968 | 474 | 0.6622 | 0.2000 | 0.6622 | 0.8137 |
| No log | 5.1183 | 476 | 0.6409 | 0.2350 | 0.6409 | 0.8006 |
| No log | 5.1398 | 478 | 0.6129 | 0.2707 | 0.6129 | 0.7829 |
| No log | 5.1613 | 480 | 0.6053 | 0.2609 | 0.6053 | 0.7780 |
| No log | 5.1828 | 482 | 0.6001 | 0.3297 | 0.6001 | 0.7747 |
| No log | 5.2043 | 484 | 0.5838 | 0.3548 | 0.5838 | 0.7640 |
| No log | 5.2258 | 486 | 0.5795 | 0.3191 | 0.5795 | 0.7613 |
| No log | 5.2473 | 488 | 0.5843 | 0.3191 | 0.5843 | 0.7644 |
| No log | 5.2688 | 490 | 0.5872 | 0.3224 | 0.5872 | 0.7663 |
| No log | 5.2903 | 492 | 0.5869 | 0.3224 | 0.5869 | 0.7661 |
| No log | 5.3118 | 494 | 0.5820 | 0.3224 | 0.5820 | 0.7629 |
| No log | 5.3333 | 496 | 0.5907 | 0.3407 | 0.5907 | 0.7686 |
| No log | 5.3548 | 498 | 0.5784 | 0.2914 | 0.5784 | 0.7606 |
| 0.4786 | 5.3763 | 500 | 0.5998 | 0.1908 | 0.5998 | 0.7745 |
| 0.4786 | 5.3978 | 502 | 0.6147 | 0.1818 | 0.6147 | 0.7840 |
| 0.4786 | 5.4194 | 504 | 0.6107 | 0.2994 | 0.6107 | 0.7815 |
| 0.4786 | 5.4409 | 506 | 0.6355 | 0.3016 | 0.6355 | 0.7972 |
| 0.4786 | 5.4624 | 508 | 0.6812 | 0.2000 | 0.6812 | 0.8253 |
| 0.4786 | 5.4839 | 510 | 0.7341 | 0.2487 | 0.7341 | 0.8568 |
| 0.4786 | 5.5054 | 512 | 0.6769 | 0.3016 | 0.6769 | 0.8228 |
| 0.4786 | 5.5269 | 514 | 0.6615 | 0.1739 | 0.6615 | 0.8133 |
| 0.4786 | 5.5484 | 516 | 0.6609 | 0.2086 | 0.6609 | 0.8130 |
| 0.4786 | 5.5699 | 518 | 0.6366 | 0.2809 | 0.6366 | 0.7979 |
| 0.4786 | 5.5914 | 520 | 0.6263 | 0.3023 | 0.6263 | 0.7914 |
| 0.4786 | 5.6129 | 522 | 0.6399 | 0.2688 | 0.6399 | 0.7999 |
| 0.4786 | 5.6344 | 524 | 0.6195 | 0.3216 | 0.6195 | 0.7871 |
| 0.4786 | 5.6559 | 526 | 0.6562 | 0.2410 | 0.6562 | 0.8101 |
| 0.4786 | 5.6774 | 528 | 0.6516 | 0.2727 | 0.6516 | 0.8072 |
| 0.4786 | 5.6989 | 530 | 0.6138 | 0.2558 | 0.6138 | 0.7834 |
| 0.4786 | 5.7204 | 532 | 0.5973 | 0.2370 | 0.5973 | 0.7729 |
| 0.4786 | 5.7419 | 534 | 0.6006 | 0.2093 | 0.6006 | 0.7750 |
| 0.4786 | 5.7634 | 536 | 0.5785 | 0.2727 | 0.5785 | 0.7606 |
| 0.4786 | 5.7849 | 538 | 0.5903 | 0.2575 | 0.5903 | 0.7683 |
