Instructions to use MayBashendy/ArabicNewSplits7_FineTuningAraBERT_run3_AugV5_k12_task7_organization with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use MayBashendy/ArabicNewSplits7_FineTuningAraBERT_run3_AugV5_k12_task7_organization with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="MayBashendy/ArabicNewSplits7_FineTuningAraBERT_run3_AugV5_k12_task7_organization")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("MayBashendy/ArabicNewSplits7_FineTuningAraBERT_run3_AugV5_k12_task7_organization") model = AutoModelForSequenceClassification.from_pretrained("MayBashendy/ArabicNewSplits7_FineTuningAraBERT_run3_AugV5_k12_task7_organization", device_map="auto") - Notebooks
- Google Colab
- Kaggle
ArabicNewSplits7_FineTuningAraBERT_run3_AugV5_k12_task7_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: 0.8799
- Qwk: 0.3934
- Mse: 0.8799
- Rmse: 0.9380
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 | 0.0645 | 2 | 2.4631 | -0.0109 | 2.4631 | 1.5694 |
| No log | 0.1290 | 4 | 1.2209 | 0.0731 | 1.2209 | 1.1050 |
| No log | 0.1935 | 6 | 1.0709 | -0.1304 | 1.0709 | 1.0348 |
| No log | 0.2581 | 8 | 1.0735 | -0.0425 | 1.0735 | 1.0361 |
| No log | 0.3226 | 10 | 1.2457 | -0.1136 | 1.2457 | 1.1161 |
| No log | 0.3871 | 12 | 1.1012 | 0.1141 | 1.1012 | 1.0494 |
| No log | 0.4516 | 14 | 0.9763 | 0.1142 | 0.9763 | 0.9881 |
| No log | 0.5161 | 16 | 0.9178 | 0.0993 | 0.9178 | 0.9580 |
| No log | 0.5806 | 18 | 0.8845 | 0.2063 | 0.8845 | 0.9405 |
| No log | 0.6452 | 20 | 0.9119 | 0.2904 | 0.9119 | 0.9549 |
| No log | 0.7097 | 22 | 0.9338 | 0.1672 | 0.9338 | 0.9663 |
| No log | 0.7742 | 24 | 0.9319 | 0.2063 | 0.9319 | 0.9653 |
| No log | 0.8387 | 26 | 0.9389 | 0.1888 | 0.9389 | 0.9690 |
| No log | 0.9032 | 28 | 1.0383 | 0.1421 | 1.0383 | 1.0190 |
| No log | 0.9677 | 30 | 0.9213 | 0.1439 | 0.9213 | 0.9598 |
| No log | 1.0323 | 32 | 0.7758 | 0.1440 | 0.7758 | 0.8808 |
| No log | 1.0968 | 34 | 0.7662 | 0.0330 | 0.7662 | 0.8753 |
| No log | 1.1613 | 36 | 0.7574 | 0.1752 | 0.7574 | 0.8703 |
| No log | 1.2258 | 38 | 0.7988 | 0.2950 | 0.7988 | 0.8938 |
| No log | 1.2903 | 40 | 0.8990 | 0.2670 | 0.8990 | 0.9482 |
| No log | 1.3548 | 42 | 0.9355 | 0.2259 | 0.9355 | 0.9672 |
| No log | 1.4194 | 44 | 0.9082 | 0.1672 | 0.9082 | 0.9530 |
| No log | 1.4839 | 46 | 0.9422 | 0.1624 | 0.9422 | 0.9707 |
| No log | 1.5484 | 48 | 0.9226 | 0.1487 | 0.9226 | 0.9605 |
| No log | 1.6129 | 50 | 0.8783 | 0.1946 | 0.8783 | 0.9372 |
| No log | 1.6774 | 52 | 0.9102 | 0.1946 | 0.9102 | 0.9540 |
| No log | 1.7419 | 54 | 0.9743 | 0.1661 | 0.9743 | 0.9871 |
| No log | 1.8065 | 56 | 0.9917 | 0.0149 | 0.9917 | 0.9958 |
| No log | 1.8710 | 58 | 0.9380 | 0.0149 | 0.9380 | 0.9685 |
| No log | 1.9355 | 60 | 0.9380 | 0.0154 | 0.9380 | 0.9685 |
| No log | 2.0 | 62 | 0.9860 | 0.1373 | 0.9860 | 0.9930 |
| No log | 2.0645 | 64 | 1.0599 | 0.1348 | 1.0599 | 1.0295 |
| No log | 2.1290 | 66 | 1.0622 | 0.0952 | 1.0622 | 1.0307 |
| No log | 2.1935 | 68 | 1.0112 | 0.1955 | 1.0112 | 1.0056 |
| No log | 2.2581 | 70 | 0.9475 | 0.2722 | 0.9475 | 0.9734 |
| No log | 2.3226 | 72 | 0.9664 | 0.2395 | 0.9664 | 0.9830 |
| No log | 2.3871 | 74 | 1.0157 | 0.2862 | 1.0157 | 1.0078 |
| No log | 2.4516 | 76 | 1.0839 | 0.1646 | 1.0839 | 1.0411 |
| No log | 2.5161 | 78 | 1.0903 | 0.2322 | 1.0903 | 1.0442 |
| No log | 2.5806 | 80 | 1.0733 | 0.2023 | 1.0733 | 1.0360 |
| No log | 2.6452 | 82 | 1.0611 | 0.3327 | 1.0611 | 1.0301 |
| No log | 2.7097 | 84 | 1.0091 | 0.3959 | 1.0091 | 1.0045 |
| No log | 2.7742 | 86 | 1.0877 | 0.3473 | 1.0877 | 1.0429 |
| No log | 2.8387 | 88 | 1.6923 | 0.1315 | 1.6923 | 1.3009 |
| No log | 2.9032 | 90 | 1.7841 | 0.1307 | 1.7841 | 1.3357 |
| No log | 2.9677 | 92 | 1.1842 | 0.3273 | 1.1842 | 1.0882 |
| No log | 3.0323 | 94 | 0.8484 | 0.3377 | 0.8484 | 0.9211 |
| No log | 3.0968 | 96 | 0.8506 | 0.3450 | 0.8506 | 0.9223 |
| No log | 3.1613 | 98 | 0.7841 | 0.2981 | 0.7841 | 0.8855 |
| No log | 3.2258 | 100 | 0.8079 | 0.1410 | 0.8079 | 0.8989 |
| No log | 3.2903 | 102 | 0.8247 | 0.1410 | 0.8247 | 0.9081 |
| No log | 3.3548 | 104 | 0.7913 | 0.0971 | 0.7913 | 0.8896 |
