Instructions to use MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run3_AugV5_k20_task3_organization with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run3_AugV5_k20_task3_organization with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run3_AugV5_k20_task3_organization")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run3_AugV5_k20_task3_organization") model = AutoModelForSequenceClassification.from_pretrained("MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run3_AugV5_k20_task3_organization", device_map="auto") - Notebooks
- Google Colab
- Kaggle
ArabicNewSplits5_FineTuningAraBERT_run3_AugV5_k20_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: 0.6561
- Qwk: 0.1753
- Mse: 0.6561
- Rmse: 0.8100
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 | 0.0172 | 2 | 3.5354 | -0.0078 | 3.5354 | 1.8803 |
| No log | 0.0345 | 4 | 2.0777 | -0.0658 | 2.0777 | 1.4414 |
| No log | 0.0517 | 6 | 1.3836 | 0.0 | 1.3836 | 1.1763 |
| No log | 0.0690 | 8 | 1.3990 | 0.0 | 1.3990 | 1.1828 |
| No log | 0.0862 | 10 | 1.2726 | 0.0 | 1.2726 | 1.1281 |
| No log | 0.1034 | 12 | 1.2736 | 0.0 | 1.2736 | 1.1285 |
| No log | 0.1207 | 14 | 1.5357 | 0.0 | 1.5357 | 1.2392 |
| No log | 0.1379 | 16 | 1.5283 | 0.0 | 1.5283 | 1.2362 |
| No log | 0.1552 | 18 | 1.3398 | 0.0 | 1.3398 | 1.1575 |
| No log | 0.1724 | 20 | 1.1384 | 0.0 | 1.1384 | 1.0669 |
| No log | 0.1897 | 22 | 1.2359 | 0.0 | 1.2359 | 1.1117 |
| No log | 0.2069 | 24 | 1.3693 | 0.0 | 1.3693 | 1.1702 |
| No log | 0.2241 | 26 | 1.1835 | 0.0038 | 1.1835 | 1.0879 |
| No log | 0.2414 | 28 | 1.0585 | -0.0196 | 1.0585 | 1.0288 |
| No log | 0.2586 | 30 | 1.0006 | 0.0 | 1.0006 | 1.0003 |
| No log | 0.2759 | 32 | 0.9401 | -0.0732 | 0.9401 | 0.9696 |
| No log | 0.2931 | 34 | 0.8726 | 0.0244 | 0.8726 | 0.9341 |
| No log | 0.3103 | 36 | 0.8249 | 0.0717 | 0.8249 | 0.9082 |
| No log | 0.3276 | 38 | 0.9726 | 0.0 | 0.9726 | 0.9862 |
| No log | 0.3448 | 40 | 1.3086 | 0.0 | 1.3086 | 1.1439 |
| No log | 0.3621 | 42 | 1.7820 | 0.0390 | 1.7820 | 1.3349 |
| No log | 0.3793 | 44 | 1.4163 | 0.0 | 1.4163 | 1.1901 |
| No log | 0.3966 | 46 | 0.9283 | -0.0732 | 0.9283 | 0.9635 |
| No log | 0.4138 | 48 | 0.8240 | -0.0505 | 0.8240 | 0.9078 |
| No log | 0.4310 | 50 | 0.8350 | -0.0628 | 0.8350 | 0.9138 |
| No log | 0.4483 | 52 | 0.8157 | 0.0249 | 0.8157 | 0.9031 |
| No log | 0.4655 | 54 | 0.7417 | 0.0617 | 0.7417 | 0.8612 |
| No log | 0.4828 | 56 | 0.7608 | 0.0164 | 0.7608 | 0.8722 |
| No log | 0.5 | 58 | 0.9718 | 0.0244 | 0.9718 | 0.9858 |
| No log | 0.5172 | 60 | 1.2287 | 0.0345 | 1.2287 | 1.1085 |
| No log | 0.5345 | 62 | 1.4181 | 0.0 | 1.4181 | 1.1908 |
| No log | 0.5517 | 64 | 1.1506 | 0.0345 | 1.1506 | 1.0727 |
| No log | 0.5690 | 66 | 0.9652 | 0.0698 | 0.9652 | 0.9824 |
| No log | 0.5862 | 68 | 0.9680 | 0.0698 | 0.9680 | 0.9839 |
| No log | 0.6034 | 70 | 1.1240 | 0.0345 | 1.1240 | 1.0602 |
| No log | 0.6207 | 72 | 0.9868 | 0.0522 | 0.9868 | 0.9934 |
| No log | 0.6379 | 74 | 0.8188 | 0.2000 | 0.8188 | 0.9049 |
| No log | 0.6552 | 76 | 0.7825 | 0.3052 | 0.7825 | 0.8846 |
| No log | 0.6724 | 78 | 0.8505 | 0.2593 | 0.8505 | 0.9222 |
| No log | 0.6897 | 80 | 1.1788 | 0.1172 | 1.1788 | 1.0857 |
| No log | 0.7069 | 82 | 1.0532 | 0.2059 | 1.0532 | 1.0263 |
| No log | 0.7241 | 84 | 0.8150 | 0.2830 | 0.8150 | 0.9028 |
| No log | 0.7414 | 86 | 0.9532 | 0.3208 | 0.9532 | 0.9763 |