| 0.4786 | 5.8065 | 540 | 0.6388 | 0.2251 | 0.6388 | 0.7993 |
| 0.4786 | 5.8280 | 542 | 0.6516 | 0.2251 | 0.6516 | 0.8072 |
| 0.4786 | 5.8495 | 544 | 0.5850 | 0.2195 | 0.5850 | 0.7649 |
| 0.4786 | 5.8710 | 546 | 0.5670 | 0.2857 | 0.5670 | 0.7530 |
| 0.4786 | 5.8925 | 548 | 0.5790 | 0.1807 | 0.5790 | 0.7609 |
| 0.4786 | 5.9140 | 550 | 0.5999 | 0.2189 | 0.5999 | 0.7745 |
| 0.4786 | 5.9355 | 552 | 0.5965 | 0.1807 | 0.5965 | 0.7723 |
| 0.4786 | 5.9570 | 554 | 0.6220 | 0.2670 | 0.6220 | 0.7887 |
| 0.4786 | 5.9785 | 556 | 0.6669 | 0.1746 | 0.6669 | 0.8166 |
| 0.4786 | 6.0 | 558 | 0.6332 | 0.2670 | 0.6332 | 0.7957 |
| 0.4786 | 6.0215 | 560 | 0.6020 | 0.2842 | 0.6020 | 0.7759 |
| 0.4786 | 6.0430 | 562 | 0.6072 | 0.2842 | 0.6072 | 0.7792 |
| 0.4786 | 6.0645 | 564 | 0.6282 | 0.2688 | 0.6282 | 0.7926 |
| 0.4786 | 6.0860 | 566 | 0.6458 | 0.2090 | 0.6458 | 0.8036 |
| 0.4786 | 6.1075 | 568 | 0.6744 | 0.1818 | 0.6744 | 0.8212 |
| 0.4786 | 6.1290 | 570 | 0.6284 | 0.2184 | 0.6284 | 0.7927 |
| 0.4786 | 6.1505 | 572 | 0.5897 | 0.2707 | 0.5897 | 0.7679 |
| 0.4786 | 6.1720 | 574 | 0.5883 | 0.2857 | 0.5883 | 0.7670 |
| 0.4786 | 6.1935 | 576 | 0.5953 | 0.2360 | 0.5953 | 0.7716 |
| 0.4786 | 6.2151 | 578 | 0.5863 | 0.3258 | 0.5863 | 0.7657 |
| 0.4786 | 6.2366 | 580 | 0.6015 | 0.2393 | 0.6015 | 0.7756 |
| 0.4786 | 6.2581 | 582 | 0.6013 | 0.3258 | 0.6013 | 0.7755 |
| 0.4786 | 6.2796 | 584 | 0.6274 | 0.2688 | 0.6274 | 0.7921 |
| 0.4786 | 6.3011 | 586 | 0.6321 | 0.2990 | 0.6321 | 0.7951 |
| 0.4786 | 6.3226 | 588 | 0.6230 | 0.3258 | 0.6230 | 0.7893 |
| 0.4786 | 6.3441 | 590 | 0.6578 | 0.1913 | 0.6578 | 0.8110 |
| 0.4786 | 6.3656 | 592 | 0.6658 | 0.1381 | 0.6658 | 0.8159 |
| 0.4786 | 6.3871 | 594 | 0.6230 | 0.3258 | 0.6230 | 0.7893 |
| 0.4786 | 6.4086 | 596 | 0.6325 | 0.2340 | 0.6325 | 0.7953 |
| 0.4786 | 6.4301 | 598 | 0.6732 | 0.1381 | 0.6732 | 0.8205 |
| 0.4786 | 6.4516 | 600 | 0.6388 | 0.2090 | 0.6388 | 0.7992 |
| 0.4786 | 6.4731 | 602 | 0.5970 | 0.2189 | 0.5970 | 0.7727 |
| 0.4786 | 6.4946 | 604 | 0.6309 | 0.1030 | 0.6309 | 0.7943 |