| No log | 3.4194 | 106 | 0.8404 | 0.3637 | 0.8404 | 0.9167 |
| No log | 3.4839 | 108 | 0.9771 | 0.3294 | 0.9771 | 0.9885 |
| No log | 3.5484 | 110 | 1.1093 | 0.2166 | 1.1093 | 1.0532 |
| No log | 3.6129 | 112 | 1.0930 | 0.2321 | 1.0930 | 1.0455 |
| No log | 3.6774 | 114 | 1.1089 | 0.1264 | 1.1089 | 1.0530 |
| No log | 3.7419 | 116 | 1.1387 | 0.0656 | 1.1387 | 1.0671 |
| No log | 3.8065 | 118 | 1.1613 | 0.0558 | 1.1613 | 1.0776 |
| No log | 3.8710 | 120 | 1.3160 | 0.1067 | 1.3160 | 1.1472 |
| No log | 3.9355 | 122 | 1.4415 | 0.0972 | 1.4415 | 1.2006 |
| No log | 4.0 | 124 | 1.4267 | 0.0972 | 1.4267 | 1.1945 |
| No log | 4.0645 | 126 | 1.3000 | 0.1696 | 1.3000 | 1.1402 |
| No log | 4.1290 | 128 | 1.3839 | 0.0995 | 1.3839 | 1.1764 |
| No log | 4.1935 | 130 | 1.4415 | 0.0929 | 1.4415 | 1.2006 |
| No log | 4.2581 | 132 | 1.4905 | 0.0462 | 1.4905 | 1.2209 |
| No log | 4.3226 | 134 | 1.5509 | 0.0642 | 1.5509 | 1.2454 |
| No log | 4.3871 | 136 | 1.3390 | 0.1330 | 1.3390 | 1.1571 |
| No log | 4.4516 | 138 | 1.0608 | 0.2728 | 1.0608 | 1.0300 |
| No log | 4.5161 | 140 | 0.8604 | 0.1753 | 0.8604 | 0.9276 |
| No log | 4.5806 | 142 | 0.9228 | 0.2439 | 0.9228 | 0.9606 |
| No log | 4.6452 | 144 | 0.9927 | 0.3159 | 0.9927 | 0.9963 |
| No log | 4.7097 | 146 | 0.9046 | 0.3121 | 0.9046 | 0.9511 |
| No log | 4.7742 | 148 | 0.8995 | 0.2926 | 0.8995 | 0.9484 |
| No log | 4.8387 | 150 | 0.8507 | 0.1952 | 0.8507 | 0.9224 |
| No log | 4.9032 | 152 | 0.8760 | 0.2237 | 0.8760 | 0.9359 |
| No log | 4.9677 | 154 | 0.9840 | 0.2616 | 0.9840 | 0.9920 |
| No log | 5.0323 | 156 | 0.9465 | 0.2812 | 0.9465 | 0.9729 |
| No log | 5.0968 | 158 | 0.8959 | 0.1773 | 0.8959 | 0.9465 |
| No log | 5.1613 | 160 | 0.9408 | 0.2749 | 0.9408 | 0.9700 |
| No log | 5.2258 | 162 | 1.0093 | 0.2471 | 1.0093 | 1.0046 |
| No log | 5.2903 | 164 | 1.1674 | 0.2548 | 1.1674 | 1.0805 |
| No log | 5.3548 | 166 | 1.1032 | 0.2451 | 1.1032 | 1.0503 |
| No log | 5.4194 | 168 | 1.0127 | 0.2453 | 1.0127 | 1.0063 |
| No log | 5.4839 | 170 | 1.0568 | 0.1960 | 1.0568 | 1.0280 |
| No log | 5.5484 | 172 | 1.0430 | 0.2627 | 1.0430 | 1.0213 |
| No log | 5.6129 | 174 | 0.9257 | 0.1641 | 0.9257 | 0.9621 |
| No log | 5.6774 | 176 | 0.9240 | 0.1990 | 0.9240 | 0.9612 |
| No log | 5.7419 | 178 | 1.0869 | 0.2777 | 1.0869 | 1.0425 |
| No log | 5.8065 | 180 | 1.3979 | 0.1413 | 1.3979 | 1.1823 |
| No log | 5.8710 | 182 | 1.4242 | 0.1387 | 1.4242 | 1.1934 |
| No log | 5.9355 | 184 | 1.2257 | 0.1502 | 1.2257 | 1.1071 |
| No log | 6.0 | 186 | 1.0029 | 0.3243 | 1.0029 | 1.0014 |
| No log | 6.0645 | 188 | 0.9435 | 0.2071 | 0.9435 | 0.9713 |
| No log | 6.1290 | 190 | 0.9964 | 0.3503 | 0.9964 | 0.9982 |
| No log | 6.1935 | 192 | 1.1342 | 0.2971 | 1.1342 | 1.0650 |
| No log | 6.2581 | 194 | 1.1685 | 0.3102 | 1.1685 | 1.0810 |
| No log | 6.3226 | 196 | 1.1341 | 0.2424 | 1.1341 | 1.0649 |
| No log | 6.3871 | 198 | 1.0978 | 0.2491 | 1.0978 | 1.0478 |
| No log | 6.4516 | 200 | 1.1440 | 0.2113 | 1.1440 | 1.0696 |
| No log | 6.5161 | 202 | 1.0711 | 0.2249 | 1.0711 | 1.0350 |
| No log | 6.5806 | 204 | 1.0646 | 0.2242 | 1.0646 | 1.0318 |
| No log | 6.6452 | 206 | 1.1561 | 0.2885 | 1.1561 | 1.0752 |
| No log | 6.7097 | 208 | 1.1811 | 0.3099 | 1.1811 | 1.0868 |
| No log | 6.7742 | 210 | 1.1466 | 0.2752 | 1.1466 | 1.0708 |
| No log | 6.8387 | 212 | 1.1144 | 0.2752 | 1.1144 | 1.0556 |
| No log | 6.9032 | 214 | 1.0338 | 0.2627 | 1.0338 | 1.0168 |
| No log | 6.9677 | 216 | 0.9450 | 0.2770 | 0.9450 | 0.9721 |
| No log | 7.0323 | 218 | 0.9453 | 0.2770 | 0.9453 | 0.9723 |
| No log | 7.0968 | 220 | 0.9410 | 0.2929 | 0.9410 | 0.9701 |
| No log | 7.1613 | 222 | 0.9488 | 0.1834 | 0.9488 | 0.9740 |
| No log | 7.2258 | 224 | 1.0755 | 0.2424 | 1.0755 | 1.0370 |
| No log | 7.2903 | 226 | 1.2787 | 0.1777 | 1.2787 | 1.1308 |
| No log | 7.3548 | 228 | 1.1723 | 0.1636 | 1.1723 | 1.0827 |
| No log | 7.4194 | 230 | 0.9884 | 0.1930 | 0.9884 | 0.9942 |
| No log | 7.4839 | 232 | 0.9645 | 0.1066 | 0.9645 | 0.9821 |
| No log | 7.5484 | 234 | 1.0147 | 0.1930 | 1.0147 | 1.0073 |
| No log | 7.6129 | 236 | 1.1684 | 0.1803 | 1.1684 | 1.0809 |
| No log | 7.6774 | 238 | 1.1917 | 0.1451 | 1.1917 | 1.0917 |
