Instructions to use MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run2_AugV5_k19_task1_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_k19_task1_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_k19_task1_organization")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run2_AugV5_k19_task1_organization") model = AutoModelForSequenceClassification.from_pretrained("MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run2_AugV5_k19_task1_organization", device_map="auto") - Notebooks
- Google Colab
- Kaggle
ArabicNewSplits5_FineTuningAraBERT_run2_AugV5_k19_task1_organization
This model is a fine-tuned version of aubmindlab/bert-base-arabertv02 on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.6033
- Qwk: 0.7274
- Mse: 0.6033
- Rmse: 0.7767
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 | 0.0169 | 2 | 5.2319 | -0.0306 | 5.2319 | 2.2873 |
| No log | 0.0339 | 4 | 3.1977 | 0.1087 | 3.1977 | 1.7882 |
| No log | 0.0508 | 6 | 2.3253 | -0.0034 | 2.3253 | 1.5249 |
| No log | 0.0678 | 8 | 2.1937 | -0.0596 | 2.1937 | 1.4811 |
| No log | 0.0847 | 10 | 1.8293 | 0.0323 | 1.8293 | 1.3525 |
| No log | 0.1017 | 12 | 1.5220 | 0.0542 | 1.5220 | 1.2337 |
| No log | 0.1186 | 14 | 1.7260 | 0.0760 | 1.7260 | 1.3138 |
| No log | 0.1356 | 16 | 2.0237 | 0.1545 | 2.0237 | 1.4226 |
| No log | 0.1525 | 18 | 2.4047 | 0.1623 | 2.4047 | 1.5507 |
| No log | 0.1695 | 20 | 2.1979 | 0.1905 | 2.1979 | 1.4825 |
| No log | 0.1864 | 22 | 1.7190 | 0.1040 | 1.7190 | 1.3111 |
| No log | 0.2034 | 24 | 1.2985 | 0.2209 | 1.2985 | 1.1395 |
| No log | 0.2203 | 26 | 1.0480 | 0.3518 | 1.0480 | 1.0237 |
| No log | 0.2373 | 28 | 1.0457 | 0.3619 | 1.0457 | 1.0226 |
| No log | 0.2542 | 30 | 1.1390 | 0.2923 | 1.1390 | 1.0672 |
| No log | 0.2712 | 32 | 1.3001 | 0.3119 | 1.3001 | 1.1402 |
| No log | 0.2881 | 34 | 1.2852 | 0.3208 | 1.2852 | 1.1337 |
| No log | 0.3051 | 36 | 1.1758 | 0.3764 | 1.1758 | 1.0843 |
| No log | 0.3220 | 38 | 1.2002 | 0.3709 | 1.2002 | 1.0955 |
| No log | 0.3390 | 40 | 1.5072 | 0.2892 | 1.5072 | 1.2277 |
| No log | 0.3559 | 42 | 2.2897 | 0.2064 | 2.2897 | 1.5132 |
| No log | 0.3729 | 44 | 2.5174 | 0.2077 | 2.5174 | 1.5866 |
| No log | 0.3898 | 46 | 2.4375 | 0.2281 | 2.4375 | 1.5612 |
| No log | 0.4068 | 48 | 1.8519 | 0.2077 | 1.8519 | 1.3608 |
| No log | 0.4237 | 50 | 1.1875 | 0.3353 | 1.1875 | 1.0897 |
| No log | 0.4407 | 52 | 1.0166 | 0.3978 | 1.0166 | 1.0083 |
| No log | 0.4576 | 54 | 1.0524 | 0.3604 | 1.0524 | 1.0259 |
| No log | 0.4746 | 56 | 1.1536 | 0.3910 | 1.1536 | 1.0741 |
| No log | 0.4915 | 58 | 1.2270 | 0.3803 | 1.2270 | 1.1077 |
| No log | 0.5085 | 60 | 1.3550 | 0.3678 | 1.3550 | 1.1641 |
| No log | 0.5254 | 62 | 1.2973 | 0.4534 | 1.2973 | 1.1390 |
| No log | 0.5424 | 64 | 1.1498 | 0.4557 | 1.1498 | 1.0723 |
| No log | 0.5593 | 66 | 1.0804 | 0.5081 | 1.0804 | 1.0394 |
| No log | 0.5763 | 68 | 1.1292 | 0.4923 | 1.1292 | 1.0626 |
| No log | 0.5932 | 70 | 1.0691 | 0.5517 | 1.0691 | 1.0340 |
| No log | 0.6102 | 72 | 1.0277 | 0.4331 | 1.0277 | 1.0138 |
| No log | 0.6271 | 74 | 0.7590 | 0.5703 | 0.7590 | 0.8712 |
| No log | 0.6441 | 76 | 0.6028 | 0.7008 | 0.6028 | 0.7764 |
| No log | 0.6610 | 78 | 0.7650 | 0.6420 | 0.7650 | 0.8746 |
| No log | 0.6780 | 80 | 0.7772 | 0.6371 | 0.7772 | 0.8816 |
| No log | 0.6949 | 82 | 0.8542 | 0.6111 | 0.8542 | 0.9242 |
| No log | 0.7119 | 84 | 0.6204 | 0.7196 | 0.6204 | 0.7877 |
| No log | 0.7288 | 86 | 0.6198 | 0.7152 | 0.6198 | 0.7873 |
| No log | 0.7458 | 88 | 0.9016 | 0.6187 | 0.9016 | 0.9495 |
| No log | 0.7627 | 90 | 1.6898 | 0.3922 | 1.6898 | 1.2999 |
| No log | 0.7797 | 92 | 2.1215 | 0.2643 | 2.1215 | 1.4565 |
| No log | 0.7966 | 94 | 1.8865 | 0.3282 | 1.8865 | 1.3735 |
| No log | 0.8136 | 96 | 1.2800 | 0.4798 | 1.2800 | 1.1314 |
| No log | 0.8305 | 98 | 0.6464 | 0.7187 | 0.6464 | 0.8040 |
| No log | 0.8475 | 100 | 0.6004 | 0.7410 | 0.6004 | 0.7749 |
| No log | 0.8644 | 102 | 0.6257 | 0.6970 | 0.6257 | 0.7910 |
| No log | 0.8814 | 104 | 0.5574 | 0.7363 | 0.5574 | 0.7466 |
| No log | 0.8983 | 106 | 0.7030 | 0.6394 | 0.7030 | 0.8384 |
| No log | 0.9153 | 108 | 1.1062 | 0.5434 | 1.1062 | 1.0517 |
| No log | 0.9322 | 110 | 1.2231 | 0.5363 | 1.2231 | 1.1059 |
| No log | 0.9492 | 112 | 1.0028 | 0.5771 | 1.0028 | 1.0014 |
| No log | 0.9661 | 114 | 0.8101 | 0.6380 | 0.8101 | 0.9001 |
| No log | 0.9831 | 116 | 0.6684 | 0.7198 | 0.6684 | 0.8176 |
| No log | 1.0 | 118 | 0.6561 | 0.7308 | 0.6561 | 0.8100 |
| No log | 1.0169 | 120 | 0.6967 | 0.7388 | 0.6967 | 0.8347 |
| No log | 1.0339 | 122 | 0.7217 | 0.7305 | 0.7217 | 0.8495 |
| No log | 1.0508 | 124 | 0.7192 | 0.7161 | 0.7192 | 0.8481 |
| No log | 1.0678 | 126 | 0.8254 | 0.6512 | 0.8254 | 0.9085 |