| 0.4786 | 6.5161 | 606 | 0.6935 | 0.0877 | 0.6935 | 0.8328 |
| 0.4786 | 6.5376 | 608 | 0.6739 | 0.0877 | 0.6739 | 0.8209 |
| 0.4786 | 6.5591 | 610 | 0.6095 | 0.2393 | 0.6095 | 0.7807 |
| 0.4786 | 6.5806 | 612 | 0.6060 | 0.1364 | 0.6060 | 0.7784 |
| 0.4786 | 6.6022 | 614 | 0.6523 | 0.2184 | 0.6523 | 0.8077 |
| 0.4786 | 6.6237 | 616 | 0.6608 | 0.2090 | 0.6608 | 0.8129 |
| 0.4786 | 6.6452 | 618 | 0.6280 | 0.1445 | 0.6280 | 0.7925 |
| 0.4786 | 6.6667 | 620 | 0.6180 | 0.2787 | 0.6180 | 0.7862 |
| 0.4786 | 6.6882 | 622 | 0.6352 | 0.2381 | 0.6352 | 0.7970 |
| 0.4786 | 6.7097 | 624 | 0.6475 | 0.2381 | 0.6475 | 0.8047 |
| 0.4786 | 6.7312 | 626 | 0.6527 | 0.2381 | 0.6527 | 0.8079 |
| 0.4786 | 6.7527 | 628 | 0.6444 | 0.2787 | 0.6444 | 0.8028 |
| 0.4786 | 6.7742 | 630 | 0.6414 | 0.2432 | 0.6414 | 0.8009 |
| 0.4786 | 6.7957 | 632 | 0.6398 | 0.2432 | 0.6398 | 0.7999 |
| 0.4786 | 6.8172 | 634 | 0.6399 | 0.2787 | 0.6399 | 0.7999 |
| 0.4786 | 6.8387 | 636 | 0.6450 | 0.3149 | 0.6450 | 0.8031 |
| 0.4786 | 6.8602 | 638 | 0.6600 | 0.2169 | 0.6600 | 0.8124 |
| 0.4786 | 6.8817 | 640 | 0.6859 | 0.1667 | 0.6859 | 0.8282 |
| 0.4786 | 6.9032 | 642 | 0.7378 | 0.1489 | 0.7378 | 0.8589 |
| 0.4786 | 6.9247 | 644 | 0.7824 | 0.125 | 0.7824 | 0.8845 |
| 0.4786 | 6.9462 | 646 | 0.7420 | 0.1568 | 0.7420 | 0.8614 |
| 0.4786 | 6.9677 | 648 | 0.6634 | 0.3575 | 0.6634 | 0.8145 |
| 0.4786 | 6.9892 | 650 | 0.6398 | 0.2787 | 0.6398 | 0.7999 |
| 0.4786 | 7.0108 | 652 | 0.6403 | 0.2787 | 0.6403 | 0.8002 |
| 0.4786 | 7.0323 | 654 | 0.6385 | 0.3591 | 0.6385 | 0.7990 |
| 0.4786 | 7.0538 | 656 | 0.6348 | 0.4225 | 0.6348 | 0.7967 |
| 0.4786 | 7.0753 | 658 | 0.6322 | 0.4225 | 0.6322 | 0.7951 |
| 0.4786 | 7.0968 | 660 | 0.6246 | 0.4225 | 0.6246 | 0.7903 |
| 0.4786 | 7.1183 | 662 | 0.6158 | 0.4225 | 0.6158 | 0.7847 |
| 0.4786 | 7.1398 | 664 | 0.6129 | 0.4225 | 0.6129 | 0.7829 |
| 0.4786 | 7.1613 | 666 | 0.6120 | 0.375 | 0.6120 | 0.7823 |
| 0.4786 | 7.1828 | 668 | 0.6186 | 0.3846 | 0.6186 | 0.7865 |
| 0.4786 | 7.2043 | 670 | 0.6306 | 0.2258 | 0.6306 | 0.7941 |