| No log | 7.7419 | 240 | 1.0689 | 0.1405 | 1.0689 | 1.0339 |
| No log | 7.8065 | 242 | 1.0561 | 0.1712 | 1.0561 | 1.0277 |
| No log | 7.8710 | 244 | 1.0787 | 0.1374 | 1.0787 | 1.0386 |
| No log | 7.9355 | 246 | 1.2116 | 0.0501 | 1.2116 | 1.1007 |
| No log | 8.0 | 248 | 1.4013 | 0.0873 | 1.4013 | 1.1838 |
| No log | 8.0645 | 250 | 1.6146 | 0.0830 | 1.6146 | 1.2707 |
| No log | 8.1290 | 252 | 1.5167 | 0.0888 | 1.5167 | 1.2315 |
| No log | 8.1935 | 254 | 1.2098 | 0.1445 | 1.2098 | 1.0999 |
| No log | 8.2581 | 256 | 1.0572 | 0.1954 | 1.0572 | 1.0282 |
| No log | 8.3226 | 258 | 1.0985 | 0.1304 | 1.0985 | 1.0481 |
| No log | 8.3871 | 260 | 1.2327 | 0.2101 | 1.2327 | 1.1103 |
| No log | 8.4516 | 262 | 1.2078 | 0.2176 | 1.2078 | 1.0990 |
| No log | 8.5161 | 264 | 1.0438 | 0.1801 | 1.0438 | 1.0217 |
| No log | 8.5806 | 266 | 1.0064 | 0.2372 | 1.0064 | 1.0032 |
| No log | 8.6452 | 268 | 1.0142 | 0.2711 | 1.0142 | 1.0071 |
| No log | 8.7097 | 270 | 0.9878 | 0.0773 | 0.9878 | 0.9939 |
| No log | 8.7742 | 272 | 1.1548 | 0.2254 | 1.1548 | 1.0746 |
| No log | 8.8387 | 274 | 1.3206 | 0.1468 | 1.3206 | 1.1492 |
| No log | 8.9032 | 276 | 1.2898 | 0.1763 | 1.2898 | 1.1357 |
| No log | 8.9677 | 278 | 1.1190 | 0.2568 | 1.1190 | 1.0578 |
| No log | 9.0323 | 280 | 0.9979 | 0.2900 | 0.9979 | 0.9989 |
| No log | 9.0968 | 282 | 0.9549 | 0.1818 | 0.9549 | 0.9772 |
| No log | 9.1613 | 284 | 0.9814 | 0.3059 | 0.9814 | 0.9907 |
| No log | 9.2258 | 286 | 1.1422 | 0.2065 | 1.1422 | 1.0687 |
| No log | 9.2903 | 288 | 1.2019 | 0.1839 | 1.2019 | 1.0963 |
| No log | 9.3548 | 290 | 1.1003 | 0.2138 | 1.1003 | 1.0490 |
| No log | 9.4194 | 292 | 1.0015 | 0.3195 | 1.0015 | 1.0008 |
| No log | 9.4839 | 294 | 0.9737 | 0.3886 | 0.9737 | 0.9868 |
| No log | 9.5484 | 296 | 1.0008 | 0.3506 | 1.0008 | 1.0004 |
| No log | 9.6129 | 298 | 1.0755 | 0.2682 | 1.0755 | 1.0371 |
| No log | 9.6774 | 300 | 1.1201 | 0.2080 | 1.1201 | 1.0584 |
| No log | 9.7419 | 302 | 1.0440 | 0.2993 | 1.0440 | 1.0218 |
| No log | 9.8065 | 304 | 0.9438 | 0.3740 | 0.9438 | 0.9715 |
| No log | 9.8710 | 306 | 1.0171 | 0.3144 | 1.0171 | 1.0085 |
| No log | 9.9355 | 308 | 1.0468 | 0.3123 | 1.0468 | 1.0231 |
| No log | 10.0 | 310 | 0.9105 | 0.3740 | 0.9105 | 0.9542 |
| No log | 10.0645 | 312 | 0.8085 | 0.3197 | 0.8085 | 0.8992 |
| No log | 10.1290 | 314 | 0.8378 | 0.4114 | 0.8378 | 0.9153 |
| No log | 10.1935 | 316 | 0.8625 | 0.4512 | 0.8625 | 0.9287 |
| No log | 10.2581 | 318 | 0.9190 | 0.4018 | 0.9190 | 0.9586 |
| No log | 10.3226 | 320 | 0.9697 | 0.3346 | 0.9697 | 0.9847 |
| No log | 10.3871 | 322 | 0.8461 | 0.4369 | 0.8461 | 0.9198 |
| No log | 10.4516 | 324 | 0.7406 | 0.2342 | 0.7406 | 0.8606 |
| No log | 10.5161 | 326 | 0.7474 | 0.2920 | 0.7474 | 0.8645 |
| No log | 10.5806 | 328 | 0.8361 | 0.4081 | 0.8361 | 0.9144 |
| No log | 10.6452 | 330 | 0.9929 | 0.3946 | 0.9929 | 0.9964 |
| No log | 10.7097 | 332 | 1.2459 | 0.1965 | 1.2459 | 1.1162 |
| No log | 10.7742 | 334 | 1.3304 | 0.2247 | 1.3304 | 1.1534 |
| No log | 10.8387 | 336 | 1.1259 | 0.2176 | 1.1259 | 1.0611 |
| No log | 10.9032 | 338 | 0.8838 | 0.3822 | 0.8838 | 0.9401 |
| No log | 10.9677 | 340 | 0.7856 | 0.3465 | 0.7856 | 0.8864 |
| No log | 11.0323 | 342 | 0.7860 | 0.3465 | 0.7860 | 0.8866 |
| No log | 11.0968 | 344 | 0.9164 | 0.3604 | 0.9164 | 0.9573 |
| No log | 11.1613 | 346 | 1.2093 | 0.1980 | 1.2093 | 1.0997 |
| No log | 11.2258 | 348 | 1.3444 | 0.1598 | 1.3444 | 1.1595 |
| No log | 11.2903 | 350 | 1.2383 | 0.1810 | 1.2383 | 1.1128 |
| No log | 11.3548 | 352 | 1.0230 | 0.2159 | 1.0230 | 1.0114 |
| No log | 11.4194 | 354 | 0.8708 | 0.2962 | 0.8708 | 0.9332 |
| No log | 11.4839 | 356 | 0.8354 | 0.3161 | 0.8354 | 0.9140 |
| No log | 11.5484 | 358 | 0.8652 | 0.2694 | 0.8652 | 0.9302 |
| No log | 11.6129 | 360 | 0.9384 | 0.3608 | 0.9384 | 0.9687 |
| No log | 11.6774 | 362 | 1.0062 | 0.2971 | 1.0062 | 1.0031 |
| No log | 11.7419 | 364 | 0.9317 | 0.4153 | 0.9317 | 0.9653 |
| No log | 11.8065 | 366 | 0.8292 | 0.3936 | 0.8292 | 0.9106 |
| No log | 11.8710 | 368 | 0.8010 | 0.3942 | 0.8010 | 0.8950 |
| No log | 11.9355 | 370 | 0.7868 | 0.3942 | 0.7868 | 0.8870 |