| No log | 1.0847 | 128 | 1.0104 | 0.6078 | 1.0104 | 1.0052 |
| No log | 1.1017 | 130 | 1.0013 | 0.6014 | 1.0013 | 1.0006 |
| No log | 1.1186 | 132 | 0.8997 | 0.5857 | 0.8997 | 0.9485 |
| No log | 1.1356 | 134 | 0.9835 | 0.5956 | 0.9835 | 0.9917 |
| No log | 1.1525 | 136 | 0.9712 | 0.6091 | 0.9712 | 0.9855 |
| No log | 1.1695 | 138 | 0.8392 | 0.6295 | 0.8392 | 0.9161 |
| No log | 1.1864 | 140 | 0.6891 | 0.6545 | 0.6891 | 0.8301 |
| No log | 1.2034 | 142 | 0.5321 | 0.7580 | 0.5321 | 0.7295 |
| No log | 1.2203 | 144 | 0.7080 | 0.6844 | 0.7080 | 0.8414 |
| No log | 1.2373 | 146 | 0.8055 | 0.6809 | 0.8055 | 0.8975 |
| No log | 1.2542 | 148 | 0.7188 | 0.7050 | 0.7188 | 0.8478 |
| No log | 1.2712 | 150 | 0.6304 | 0.7242 | 0.6304 | 0.7940 |
| No log | 1.2881 | 152 | 0.6295 | 0.7492 | 0.6295 | 0.7934 |
| No log | 1.3051 | 154 | 0.6935 | 0.7315 | 0.6935 | 0.8327 |
| No log | 1.3220 | 156 | 0.8271 | 0.6436 | 0.8271 | 0.9095 |
| No log | 1.3390 | 158 | 0.8655 | 0.6169 | 0.8655 | 0.9303 |
| No log | 1.3559 | 160 | 0.7332 | 0.7360 | 0.7332 | 0.8563 |
| No log | 1.3729 | 162 | 0.6143 | 0.7511 | 0.6143 | 0.7838 |
| No log | 1.3898 | 164 | 0.6044 | 0.7589 | 0.6044 | 0.7774 |
| No log | 1.4068 | 166 | 0.6270 | 0.7399 | 0.6270 | 0.7918 |
| No log | 1.4237 | 168 | 0.6019 | 0.7581 | 0.6019 | 0.7758 |
| No log | 1.4407 | 170 | 0.6152 | 0.7309 | 0.6152 | 0.7844 |
| No log | 1.4576 | 172 | 0.7558 | 0.6986 | 0.7558 | 0.8694 |
| No log | 1.4746 | 174 | 0.6933 | 0.7174 | 0.6933 | 0.8327 |
| No log | 1.4915 | 176 | 0.6577 | 0.7399 | 0.6577 | 0.8110 |
| No log | 1.5085 | 178 | 0.6006 | 0.7663 | 0.6006 | 0.7750 |
| No log | 1.5254 | 180 | 0.5791 | 0.7556 | 0.5791 | 0.7610 |
| No log | 1.5424 | 182 | 0.6476 | 0.7422 | 0.6476 | 0.8048 |
| No log | 1.5593 | 184 | 0.6540 | 0.7307 | 0.6540 | 0.8087 |
| No log | 1.5763 | 186 | 0.5748 | 0.7506 | 0.5748 | 0.7582 |
| No log | 1.5932 | 188 | 0.5574 | 0.7570 | 0.5574 | 0.7466 |
| No log | 1.6102 | 190 | 0.5732 | 0.7719 | 0.5732 | 0.7571 |
| No log | 1.6271 | 192 | 0.6144 | 0.7314 | 0.6144 | 0.7838 |
| No log | 1.6441 | 194 | 0.7423 | 0.7015 | 0.7423 | 0.8616 |
| No log | 1.6610 | 196 | 0.7004 | 0.7128 | 0.7004 | 0.8369 |
| No log | 1.6780 | 198 | 0.5840 | 0.7497 | 0.5840 | 0.7642 |
| No log | 1.6949 | 200 | 0.5931 | 0.7443 | 0.5931 | 0.7702 |
| No log | 1.7119 | 202 | 0.6218 | 0.7268 | 0.6218 | 0.7885 |
| No log | 1.7288 | 204 | 0.6051 | 0.7246 | 0.6051 | 0.7779 |
| No log | 1.7458 | 206 | 0.6697 | 0.7538 | 0.6697 | 0.8183 |
| No log | 1.7627 | 208 | 0.7775 | 0.6977 | 0.7775 | 0.8818 |
| No log | 1.7797 | 210 | 0.7375 | 0.7371 | 0.7375 | 0.8587 |
| No log | 1.7966 | 212 | 0.6381 | 0.7197 | 0.6381 | 0.7988 |
| No log | 1.8136 | 214 | 0.6371 | 0.7124 | 0.6371 | 0.7982 |
| No log | 1.8305 | 216 | 0.6624 | 0.6903 | 0.6624 | 0.8139 |
| No log | 1.8475 | 218 | 0.6275 | 0.7107 | 0.6275 | 0.7922 |
| No log | 1.8644 | 220 | 0.5810 | 0.7405 | 0.5810 | 0.7622 |
| No log | 1.8814 | 222 | 0.6096 | 0.7421 | 0.6096 | 0.7808 |
| No log | 1.8983 | 224 | 0.6576 | 0.7245 | 0.6576 | 0.8109 |
| No log | 1.9153 | 226 | 0.6906 | 0.7198 | 0.6906 | 0.8310 |
| No log | 1.9322 | 228 | 0.6323 | 0.7218 | 0.6323 | 0.7952 |
| No log | 1.9492 | 230 | 0.5668 | 0.7416 | 0.5668 | 0.7529 |
| No log | 1.9661 | 232 | 0.5404 | 0.7403 | 0.5404 | 0.7351 |
| No log | 1.9831 | 234 | 0.5303 | 0.7403 | 0.5303 | 0.7283 |
| No log | 2.0 | 236 | 0.5255 | 0.7387 | 0.5255 | 0.7249 |
| No log | 2.0169 | 238 | 0.5550 | 0.7455 | 0.5550 | 0.7450 |
| No log | 2.0339 | 240 | 0.6352 | 0.7392 | 0.6352 | 0.7970 |
| No log | 2.0508 | 242 | 0.7667 | 0.6576 | 0.7667 | 0.8756 |
| No log | 2.0678 | 244 | 0.7722 | 0.6688 | 0.7722 | 0.8788 |
| No log | 2.0847 | 246 | 0.6924 | 0.7126 | 0.6924 | 0.8321 |
| No log | 2.1017 | 248 | 0.6126 | 0.7647 | 0.6126 | 0.7827 |
| No log | 2.1186 | 250 | 0.6155 | 0.7665 | 0.6155 | 0.7845 |
| No log | 2.1356 | 252 | 0.6480 | 0.7546 | 0.6480 | 0.8050 |
| No log | 2.1525 | 254 | 0.7126 | 0.7044 | 0.7126 | 0.8442 |
| No log | 2.1695 | 256 | 0.8134 | 0.6526 | 0.8134 | 0.9019 |
| No log | 2.1864 | 258 | 0.7919 | 0.6699 | 0.7919 | 0.8899 |
| No log | 2.2034 | 260 | 0.7332 | 0.6888 | 0.7332 | 0.8563 |
| No log | 2.2203 | 262 | 0.7063 | 0.6875 | 0.7063 | 0.8404 |
| No log | 2.2373 | 264 | 0.7422 | 0.6853 | 0.7422 | 0.8615 |
| No log | 2.2542 | 266 | 0.7421 | 0.6952 | 0.7421 | 0.8614 |
| No log | 2.2712 | 268 | 0.6733 | 0.7347 | 0.6733 | 0.8205 |
| No log | 2.2881 | 270 | 0.5706 | 0.7382 | 0.5706 | 0.7554 |
| No log | 2.3051 | 272 | 0.5680 | 0.7403 | 0.5680 | 0.7536 |
| No log | 2.3220 | 274 | 0.5800 | 0.7361 | 0.5800 | 0.7616 |
| No log | 2.3390 | 276 | 0.5704 | 0.7238 | 0.5704 | 0.7553 |
| No log | 2.3559 | 278 | 0.5784 | 0.6996 | 0.5784 | 0.7606 |