| No log | 0.7586 | 88 | 0.6317 | 0.3103 | 0.6317 | 0.7948 |
| No log | 0.7759 | 90 | 0.5443 | 0.1795 | 0.5443 | 0.7378 |
| No log | 0.7931 | 92 | 0.6151 | 0.2485 | 0.6151 | 0.7843 |
| No log | 0.8103 | 94 | 0.8330 | 0.1028 | 0.8330 | 0.9127 |
| No log | 0.8276 | 96 | 0.8104 | 0.1028 | 0.8104 | 0.9002 |
| No log | 0.8448 | 98 | 1.0769 | 0.0977 | 1.0769 | 1.0377 |
| No log | 0.8621 | 100 | 0.9582 | 0.1235 | 0.9582 | 0.9789 |
| No log | 0.8793 | 102 | 0.7167 | 0.1111 | 0.7167 | 0.8466 |
| No log | 0.8966 | 104 | 0.7465 | 0.1515 | 0.7465 | 0.8640 |
| No log | 0.9138 | 106 | 0.8765 | 0.0531 | 0.8765 | 0.9362 |
| No log | 0.9310 | 108 | 0.8539 | 0.0423 | 0.8539 | 0.9241 |
| No log | 0.9483 | 110 | 0.8234 | 0.1064 | 0.8234 | 0.9074 |
| No log | 0.9655 | 112 | 0.9696 | 0.0631 | 0.9696 | 0.9847 |
| No log | 0.9828 | 114 | 0.6861 | 0.2096 | 0.6861 | 0.8283 |
| No log | 1.0 | 116 | 0.6905 | 0.1892 | 0.6905 | 0.8309 |
| No log | 1.0172 | 118 | 0.6092 | 0.1902 | 0.6092 | 0.7805 |
| No log | 1.0345 | 120 | 0.7913 | 0.2897 | 0.7913 | 0.8895 |
| No log | 1.0517 | 122 | 0.8203 | 0.2727 | 0.8203 | 0.9057 |
| No log | 1.0690 | 124 | 0.9131 | 0.2681 | 0.9131 | 0.9556 |
| No log | 1.0862 | 126 | 0.7638 | 0.2830 | 0.7638 | 0.8739 |
| No log | 1.1034 | 128 | 0.5138 | 0.3171 | 0.5138 | 0.7168 |
| No log | 1.1207 | 130 | 0.6009 | 0.3369 | 0.6009 | 0.7752 |
| No log | 1.1379 | 132 | 0.5086 | 0.2195 | 0.5086 | 0.7132 |
| No log | 1.1552 | 134 | 0.8710 | 0.2203 | 0.8710 | 0.9333 |
| No log | 1.1724 | 136 | 1.1787 | 0.1486 | 1.1787 | 1.0857 |
| No log | 1.1897 | 138 | 1.2961 | 0.0677 | 1.2961 | 1.1385 |
| No log | 1.2069 | 140 | 0.7713 | 0.2661 | 0.7713 | 0.8782 |
| No log | 1.2241 | 142 | 0.5447 | 0.3661 | 0.5447 | 0.7380 |
| No log | 1.2414 | 144 | 0.5530 | 0.2471 | 0.5530 | 0.7437 |
| No log | 1.2586 | 146 | 0.5659 | 0.2967 | 0.5659 | 0.7523 |
| No log | 1.2759 | 148 | 0.7275 | 0.4059 | 0.7275 | 0.8530 |
| No log | 1.2931 | 150 | 0.7616 | 0.3561 | 0.7616 | 0.8727 |
| No log | 1.3103 | 152 | 0.8337 | 0.2632 | 0.8337 | 0.9131 |
| No log | 1.3276 | 154 | 0.6704 | 0.3231 | 0.6704 | 0.8188 |
| No log | 1.3448 | 156 | 0.6837 | 0.4400 | 0.6837 | 0.8268 |
| No log | 1.3621 | 158 | 0.6042 | 0.5088 | 0.6042 | 0.7773 |
| No log | 1.3793 | 160 | 0.5568 | 0.5172 | 0.5568 | 0.7462 |
| No log | 1.3966 | 162 | 0.5380 | 0.4909 | 0.5380 | 0.7335 |
| No log | 1.4138 | 164 | 0.8320 | 0.2423 | 0.8320 | 0.9122 |
| No log | 1.4310 | 166 | 0.7186 | 0.4393 | 0.7186 | 0.8477 |
| No log | 1.4483 | 168 | 0.6317 | 0.4554 | 0.6317 | 0.7948 |
| No log | 1.4655 | 170 | 0.4990 | 0.4393 | 0.4990 | 0.7064 |
| No log | 1.4828 | 172 | 0.5864 | 0.4450 | 0.5864 | 0.7658 |
| No log | 1.5 | 174 | 1.0154 | 0.1688 | 1.0154 | 1.0077 |
| No log | 1.5172 | 176 | 0.7856 | 0.4056 | 0.7856 | 0.8863 |
| No log | 1.5345 | 178 | 0.7212 | 0.3333 | 0.7212 | 0.8492 |
| No log | 1.5517 | 180 | 0.8115 | 0.3185 | 0.8115 | 0.9008 |
| No log | 1.5690 | 182 | 0.6804 | 0.3200 | 0.6804 | 0.8248 |
| No log | 1.5862 | 184 | 0.6879 | 0.2893 | 0.6879 | 0.8294 |
| No log | 1.6034 | 186 | 0.9581 | 0.2239 | 0.9581 | 0.9788 |
| No log | 1.6207 | 188 | 1.0818 | 0.2432 | 1.0818 | 1.0401 |
| No log | 1.6379 | 190 | 0.7392 | 0.2877 | 0.7392 | 0.8598 |
| No log | 1.6552 | 192 | 0.7368 | 0.2140 | 0.7368 | 0.8584 |
| No log | 1.6724 | 194 | 0.7567 | 0.2469 | 0.7567 | 0.8699 |