| No log | 12.0 | 372 | 0.7747 | 0.4134 | 0.7747 | 0.8802 |
| No log | 12.0645 | 374 | 0.8324 | 0.4393 | 0.8324 | 0.9124 |
| No log | 12.1290 | 376 | 0.8705 | 0.4845 | 0.8705 | 0.9330 |
| No log | 12.1935 | 378 | 0.9326 | 0.3728 | 0.9326 | 0.9657 |
| No log | 12.2581 | 380 | 0.9656 | 0.3827 | 0.9656 | 0.9826 |
| No log | 12.3226 | 382 | 0.8773 | 0.4037 | 0.8773 | 0.9366 |
| No log | 12.3871 | 384 | 0.8159 | 0.1773 | 0.8159 | 0.9033 |
| No log | 12.4516 | 386 | 0.8431 | 0.2652 | 0.8431 | 0.9182 |
| No log | 12.5161 | 388 | 0.8762 | 0.2473 | 0.8762 | 0.9360 |
| No log | 12.5806 | 390 | 0.8185 | 0.2522 | 0.8185 | 0.9047 |
| No log | 12.6452 | 392 | 0.7527 | 0.1684 | 0.7527 | 0.8676 |
| No log | 12.7097 | 394 | 0.8403 | 0.3032 | 0.8403 | 0.9167 |
| No log | 12.7742 | 396 | 0.9928 | 0.3499 | 0.9928 | 0.9964 |
| No log | 12.8387 | 398 | 0.9992 | 0.3439 | 0.9992 | 0.9996 |
| No log | 12.9032 | 400 | 0.8974 | 0.3582 | 0.8974 | 0.9473 |
| No log | 12.9677 | 402 | 0.8154 | 0.3340 | 0.8154 | 0.9030 |
| No log | 13.0323 | 404 | 0.8067 | 0.1736 | 0.8067 | 0.8982 |
| No log | 13.0968 | 406 | 0.8168 | 0.1785 | 0.8168 | 0.9038 |
| No log | 13.1613 | 408 | 0.8721 | 0.1702 | 0.8721 | 0.9339 |
| No log | 13.2258 | 410 | 0.9860 | 0.3124 | 0.9860 | 0.9930 |
| No log | 13.2903 | 412 | 1.2029 | 0.2488 | 1.2029 | 1.0968 |
| No log | 13.3548 | 414 | 1.3268 | 0.2209 | 1.3268 | 1.1519 |
| No log | 13.4194 | 416 | 1.2602 | 0.2242 | 1.2602 | 1.1226 |
| No log | 13.4839 | 418 | 1.1050 | 0.2623 | 1.1050 | 1.0512 |
| No log | 13.5484 | 420 | 0.8925 | 0.3363 | 0.8925 | 0.9447 |
| No log | 13.6129 | 422 | 0.8305 | 0.2465 | 0.8305 | 0.9113 |
| No log | 13.6774 | 424 | 0.8411 | 0.2544 | 0.8411 | 0.9171 |
| No log | 13.7419 | 426 | 0.8013 | 0.1920 | 0.8013 | 0.8952 |
| No log | 13.8065 | 428 | 0.7854 | 0.2479 | 0.7854 | 0.8862 |
| No log | 13.8710 | 430 | 0.9174 | 0.3891 | 0.9174 | 0.9578 |
| No log | 13.9355 | 432 | 1.0558 | 0.3477 | 1.0558 | 1.0275 |
| No log | 14.0 | 434 | 1.0613 | 0.3137 | 1.0613 | 1.0302 |
| No log | 14.0645 | 436 | 1.0477 | 0.2626 | 1.0477 | 1.0236 |
| No log | 14.1290 | 438 | 1.0483 | 0.2529 | 1.0483 | 1.0239 |
| No log | 14.1935 | 440 | 1.0617 | 0.2529 | 1.0617 | 1.0304 |
| No log | 14.2581 | 442 | 1.0354 | 0.3497 | 1.0354 | 1.0175 |
| No log | 14.3226 | 444 | 1.0685 | 0.3183 | 1.0685 | 1.0337 |
| No log | 14.3871 | 446 | 0.9734 | 0.3868 | 0.9734 | 0.9866 |
| No log | 14.4516 | 448 | 0.8479 | 0.2899 | 0.8479 | 0.9208 |
| No log | 14.5161 | 450 | 0.8479 | 0.3409 | 0.8479 | 0.9208 |
| No log | 14.5806 | 452 | 0.9002 | 0.3344 | 0.9002 | 0.9488 |
| No log | 14.6452 | 454 | 1.0233 | 0.3786 | 1.0233 | 1.0116 |
| No log | 14.7097 | 456 | 1.0984 | 0.2982 | 1.0984 | 1.0480 |
| No log | 14.7742 | 458 | 1.2162 | 0.2712 | 1.2162 | 1.1028 |
| No log | 14.8387 | 460 | 1.1536 | 0.2687 | 1.1536 | 1.0741 |
| No log | 14.9032 | 462 | 1.1111 | 0.2707 | 1.1111 | 1.0541 |
| No log | 14.9677 | 464 | 1.0073 | 0.3417 | 1.0073 | 1.0037 |
| No log | 15.0323 | 466 | 0.9185 | 0.3433 | 0.9185 | 0.9584 |
| No log | 15.0968 | 468 | 0.9933 | 0.3193 | 0.9933 | 0.9966 |
| No log | 15.1613 | 470 | 1.0505 | 0.3284 | 1.0505 | 1.0250 |
| No log | 15.2258 | 472 | 0.9931 | 0.3928 | 0.9931 | 0.9965 |
| No log | 15.2903 | 474 | 0.8434 | 0.3544 | 0.8434 | 0.9184 |
| No log | 15.3548 | 476 | 0.7046 | 0.3144 | 0.7046 | 0.8394 |
| No log | 15.4194 | 478 | 0.6851 | 0.2482 | 0.6851 | 0.8277 |
| No log | 15.4839 | 480 | 0.7037 | 0.2999 | 0.7037 | 0.8389 |
| No log | 15.5484 | 482 | 0.8101 | 0.3865 | 0.8101 | 0.9000 |
| No log | 15.6129 | 484 | 1.0600 | 0.3307 | 1.0600 | 1.0295 |
| No log | 15.6774 | 486 | 1.1643 | 0.3028 | 1.1643 | 1.0790 |
| No log | 15.7419 | 488 | 1.0864 | 0.3355 | 1.0864 | 1.0423 |
| No log | 15.8065 | 490 | 0.8965 | 0.3626 | 0.8965 | 0.9468 |
| No log | 15.8710 | 492 | 0.8181 | 0.2526 | 0.8181 | 0.9045 |
| No log | 15.9355 | 494 | 0.8294 | 0.1992 | 0.8294 | 0.9107 |
| No log | 16.0 | 496 | 0.9659 | 0.3183 | 0.9659 | 0.9828 |
| No log | 16.0645 | 498 | 1.2530 | 0.2631 | 1.2530 | 1.1194 |
| 0.3417 | 16.1290 | 500 | 1.4661 | 0.1280 | 1.4661 | 1.2108 |