| No log | 2.3729 | 280 | 0.5585 | 0.7405 | 0.5585 | 0.7474 |
| No log | 2.3898 | 282 | 0.5627 | 0.7284 | 0.5627 | 0.7501 |
| No log | 2.4068 | 284 | 0.5851 | 0.7026 | 0.5851 | 0.7649 |
| No log | 2.4237 | 286 | 0.5783 | 0.7222 | 0.5783 | 0.7605 |
| No log | 2.4407 | 288 | 0.5602 | 0.7696 | 0.5602 | 0.7485 |
| No log | 2.4576 | 290 | 0.5748 | 0.7562 | 0.5748 | 0.7581 |
| No log | 2.4746 | 292 | 0.5811 | 0.7453 | 0.5811 | 0.7623 |
| No log | 2.4915 | 294 | 0.5627 | 0.7721 | 0.5627 | 0.7501 |
| No log | 2.5085 | 296 | 0.5787 | 0.7229 | 0.5787 | 0.7607 |
| No log | 2.5254 | 298 | 0.6307 | 0.6811 | 0.6307 | 0.7942 |
| No log | 2.5424 | 300 | 0.6192 | 0.6831 | 0.6192 | 0.7869 |
| No log | 2.5593 | 302 | 0.5581 | 0.7371 | 0.5581 | 0.7471 |
| No log | 2.5763 | 304 | 0.5374 | 0.7577 | 0.5374 | 0.7331 |
| No log | 2.5932 | 306 | 0.5317 | 0.7624 | 0.5317 | 0.7292 |
| No log | 2.6102 | 308 | 0.5271 | 0.7696 | 0.5271 | 0.7260 |
| No log | 2.6271 | 310 | 0.5238 | 0.7700 | 0.5238 | 0.7237 |
| No log | 2.6441 | 312 | 0.5255 | 0.7629 | 0.5255 | 0.7249 |
| No log | 2.6610 | 314 | 0.5312 | 0.7512 | 0.5312 | 0.7288 |
| No log | 2.6780 | 316 | 0.5323 | 0.7588 | 0.5323 | 0.7296 |
| No log | 2.6949 | 318 | 0.5771 | 0.7414 | 0.5771 | 0.7597 |
| No log | 2.7119 | 320 | 0.5991 | 0.7467 | 0.5991 | 0.7740 |
| No log | 2.7288 | 322 | 0.5788 | 0.7496 | 0.5788 | 0.7608 |
| No log | 2.7458 | 324 | 0.5593 | 0.7529 | 0.5593 | 0.7479 |
| No log | 2.7627 | 326 | 0.5236 | 0.7636 | 0.5236 | 0.7236 |
| No log | 2.7797 | 328 | 0.5274 | 0.7540 | 0.5274 | 0.7262 |
| No log | 2.7966 | 330 | 0.5891 | 0.7318 | 0.5891 | 0.7675 |
| No log | 2.8136 | 332 | 0.5886 | 0.7306 | 0.5886 | 0.7672 |
| No log | 2.8305 | 334 | 0.5421 | 0.75 | 0.5421 | 0.7363 |
| No log | 2.8475 | 336 | 0.5414 | 0.7454 | 0.5414 | 0.7358 |
| No log | 2.8644 | 338 | 0.5505 | 0.7600 | 0.5505 | 0.7420 |
| No log | 2.8814 | 340 | 0.5434 | 0.7527 | 0.5434 | 0.7371 |
| No log | 2.8983 | 342 | 0.5542 | 0.74 | 0.5542 | 0.7444 |
| No log | 2.9153 | 344 | 0.6330 | 0.7374 | 0.6330 | 0.7956 |
| No log | 2.9322 | 346 | 0.7321 | 0.7030 | 0.7321 | 0.8556 |
| No log | 2.9492 | 348 | 0.7428 | 0.7021 | 0.7428 | 0.8618 |
| No log | 2.9661 | 350 | 0.6802 | 0.7103 | 0.6802 | 0.8247 |
| No log | 2.9831 | 352 | 0.5925 | 0.7332 | 0.5925 | 0.7698 |
| No log | 3.0 | 354 | 0.5521 | 0.7592 | 0.5521 | 0.7430 |
| No log | 3.0169 | 356 | 0.5581 | 0.7589 | 0.5581 | 0.7471 |
| No log | 3.0339 | 358 | 0.5513 | 0.7637 | 0.5513 | 0.7425 |
| No log | 3.0508 | 360 | 0.5565 | 0.7573 | 0.5565 | 0.7460 |
| No log | 3.0678 | 362 | 0.6208 | 0.6924 | 0.6208 | 0.7879 |
| No log | 3.0847 | 364 | 0.6709 | 0.6889 | 0.6709 | 0.8191 |
| No log | 3.1017 | 366 | 0.6352 | 0.6874 | 0.6352 | 0.7970 |
| No log | 3.1186 | 368 | 0.5592 | 0.7310 | 0.5592 | 0.7478 |
| No log | 3.1356 | 370 | 0.5283 | 0.7738 | 0.5283 | 0.7269 |
| No log | 3.1525 | 372 | 0.5426 | 0.7474 | 0.5426 | 0.7366 |
| No log | 3.1695 | 374 | 0.6088 | 0.7421 | 0.6088 | 0.7803 |
| No log | 3.1864 | 376 | 0.7112 | 0.6998 | 0.7112 | 0.8434 |
| No log | 3.2034 | 378 | 0.7411 | 0.6708 | 0.7411 | 0.8609 |
| No log | 3.2203 | 380 | 0.6796 | 0.7317 | 0.6796 | 0.8244 |
| No log | 3.2373 | 382 | 0.6202 | 0.7529 | 0.6202 | 0.7876 |
| No log | 3.2542 | 384 | 0.5820 | 0.7566 | 0.5820 | 0.7629 |
| No log | 3.2712 | 386 | 0.5661 | 0.7509 | 0.5661 | 0.7524 |
| No log | 3.2881 | 388 | 0.5649 | 0.7369 | 0.5649 | 0.7516 |
| No log | 3.3051 | 390 | 0.5771 | 0.7381 | 0.5771 | 0.7597 |
| No log | 3.3220 | 392 | 0.5710 | 0.7338 | 0.5710 | 0.7556 |
| No log | 3.3390 | 394 | 0.5642 | 0.7338 | 0.5642 | 0.7511 |
| No log | 3.3559 | 396 | 0.5641 | 0.7544 | 0.5641 | 0.7510 |
| No log | 3.3729 | 398 | 0.5425 | 0.7508 | 0.5425 | 0.7366 |
| No log | 3.3898 | 400 | 0.5426 | 0.7618 | 0.5426 | 0.7366 |
| No log | 3.4068 | 402 | 0.5347 | 0.7412 | 0.5347 | 0.7312 |
| No log | 3.4237 | 404 | 0.5329 | 0.7365 | 0.5329 | 0.7300 |
| No log | 3.4407 | 406 | 0.5382 | 0.7452 | 0.5382 | 0.7336 |
| No log | 3.4576 | 408 | 0.5329 | 0.7474 | 0.5329 | 0.7300 |
| No log | 3.4746 | 410 | 0.5295 | 0.7345 | 0.5295 | 0.7276 |
| No log | 3.4915 | 412 | 0.5361 | 0.7357 | 0.5361 | 0.7322 |
| No log | 3.5085 | 414 | 0.5516 | 0.7617 | 0.5516 | 0.7427 |
| No log | 3.5254 | 416 | 0.5586 | 0.7660 | 0.5586 | 0.7474 |
| No log | 3.5424 | 418 | 0.5458 | 0.74 | 0.5458 | 0.7388 |
| No log | 3.5593 | 420 | 0.5393 | 0.7314 | 0.5393 | 0.7343 |
| No log | 3.5763 | 422 | 0.5430 | 0.7412 | 0.5430 | 0.7369 |
| No log | 3.5932 | 424 | 0.5548 | 0.7374 | 0.5548 | 0.7448 |
| No log | 3.6102 | 426 | 0.5439 | 0.7405 | 0.5439 | 0.7375 |
| No log | 3.6271 | 428 | 0.5488 | 0.7412 | 0.5488 | 0.7408 |
| No log | 3.6441 | 430 | 0.5373 | 0.7395 | 0.5373 | 0.7330 |