| No log | 1.6897 | 196 | 0.7835 | 0.2863 | 0.7835 | 0.8852 |
| No log | 1.7069 | 198 | 0.7057 | 0.4185 | 0.7057 | 0.8400 |
| No log | 1.7241 | 200 | 1.2014 | 0.2000 | 1.2014 | 1.0961 |
| No log | 1.7414 | 202 | 2.0003 | 0.1692 | 2.0003 | 1.4143 |
| No log | 1.7586 | 204 | 2.0866 | 0.0909 | 2.0866 | 1.4445 |
| No log | 1.7759 | 206 | 1.6701 | 0.0728 | 1.6701 | 1.2923 |
| No log | 1.7931 | 208 | 0.8561 | 0.2140 | 0.8561 | 0.9253 |
| No log | 1.8103 | 210 | 0.7816 | 0.1855 | 0.7816 | 0.8841 |
| No log | 1.8276 | 212 | 1.1965 | 0.0596 | 1.1965 | 1.0939 |
| No log | 1.8448 | 214 | 0.9363 | 0.2000 | 0.9363 | 0.9676 |
| No log | 1.8621 | 216 | 0.6718 | 0.3333 | 0.6718 | 0.8197 |
| No log | 1.8793 | 218 | 1.2659 | 0.0677 | 1.2659 | 1.1251 |
| No log | 1.8966 | 220 | 1.4990 | 0.0571 | 1.4990 | 1.2243 |
| No log | 1.9138 | 222 | 1.3554 | 0.0571 | 1.3554 | 1.1642 |
| No log | 1.9310 | 224 | 0.9262 | 0.2340 | 0.9262 | 0.9624 |
| No log | 1.9483 | 226 | 0.6532 | 0.3561 | 0.6532 | 0.8082 |
| No log | 1.9655 | 228 | 0.8972 | 0.2520 | 0.8972 | 0.9472 |
| No log | 1.9828 | 230 | 1.1115 | 0.2672 | 1.1115 | 1.0543 |
| No log | 2.0 | 232 | 0.9367 | 0.264 | 0.9367 | 0.9679 |
| No log | 2.0172 | 234 | 0.6469 | 0.3702 | 0.6469 | 0.8043 |
| No log | 2.0345 | 236 | 0.6131 | 0.3035 | 0.6131 | 0.7830 |
| No log | 2.0517 | 238 | 0.6256 | 0.2549 | 0.6256 | 0.7910 |
| No log | 2.0690 | 240 | 0.6495 | 0.2153 | 0.6495 | 0.8059 |
| No log | 2.0862 | 242 | 0.7254 | 0.3333 | 0.7254 | 0.8517 |
| No log | 2.1034 | 244 | 0.6818 | 0.2239 | 0.6818 | 0.8257 |
| No log | 2.1207 | 246 | 0.7223 | 0.1786 | 0.7223 | 0.8499 |
| No log | 2.1379 | 248 | 0.7013 | 0.1765 | 0.7013 | 0.8374 |
| No log | 2.1552 | 250 | 0.7056 | 0.2000 | 0.7056 | 0.8400 |
| No log | 2.1724 | 252 | 0.7462 | 0.2000 | 0.7462 | 0.8638 |
| No log | 2.1897 | 254 | 0.8031 | 0.2475 | 0.8031 | 0.8962 |
| No log | 2.2069 | 256 | 0.6941 | 0.1429 | 0.6941 | 0.8331 |
| No log | 2.2241 | 258 | 0.7067 | 0.1923 | 0.7067 | 0.8407 |
| No log | 2.2414 | 260 | 0.7008 | 0.1845 | 0.7008 | 0.8371 |
| No log | 2.2586 | 262 | 0.7987 | 0.2871 | 0.7987 | 0.8937 |
| No log | 2.2759 | 264 | 0.9252 | 0.2208 | 0.9252 | 0.9619 |
| No log | 2.2931 | 266 | 0.7812 | 0.3061 | 0.7812 | 0.8839 |
| No log | 2.3103 | 268 | 0.7466 | 0.2414 | 0.7466 | 0.8641 |
| No log | 2.3276 | 270 | 0.8087 | 0.1935 | 0.8087 | 0.8993 |
| No log | 2.3448 | 272 | 0.7713 | 0.3455 | 0.7713 | 0.8782 |
| No log | 2.3621 | 274 | 1.3013 | 0.1900 | 1.3013 | 1.1407 |
| No log | 2.3793 | 276 | 1.7729 | 0.1376 | 1.7729 | 1.3315 |
| No log | 2.3966 | 278 | 1.6086 | 0.1224 | 1.6086 | 1.2683 |
| No log | 2.4138 | 280 | 1.1333 | 0.1890 | 1.1333 | 1.0646 |
| No log | 2.4310 | 282 | 0.7710 | 0.2692 | 0.7710 | 0.8781 |
| No log | 2.4483 | 284 | 0.6519 | 0.2294 | 0.6519 | 0.8074 |
| No log | 2.4655 | 286 | 0.6444 | 0.2607 | 0.6444 | 0.8028 |
| No log | 2.4828 | 288 | 0.6328 | 0.3725 | 0.6328 | 0.7955 |
| No log | 2.5 | 290 | 0.8847 | 0.2489 | 0.8847 | 0.9406 |
| No log | 2.5172 | 292 | 0.9893 | 0.1803 | 0.9893 | 0.9947 |
| No log | 2.5345 | 294 | 0.8553 | 0.3004 | 0.8553 | 0.9248 |
| No log | 2.5517 | 296 | 0.7769 | 0.3077 | 0.7769 | 0.8814 |
| No log | 2.5690 | 298 | 0.7407 | 0.3778 | 0.7407 | 0.8606 |
| No log | 2.5862 | 300 | 0.7408 | 0.2203 | 0.7408 | 0.8607 |
| No log | 2.6034 | 302 | 0.7473 | 0.2281 | 0.7473 | 0.8644 |