| 0.3417 | 16.1935 | 502 | 1.6263 | 0.1579 | 1.6263 | 1.2753 |
| 0.3417 | 16.2581 | 504 | 1.6057 | 0.1188 | 1.6057 | 1.2672 |
| 0.3417 | 16.3226 | 506 | 1.3976 | 0.1170 | 1.3976 | 1.1822 |
| 0.3417 | 16.3871 | 508 | 1.1274 | 0.2999 | 1.1274 | 1.0618 |
| 0.3417 | 16.4516 | 510 | 0.8798 | 0.2521 | 0.8798 | 0.9380 |
| 0.3417 | 16.5161 | 512 | 0.7793 | 0.1219 | 0.7793 | 0.8828 |
| 0.3417 | 16.5806 | 514 | 0.7711 | 0.1246 | 0.7711 | 0.8781 |
| 0.3417 | 16.6452 | 516 | 0.8084 | 0.2349 | 0.8084 | 0.8991 |
| 0.3417 | 16.7097 | 518 | 0.9139 | 0.2173 | 0.9139 | 0.9560 |
| 0.3417 | 16.7742 | 520 | 1.1164 | 0.3073 | 1.1164 | 1.0566 |
| 0.3417 | 16.8387 | 522 | 1.2776 | 0.2832 | 1.2776 | 1.1303 |
| 0.3417 | 16.9032 | 524 | 1.2366 | 0.2832 | 1.2366 | 1.1120 |
| 0.3417 | 16.9677 | 526 | 1.0999 | 0.3022 | 1.0999 | 1.0488 |
| 0.3417 | 17.0323 | 528 | 0.9553 | 0.2521 | 0.9553 | 0.9774 |
| 0.3417 | 17.0968 | 530 | 0.8657 | 0.2053 | 0.8657 | 0.9304 |
| 0.3417 | 17.1613 | 532 | 0.8523 | 0.2400 | 0.8523 | 0.9232 |
| 0.3417 | 17.2258 | 534 | 0.8845 | 0.2230 | 0.8845 | 0.9405 |
| 0.3417 | 17.2903 | 536 | 0.9615 | 0.2127 | 0.9615 | 0.9805 |
| 0.3417 | 17.3548 | 538 | 1.0006 | 0.2826 | 1.0006 | 1.0003 |
| 0.3417 | 17.4194 | 540 | 0.9645 | 0.3543 | 0.9645 | 0.9821 |
| 0.3417 | 17.4839 | 542 | 0.8739 | 0.2721 | 0.8739 | 0.9348 |
| 0.3417 | 17.5484 | 544 | 0.7897 | 0.2400 | 0.7897 | 0.8887 |
| 0.3417 | 17.6129 | 546 | 0.7692 | 0.1809 | 0.7692 | 0.8770 |
| 0.3417 | 17.6774 | 548 | 0.7750 | 0.1809 | 0.7750 | 0.8804 |
| 0.3417 | 17.7419 | 550 | 0.7702 | 0.1016 | 0.7702 | 0.8776 |
| 0.3417 | 17.8065 | 552 | 0.8211 | 0.1853 | 0.8211 | 0.9061 |
| 0.3417 | 17.8710 | 554 | 0.9225 | 0.2392 | 0.9225 | 0.9605 |
| 0.3417 | 17.9355 | 556 | 1.0104 | 0.2603 | 1.0104 | 1.0052 |
| 0.3417 | 18.0 | 558 | 1.0026 | 0.2651 | 1.0026 | 1.0013 |
| 0.3417 | 18.0645 | 560 | 0.9024 | 0.2866 | 0.9024 | 0.9499 |
| 0.3417 | 18.1290 | 562 | 0.8171 | 0.1430 | 0.8171 | 0.9040 |
| 0.3417 | 18.1935 | 564 | 0.8266 | 0.1661 | 0.8266 | 0.9092 |
| 0.3417 | 18.2581 | 566 | 0.8277 | 0.1661 | 0.8277 | 0.9098 |
| 0.3417 | 18.3226 | 568 | 0.8910 | 0.3544 | 0.8910 | 0.9439 |
| 0.3417 | 18.3871 | 570 | 1.0325 | 0.3044 | 1.0325 | 1.0161 |
| 0.3417 | 18.4516 | 572 | 1.2061 | 0.2896 | 1.2061 | 1.0982 |
| 0.3417 | 18.5161 | 574 | 1.2989 | 0.2140 | 1.2989 | 1.1397 |
| 0.3417 | 18.5806 | 576 | 1.2551 | 0.2656 | 1.2551 | 1.1203 |
| 0.3417 | 18.6452 | 578 | 1.0380 | 0.3073 | 1.0380 | 1.0188 |
| 0.3417 | 18.7097 | 580 | 0.8581 | 0.2498 | 0.8581 | 0.9264 |
| 0.3417 | 18.7742 | 582 | 0.8211 | 0.2023 | 0.8211 | 0.9061 |
| 0.3417 | 18.8387 | 584 | 0.8144 | 0.2023 | 0.8144 | 0.9024 |
| 0.3417 | 18.9032 | 586 | 0.8510 | 0.2605 | 0.8510 | 0.9225 |
| 0.3417 | 18.9677 | 588 | 0.9360 | 0.3379 | 0.9360 | 0.9674 |
| 0.3417 | 19.0323 | 590 | 0.9705 | 0.2394 | 0.9705 | 0.9852 |
| 0.3417 | 19.0968 | 592 | 0.9387 | 0.2727 | 0.9387 | 0.9689 |
| 0.3417 | 19.1613 | 594 | 0.8988 | 0.2724 | 0.8988 | 0.9480 |
| 0.3417 | 19.2258 | 596 | 0.8833 | 0.2724 | 0.8833 | 0.9398 |
| 0.3417 | 19.2903 | 598 | 0.8796 | 0.2781 | 0.8796 | 0.9379 |
| 0.3417 | 19.3548 | 600 | 0.8211 | 0.2722 | 0.8211 | 0.9062 |
| 0.3417 | 19.4194 | 602 | 0.8022 | 0.2558 | 0.8022 | 0.8957 |
| 0.3417 | 19.4839 | 604 | 0.8352 | 0.2440 | 0.8352 | 0.9139 |
| 0.3417 | 19.5484 | 606 | 0.8974 | 0.2328 | 0.8974 | 0.9473 |
| 0.3417 | 19.6129 | 608 | 1.0144 | 0.2676 | 1.0144 | 1.0072 |
| 0.3417 | 19.6774 | 610 | 1.0905 | 0.2464 | 1.0905 | 1.0443 |
| 0.3417 | 19.7419 | 612 | 1.0588 | 0.2488 | 1.0588 | 1.0290 |
| 0.3417 | 19.8065 | 614 | 1.0227 | 0.2928 | 1.0227 | 1.0113 |
| 0.3417 | 19.8710 | 616 | 0.9611 | 0.3320 | 0.9611 | 0.9804 |
| 0.3417 | 19.9355 | 618 | 0.9374 | 0.3824 | 0.9374 | 0.9682 |
| 0.3417 | 20.0 | 620 | 0.9715 | 0.3909 | 0.9715 | 0.9857 |
| 0.3417 | 20.0645 | 622 | 1.0262 | 0.3204 | 1.0262 | 1.0130 |
| 0.3417 | 20.1290 | 624 | 1.0229 | 0.3522 | 1.0229 | 1.0114 |
| 0.3417 | 20.1935 | 626 | 1.0286 | 0.3579 | 1.0286 | 1.0142 |
| 0.3417 | 20.2581 | 628 | 0.9998 | 0.4133 | 0.9998 | 0.9999 |
| 0.3417 | 20.3226 | 630 | 1.0152 | 0.4133 | 1.0152 | 1.0075 |
| 0.3417 | 20.3871 | 632 | 0.9877 | 0.4199 | 0.9877 | 0.9938 |