| 0.4786 | 7.2258 | 672 | 0.6234 | 0.3297 | 0.6234 | 0.7896 |
| 0.4786 | 7.2473 | 674 | 0.6145 | 0.3478 | 0.6145 | 0.7839 |
| 0.4786 | 7.2688 | 676 | 0.6142 | 0.2179 | 0.6142 | 0.7837 |
| 0.4786 | 7.2903 | 678 | 0.6125 | 0.2090 | 0.6125 | 0.7826 |
| 0.4786 | 7.3118 | 680 | 0.6127 | 0.2000 | 0.6127 | 0.7828 |
| 0.4786 | 7.3333 | 682 | 0.6205 | 0.3478 | 0.6205 | 0.7877 |
| 0.4786 | 7.3548 | 684 | 0.6272 | 0.3478 | 0.6272 | 0.7920 |
| 0.4786 | 7.3763 | 686 | 0.6303 | 0.3224 | 0.6303 | 0.7939 |
| 0.4786 | 7.3978 | 688 | 0.6331 | 0.2432 | 0.6331 | 0.7957 |
| 0.4786 | 7.4194 | 690 | 0.6338 | 0.2432 | 0.6338 | 0.7961 |
| 0.4786 | 7.4409 | 692 | 0.6349 | 0.2432 | 0.6349 | 0.7968 |
| 0.4786 | 7.4624 | 694 | 0.6460 | 0.3548 | 0.6460 | 0.8037 |
| 0.4786 | 7.4839 | 696 | 0.6704 | 0.2563 | 0.6704 | 0.8188 |
| 0.4786 | 7.5054 | 698 | 0.6908 | 0.1667 | 0.6908 | 0.8312 |
| 0.4786 | 7.5269 | 700 | 0.6637 | 0.2165 | 0.6637 | 0.8147 |
| 0.4786 | 7.5484 | 702 | 0.6303 | 0.375 | 0.6303 | 0.7939 |
| 0.4786 | 7.5699 | 704 | 0.6138 | 0.2444 | 0.6138 | 0.7834 |
| 0.4786 | 7.5914 | 706 | 0.6231 | 0.1908 | 0.6231 | 0.7894 |
| 0.4786 | 7.6129 | 708 | 0.6592 | 0.1658 | 0.6592 | 0.8119 |
| 0.4786 | 7.6344 | 710 | 0.6490 | 0.1285 | 0.6490 | 0.8056 |
| 0.4786 | 7.6559 | 712 | 0.6086 | 0.1529 | 0.6086 | 0.7802 |
| 0.4786 | 7.6774 | 714 | 0.5878 | 0.1905 | 0.5878 | 0.7667 |
| 0.4786 | 7.6989 | 716 | 0.5783 | 0.3182 | 0.5783 | 0.7604 |
| 0.4786 | 7.7204 | 718 | 0.5908 | 0.3488 | 0.5908 | 0.7687 |
| 0.4786 | 7.7419 | 720 | 0.5899 | 0.3488 | 0.5899 | 0.7680 |
| 0.4786 | 7.7634 | 722 | 0.5881 | 0.3591 | 0.5881 | 0.7669 |
| 0.4786 | 7.7849 | 724 | 0.5896 | 0.2542 | 0.5896 | 0.7678 |
| 0.4786 | 7.8065 | 726 | 0.6007 | 0.2179 | 0.6007 | 0.7750 |
| 0.4786 | 7.8280 | 728 | 0.6060 | 0.2527 | 0.6060 | 0.7785 |
| 0.4786 | 7.8495 | 730 | 0.6084 | 0.2273 | 0.6084 | 0.7800 |
| 0.4786 | 7.8710 | 732 | 0.6006 | 0.2527 | 0.6006 | 0.7750 |
| 0.4786 | 7.8925 | 734 | 0.5983 | 0.3591 | 0.5983 | 0.7735 |
| 0.4786 | 7.9140 | 736 | 0.5946 | 0.3043 | 0.5946 | 0.7711 |