| No log | 2.6207 | 304 | 0.7487 | 0.3153 | 0.7487 | 0.8653 |
| No log | 2.6379 | 306 | 0.8087 | 0.3846 | 0.8087 | 0.8993 |
| No log | 2.6552 | 308 | 0.9827 | 0.2397 | 0.9827 | 0.9913 |
| No log | 2.6724 | 310 | 0.9634 | 0.2397 | 0.9634 | 0.9815 |
| No log | 2.6897 | 312 | 0.7320 | 0.3973 | 0.7320 | 0.8556 |
| No log | 2.7069 | 314 | 0.7388 | 0.2333 | 0.7388 | 0.8595 |
| No log | 2.7241 | 316 | 0.8610 | 0.2124 | 0.8610 | 0.9279 |
| No log | 2.7414 | 318 | 0.7589 | 0.2263 | 0.7589 | 0.8712 |
| No log | 2.7586 | 320 | 0.7156 | 0.3010 | 0.7156 | 0.8459 |
| No log | 2.7759 | 322 | 0.7856 | 0.3585 | 0.7856 | 0.8863 |
| No log | 2.7931 | 324 | 0.7325 | 0.2676 | 0.7325 | 0.8558 |
| No log | 2.8103 | 326 | 0.7230 | 0.2563 | 0.7230 | 0.8503 |
| No log | 2.8276 | 328 | 0.7762 | 0.2068 | 0.7762 | 0.8810 |
| No log | 2.8448 | 330 | 0.7181 | 0.2150 | 0.7181 | 0.8474 |
| No log | 2.8621 | 332 | 0.7222 | 0.2941 | 0.7222 | 0.8498 |
| No log | 2.8793 | 334 | 0.8253 | 0.2563 | 0.8253 | 0.9085 |
| No log | 2.8966 | 336 | 0.8377 | 0.2653 | 0.8377 | 0.9153 |
| No log | 2.9138 | 338 | 0.7898 | 0.2165 | 0.7898 | 0.8887 |
| No log | 2.9310 | 340 | 0.7382 | 0.2308 | 0.7382 | 0.8592 |
| No log | 2.9483 | 342 | 0.7324 | 0.2308 | 0.7324 | 0.8558 |
| No log | 2.9655 | 344 | 0.7166 | 0.2475 | 0.7166 | 0.8465 |
| No log | 2.9828 | 346 | 0.7510 | 0.1837 | 0.7510 | 0.8666 |
| No log | 3.0 | 348 | 0.6851 | 0.125 | 0.6851 | 0.8277 |
| No log | 3.0172 | 350 | 0.7253 | 0.2258 | 0.7253 | 0.8517 |
| No log | 3.0345 | 352 | 0.7577 | 0.2165 | 0.7577 | 0.8705 |
| No log | 3.0517 | 354 | 0.7644 | 0.1683 | 0.7644 | 0.8743 |
| No log | 3.0690 | 356 | 0.9677 | 0.2416 | 0.9677 | 0.9837 |
| No log | 3.0862 | 358 | 1.0339 | 0.1628 | 1.0339 | 1.0168 |
| No log | 3.1034 | 360 | 0.8399 | 0.2275 | 0.8399 | 0.9165 |
| No log | 3.1207 | 362 | 0.7600 | 0.2077 | 0.7600 | 0.8718 |
| No log | 3.1379 | 364 | 0.7493 | 0.2621 | 0.7493 | 0.8656 |
| No log | 3.1552 | 366 | 0.7446 | 0.2646 | 0.7446 | 0.8629 |
| No log | 3.1724 | 368 | 0.7222 | 0.2621 | 0.7222 | 0.8498 |
| No log | 3.1897 | 370 | 0.7436 | 0.2607 | 0.7436 | 0.8623 |
| No log | 3.2069 | 372 | 0.7428 | 0.2830 | 0.7428 | 0.8619 |
| No log | 3.2241 | 374 | 0.7565 | 0.2850 | 0.7565 | 0.8698 |
| No log | 3.2414 | 376 | 0.7339 | 0.2850 | 0.7339 | 0.8567 |
| No log | 3.2586 | 378 | 0.7267 | 0.3035 | 0.7267 | 0.8524 |
| No log | 3.2759 | 380 | 0.7193 | 0.2487 | 0.7193 | 0.8481 |
| No log | 3.2931 | 382 | 0.7140 | 0.1133 | 0.7140 | 0.8450 |
| No log | 3.3103 | 384 | 0.6910 | 0.1503 | 0.6910 | 0.8313 |
| No log | 3.3276 | 386 | 0.6818 | 0.2917 | 0.6818 | 0.8257 |
| No log | 3.3448 | 388 | 0.8911 | 0.2900 | 0.8911 | 0.9440 |
| No log | 3.3621 | 390 | 0.9393 | 0.2743 | 0.9393 | 0.9692 |
| No log | 3.3793 | 392 | 0.7269 | 0.2646 | 0.7269 | 0.8526 |
| No log | 3.3966 | 394 | 0.6834 | 0.2323 | 0.6834 | 0.8267 |
| No log | 3.4138 | 396 | 0.6964 | 0.2000 | 0.6964 | 0.8345 |
| No log | 3.4310 | 398 | 0.6555 | 0.2527 | 0.6555 | 0.8096 |
| No log | 3.4483 | 400 | 0.6640 | 0.2251 | 0.6640 | 0.8149 |
| No log | 3.4655 | 402 | 0.6595 | 0.2000 | 0.6595 | 0.8121 |
| No log | 3.4828 | 404 | 0.6813 | 0.1648 | 0.6813 | 0.8254 |
| No log | 3.5 | 406 | 0.6914 | 0.2000 | 0.6914 | 0.8315 |
| No log | 3.5172 | 408 | 0.6951 | 0.1658 | 0.6951 | 0.8338 |
| No log | 3.5345 | 410 | 0.6983 | 0.1910 | 0.6983 | 0.8356 |