| 0.3417 | 20.4516 | 634 | 1.0554 | 0.3806 | 1.0554 | 1.0273 |
| 0.3417 | 20.5161 | 636 | 1.0770 | 0.3579 | 1.0770 | 1.0378 |
| 0.3417 | 20.5806 | 638 | 1.0558 | 0.3258 | 1.0558 | 1.0275 |
| 0.3417 | 20.6452 | 640 | 1.0187 | 0.3638 | 1.0187 | 1.0093 |
| 0.3417 | 20.7097 | 642 | 1.1018 | 0.2894 | 1.1018 | 1.0497 |
| 0.3417 | 20.7742 | 644 | 1.2383 | 0.2251 | 1.2383 | 1.1128 |
| 0.3417 | 20.8387 | 646 | 1.2307 | 0.2656 | 1.2307 | 1.1094 |
| 0.3417 | 20.9032 | 648 | 1.1091 | 0.3558 | 1.1091 | 1.0532 |
| 0.3417 | 20.9677 | 650 | 0.9895 | 0.3652 | 0.9895 | 0.9947 |
| 0.3417 | 21.0323 | 652 | 0.8959 | 0.3845 | 0.8959 | 0.9465 |
| 0.3417 | 21.0968 | 654 | 0.7849 | 0.2498 | 0.7849 | 0.8859 |
| 0.3417 | 21.1613 | 656 | 0.7458 | 0.2809 | 0.7458 | 0.8636 |
| 0.3417 | 21.2258 | 658 | 0.7503 | 0.2749 | 0.7503 | 0.8662 |
| 0.3417 | 21.2903 | 660 | 0.8000 | 0.3667 | 0.8000 | 0.8944 |
| 0.3417 | 21.3548 | 662 | 0.9083 | 0.3909 | 0.9083 | 0.9530 |
| 0.3417 | 21.4194 | 664 | 0.9763 | 0.3579 | 0.9763 | 0.9881 |
| 0.3417 | 21.4839 | 666 | 0.9444 | 0.3579 | 0.9444 | 0.9718 |
| 0.3417 | 21.5484 | 668 | 0.8511 | 0.3973 | 0.8511 | 0.9226 |
| 0.3417 | 21.6129 | 670 | 0.7901 | 0.4165 | 0.7901 | 0.8889 |
| 0.3417 | 21.6774 | 672 | 0.7381 | 0.3111 | 0.7381 | 0.8591 |
| 0.3417 | 21.7419 | 674 | 0.7616 | 0.3111 | 0.7616 | 0.8727 |
| 0.3417 | 21.8065 | 676 | 0.8368 | 0.3740 | 0.8368 | 0.9147 |
| 0.3417 | 21.8710 | 678 | 0.9388 | 0.3924 | 0.9388 | 0.9689 |
| 0.3417 | 21.9355 | 680 | 0.9303 | 0.3924 | 0.9303 | 0.9645 |
| 0.3417 | 22.0 | 682 | 0.8524 | 0.3740 | 0.8524 | 0.9233 |
| 0.3417 | 22.0645 | 684 | 0.7561 | 0.3076 | 0.7561 | 0.8695 |
| 0.3417 | 22.1290 | 686 | 0.7156 | 0.3136 | 0.7156 | 0.8460 |
| 0.3417 | 22.1935 | 688 | 0.7173 | 0.3015 | 0.7173 | 0.8469 |
| 0.3417 | 22.2581 | 690 | 0.7489 | 0.3023 | 0.7489 | 0.8654 |
| 0.3417 | 22.3226 | 692 | 0.7873 | 0.3121 | 0.7873 | 0.8873 |
| 0.3417 | 22.3871 | 694 | 0.8122 | 0.3914 | 0.8122 | 0.9012 |
| 0.3417 | 22.4516 | 696 | 0.8628 | 0.4002 | 0.8628 | 0.9289 |
| 0.3417 | 22.5161 | 698 | 0.9325 | 0.3638 | 0.9325 | 0.9657 |
| 0.3417 | 22.5806 | 700 | 0.9457 | 0.3638 | 0.9457 | 0.9724 |
| 0.3417 | 22.6452 | 702 | 0.9219 | 0.3638 | 0.9219 | 0.9601 |
| 0.3417 | 22.7097 | 704 | 0.8764 | 0.3645 | 0.8764 | 0.9361 |
| 0.3417 | 22.7742 | 706 | 0.8277 | 0.4002 | 0.8277 | 0.9098 |
| 0.3417 | 22.8387 | 708 | 0.8208 | 0.4072 | 0.8208 | 0.9060 |
| 0.3417 | 22.9032 | 710 | 0.8321 | 0.4002 | 0.8321 | 0.9122 |
| 0.3417 | 22.9677 | 712 | 0.7911 | 0.3368 | 0.7911 | 0.8894 |
| 0.3417 | 23.0323 | 714 | 0.7852 | 0.3368 | 0.7852 | 0.8861 |
| 0.3417 | 23.0968 | 716 | 0.7793 | 0.3121 | 0.7793 | 0.8828 |
| 0.3417 | 23.1613 | 718 | 0.8131 | 0.4002 | 0.8131 | 0.9017 |
| 0.3417 | 23.2258 | 720 | 0.8085 | 0.4173 | 0.8085 | 0.8992 |
| 0.3417 | 23.2903 | 722 | 0.7801 | 0.3590 | 0.7801 | 0.8832 |
| 0.3417 | 23.3548 | 724 | 0.7723 | 0.3590 | 0.7723 | 0.8788 |
| 0.3417 | 23.4194 | 726 | 0.7364 | 0.3525 | 0.7364 | 0.8581 |
| 0.3417 | 23.4839 | 728 | 0.6995 | 0.2140 | 0.6995 | 0.8364 |
| 0.3417 | 23.5484 | 730 | 0.6974 | 0.3015 | 0.6974 | 0.8351 |
| 0.3417 | 23.6129 | 732 | 0.7345 | 0.3525 | 0.7345 | 0.8570 |
| 0.3417 | 23.6774 | 734 | 0.8024 | 0.4072 | 0.8024 | 0.8958 |
| 0.3417 | 23.7419 | 736 | 0.9002 | 0.3827 | 0.9002 | 0.9488 |
| 0.3417 | 23.8065 | 738 | 0.9910 | 0.3305 | 0.9910 | 0.9955 |
| 0.3417 | 23.8710 | 740 | 1.0282 | 0.3305 | 1.0282 | 1.0140 |
| 0.3417 | 23.9355 | 742 | 0.9637 | 0.3501 | 0.9637 | 0.9817 |
| 0.3417 | 24.0 | 744 | 0.8607 | 0.3417 | 0.8607 | 0.9277 |
| 0.3417 | 24.0645 | 746 | 0.8007 | 0.3500 | 0.8007 | 0.8948 |
| 0.3417 | 24.1290 | 748 | 0.7717 | 0.3260 | 0.7717 | 0.8785 |
| 0.3417 | 24.1935 | 750 | 0.7763 | 0.3151 | 0.7763 | 0.8811 |
| 0.3417 | 24.2581 | 752 | 0.7813 | 0.3151 | 0.7813 | 0.8839 |
| 0.3417 | 24.3226 | 754 | 0.8030 | 0.3417 | 0.8030 | 0.8961 |
| 0.3417 | 24.3871 | 756 | 0.8666 | 0.4002 | 0.8666 | 0.9309 |
| 0.3417 | 24.4516 | 758 | 0.9252 | 0.3274 | 0.9252 | 0.9619 |
| 0.3417 | 24.5161 | 760 | 0.9658 | 0.2964 | 0.9658 | 0.9828 |
| 0.3417 | 24.5806 | 762 | 0.9413 | 0.2964 | 0.9413 | 0.9702 |