| No log | 3.6610 | 432 | 0.5213 | 0.7432 | 0.5213 | 0.7220 |
| No log | 3.6780 | 434 | 0.5179 | 0.7644 | 0.5179 | 0.7196 |
| No log | 3.6949 | 436 | 0.5246 | 0.7580 | 0.5246 | 0.7243 |
| No log | 3.7119 | 438 | 0.5298 | 0.7534 | 0.5298 | 0.7278 |
| No log | 3.7288 | 440 | 0.5517 | 0.7348 | 0.5517 | 0.7428 |
| No log | 3.7458 | 442 | 0.5585 | 0.7394 | 0.5585 | 0.7473 |
| No log | 3.7627 | 444 | 0.5567 | 0.7384 | 0.5567 | 0.7461 |
| No log | 3.7797 | 446 | 0.5380 | 0.7384 | 0.5380 | 0.7335 |
| No log | 3.7966 | 448 | 0.5274 | 0.7510 | 0.5274 | 0.7262 |
| No log | 3.8136 | 450 | 0.5163 | 0.7447 | 0.5163 | 0.7186 |
| No log | 3.8305 | 452 | 0.5096 | 0.7533 | 0.5096 | 0.7139 |
| No log | 3.8475 | 454 | 0.5093 | 0.7588 | 0.5093 | 0.7137 |
| No log | 3.8644 | 456 | 0.5091 | 0.7544 | 0.5091 | 0.7135 |
| No log | 3.8814 | 458 | 0.5186 | 0.7455 | 0.5186 | 0.7201 |
| No log | 3.8983 | 460 | 0.5446 | 0.7358 | 0.5446 | 0.7379 |
| No log | 3.9153 | 462 | 0.5558 | 0.7492 | 0.5558 | 0.7455 |
| No log | 3.9322 | 464 | 0.5645 | 0.7469 | 0.5645 | 0.7513 |
| No log | 3.9492 | 466 | 0.5662 | 0.7544 | 0.5662 | 0.7524 |
| No log | 3.9661 | 468 | 0.5382 | 0.7451 | 0.5382 | 0.7336 |
| No log | 3.9831 | 470 | 0.5216 | 0.7441 | 0.5216 | 0.7222 |
| No log | 4.0 | 472 | 0.5169 | 0.7548 | 0.5169 | 0.7190 |
| No log | 4.0169 | 474 | 0.5061 | 0.7602 | 0.5061 | 0.7114 |
| No log | 4.0339 | 476 | 0.5086 | 0.7641 | 0.5086 | 0.7132 |
| No log | 4.0508 | 478 | 0.5239 | 0.7342 | 0.5239 | 0.7238 |
| No log | 4.0678 | 480 | 0.5209 | 0.7437 | 0.5209 | 0.7218 |
| No log | 4.0847 | 482 | 0.5194 | 0.7479 | 0.5194 | 0.7207 |
| No log | 4.1017 | 484 | 0.5239 | 0.7485 | 0.5239 | 0.7238 |
| No log | 4.1186 | 486 | 0.5397 | 0.7480 | 0.5397 | 0.7346 |
| No log | 4.1356 | 488 | 0.5715 | 0.7575 | 0.5715 | 0.7559 |
| No log | 4.1525 | 490 | 0.5618 | 0.7622 | 0.5618 | 0.7495 |
| No log | 4.1695 | 492 | 0.5552 | 0.7566 | 0.5552 | 0.7451 |
| No log | 4.1864 | 494 | 0.5542 | 0.7541 | 0.5542 | 0.7444 |
| No log | 4.2034 | 496 | 0.5368 | 0.7488 | 0.5368 | 0.7327 |
| No log | 4.2203 | 498 | 0.5276 | 0.7383 | 0.5276 | 0.7264 |
| 0.4192 | 4.2373 | 500 | 0.5250 | 0.7334 | 0.5250 | 0.7246 |
| 0.4192 | 4.2542 | 502 | 0.5229 | 0.7318 | 0.5229 | 0.7231 |
| 0.4192 | 4.2712 | 504 | 0.5201 | 0.7361 | 0.5201 | 0.7212 |
| 0.4192 | 4.2881 | 506 | 0.5248 | 0.7479 | 0.5248 | 0.7244 |
| 0.4192 | 4.3051 | 508 | 0.5421 | 0.7506 | 0.5421 | 0.7363 |
| 0.4192 | 4.3220 | 510 | 0.5782 | 0.7507 | 0.5782 | 0.7604 |
| 0.4192 | 4.3390 | 512 | 0.6398 | 0.7146 | 0.6398 | 0.7999 |
| 0.4192 | 4.3559 | 514 | 0.6672 | 0.7160 | 0.6672 | 0.8168 |
| 0.4192 | 4.3729 | 516 | 0.6882 | 0.7134 | 0.6882 | 0.8296 |
| 0.4192 | 4.3898 | 518 | 0.6738 | 0.7073 | 0.6738 | 0.8209 |
| 0.4192 | 4.4068 | 520 | 0.6934 | 0.6998 | 0.6934 | 0.8327 |
| 0.4192 | 4.4237 | 522 | 0.6802 | 0.6973 | 0.6802 | 0.8247 |
| 0.4192 | 4.4407 | 524 | 0.6252 | 0.7117 | 0.6252 | 0.7907 |
| 0.4192 | 4.4576 | 526 | 0.5761 | 0.7370 | 0.5761 | 0.7590 |
| 0.4192 | 4.4746 | 528 | 0.5665 | 0.7513 | 0.5665 | 0.7527 |
| 0.4192 | 4.4915 | 530 | 0.5722 | 0.7403 | 0.5722 | 0.7564 |
| 0.4192 | 4.5085 | 532 | 0.5721 | 0.7460 | 0.5721 | 0.7564 |
| 0.4192 | 4.5254 | 534 | 0.5780 | 0.7423 | 0.5780 | 0.7603 |
| 0.4192 | 4.5424 | 536 | 0.5718 | 0.7423 | 0.5718 | 0.7562 |
| 0.4192 | 4.5593 | 538 | 0.5514 | 0.7445 | 0.5514 | 0.7426 |
| 0.4192 | 4.5763 | 540 | 0.5354 | 0.7577 | 0.5354 | 0.7317 |
| 0.4192 | 4.5932 | 542 | 0.5339 | 0.7455 | 0.5339 | 0.7307 |
| 0.4192 | 4.6102 | 544 | 0.5408 | 0.7448 | 0.5408 | 0.7354 |
| 0.4192 | 4.6271 | 546 | 0.5537 | 0.7597 | 0.5537 | 0.7441 |
| 0.4192 | 4.6441 | 548 | 0.5660 | 0.7571 | 0.5660 | 0.7523 |
| 0.4192 | 4.6610 | 550 | 0.5771 | 0.7425 | 0.5771 | 0.7596 |
| 0.4192 | 4.6780 | 552 | 0.5827 | 0.7376 | 0.5827 | 0.7633 |
| 0.4192 | 4.6949 | 554 | 0.5883 | 0.7312 | 0.5883 | 0.7670 |
| 0.4192 | 4.7119 | 556 | 0.6107 | 0.7313 | 0.6107 | 0.7815 |
| 0.4192 | 4.7288 | 558 | 0.6139 | 0.7268 | 0.6139 | 0.7835 |
| 0.4192 | 4.7458 | 560 | 0.6309 | 0.7120 | 0.6309 | 0.7943 |
| 0.4192 | 4.7627 | 562 | 0.6482 | 0.7047 | 0.6482 | 0.8051 |
| 0.4192 | 4.7797 | 564 | 0.6455 | 0.7242 | 0.6455 | 0.8034 |
| 0.4192 | 4.7966 | 566 | 0.6569 | 0.6986 | 0.6569 | 0.8105 |
| 0.4192 | 4.8136 | 568 | 0.6406 | 0.7051 | 0.6406 | 0.8004 |
| 0.4192 | 4.8305 | 570 | 0.6266 | 0.7051 | 0.6266 | 0.7916 |
| 0.4192 | 4.8475 | 572 | 0.6069 | 0.7308 | 0.6069 | 0.7790 |
| 0.4192 | 4.8644 | 574 | 0.6049 | 0.7361 | 0.6049 | 0.7777 |
| 0.4192 | 4.8814 | 576 | 0.6078 | 0.7361 | 0.6078 | 0.7796 |
| 0.4192 | 4.8983 | 578 | 0.6150 | 0.7273 | 0.6150 | 0.7842 |
| 0.4192 | 4.9153 | 580 | 0.6319 | 0.7315 | 0.6319 | 0.7949 |