| 0.4786 | 7.9355 | 738 | 0.5864 | 0.3591 | 0.5864 | 0.7657 |
| 0.4786 | 7.9570 | 740 | 0.5798 | 0.3258 | 0.5798 | 0.7614 |
| 0.4786 | 7.9785 | 742 | 0.5763 | 0.2558 | 0.5763 | 0.7592 |
| 0.4786 | 8.0 | 744 | 0.5746 | 0.2558 | 0.5746 | 0.7580 |
| 0.4786 | 8.0215 | 746 | 0.5749 | 0.2542 | 0.5749 | 0.7582 |
| 0.4786 | 8.0430 | 748 | 0.5749 | 0.2542 | 0.5749 | 0.7582 |
| 0.4786 | 8.0645 | 750 | 0.5748 | 0.2179 | 0.5748 | 0.7582 |
| 0.4786 | 8.0860 | 752 | 0.5703 | 0.2457 | 0.5703 | 0.7552 |
| 0.4786 | 8.1075 | 754 | 0.5775 | 0.2609 | 0.5775 | 0.7600 |
| 0.4786 | 8.1290 | 756 | 0.5857 | 0.0545 | 0.5857 | 0.7653 |
| 0.4786 | 8.1505 | 758 | 0.5891 | 0.1429 | 0.5891 | 0.7675 |
| 0.4786 | 8.1720 | 760 | 0.5787 | 0.3149 | 0.5787 | 0.7607 |
| 0.4786 | 8.1935 | 762 | 0.5719 | 0.2457 | 0.5719 | 0.7562 |
| 0.4786 | 8.2151 | 764 | 0.5724 | 0.2663 | 0.5724 | 0.7566 |
| 0.4786 | 8.2366 | 766 | 0.5869 | 0.1908 | 0.5869 | 0.7661 |
| 0.4786 | 8.2581 | 768 | 0.5958 | 0.1529 | 0.5958 | 0.7719 |
| 0.4786 | 8.2796 | 770 | 0.5838 | 0.1529 | 0.5838 | 0.7641 |
| 0.4786 | 8.3011 | 772 | 0.5707 | 0.2381 | 0.5707 | 0.7554 |
| 0.4786 | 8.3226 | 774 | 0.5686 | 0.2457 | 0.5686 | 0.7540 |
| 0.4786 | 8.3441 | 776 | 0.5756 | 0.2393 | 0.5756 | 0.7587 |
| 0.4786 | 8.3656 | 778 | 0.5926 | 0.2000 | 0.5926 | 0.7698 |
| 0.4786 | 8.3871 | 780 | 0.5993 | 0.2281 | 0.5993 | 0.7741 |
| 0.4786 | 8.4086 | 782 | 0.6012 | 0.2281 | 0.6012 | 0.7754 |
| 0.4786 | 8.4301 | 784 | 0.5960 | 0.2471 | 0.5960 | 0.7720 |
| 0.4786 | 8.4516 | 786 | 0.6013 | 0.2727 | 0.6013 | 0.7754 |
| 0.4786 | 8.4731 | 788 | 0.5958 | 0.2914 | 0.5958 | 0.7719 |
| 0.4786 | 8.4946 | 790 | 0.5862 | 0.3591 | 0.5862 | 0.7656 |
| 0.4786 | 8.5161 | 792 | 0.5824 | 0.2809 | 0.5824 | 0.7631 |
| 0.4786 | 8.5376 | 794 | 0.5783 | 0.2809 | 0.5783 | 0.7605 |
| 0.4786 | 8.5591 | 796 | 0.5744 | 0.2914 | 0.5744 | 0.7579 |
| 0.4786 | 8.5806 | 798 | 0.5712 | 0.2558 | 0.5712 | 0.7557 |
| 0.4786 | 8.6022 | 800 | 0.5703 | 0.2663 | 0.5703 | 0.7552 |
| 0.4786 | 8.6237 | 802 | 0.5748 | 0.1908 | 0.5748 | 0.7582 |
| 0.4786 | 8.6452 | 804 | 0.5755 | 0.1908 | 0.5755 | 0.7586 |