| 0.3417 | 24.6452 | 764 | 0.8841 | 0.2988 | 0.8841 | 0.9402 |
| 0.3417 | 24.7097 | 766 | 0.8236 | 0.3822 | 0.8236 | 0.9075 |
| 0.3417 | 24.7742 | 768 | 0.8153 | 0.3754 | 0.8153 | 0.9029 |
| 0.3417 | 24.8387 | 770 | 0.8784 | 0.3868 | 0.8784 | 0.9372 |
| 0.3417 | 24.9032 | 772 | 0.9325 | 0.3128 | 0.9325 | 0.9656 |
| 0.3417 | 24.9677 | 774 | 0.9554 | 0.3461 | 0.9554 | 0.9774 |
| 0.3417 | 25.0323 | 776 | 0.9807 | 0.3618 | 0.9807 | 0.9903 |
| 0.3417 | 25.0968 | 778 | 0.9232 | 0.3803 | 0.9232 | 0.9608 |
| 0.3417 | 25.1613 | 780 | 0.8476 | 0.3868 | 0.8476 | 0.9207 |
| 0.3417 | 25.2258 | 782 | 0.8098 | 0.3183 | 0.8098 | 0.8999 |
| 0.3417 | 25.2903 | 784 | 0.8184 | 0.3034 | 0.8184 | 0.9047 |
| 0.3417 | 25.3548 | 786 | 0.8292 | 0.3034 | 0.8292 | 0.9106 |
| 0.3417 | 25.4194 | 788 | 0.8270 | 0.3095 | 0.8270 | 0.9094 |
| 0.3417 | 25.4839 | 790 | 0.8058 | 0.2899 | 0.8058 | 0.8976 |
| 0.3417 | 25.5484 | 792 | 0.7795 | 0.2751 | 0.7795 | 0.8829 |
| 0.3417 | 25.6129 | 794 | 0.7844 | 0.2751 | 0.7844 | 0.8856 |
| 0.3417 | 25.6774 | 796 | 0.8212 | 0.3368 | 0.8212 | 0.9062 |
| 0.3417 | 25.7419 | 798 | 0.9399 | 0.3483 | 0.9399 | 0.9695 |
| 0.3417 | 25.8065 | 800 | 1.1198 | 0.3590 | 1.1198 | 1.0582 |
| 0.3417 | 25.8710 | 802 | 1.1726 | 0.3346 | 1.1726 | 1.0829 |
| 0.3417 | 25.9355 | 804 | 1.1296 | 0.3558 | 1.1296 | 1.0628 |
| 0.3417 | 26.0 | 806 | 1.0609 | 0.3489 | 1.0609 | 1.0300 |
| 0.3417 | 26.0645 | 808 | 1.0279 | 0.3632 | 1.0279 | 1.0138 |
| 0.3417 | 26.1290 | 810 | 0.9806 | 0.3522 | 0.9806 | 0.9902 |
| 0.3417 | 26.1935 | 812 | 0.9404 | 0.3312 | 0.9404 | 0.9697 |
| 0.3417 | 26.2581 | 814 | 0.9381 | 0.3368 | 0.9381 | 0.9686 |
| 0.3417 | 26.3226 | 816 | 0.9729 | 0.3368 | 0.9729 | 0.9863 |
| 0.3417 | 26.3871 | 818 | 1.0305 | 0.3368 | 1.0305 | 1.0152 |
| 0.3417 | 26.4516 | 820 | 1.0583 | 0.3596 | 1.0583 | 1.0288 |
| 0.3417 | 26.5161 | 822 | 1.0001 | 0.3425 | 1.0001 | 1.0000 |
| 0.3417 | 26.5806 | 824 | 0.9265 | 0.3379 | 0.9265 | 0.9626 |
| 0.3417 | 26.6452 | 826 | 0.8882 | 0.2968 | 0.8882 | 0.9425 |
| 0.3417 | 26.7097 | 828 | 0.8688 | 0.2778 | 0.8688 | 0.9321 |
| 0.3417 | 26.7742 | 830 | 0.8893 | 0.3503 | 0.8893 | 0.9430 |
| 0.3417 | 26.8387 | 832 | 0.9671 | 0.3125 | 0.9671 | 0.9834 |
| 0.3417 | 26.9032 | 834 | 1.0003 | 0.3183 | 1.0003 | 1.0002 |
| 0.3417 | 26.9677 | 836 | 1.0368 | 0.3128 | 1.0368 | 1.0182 |
| 0.3417 | 27.0323 | 838 | 1.0478 | 0.3128 | 1.0478 | 1.0236 |
| 0.3417 | 27.0968 | 840 | 1.0139 | 0.3128 | 1.0139 | 1.0069 |
| 0.3417 | 27.1613 | 842 | 0.9528 | 0.3699 | 0.9528 | 0.9761 |
| 0.3417 | 27.2258 | 844 | 0.9212 | 0.3699 | 0.9212 | 0.9598 |
| 0.3417 | 27.2903 | 846 | 0.8689 | 0.4057 | 0.8689 | 0.9322 |
| 0.3417 | 27.3548 | 848 | 0.8458 | 0.4104 | 0.8458 | 0.9197 |
| 0.3417 | 27.4194 | 850 | 0.8859 | 0.3803 | 0.8859 | 0.9412 |
| 0.3417 | 27.4839 | 852 | 0.9214 | 0.2706 | 0.9214 | 0.9599 |
| 0.3417 | 27.5484 | 854 | 0.9343 | 0.2706 | 0.9343 | 0.9666 |
| 0.3417 | 27.6129 | 856 | 0.9024 | 0.2626 | 0.9024 | 0.9500 |
| 0.3417 | 27.6774 | 858 | 0.9285 | 0.2297 | 0.9285 | 0.9636 |
| 0.3417 | 27.7419 | 860 | 0.9960 | 0.2461 | 0.9960 | 0.9980 |
| 0.3417 | 27.8065 | 862 | 1.0266 | 0.2682 | 1.0266 | 1.0132 |
| 0.3417 | 27.8710 | 864 | 0.9469 | 0.3022 | 0.9469 | 0.9731 |
| 0.3417 | 27.9355 | 866 | 0.8675 | 0.3333 | 0.8675 | 0.9314 |
| 0.3417 | 28.0 | 868 | 0.8382 | 0.3480 | 0.8382 | 0.9156 |
| 0.3417 | 28.0645 | 870 | 0.8491 | 0.3480 | 0.8491 | 0.9215 |
| 0.3417 | 28.1290 | 872 | 0.8938 | 0.3461 | 0.8938 | 0.9454 |
| 0.3417 | 28.1935 | 874 | 0.9049 | 0.3461 | 0.9049 | 0.9513 |
| 0.3417 | 28.2581 | 876 | 0.8775 | 0.3461 | 0.8775 | 0.9367 |
| 0.3417 | 28.3226 | 878 | 0.8342 | 0.3868 | 0.8342 | 0.9134 |
| 0.3417 | 28.3871 | 880 | 0.7717 | 0.4272 | 0.7717 | 0.8784 |
| 0.3417 | 28.4516 | 882 | 0.7405 | 0.3794 | 0.7405 | 0.8606 |
| 0.3417 | 28.5161 | 884 | 0.7419 | 0.3794 | 0.7419 | 0.8613 |
| 0.3417 | 28.5806 | 886 | 0.7911 | 0.3891 | 0.7911 | 0.8895 |
| 0.3417 | 28.6452 | 888 | 0.8753 | 0.3461 | 0.8753 | 0.9356 |
| 0.3417 | 28.7097 | 890 | 0.9313 | 0.3290 | 0.9313 | 0.9650 |
| 0.3417 | 28.7742 | 892 | 0.9130 | 0.3128 | 0.9130 | 0.9555 |
| 0.3417 | 28.8387 | 894 | 0.8736 | 0.3461 | 0.8736 | 0.9347 |