| No log | 3.5517 | 412 | 0.6766 | 0.1908 | 0.6766 | 0.8226 |
| No log | 3.5690 | 414 | 0.6409 | 0.1908 | 0.6409 | 0.8006 |
| No log | 3.5862 | 416 | 0.6484 | 0.1648 | 0.6484 | 0.8052 |
| No log | 3.6034 | 418 | 0.6827 | 0.2090 | 0.6827 | 0.8262 |
| No log | 3.6207 | 420 | 0.7019 | 0.1746 | 0.7019 | 0.8378 |
| No log | 3.6379 | 422 | 0.6604 | 0.1917 | 0.6604 | 0.8127 |
| No log | 3.6552 | 424 | 0.7357 | 0.2453 | 0.7357 | 0.8577 |
| No log | 3.6724 | 426 | 0.6916 | 0.2233 | 0.6916 | 0.8316 |
| No log | 3.6897 | 428 | 0.7106 | 0.2153 | 0.7106 | 0.8430 |
| No log | 3.7069 | 430 | 0.6372 | 0.3035 | 0.6372 | 0.7982 |
| No log | 3.7241 | 432 | 0.6360 | 0.2941 | 0.6360 | 0.7975 |
| No log | 3.7414 | 434 | 0.6262 | 0.28 | 0.6262 | 0.7913 |
| No log | 3.7586 | 436 | 0.7269 | 0.2239 | 0.7269 | 0.8526 |
| No log | 3.7759 | 438 | 0.7728 | 0.2621 | 0.7728 | 0.8791 |
| No log | 3.7931 | 440 | 0.6621 | 0.2000 | 0.6621 | 0.8137 |
| No log | 3.8103 | 442 | 0.6563 | 0.2350 | 0.6563 | 0.8101 |
| No log | 3.8276 | 444 | 0.6777 | 0.1648 | 0.6777 | 0.8232 |
| No log | 3.8448 | 446 | 0.6475 | 0.2265 | 0.6475 | 0.8047 |
| No log | 3.8621 | 448 | 0.6670 | 0.2350 | 0.6670 | 0.8167 |
| No log | 3.8793 | 450 | 0.6909 | 0.1667 | 0.6909 | 0.8312 |
| No log | 3.8966 | 452 | 0.6441 | 0.2000 | 0.6441 | 0.8026 |
| No log | 3.9138 | 454 | 0.6962 | 0.1568 | 0.6962 | 0.8344 |
| No log | 3.9310 | 456 | 0.7396 | 0.1158 | 0.7396 | 0.8600 |
| No log | 3.9483 | 458 | 0.7546 | 0.1088 | 0.7546 | 0.8687 |
| No log | 3.9655 | 460 | 0.7645 | 0.1429 | 0.7645 | 0.8743 |
| No log | 3.9828 | 462 | 0.7658 | 0.24 | 0.7658 | 0.8751 |
| No log | 4.0 | 464 | 0.8193 | 0.2000 | 0.8193 | 0.9051 |
| No log | 4.0172 | 466 | 0.9155 | 0.0894 | 0.9155 | 0.9568 |
| No log | 4.0345 | 468 | 1.0119 | 0.1496 | 1.0119 | 1.0059 |
| No log | 4.0517 | 470 | 1.0410 | 0.1264 | 1.0410 | 1.0203 |
| No log | 4.0690 | 472 | 0.8249 | 0.1045 | 0.8249 | 0.9083 |
| No log | 4.0862 | 474 | 0.6461 | 0.2340 | 0.6461 | 0.8038 |
| No log | 4.1034 | 476 | 0.8022 | 0.2523 | 0.8022 | 0.8956 |
| No log | 4.1207 | 478 | 0.8997 | 0.1379 | 0.8997 | 0.9485 |
| No log | 4.1379 | 480 | 0.7849 | 0.2607 | 0.7849 | 0.8860 |
| No log | 4.1552 | 482 | 0.6717 | 0.1905 | 0.6717 | 0.8196 |
| No log | 4.1724 | 484 | 0.6868 | 0.2088 | 0.6868 | 0.8287 |
| No log | 4.1897 | 486 | 0.7130 | 0.2079 | 0.7130 | 0.8444 |
| No log | 4.2069 | 488 | 0.7194 | 0.2233 | 0.7194 | 0.8482 |
| No log | 4.2241 | 490 | 0.8083 | 0.2727 | 0.8083 | 0.8991 |
| No log | 4.2414 | 492 | 0.7984 | 0.2070 | 0.7984 | 0.8935 |
| No log | 4.2586 | 494 | 0.7416 | 0.2153 | 0.7416 | 0.8612 |
| No log | 4.2759 | 496 | 0.7256 | 0.2000 | 0.7256 | 0.8518 |
| No log | 4.2931 | 498 | 0.7180 | 0.2000 | 0.7180 | 0.8474 |
| 0.4911 | 4.3103 | 500 | 0.6901 | 0.2381 | 0.6901 | 0.8307 |
| 0.4911 | 4.3276 | 502 | 0.6827 | 0.1917 | 0.6827 | 0.8263 |
| 0.4911 | 4.3448 | 504 | 0.6601 | 0.1919 | 0.6601 | 0.8125 |
| 0.4911 | 4.3621 | 506 | 0.6927 | 0.2577 | 0.6927 | 0.8323 |
| 0.4911 | 4.3793 | 508 | 0.7727 | 0.2227 | 0.7727 | 0.8790 |
| 0.4911 | 4.3966 | 510 | 0.8437 | 0.1652 | 0.8437 | 0.9185 |
| 0.4911 | 4.4138 | 512 | 0.7563 | 0.2077 | 0.7563 | 0.8697 |
| 0.4911 | 4.4310 | 514 | 0.7159 | 0.2000 | 0.7159 | 0.8461 |
| 0.4911 | 4.4483 | 516 | 0.7715 | 0.2632 | 0.7715 | 0.8784 |
| 0.4911 | 4.4655 | 518 | 0.7360 | 0.2432 | 0.7360 | 0.8579 |