| 0.4192 | 4.9322 | 582 | 0.6725 | 0.7046 | 0.6725 | 0.8200 |
| 0.4192 | 4.9492 | 584 | 0.7355 | 0.6742 | 0.7355 | 0.8576 |
| 0.4192 | 4.9661 | 586 | 0.7603 | 0.6538 | 0.7603 | 0.8719 |
| 0.4192 | 4.9831 | 588 | 0.7383 | 0.6838 | 0.7383 | 0.8593 |
| 0.4192 | 5.0 | 590 | 0.7126 | 0.6680 | 0.7126 | 0.8441 |
| 0.4192 | 5.0169 | 592 | 0.6896 | 0.6838 | 0.6896 | 0.8304 |
| 0.4192 | 5.0339 | 594 | 0.6694 | 0.6788 | 0.6694 | 0.8181 |
| 0.4192 | 5.0508 | 596 | 0.6732 | 0.6788 | 0.6732 | 0.8205 |
| 0.4192 | 5.0678 | 598 | 0.6826 | 0.6624 | 0.6826 | 0.8262 |
| 0.4192 | 5.0847 | 600 | 0.7139 | 0.6549 | 0.7139 | 0.8449 |
| 0.4192 | 5.1017 | 602 | 0.7477 | 0.6594 | 0.7477 | 0.8647 |
| 0.4192 | 5.1186 | 604 | 0.7603 | 0.6457 | 0.7603 | 0.8720 |
| 0.4192 | 5.1356 | 606 | 0.7073 | 0.6601 | 0.7073 | 0.8410 |
| 0.4192 | 5.1525 | 608 | 0.6458 | 0.6899 | 0.6458 | 0.8036 |
| 0.4192 | 5.1695 | 610 | 0.6155 | 0.7253 | 0.6155 | 0.7846 |
| 0.4192 | 5.1864 | 612 | 0.6055 | 0.7407 | 0.6055 | 0.7782 |
| 0.4192 | 5.2034 | 614 | 0.6057 | 0.7364 | 0.6057 | 0.7783 |
| 0.4192 | 5.2203 | 616 | 0.5920 | 0.7410 | 0.5920 | 0.7694 |
| 0.4192 | 5.2373 | 618 | 0.5875 | 0.7427 | 0.5875 | 0.7665 |
| 0.4192 | 5.2542 | 620 | 0.5769 | 0.7443 | 0.5769 | 0.7595 |
| 0.4192 | 5.2712 | 622 | 0.5804 | 0.7396 | 0.5804 | 0.7618 |
| 0.4192 | 5.2881 | 624 | 0.5770 | 0.7443 | 0.5770 | 0.7596 |
| 0.4192 | 5.3051 | 626 | 0.5739 | 0.7515 | 0.5739 | 0.7575 |
| 0.4192 | 5.3220 | 628 | 0.5735 | 0.7399 | 0.5735 | 0.7573 |
| 0.4192 | 5.3390 | 630 | 0.5752 | 0.7321 | 0.5752 | 0.7584 |
| 0.4192 | 5.3559 | 632 | 0.5853 | 0.7443 | 0.5853 | 0.7651 |
| 0.4192 | 5.3729 | 634 | 0.6157 | 0.7074 | 0.6157 | 0.7846 |
| 0.4192 | 5.3898 | 636 | 0.6226 | 0.7203 | 0.6226 | 0.7891 |
| 0.4192 | 5.4068 | 638 | 0.6070 | 0.7382 | 0.6070 | 0.7791 |
| 0.4192 | 5.4237 | 640 | 0.5902 | 0.7370 | 0.5902 | 0.7682 |
| 0.4192 | 5.4407 | 642 | 0.5756 | 0.7449 | 0.5756 | 0.7587 |
| 0.4192 | 5.4576 | 644 | 0.5817 | 0.7527 | 0.5817 | 0.7627 |
| 0.4192 | 5.4746 | 646 | 0.5947 | 0.7292 | 0.5947 | 0.7711 |
| 0.4192 | 5.4915 | 648 | 0.5984 | 0.7286 | 0.5984 | 0.7736 |
| 0.4192 | 5.5085 | 650 | 0.6143 | 0.7203 | 0.6143 | 0.7837 |
| 0.4192 | 5.5254 | 652 | 0.6293 | 0.7175 | 0.6293 | 0.7933 |
| 0.4192 | 5.5424 | 654 | 0.6411 | 0.7153 | 0.6411 | 0.8007 |
| 0.4192 | 5.5593 | 656 | 0.6452 | 0.7153 | 0.6452 | 0.8032 |
| 0.4192 | 5.5763 | 658 | 0.6344 | 0.7153 | 0.6344 | 0.7965 |
| 0.4192 | 5.5932 | 660 | 0.6204 | 0.7181 | 0.6204 | 0.7877 |
| 0.4192 | 5.6102 | 662 | 0.6078 | 0.7203 | 0.6078 | 0.7796 |
| 0.4192 | 5.6271 | 664 | 0.6076 | 0.7292 | 0.6076 | 0.7795 |
| 0.4192 | 5.6441 | 666 | 0.6169 | 0.7203 | 0.6169 | 0.7854 |
| 0.4192 | 5.6610 | 668 | 0.6336 | 0.7380 | 0.6336 | 0.7960 |
| 0.4192 | 5.6780 | 670 | 0.6275 | 0.7341 | 0.6275 | 0.7921 |
| 0.4192 | 5.6949 | 672 | 0.6078 | 0.7218 | 0.6078 | 0.7796 |
| 0.4192 | 5.7119 | 674 | 0.6009 | 0.7155 | 0.6009 | 0.7752 |
| 0.4192 | 5.7288 | 676 | 0.5893 | 0.7091 | 0.5893 | 0.7677 |
| 0.4192 | 5.7458 | 678 | 0.5772 | 0.7226 | 0.5772 | 0.7597 |
| 0.4192 | 5.7627 | 680 | 0.5749 | 0.7321 | 0.5749 | 0.7582 |
| 0.4192 | 5.7797 | 682 | 0.5743 | 0.7321 | 0.5743 | 0.7578 |
| 0.4192 | 5.7966 | 684 | 0.5747 | 0.7303 | 0.5747 | 0.7581 |
| 0.4192 | 5.8136 | 686 | 0.5776 | 0.7210 | 0.5776 | 0.7600 |
| 0.4192 | 5.8305 | 688 | 0.5844 | 0.7196 | 0.5844 | 0.7645 |
| 0.4192 | 5.8475 | 690 | 0.6021 | 0.7226 | 0.6021 | 0.7759 |
| 0.4192 | 5.8644 | 692 | 0.6007 | 0.7441 | 0.6007 | 0.7750 |
| 0.4192 | 5.8814 | 694 | 0.5814 | 0.7365 | 0.5814 | 0.7625 |
| 0.4192 | 5.8983 | 696 | 0.5673 | 0.7367 | 0.5673 | 0.7532 |
| 0.4192 | 5.9153 | 698 | 0.5636 | 0.7329 | 0.5636 | 0.7508 |
| 0.4192 | 5.9322 | 700 | 0.5588 | 0.7333 | 0.5588 | 0.7475 |
| 0.4192 | 5.9492 | 702 | 0.5637 | 0.7261 | 0.5637 | 0.7508 |
| 0.4192 | 5.9661 | 704 | 0.5843 | 0.7164 | 0.5843 | 0.7644 |
| 0.4192 | 5.9831 | 706 | 0.5883 | 0.7164 | 0.5883 | 0.7670 |
| 0.4192 | 6.0 | 708 | 0.5870 | 0.7203 | 0.5870 | 0.7661 |
| 0.4192 | 6.0169 | 710 | 0.5856 | 0.7143 | 0.5856 | 0.7652 |
| 0.4192 | 6.0339 | 712 | 0.5901 | 0.7226 | 0.5901 | 0.7681 |
| 0.4192 | 6.0508 | 714 | 0.6110 | 0.7181 | 0.6110 | 0.7816 |
| 0.4192 | 6.0678 | 716 | 0.6421 | 0.7323 | 0.6421 | 0.8013 |
| 0.4192 | 6.0847 | 718 | 0.6780 | 0.7169 | 0.6780 | 0.8234 |
| 0.4192 | 6.1017 | 720 | 0.6947 | 0.6941 | 0.6947 | 0.8335 |
| 0.4192 | 6.1186 | 722 | 0.6731 | 0.7145 | 0.6731 | 0.8204 |
| 0.4192 | 6.1356 | 724 | 0.6352 | 0.7111 | 0.6352 | 0.7970 |
| 0.4192 | 6.1525 | 726 | 0.6167 | 0.7102 | 0.6167 | 0.7853 |
| 0.4192 | 6.1695 | 728 | 0.6198 | 0.7102 | 0.6198 | 0.7873 |
| 0.4192 | 6.1864 | 730 | 0.6217 | 0.7136 | 0.6217 | 0.7885 |
| 0.4192 | 6.2034 | 732 | 0.6308 | 0.7017 | 0.6308 | 0.7943 |