| 0.4786 | 8.6667 | 806 | 0.5704 | 0.2393 | 0.5704 | 0.7552 |
| 0.4786 | 8.6882 | 808 | 0.5671 | 0.2558 | 0.5671 | 0.7531 |
| 0.4786 | 8.7097 | 810 | 0.5677 | 0.2558 | 0.5677 | 0.7535 |
| 0.4786 | 8.7312 | 812 | 0.5707 | 0.2558 | 0.5707 | 0.7554 |
| 0.4786 | 8.7527 | 814 | 0.5725 | 0.2558 | 0.5725 | 0.7566 |
| 0.4786 | 8.7742 | 816 | 0.5727 | 0.2558 | 0.5727 | 0.7568 |
| 0.4786 | 8.7957 | 818 | 0.5746 | 0.2558 | 0.5746 | 0.7580 |
| 0.4786 | 8.8172 | 820 | 0.5760 | 0.2558 | 0.5760 | 0.7590 |
| 0.4786 | 8.8387 | 822 | 0.5778 | 0.2558 | 0.5778 | 0.7601 |
| 0.4786 | 8.8602 | 824 | 0.5779 | 0.2558 | 0.5779 | 0.7602 |
| 0.4786 | 8.8817 | 826 | 0.5793 | 0.2189 | 0.5793 | 0.7611 |
| 0.4786 | 8.9032 | 828 | 0.5808 | 0.2189 | 0.5808 | 0.7621 |
| 0.4786 | 8.9247 | 830 | 0.5811 | 0.2558 | 0.5811 | 0.7623 |
| 0.4786 | 8.9462 | 832 | 0.5815 | 0.2558 | 0.5815 | 0.7625 |
| 0.4786 | 8.9677 | 834 | 0.5835 | 0.2558 | 0.5835 | 0.7639 |
| 0.4786 | 8.9892 | 836 | 0.5853 | 0.2558 | 0.5853 | 0.7650 |
| 0.4786 | 9.0108 | 838 | 0.5868 | 0.2558 | 0.5868 | 0.7660 |
| 0.4786 | 9.0323 | 840 | 0.5883 | 0.2471 | 0.5883 | 0.7670 |
| 0.4786 | 9.0538 | 842 | 0.5906 | 0.2471 | 0.5906 | 0.7685 |
| 0.4786 | 9.0753 | 844 | 0.5915 | 0.2485 | 0.5915 | 0.7691 |
| 0.4786 | 9.0968 | 846 | 0.5930 | 0.2000 | 0.5930 | 0.7701 |
| 0.4786 | 9.1183 | 848 | 0.5939 | 0.2000 | 0.5939 | 0.7707 |
| 0.4786 | 9.1398 | 850 | 0.5972 | 0.2000 | 0.5972 | 0.7728 |
| 0.4786 | 9.1613 | 852 | 0.5953 | 0.2471 | 0.5953 | 0.7716 |
| 0.4786 | 9.1828 | 854 | 0.5958 | 0.2471 | 0.5958 | 0.7719 |
| 0.4786 | 9.2043 | 856 | 0.5960 | 0.2471 | 0.5960 | 0.7720 |
| 0.4786 | 9.2258 | 858 | 0.5974 | 0.2096 | 0.5974 | 0.7729 |
| 0.4786 | 9.2473 | 860 | 0.5996 | 0.1243 | 0.5996 | 0.7743 |
| 0.4786 | 9.2688 | 862 | 0.6017 | 0.1732 | 0.6017 | 0.7757 |
| 0.4786 | 9.2903 | 864 | 0.6043 | 0.1732 | 0.6043 | 0.7774 |
| 0.4786 | 9.3118 | 866 | 0.6056 | 0.1732 | 0.6056 | 0.7782 |
| 0.4786 | 9.3333 | 868 | 0.6075 | 0.1732 | 0.6075 | 0.7794 |
| 0.4786 | 9.3548 | 870 | 0.6078 | 0.1732 | 0.6078 | 0.7796 |