| 0.4911 | 4.4828 | 520 | 0.7471 | 0.2727 | 0.7471 | 0.8643 |
| 0.4911 | 4.5 | 522 | 0.7168 | 0.3143 | 0.7168 | 0.8466 |
| 0.4911 | 4.5172 | 524 | 0.6913 | 0.1610 | 0.6913 | 0.8314 |
| 0.4911 | 4.5345 | 526 | 0.7228 | 0.2153 | 0.7228 | 0.8501 |
| 0.4911 | 4.5517 | 528 | 0.6852 | 0.1111 | 0.6852 | 0.8278 |
| 0.4911 | 4.5690 | 530 | 0.7097 | 0.1765 | 0.7097 | 0.8424 |
| 0.4911 | 4.5862 | 532 | 0.7964 | 0.2850 | 0.7964 | 0.8924 |
| 0.4911 | 4.6034 | 534 | 0.7640 | 0.2941 | 0.7640 | 0.8740 |
| 0.4911 | 4.6207 | 536 | 0.7138 | 0.2821 | 0.7138 | 0.8449 |
| 0.4911 | 4.6379 | 538 | 0.7021 | 0.1088 | 0.7021 | 0.8379 |
| 0.4911 | 4.6552 | 540 | 0.7321 | 0.0863 | 0.7321 | 0.8556 |
| 0.4911 | 4.6724 | 542 | 0.7477 | 0.1287 | 0.7477 | 0.8647 |
| 0.4911 | 4.6897 | 544 | 0.8141 | 0.2442 | 0.8141 | 0.9023 |
| 0.4911 | 4.7069 | 546 | 0.8186 | 0.2646 | 0.8186 | 0.9047 |
| 0.4911 | 4.7241 | 548 | 0.7683 | 0.2536 | 0.7683 | 0.8765 |
| 0.4911 | 4.7414 | 550 | 0.8241 | 0.1351 | 0.8241 | 0.9078 |
| 0.4911 | 4.7586 | 552 | 1.0641 | 0.1111 | 1.0641 | 1.0315 |
| 0.4911 | 4.7759 | 554 | 1.0932 | 0.1440 | 1.0932 | 1.0456 |
| 0.4911 | 4.7931 | 556 | 0.9124 | 0.1861 | 0.9124 | 0.9552 |
| 0.4911 | 4.8103 | 558 | 0.7677 | 0.1759 | 0.7677 | 0.8762 |
| 0.4911 | 4.8276 | 560 | 0.8671 | 0.2941 | 0.8671 | 0.9312 |
| 0.4911 | 4.8448 | 562 | 0.9296 | 0.2000 | 0.9296 | 0.9642 |
| 0.4911 | 4.8621 | 564 | 0.8621 | 0.2941 | 0.8621 | 0.9285 |
| 0.4911 | 4.8793 | 566 | 0.7803 | 0.1753 | 0.7803 | 0.8833 |
| 0.4911 | 4.8966 | 568 | 0.8246 | 0.1289 | 0.8246 | 0.9081 |
| 0.4911 | 4.9138 | 570 | 0.8496 | 0.1652 | 0.8496 | 0.9218 |
| 0.4911 | 4.9310 | 572 | 0.8148 | 0.1560 | 0.8148 | 0.9026 |
| 0.4911 | 4.9483 | 574 | 0.7829 | 0.1045 | 0.7829 | 0.8848 |
| 0.4911 | 4.9655 | 576 | 0.7777 | 0.2081 | 0.7777 | 0.8819 |
| 0.4911 | 4.9828 | 578 | 0.7762 | 0.25 | 0.7762 | 0.8810 |
| 0.4911 | 5.0 | 580 | 0.7573 | 0.1045 | 0.7573 | 0.8702 |
| 0.4911 | 5.0172 | 582 | 0.7417 | 0.1111 | 0.7417 | 0.8612 |
| 0.4911 | 5.0345 | 584 | 0.7140 | 0.1088 | 0.7140 | 0.8450 |
| 0.4911 | 5.0517 | 586 | 0.7107 | 0.0400 | 0.7107 | 0.8430 |
| 0.4911 | 5.0690 | 588 | 0.7001 | 0.1088 | 0.7001 | 0.8367 |
| 0.4911 | 5.0862 | 590 | 0.6960 | 0.1832 | 0.6960 | 0.8343 |
| 0.4911 | 5.1034 | 592 | 0.6928 | 0.1489 | 0.6928 | 0.8324 |
| 0.4911 | 5.1207 | 594 | 0.7128 | 0.0400 | 0.7128 | 0.8443 |
| 0.4911 | 5.1379 | 596 | 0.7005 | 0.1111 | 0.7005 | 0.8370 |
| 0.4911 | 5.1552 | 598 | 0.6938 | 0.1503 | 0.6938 | 0.8330 |
| 0.4911 | 5.1724 | 600 | 0.7056 | 0.3535 | 0.7056 | 0.8400 |
| 0.4911 | 5.1897 | 602 | 0.7107 | 0.3831 | 0.7107 | 0.8430 |
| 0.4911 | 5.2069 | 604 | 0.6950 | 0.3535 | 0.6950 | 0.8337 |
| 0.4911 | 5.2241 | 606 | 0.6793 | 0.2487 | 0.6793 | 0.8242 |
| 0.4911 | 5.2414 | 608 | 0.6659 | 0.25 | 0.6659 | 0.8160 |
| 0.4911 | 5.2586 | 610 | 0.6610 | 0.1917 | 0.6610 | 0.8130 |
| 0.4911 | 5.2759 | 612 | 0.6621 | 0.2000 | 0.6621 | 0.8137 |
| 0.4911 | 5.2931 | 614 | 0.6721 | 0.2000 | 0.6721 | 0.8198 |
| 0.4911 | 5.3103 | 616 | 0.6846 | 0.2000 | 0.6846 | 0.8274 |
| 0.4911 | 5.3276 | 618 | 0.7017 | 0.2323 | 0.7017 | 0.8377 |
| 0.4911 | 5.3448 | 620 | 0.7083 | 0.0891 | 0.7083 | 0.8416 |
| 0.4911 | 5.3621 | 622 | 0.7160 | 0.1238 | 0.7160 | 0.8461 |
| 0.4911 | 5.3793 | 624 | 0.7157 | 0.1921 | 0.7157 | 0.8460 |
| 0.4911 | 5.3966 | 626 | 0.7041 | 0.1610 | 0.7041 | 0.8391 |
| 0.4911 | 5.4138 | 628 | 0.7013 | 0.1068 | 0.7013 | 0.8374 |