| 0.4192 | 6.2203 | 734 | 0.6572 | 0.7096 | 0.6572 | 0.8107 |
| 0.4192 | 6.2373 | 736 | 0.6893 | 0.7049 | 0.6893 | 0.8303 |
| 0.4192 | 6.2542 | 738 | 0.7135 | 0.6705 | 0.7135 | 0.8447 |
| 0.4192 | 6.2712 | 740 | 0.7308 | 0.6705 | 0.7308 | 0.8549 |
| 0.4192 | 6.2881 | 742 | 0.7133 | 0.6713 | 0.7133 | 0.8446 |
| 0.4192 | 6.3051 | 744 | 0.6798 | 0.6954 | 0.6798 | 0.8245 |
| 0.4192 | 6.3220 | 746 | 0.6553 | 0.7158 | 0.6553 | 0.8095 |
| 0.4192 | 6.3390 | 748 | 0.6347 | 0.7096 | 0.6347 | 0.7967 |
| 0.4192 | 6.3559 | 750 | 0.6246 | 0.7209 | 0.6246 | 0.7903 |
| 0.4192 | 6.3729 | 752 | 0.6238 | 0.7237 | 0.6238 | 0.7898 |
| 0.4192 | 6.3898 | 754 | 0.6137 | 0.7237 | 0.6137 | 0.7834 |
| 0.4192 | 6.4068 | 756 | 0.6133 | 0.7237 | 0.6133 | 0.7831 |
| 0.4192 | 6.4237 | 758 | 0.6106 | 0.7253 | 0.6106 | 0.7814 |
| 0.4192 | 6.4407 | 760 | 0.6074 | 0.7296 | 0.6074 | 0.7793 |
| 0.4192 | 6.4576 | 762 | 0.6082 | 0.7252 | 0.6082 | 0.7799 |
| 0.4192 | 6.4746 | 764 | 0.5982 | 0.7274 | 0.5982 | 0.7734 |
| 0.4192 | 6.4915 | 766 | 0.5856 | 0.7331 | 0.5856 | 0.7652 |
| 0.4192 | 6.5085 | 768 | 0.5782 | 0.7337 | 0.5782 | 0.7604 |
| 0.4192 | 6.5254 | 770 | 0.5812 | 0.7314 | 0.5812 | 0.7624 |
| 0.4192 | 6.5424 | 772 | 0.5942 | 0.7436 | 0.5942 | 0.7709 |
| 0.4192 | 6.5593 | 774 | 0.6120 | 0.7242 | 0.6120 | 0.7823 |
| 0.4192 | 6.5763 | 776 | 0.6509 | 0.7269 | 0.6509 | 0.8068 |
| 0.4192 | 6.5932 | 778 | 0.6714 | 0.7248 | 0.6714 | 0.8194 |
| 0.4192 | 6.6102 | 780 | 0.6847 | 0.7117 | 0.6847 | 0.8275 |
| 0.4192 | 6.6271 | 782 | 0.6961 | 0.6948 | 0.6961 | 0.8343 |
| 0.4192 | 6.6441 | 784 | 0.6944 | 0.7005 | 0.6944 | 0.8333 |
| 0.4192 | 6.6610 | 786 | 0.6617 | 0.7131 | 0.6617 | 0.8135 |
| 0.4192 | 6.6780 | 788 | 0.6277 | 0.7141 | 0.6277 | 0.7923 |
| 0.4192 | 6.6949 | 790 | 0.6032 | 0.7015 | 0.6032 | 0.7767 |
| 0.4192 | 6.7119 | 792 | 0.5902 | 0.7081 | 0.5902 | 0.7682 |
| 0.4192 | 6.7288 | 794 | 0.5768 | 0.7319 | 0.5768 | 0.7595 |
| 0.4192 | 6.7458 | 796 | 0.5751 | 0.7353 | 0.5751 | 0.7584 |
| 0.4192 | 6.7627 | 798 | 0.5844 | 0.7353 | 0.5844 | 0.7644 |
| 0.4192 | 6.7797 | 800 | 0.5955 | 0.7413 | 0.5955 | 0.7717 |
| 0.4192 | 6.7966 | 802 | 0.6000 | 0.7396 | 0.6000 | 0.7746 |
| 0.4192 | 6.8136 | 804 | 0.6013 | 0.7396 | 0.6013 | 0.7754 |
| 0.4192 | 6.8305 | 806 | 0.6070 | 0.7287 | 0.6070 | 0.7791 |
| 0.4192 | 6.8475 | 808 | 0.6011 | 0.7095 | 0.6011 | 0.7753 |
| 0.4192 | 6.8644 | 810 | 0.5864 | 0.7181 | 0.5864 | 0.7657 |
| 0.4192 | 6.8814 | 812 | 0.5739 | 0.7308 | 0.5739 | 0.7576 |
| 0.4192 | 6.8983 | 814 | 0.5654 | 0.7304 | 0.5654 | 0.7519 |
| 0.4192 | 6.9153 | 816 | 0.5631 | 0.7287 | 0.5631 | 0.7504 |
| 0.4192 | 6.9322 | 818 | 0.5654 | 0.7348 | 0.5654 | 0.7519 |
| 0.4192 | 6.9492 | 820 | 0.5705 | 0.7428 | 0.5705 | 0.7553 |
| 0.4192 | 6.9661 | 822 | 0.5752 | 0.7320 | 0.5752 | 0.7584 |
| 0.4192 | 6.9831 | 824 | 0.5856 | 0.7233 | 0.5856 | 0.7653 |
| 0.4192 | 7.0 | 826 | 0.5876 | 0.7248 | 0.5876 | 0.7666 |
| 0.4192 | 7.0169 | 828 | 0.5832 | 0.7370 | 0.5832 | 0.7637 |
| 0.4192 | 7.0339 | 830 | 0.5789 | 0.7370 | 0.5789 | 0.7608 |
| 0.4192 | 7.0508 | 832 | 0.5843 | 0.7370 | 0.5843 | 0.7644 |
| 0.4192 | 7.0678 | 834 | 0.5929 | 0.7067 | 0.5929 | 0.7700 |
| 0.4192 | 7.0847 | 836 | 0.5988 | 0.7081 | 0.5988 | 0.7738 |
| 0.4192 | 7.1017 | 838 | 0.6049 | 0.7081 | 0.6049 | 0.7778 |
| 0.4192 | 7.1186 | 840 | 0.6009 | 0.7081 | 0.6009 | 0.7752 |
| 0.4192 | 7.1356 | 842 | 0.5930 | 0.7188 | 0.5930 | 0.7700 |
| 0.4192 | 7.1525 | 844 | 0.5851 | 0.7172 | 0.5851 | 0.7649 |
| 0.4192 | 7.1695 | 846 | 0.5739 | 0.7240 | 0.5739 | 0.7576 |
| 0.4192 | 7.1864 | 848 | 0.5631 | 0.7408 | 0.5631 | 0.7504 |
| 0.4192 | 7.2034 | 850 | 0.5584 | 0.7455 | 0.5584 | 0.7473 |
| 0.4192 | 7.2203 | 852 | 0.5560 | 0.7455 | 0.5560 | 0.7457 |
| 0.4192 | 7.2373 | 854 | 0.5560 | 0.7455 | 0.5560 | 0.7457 |
| 0.4192 | 7.2542 | 856 | 0.5600 | 0.7360 | 0.5600 | 0.7483 |
| 0.4192 | 7.2712 | 858 | 0.5726 | 0.7319 | 0.5726 | 0.7567 |
| 0.4192 | 7.2881 | 860 | 0.6000 | 0.7313 | 0.6000 | 0.7746 |
| 0.4192 | 7.3051 | 862 | 0.6354 | 0.7164 | 0.6354 | 0.7971 |
| 0.4192 | 7.3220 | 864 | 0.6412 | 0.7225 | 0.6412 | 0.8008 |
| 0.4192 | 7.3390 | 866 | 0.6289 | 0.7164 | 0.6289 | 0.7930 |
| 0.4192 | 7.3559 | 868 | 0.6164 | 0.7395 | 0.6164 | 0.7851 |
| 0.4192 | 7.3729 | 870 | 0.5901 | 0.7418 | 0.5901 | 0.7682 |
| 0.4192 | 7.3898 | 872 | 0.5598 | 0.7308 | 0.5598 | 0.7482 |
| 0.4192 | 7.4068 | 874 | 0.5412 | 0.7360 | 0.5412 | 0.7357 |
| 0.4192 | 7.4237 | 876 | 0.5375 | 0.7363 | 0.5375 | 0.7332 |
| 0.4192 | 7.4407 | 878 | 0.5396 | 0.7504 | 0.5396 | 0.7346 |
| 0.4192 | 7.4576 | 880 | 0.5378 | 0.7457 | 0.5378 | 0.7334 |
| 0.4192 | 7.4746 | 882 | 0.5350 | 0.7399 | 0.5350 | 0.7314 |
| 0.4192 | 7.4915 | 884 | 0.5368 | 0.7427 | 0.5368 | 0.7327 |