| 0.4786 | 9.3763 | 872 | 0.6068 | 0.1732 | 0.6068 | 0.7790 |
| 0.4786 | 9.3978 | 874 | 0.6061 | 0.2088 | 0.6061 | 0.7786 |
| 0.4786 | 9.4194 | 876 | 0.6066 | 0.2444 | 0.6066 | 0.7788 |
| 0.4786 | 9.4409 | 878 | 0.6074 | 0.2471 | 0.6074 | 0.7793 |
| 0.4786 | 9.4624 | 880 | 0.6087 | 0.2471 | 0.6087 | 0.7802 |
| 0.4786 | 9.4839 | 882 | 0.6108 | 0.2471 | 0.6108 | 0.7815 |
| 0.4786 | 9.5054 | 884 | 0.6106 | 0.2471 | 0.6106 | 0.7814 |
| 0.4786 | 9.5269 | 886 | 0.6100 | 0.2471 | 0.6100 | 0.7810 |
| 0.4786 | 9.5484 | 888 | 0.6099 | 0.2471 | 0.6099 | 0.7810 |
| 0.4786 | 9.5699 | 890 | 0.6089 | 0.2471 | 0.6089 | 0.7803 |
| 0.4786 | 9.5914 | 892 | 0.6076 | 0.2471 | 0.6076 | 0.7795 |
| 0.4786 | 9.6129 | 894 | 0.6057 | 0.2471 | 0.6057 | 0.7782 |
| 0.4786 | 9.6344 | 896 | 0.6046 | 0.2471 | 0.6046 | 0.7775 |
| 0.4786 | 9.6559 | 898 | 0.6037 | 0.2558 | 0.6037 | 0.7770 |
| 0.4786 | 9.6774 | 900 | 0.6038 | 0.2088 | 0.6038 | 0.7770 |
| 0.4786 | 9.6989 | 902 | 0.6038 | 0.2088 | 0.6038 | 0.7771 |
| 0.4786 | 9.7204 | 904 | 0.6038 | 0.2088 | 0.6038 | 0.7770 |
| 0.4786 | 9.7419 | 906 | 0.6035 | 0.2090 | 0.6035 | 0.7768 |
| 0.4786 | 9.7634 | 908 | 0.6035 | 0.2090 | 0.6035 | 0.7769 |
| 0.4786 | 9.7849 | 910 | 0.6036 | 0.2090 | 0.6036 | 0.7769 |
| 0.4786 | 9.8065 | 912 | 0.6040 | 0.2914 | 0.6040 | 0.7772 |
| 0.4786 | 9.8280 | 914 | 0.6046 | 0.2914 | 0.6046 | 0.7776 |
| 0.4786 | 9.8495 | 916 | 0.6052 | 0.2914 | 0.6052 | 0.7779 |
| 0.4786 | 9.8710 | 918 | 0.6056 | 0.2914 | 0.6056 | 0.7782 |
| 0.4786 | 9.8925 | 920 | 0.6058 | 0.2471 | 0.6058 | 0.7783 |
| 0.4786 | 9.9140 | 922 | 0.6058 | 0.2914 | 0.6058 | 0.7783 |
| 0.4786 | 9.9355 | 924 | 0.6056 | 0.2914 | 0.6056 | 0.7782 |
| 0.4786 | 9.9570 | 926 | 0.6055 | 0.2914 | 0.6055 | 0.7781 |
| 0.4786 | 9.9785 | 928 | 0.6054 | 0.2914 | 0.6054 | 0.7780 |
| 0.4786 | 10.0 | 930 | 0.6053 | 0.2914 | 0.6053 | 0.7780 |
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/ArabicNewSplits5_FineTuningAraBERT_run2_AugV5_k16_task3_organization
Base model
aubmindlab/bert-base-arabertv02