| 0.4911 | 5.4310 | 630 | 0.6875 | 0.1373 | 0.6875 | 0.8292 |
| 0.4911 | 5.4483 | 632 | 0.6845 | 0.2150 | 0.6845 | 0.8273 |
| 0.4911 | 5.4655 | 634 | 0.6727 | 0.1610 | 0.6727 | 0.8202 |
| 0.4911 | 5.4828 | 636 | 0.6704 | 0.1845 | 0.6704 | 0.8188 |
| 0.4911 | 5.5 | 638 | 0.6612 | 0.2245 | 0.6612 | 0.8131 |
| 0.4911 | 5.5172 | 640 | 0.6528 | 0.2161 | 0.6528 | 0.8080 |
| 0.4911 | 5.5345 | 642 | 0.6595 | 0.2161 | 0.6595 | 0.8121 |
| 0.4911 | 5.5517 | 644 | 0.6821 | 0.2245 | 0.6821 | 0.8259 |
| 0.4911 | 5.5690 | 646 | 0.6953 | 0.1527 | 0.6953 | 0.8338 |
| 0.4911 | 5.5862 | 648 | 0.7072 | 0.12 | 0.7072 | 0.8410 |
| 0.4911 | 5.6034 | 650 | 0.6861 | 0.1527 | 0.6861 | 0.8283 |
| 0.4911 | 5.6207 | 652 | 0.6670 | 0.1759 | 0.6670 | 0.8167 |
| 0.4911 | 5.6379 | 654 | 0.6830 | 0.2850 | 0.6830 | 0.8264 |
| 0.4911 | 5.6552 | 656 | 0.7646 | 0.3171 | 0.7646 | 0.8744 |
| 0.4911 | 5.6724 | 658 | 0.7614 | 0.2986 | 0.7614 | 0.8726 |
| 0.4911 | 5.6897 | 660 | 0.6937 | 0.3103 | 0.6937 | 0.8329 |
| 0.4911 | 5.7069 | 662 | 0.6787 | 0.1691 | 0.6787 | 0.8238 |
| 0.4911 | 5.7241 | 664 | 0.7063 | 0.1388 | 0.7063 | 0.8404 |
| 0.4911 | 5.7414 | 666 | 0.7156 | 0.1493 | 0.7156 | 0.8459 |
| 0.4911 | 5.7586 | 668 | 0.7204 | 0.2830 | 0.7204 | 0.8488 |
| 0.4911 | 5.7759 | 670 | 0.7134 | 0.2830 | 0.7134 | 0.8447 |
| 0.4911 | 5.7931 | 672 | 0.7167 | 0.2830 | 0.7167 | 0.8466 |
| 0.4911 | 5.8103 | 674 | 0.7115 | 0.2217 | 0.7115 | 0.8435 |
| 0.4911 | 5.8276 | 676 | 0.7252 | 0.2000 | 0.7252 | 0.8516 |
| 0.4911 | 5.8448 | 678 | 0.7216 | 0.2294 | 0.7216 | 0.8494 |
| 0.4911 | 5.8621 | 680 | 0.7134 | 0.2217 | 0.7134 | 0.8446 |
| 0.4911 | 5.8793 | 682 | 0.7157 | 0.2143 | 0.7157 | 0.8460 |
| 0.4911 | 5.8966 | 684 | 0.7515 | 0.3571 | 0.7515 | 0.8669 |
| 0.4911 | 5.9138 | 686 | 0.8028 | 0.264 | 0.8028 | 0.8960 |
| 0.4911 | 5.9310 | 688 | 0.7617 | 0.2881 | 0.7617 | 0.8727 |
| 0.4911 | 5.9483 | 690 | 0.7032 | 0.3091 | 0.7032 | 0.8385 |
| 0.4911 | 5.9655 | 692 | 0.6818 | 0.2000 | 0.6818 | 0.8257 |
| 0.4911 | 5.9828 | 694 | 0.6952 | 0.2222 | 0.6952 | 0.8338 |
| 0.4911 | 6.0 | 696 | 0.7048 | 0.2222 | 0.7048 | 0.8395 |
| 0.4911 | 6.0172 | 698 | 0.7219 | 0.2222 | 0.7219 | 0.8496 |
| 0.4911 | 6.0345 | 700 | 0.7184 | 0.2222 | 0.7184 | 0.8476 |
| 0.4911 | 6.0517 | 702 | 0.7186 | 0.2432 | 0.7186 | 0.8477 |
| 0.4911 | 6.0690 | 704 | 0.7956 | 0.2554 | 0.7956 | 0.8920 |
| 0.4911 | 6.0862 | 706 | 0.8039 | 0.2920 | 0.8039 | 0.8966 |
| 0.4911 | 6.1034 | 708 | 0.7396 | 0.2646 | 0.7396 | 0.8600 |
| 0.4911 | 6.1207 | 710 | 0.7418 | 0.1848 | 0.7418 | 0.8613 |
| 0.4911 | 6.1379 | 712 | 0.7985 | 0.1154 | 0.7985 | 0.8936 |
| 0.4911 | 6.1552 | 714 | 0.7692 | 0.2074 | 0.7692 | 0.8770 |
| 0.4911 | 6.1724 | 716 | 0.6968 | 0.1845 | 0.6968 | 0.8347 |
| 0.4911 | 6.1897 | 718 | 0.6587 | 0.2941 | 0.6587 | 0.8116 |
| 0.4911 | 6.2069 | 720 | 0.6749 | 0.3462 | 0.6749 | 0.8215 |
| 0.4911 | 6.2241 | 722 | 0.6525 | 0.3237 | 0.6525 | 0.8078 |
| 0.4911 | 6.2414 | 724 | 0.6397 | 0.2919 | 0.6397 | 0.7998 |
| 0.4911 | 6.2586 | 726 | 0.6419 | 0.1925 | 0.6419 | 0.8012 |
| 0.4911 | 6.2759 | 728 | 0.6413 | 0.2919 | 0.6413 | 0.8008 |
| 0.4911 | 6.2931 | 730 | 0.6444 | 0.2919 | 0.6444 | 0.8027 |
| 0.4911 | 6.3103 | 732 | 0.6614 | 0.1691 | 0.6614 | 0.8133 |
| 0.4911 | 6.3276 | 734 | 0.6736 | 0.1515 | 0.6736 | 0.8207 |
| 0.4911 | 6.3448 | 736 | 0.6922 | 0.1527 | 0.6922 | 0.8320 |