| 0.4192 | 7.5085 | 886 | 0.5481 | 0.7308 | 0.5481 | 0.7404 |
| 0.4192 | 7.5254 | 888 | 0.5595 | 0.7341 | 0.5595 | 0.7480 |
| 0.4192 | 7.5424 | 890 | 0.5704 | 0.7441 | 0.5704 | 0.7553 |
| 0.4192 | 7.5593 | 892 | 0.5775 | 0.7284 | 0.5775 | 0.7599 |
| 0.4192 | 7.5763 | 894 | 0.5800 | 0.7214 | 0.5800 | 0.7616 |
| 0.4192 | 7.5932 | 896 | 0.5843 | 0.7237 | 0.5843 | 0.7644 |
| 0.4192 | 7.6102 | 898 | 0.5894 | 0.7237 | 0.5894 | 0.7678 |
| 0.4192 | 7.6271 | 900 | 0.5948 | 0.7166 | 0.5948 | 0.7712 |
| 0.4192 | 7.6441 | 902 | 0.5854 | 0.7067 | 0.5854 | 0.7651 |
| 0.4192 | 7.6610 | 904 | 0.5725 | 0.7133 | 0.5725 | 0.7566 |
| 0.4192 | 7.6780 | 906 | 0.5629 | 0.7140 | 0.5629 | 0.7503 |
| 0.4192 | 7.6949 | 908 | 0.5581 | 0.7211 | 0.5581 | 0.7471 |
| 0.4192 | 7.7119 | 910 | 0.5499 | 0.7427 | 0.5499 | 0.7416 |
| 0.4192 | 7.7288 | 912 | 0.5459 | 0.7361 | 0.5459 | 0.7388 |
| 0.4192 | 7.7458 | 914 | 0.5459 | 0.7367 | 0.5459 | 0.7389 |
| 0.4192 | 7.7627 | 916 | 0.5506 | 0.7337 | 0.5506 | 0.7420 |
| 0.4192 | 7.7797 | 918 | 0.5527 | 0.7404 | 0.5527 | 0.7434 |
| 0.4192 | 7.7966 | 920 | 0.5539 | 0.7420 | 0.5539 | 0.7443 |
| 0.4192 | 7.8136 | 922 | 0.5573 | 0.7414 | 0.5573 | 0.7465 |
| 0.4192 | 7.8305 | 924 | 0.5582 | 0.7474 | 0.5582 | 0.7472 |
| 0.4192 | 7.8475 | 926 | 0.5578 | 0.7474 | 0.5578 | 0.7469 |
| 0.4192 | 7.8644 | 928 | 0.5612 | 0.7364 | 0.5612 | 0.7491 |
| 0.4192 | 7.8814 | 930 | 0.5705 | 0.7380 | 0.5705 | 0.7553 |
| 0.4192 | 7.8983 | 932 | 0.5918 | 0.7351 | 0.5918 | 0.7693 |
| 0.4192 | 7.9153 | 934 | 0.6099 | 0.7255 | 0.6099 | 0.7810 |
| 0.4192 | 7.9322 | 936 | 0.6316 | 0.7125 | 0.6316 | 0.7947 |
| 0.4192 | 7.9492 | 938 | 0.6512 | 0.6788 | 0.6512 | 0.8069 |
| 0.4192 | 7.9661 | 940 | 0.6693 | 0.6890 | 0.6693 | 0.8181 |
| 0.4192 | 7.9831 | 942 | 0.6791 | 0.6890 | 0.6791 | 0.8241 |
| 0.4192 | 8.0 | 944 | 0.6861 | 0.6845 | 0.6861 | 0.8283 |
| 0.4192 | 8.0169 | 946 | 0.6850 | 0.6852 | 0.6850 | 0.8277 |
| 0.4192 | 8.0339 | 948 | 0.6772 | 0.6852 | 0.6772 | 0.8229 |
| 0.4192 | 8.0508 | 950 | 0.6587 | 0.6897 | 0.6587 | 0.8116 |
| 0.4192 | 8.0678 | 952 | 0.6431 | 0.7114 | 0.6431 | 0.8019 |
| 0.4192 | 8.0847 | 954 | 0.6223 | 0.7268 | 0.6223 | 0.7889 |
| 0.4192 | 8.1017 | 956 | 0.6106 | 0.7268 | 0.6106 | 0.7814 |
| 0.4192 | 8.1186 | 958 | 0.6045 | 0.7268 | 0.6045 | 0.7775 |
| 0.4192 | 8.1356 | 960 | 0.6024 | 0.7268 | 0.6024 | 0.7761 |
| 0.4192 | 8.1525 | 962 | 0.6025 | 0.7268 | 0.6025 | 0.7762 |
| 0.4192 | 8.1695 | 964 | 0.6083 | 0.7268 | 0.6083 | 0.7799 |
| 0.4192 | 8.1864 | 966 | 0.6112 | 0.7164 | 0.6112 | 0.7818 |
| 0.4192 | 8.2034 | 968 | 0.6176 | 0.7225 | 0.6176 | 0.7859 |
| 0.4192 | 8.2203 | 970 | 0.6280 | 0.7225 | 0.6280 | 0.7925 |
| 0.4192 | 8.2373 | 972 | 0.6457 | 0.7042 | 0.6457 | 0.8036 |
| 0.4192 | 8.2542 | 974 | 0.6656 | 0.7042 | 0.6656 | 0.8158 |
| 0.4192 | 8.2712 | 976 | 0.6804 | 0.6898 | 0.6804 | 0.8248 |
| 0.4192 | 8.2881 | 978 | 0.6879 | 0.6898 | 0.6879 | 0.8294 |
| 0.4192 | 8.3051 | 980 | 0.6858 | 0.6898 | 0.6858 | 0.8281 |
| 0.4192 | 8.3220 | 982 | 0.6648 | 0.7042 | 0.6648 | 0.8153 |
| 0.4192 | 8.3390 | 984 | 0.6424 | 0.7042 | 0.6424 | 0.8015 |
| 0.4192 | 8.3559 | 986 | 0.6199 | 0.7351 | 0.6200 | 0.7874 |
| 0.4192 | 8.3729 | 988 | 0.6065 | 0.7504 | 0.6065 | 0.7788 |
| 0.4192 | 8.3898 | 990 | 0.5987 | 0.7449 | 0.5987 | 0.7738 |
| 0.4192 | 8.4068 | 992 | 0.6006 | 0.7504 | 0.6006 | 0.7750 |
| 0.4192 | 8.4237 | 994 | 0.5997 | 0.7504 | 0.5997 | 0.7744 |
| 0.4192 | 8.4407 | 996 | 0.6027 | 0.7504 | 0.6027 | 0.7763 |
| 0.4192 | 8.4576 | 998 | 0.6050 | 0.7504 | 0.6050 | 0.7778 |
| 0.0709 | 8.4746 | 1000 | 0.6114 | 0.7268 | 0.6114 | 0.7819 |
| 0.0709 | 8.4915 | 1002 | 0.6117 | 0.7268 | 0.6117 | 0.7821 |
| 0.0709 | 8.5085 | 1004 | 0.6147 | 0.7268 | 0.6147 | 0.7840 |
| 0.0709 | 8.5254 | 1006 | 0.6212 | 0.7329 | 0.6212 | 0.7881 |
| 0.0709 | 8.5424 | 1008 | 0.6283 | 0.7144 | 0.6283 | 0.7927 |
| 0.0709 | 8.5593 | 1010 | 0.6355 | 0.7144 | 0.6355 | 0.7972 |
| 0.0709 | 8.5763 | 1012 | 0.6355 | 0.7210 | 0.6355 | 0.7972 |
| 0.0709 | 8.5932 | 1014 | 0.6284 | 0.7394 | 0.6284 | 0.7927 |
| 0.0709 | 8.6102 | 1016 | 0.6169 | 0.7394 | 0.6169 | 0.7854 |
| 0.0709 | 8.6271 | 1018 | 0.6053 | 0.7379 | 0.6053 | 0.7780 |
| 0.0709 | 8.6441 | 1020 | 0.6023 | 0.7379 | 0.6023 | 0.7761 |
| 0.0709 | 8.6610 | 1022 | 0.5978 | 0.7274 | 0.5978 | 0.7732 |
| 0.0709 | 8.6780 | 1024 | 0.5984 | 0.7230 | 0.5984 | 0.7736 |
| 0.0709 | 8.6949 | 1026 | 0.6050 | 0.7268 | 0.6050 | 0.7778 |
| 0.0709 | 8.7119 | 1028 | 0.6116 | 0.7268 | 0.6116 | 0.7821 |
| 0.0709 | 8.7288 | 1030 | 0.6171 | 0.7268 | 0.6171 | 0.7855 |
| 0.0709 | 8.7458 | 1032 | 0.6190 | 0.7268 | 0.6190 | 0.7867 |
| 0.0709 | 8.7627 | 1034 | 0.6181 | 0.7268 | 0.6181 | 0.7862 |