| 0.3417 | 28.9032 | 896 | 0.8226 | 0.3822 | 0.8226 | 0.9070 |
| 0.3417 | 28.9677 | 898 | 0.7737 | 0.4112 | 0.7737 | 0.8796 |
| 0.3417 | 29.0323 | 900 | 0.7595 | 0.3867 | 0.7595 | 0.8715 |
| 0.3417 | 29.0968 | 902 | 0.7735 | 0.3867 | 0.7735 | 0.8795 |
| 0.3417 | 29.1613 | 904 | 0.7870 | 0.3867 | 0.7870 | 0.8871 |
| 0.3417 | 29.2258 | 906 | 0.8157 | 0.4036 | 0.8157 | 0.9032 |
| 0.3417 | 29.2903 | 908 | 0.8125 | 0.4112 | 0.8125 | 0.9014 |
| 0.3417 | 29.3548 | 910 | 0.8107 | 0.4081 | 0.8107 | 0.9004 |
| 0.3417 | 29.4194 | 912 | 0.7938 | 0.4081 | 0.7938 | 0.8910 |
| 0.3417 | 29.4839 | 914 | 0.7867 | 0.3817 | 0.7867 | 0.8870 |
| 0.3417 | 29.5484 | 916 | 0.8253 | 0.3586 | 0.8253 | 0.9085 |
| 0.3417 | 29.6129 | 918 | 0.8442 | 0.3822 | 0.8442 | 0.9188 |
| 0.3417 | 29.6774 | 920 | 0.8890 | 0.3333 | 0.8890 | 0.9429 |
| 0.3417 | 29.7419 | 922 | 0.8978 | 0.3461 | 0.8978 | 0.9475 |
| 0.3417 | 29.8065 | 924 | 0.8712 | 0.3333 | 0.8712 | 0.9334 |
| 0.3417 | 29.8710 | 926 | 0.8356 | 0.4123 | 0.8356 | 0.9141 |
| 0.3417 | 29.9355 | 928 | 0.8118 | 0.4272 | 0.8118 | 0.9010 |
| 0.3417 | 30.0 | 930 | 0.7992 | 0.3867 | 0.7992 | 0.8940 |
| 0.3417 | 30.0645 | 932 | 0.7928 | 0.3615 | 0.7928 | 0.8904 |
| 0.3417 | 30.1290 | 934 | 0.7875 | 0.3615 | 0.7875 | 0.8874 |
| 0.3417 | 30.1935 | 936 | 0.7875 | 0.3615 | 0.7875 | 0.8874 |
| 0.3417 | 30.2581 | 938 | 0.7721 | 0.2813 | 0.7721 | 0.8787 |
| 0.3417 | 30.3226 | 940 | 0.8026 | 0.3615 | 0.8026 | 0.8959 |
| 0.3417 | 30.3871 | 942 | 0.8910 | 0.4002 | 0.8910 | 0.9439 |
| 0.3417 | 30.4516 | 944 | 0.9923 | 0.3806 | 0.9923 | 0.9962 |
| 0.3417 | 30.5161 | 946 | 1.0232 | 0.3045 | 1.0232 | 1.0116 |
| 0.3417 | 30.5806 | 948 | 1.0215 | 0.3204 | 1.0215 | 1.0107 |
| 0.3417 | 30.6452 | 950 | 0.9640 | 0.3973 | 0.9640 | 0.9818 |
| 0.3417 | 30.7097 | 952 | 0.8902 | 0.4295 | 0.8902 | 0.9435 |
| 0.3417 | 30.7742 | 954 | 0.8213 | 0.4197 | 0.8213 | 0.9063 |
| 0.3417 | 30.8387 | 956 | 0.8125 | 0.3963 | 0.8125 | 0.9014 |
| 0.3417 | 30.9032 | 958 | 0.8286 | 0.4295 | 0.8286 | 0.9103 |
| 0.3417 | 30.9677 | 960 | 0.8830 | 0.4295 | 0.8830 | 0.9397 |
| 0.3417 | 31.0323 | 962 | 0.9830 | 0.3806 | 0.9830 | 0.9915 |
| 0.3417 | 31.0968 | 964 | 1.0772 | 0.2958 | 1.0772 | 1.0379 |
| 0.3417 | 31.1613 | 966 | 1.1062 | 0.2987 | 1.1062 | 1.0518 |
| 0.3417 | 31.2258 | 968 | 1.0241 | 0.3431 | 1.0241 | 1.0120 |
| 0.3417 | 31.2903 | 970 | 0.9301 | 0.4223 | 0.9301 | 0.9644 |
| 0.3417 | 31.3548 | 972 | 0.8843 | 0.4223 | 0.8843 | 0.9404 |
| 0.3417 | 31.4194 | 974 | 0.8944 | 0.4223 | 0.8944 | 0.9457 |
| 0.3417 | 31.4839 | 976 | 0.8719 | 0.3891 | 0.8719 | 0.9338 |
| 0.3417 | 31.5484 | 978 | 0.8985 | 0.4223 | 0.8985 | 0.9479 |
| 0.3417 | 31.6129 | 980 | 0.9823 | 0.3522 | 0.9823 | 0.9911 |
| 0.3417 | 31.6774 | 982 | 1.0190 | 0.3357 | 1.0190 | 1.0095 |
| 0.3417 | 31.7419 | 984 | 1.0050 | 0.3357 | 1.0050 | 1.0025 |
| 0.3417 | 31.8065 | 986 | 0.9628 | 0.3522 | 0.9628 | 0.9812 |
| 0.3417 | 31.8710 | 988 | 0.9341 | 0.3623 | 0.9341 | 0.9665 |
| 0.3417 | 31.9355 | 990 | 0.8925 | 0.4123 | 0.8925 | 0.9447 |
| 0.3417 | 32.0 | 992 | 0.8507 | 0.3963 | 0.8507 | 0.9223 |
| 0.3417 | 32.0645 | 994 | 0.8929 | 0.4315 | 0.8929 | 0.9449 |
| 0.3417 | 32.1290 | 996 | 0.9263 | 0.3867 | 0.9263 | 0.9624 |
| 0.3417 | 32.1935 | 998 | 0.8792 | 0.4315 | 0.8792 | 0.9377 |
| 0.0707 | 32.2581 | 1000 | 0.8039 | 0.4072 | 0.8039 | 0.8966 |
| 0.0707 | 32.3226 | 1002 | 0.7400 | 0.3867 | 0.7400 | 0.8602 |
| 0.0707 | 32.3871 | 1004 | 0.7297 | 0.4292 | 0.7297 | 0.8542 |
| 0.0707 | 32.4516 | 1006 | 0.7472 | 0.4134 | 0.7472 | 0.8644 |
| 0.0707 | 32.5161 | 1008 | 0.7926 | 0.4036 | 0.7926 | 0.8903 |
| 0.0707 | 32.5806 | 1010 | 0.8247 | 0.3963 | 0.8247 | 0.9081 |
| 0.0707 | 32.6452 | 1012 | 0.8543 | 0.3934 | 0.8543 | 0.9243 |
| 0.0707 | 32.7097 | 1014 | 0.8478 | 0.3822 | 0.8478 | 0.9208 |
| 0.0707 | 32.7742 | 1016 | 0.8799 | 0.3934 | 0.8799 | 0.9380 |
Framework versions
- Transformers 4.44.2
- Pytorch 2.4.0+cu118
- Datasets 2.21.0
- Tokenizers 0.19.1
- Downloads last month
- 3
Model tree for MayBashendy/ArabicNewSplits7_FineTuningAraBERT_run3_AugV5_k12_task7_organization
Base model
aubmindlab/bert-base-arabertv02