| 0.0709 | 8.7797 | 1036 | 0.6129 | 0.7268 | 0.6129 | 0.7829 |
| 0.0709 | 8.7966 | 1038 | 0.6002 | 0.7268 | 0.6002 | 0.7747 |
| 0.0709 | 8.8136 | 1040 | 0.5858 | 0.7230 | 0.5858 | 0.7654 |
| 0.0709 | 8.8305 | 1042 | 0.5752 | 0.7296 | 0.5752 | 0.7584 |
| 0.0709 | 8.8475 | 1044 | 0.5703 | 0.7386 | 0.5703 | 0.7552 |
| 0.0709 | 8.8644 | 1046 | 0.5720 | 0.7401 | 0.5720 | 0.7563 |
| 0.0709 | 8.8814 | 1048 | 0.5794 | 0.7274 | 0.5794 | 0.7612 |
| 0.0709 | 8.8983 | 1050 | 0.5921 | 0.7230 | 0.5921 | 0.7695 |
| 0.0709 | 8.9153 | 1052 | 0.6097 | 0.7268 | 0.6097 | 0.7809 |
| 0.0709 | 8.9322 | 1054 | 0.6261 | 0.7219 | 0.6261 | 0.7913 |
| 0.0709 | 8.9492 | 1056 | 0.6339 | 0.7036 | 0.6339 | 0.7962 |
| 0.0709 | 8.9661 | 1058 | 0.6375 | 0.7036 | 0.6375 | 0.7984 |
| 0.0709 | 8.9831 | 1060 | 0.6349 | 0.7036 | 0.6349 | 0.7968 |
| 0.0709 | 9.0 | 1062 | 0.6283 | 0.7219 | 0.6283 | 0.7927 |
| 0.0709 | 9.0169 | 1064 | 0.6234 | 0.7323 | 0.6234 | 0.7896 |
| 0.0709 | 9.0339 | 1066 | 0.6159 | 0.7307 | 0.6159 | 0.7848 |
| 0.0709 | 9.0508 | 1068 | 0.6094 | 0.7268 | 0.6094 | 0.7807 |
| 0.0709 | 9.0678 | 1070 | 0.6026 | 0.7230 | 0.6026 | 0.7763 |
| 0.0709 | 9.0847 | 1072 | 0.5944 | 0.7230 | 0.5944 | 0.7710 |
| 0.0709 | 9.1017 | 1074 | 0.5859 | 0.7274 | 0.5859 | 0.7654 |
| 0.0709 | 9.1186 | 1076 | 0.5777 | 0.7274 | 0.5777 | 0.7601 |
| 0.0709 | 9.1356 | 1078 | 0.5735 | 0.7296 | 0.5735 | 0.7573 |
| 0.0709 | 9.1525 | 1080 | 0.5715 | 0.7296 | 0.5715 | 0.7560 |
| 0.0709 | 9.1695 | 1082 | 0.5719 | 0.7296 | 0.5719 | 0.7563 |
| 0.0709 | 9.1864 | 1084 | 0.5740 | 0.7296 | 0.5740 | 0.7576 |
| 0.0709 | 9.2034 | 1086 | 0.5784 | 0.7274 | 0.5784 | 0.7605 |
| 0.0709 | 9.2203 | 1088 | 0.5837 | 0.7274 | 0.5837 | 0.7640 |
| 0.0709 | 9.2373 | 1090 | 0.5908 | 0.7274 | 0.5908 | 0.7687 |
| 0.0709 | 9.2542 | 1092 | 0.5965 | 0.7230 | 0.5965 | 0.7724 |
| 0.0709 | 9.2712 | 1094 | 0.6036 | 0.7268 | 0.6036 | 0.7769 |
| 0.0709 | 9.2881 | 1096 | 0.6120 | 0.7268 | 0.6120 | 0.7823 |
| 0.0709 | 9.3051 | 1098 | 0.6144 | 0.7224 | 0.6144 | 0.7838 |
| 0.0709 | 9.3220 | 1100 | 0.6193 | 0.7224 | 0.6193 | 0.7870 |
| 0.0709 | 9.3390 | 1102 | 0.6230 | 0.7224 | 0.6230 | 0.7893 |
| 0.0709 | 9.3559 | 1104 | 0.6244 | 0.7224 | 0.6244 | 0.7902 |
| 0.0709 | 9.3729 | 1106 | 0.6247 | 0.7224 | 0.6247 | 0.7904 |
| 0.0709 | 9.3898 | 1108 | 0.6229 | 0.7224 | 0.6229 | 0.7893 |
| 0.0709 | 9.4068 | 1110 | 0.6190 | 0.7224 | 0.6190 | 0.7867 |
| 0.0709 | 9.4237 | 1112 | 0.6142 | 0.7268 | 0.6142 | 0.7837 |
| 0.0709 | 9.4407 | 1114 | 0.6116 | 0.7268 | 0.6116 | 0.7820 |
| 0.0709 | 9.4576 | 1116 | 0.6076 | 0.7268 | 0.6076 | 0.7795 |
| 0.0709 | 9.4746 | 1118 | 0.6033 | 0.7268 | 0.6033 | 0.7768 |
| 0.0709 | 9.4915 | 1120 | 0.6011 | 0.7268 | 0.6011 | 0.7753 |
| 0.0709 | 9.5085 | 1122 | 0.5976 | 0.7230 | 0.5976 | 0.7730 |
| 0.0709 | 9.5254 | 1124 | 0.5922 | 0.7274 | 0.5922 | 0.7695 |
| 0.0709 | 9.5424 | 1126 | 0.5861 | 0.7274 | 0.5861 | 0.7656 |
| 0.0709 | 9.5593 | 1128 | 0.5810 | 0.7296 | 0.5810 | 0.7623 |
| 0.0709 | 9.5763 | 1130 | 0.5773 | 0.7296 | 0.5773 | 0.7598 |
| 0.0709 | 9.5932 | 1132 | 0.5752 | 0.7235 | 0.5752 | 0.7584 |
| 0.0709 | 9.6102 | 1134 | 0.5749 | 0.7364 | 0.5749 | 0.7582 |
| 0.0709 | 9.6271 | 1136 | 0.5753 | 0.7364 | 0.5753 | 0.7585 |
| 0.0709 | 9.6441 | 1138 | 0.5768 | 0.7296 | 0.5768 | 0.7595 |
| 0.0709 | 9.6610 | 1140 | 0.5785 | 0.7280 | 0.5785 | 0.7606 |
| 0.0709 | 9.6780 | 1142 | 0.5811 | 0.7259 | 0.5811 | 0.7623 |
| 0.0709 | 9.6949 | 1144 | 0.5846 | 0.7274 | 0.5846 | 0.7646 |
| 0.0709 | 9.7119 | 1146 | 0.5873 | 0.7274 | 0.5873 | 0.7664 |
| 0.0709 | 9.7288 | 1148 | 0.5898 | 0.7274 | 0.5898 | 0.7680 |
| 0.0709 | 9.7458 | 1150 | 0.5913 | 0.7274 | 0.5913 | 0.7690 |
| 0.0709 | 9.7627 | 1152 | 0.5925 | 0.7274 | 0.5925 | 0.7698 |
| 0.0709 | 9.7797 | 1154 | 0.5937 | 0.7274 | 0.5937 | 0.7705 |
| 0.0709 | 9.7966 | 1156 | 0.5951 | 0.7274 | 0.5951 | 0.7714 |
| 0.0709 | 9.8136 | 1158 | 0.5968 | 0.7274 | 0.5968 | 0.7725 |
| 0.0709 | 9.8305 | 1160 | 0.5985 | 0.7274 | 0.5985 | 0.7736 |
| 0.0709 | 9.8475 | 1162 | 0.5996 | 0.7274 | 0.5996 | 0.7743 |
| 0.0709 | 9.8644 | 1164 | 0.6005 | 0.7274 | 0.6005 | 0.7749 |
| 0.0709 | 9.8814 | 1166 | 0.6014 | 0.7274 | 0.6014 | 0.7755 |
| 0.0709 | 9.8983 | 1168 | 0.6026 | 0.7274 | 0.6026 | 0.7763 |
| 0.0709 | 9.9153 | 1170 | 0.6029 | 0.7274 | 0.6029 | 0.7765 |
| 0.0709 | 9.9322 | 1172 | 0.6032 | 0.7274 | 0.6032 | 0.7767 |
| 0.0709 | 9.9492 | 1174 | 0.6034 | 0.7274 | 0.6034 | 0.7768 |
| 0.0709 | 9.9661 | 1176 | 0.6034 | 0.7274 | 0.6034 | 0.7768 |
| 0.0709 | 9.9831 | 1178 | 0.6033 | 0.7274 | 0.6033 | 0.7767 |
| 0.0709 | 10.0 | 1180 | 0.6033 | 0.7274 | 0.6033 | 0.7767 |
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_k19_task1_organization
Base model
aubmindlab/bert-base-arabertv02