| 0.4911 | 6.3621 | 738 | 0.6784 | 0.1443 | 0.6784 | 0.8237 |
| 0.4911 | 6.3793 | 740 | 0.6622 | 0.1238 | 0.6622 | 0.8138 |
| 0.4911 | 6.3966 | 742 | 0.6504 | 0.1610 | 0.6504 | 0.8065 |
| 0.4911 | 6.4138 | 744 | 0.6495 | 0.2536 | 0.6495 | 0.8059 |
| 0.4911 | 6.4310 | 746 | 0.6553 | 0.1610 | 0.6553 | 0.8095 |
| 0.4911 | 6.4483 | 748 | 0.6623 | 0.2308 | 0.6623 | 0.8138 |
| 0.4911 | 6.4655 | 750 | 0.6621 | 0.2621 | 0.6621 | 0.8137 |
| 0.4911 | 6.4828 | 752 | 0.6777 | 0.3524 | 0.6777 | 0.8232 |
| 0.4911 | 6.5 | 754 | 0.6793 | 0.3237 | 0.6793 | 0.8242 |
| 0.4911 | 6.5172 | 756 | 0.6732 | 0.2308 | 0.6732 | 0.8205 |
| 0.4911 | 6.5345 | 758 | 0.7056 | 0.2143 | 0.7056 | 0.8400 |
| 0.4911 | 6.5517 | 760 | 0.7292 | 0.2646 | 0.7292 | 0.8539 |
| 0.4911 | 6.5690 | 762 | 0.6984 | 0.2607 | 0.6984 | 0.8357 |
| 0.4911 | 6.5862 | 764 | 0.6714 | 0.3299 | 0.6714 | 0.8194 |
| 0.4911 | 6.6034 | 766 | 0.6759 | 0.3010 | 0.6759 | 0.8221 |
| 0.4911 | 6.6207 | 768 | 0.6912 | 0.2941 | 0.6912 | 0.8314 |
| 0.4911 | 6.6379 | 770 | 0.6846 | 0.3010 | 0.6846 | 0.8274 |
| 0.4911 | 6.6552 | 772 | 0.6787 | 0.2780 | 0.6787 | 0.8239 |
| 0.4911 | 6.6724 | 774 | 0.6770 | 0.2780 | 0.6770 | 0.8228 |
| 0.4911 | 6.6897 | 776 | 0.6862 | 0.2079 | 0.6862 | 0.8284 |
| 0.4911 | 6.7069 | 778 | 0.6965 | 0.1443 | 0.6965 | 0.8345 |
| 0.4911 | 6.7241 | 780 | 0.7004 | 0.1600 | 0.7004 | 0.8369 |
| 0.4911 | 6.7414 | 782 | 0.7078 | 0.1683 | 0.7078 | 0.8413 |
| 0.4911 | 6.7586 | 784 | 0.6755 | 0.125 | 0.6755 | 0.8219 |
| 0.4911 | 6.7759 | 786 | 0.6417 | 0.1746 | 0.6417 | 0.8011 |
| 0.4911 | 6.7931 | 788 | 0.6372 | 0.2766 | 0.6372 | 0.7983 |
| 0.4911 | 6.8103 | 790 | 0.6452 | 0.2688 | 0.6452 | 0.8033 |
| 0.4911 | 6.8276 | 792 | 0.6390 | 0.2688 | 0.6390 | 0.7994 |
| 0.4911 | 6.8448 | 794 | 0.6253 | 0.3224 | 0.6253 | 0.7908 |
| 0.4911 | 6.8621 | 796 | 0.6195 | 0.2513 | 0.6195 | 0.7871 |
| 0.4911 | 6.8793 | 798 | 0.6427 | 0.1917 | 0.6427 | 0.8017 |
| 0.4911 | 6.8966 | 800 | 0.6589 | 0.125 | 0.6589 | 0.8117 |
| 0.4911 | 6.9138 | 802 | 0.6404 | 0.2245 | 0.6404 | 0.8002 |
| 0.4911 | 6.9310 | 804 | 0.6215 | 0.3263 | 0.6215 | 0.7883 |
| 0.4911 | 6.9483 | 806 | 0.6434 | 0.3016 | 0.6434 | 0.8021 |
| 0.4911 | 6.9655 | 808 | 0.6453 | 0.3231 | 0.6453 | 0.8033 |
| 0.4911 | 6.9828 | 810 | 0.6260 | 0.3016 | 0.6260 | 0.7912 |
| 0.4911 | 7.0 | 812 | 0.6160 | 0.2990 | 0.6160 | 0.7848 |
| 0.4911 | 7.0172 | 814 | 0.6163 | 0.3575 | 0.6163 | 0.7850 |
| 0.4911 | 7.0345 | 816 | 0.6253 | 0.3498 | 0.6253 | 0.7908 |
| 0.4911 | 7.0517 | 818 | 0.6439 | 0.2941 | 0.6439 | 0.8025 |
| 0.4911 | 7.0690 | 820 | 0.6604 | 0.3398 | 0.6604 | 0.8127 |
| 0.4911 | 7.0862 | 822 | 0.6674 | 0.2919 | 0.6674 | 0.8169 |
| 0.4911 | 7.1034 | 824 | 0.6667 | 0.2941 | 0.6667 | 0.8165 |
| 0.4911 | 7.1207 | 826 | 0.6651 | 0.2941 | 0.6651 | 0.8156 |
| 0.4911 | 7.1379 | 828 | 0.6597 | 0.2487 | 0.6597 | 0.8122 |
| 0.4911 | 7.1552 | 830 | 0.6656 | 0.1691 | 0.6656 | 0.8159 |
| 0.4911 | 7.1724 | 832 | 0.6633 | 0.1220 | 0.6633 | 0.8144 |
| 0.4911 | 7.1897 | 834 | 0.6619 | 0.2000 | 0.6619 | 0.8136 |
| 0.4911 | 7.2069 | 836 | 0.6622 | 0.2746 | 0.6622 | 0.8138 |
| 0.4911 | 7.2241 | 838 | 0.6773 | 0.3462 | 0.6773 | 0.8230 |
| 0.4911 | 7.2414 | 840 | 0.6913 | 0.3462 | 0.6913 | 0.8314 |
| 0.4911 | 7.2586 | 842 | 0.7083 | 0.3462 | 0.7083 | 0.8416 |
| 0.4911 | 7.2759 | 844 | 0.7146 | 0.3462 | 0.7146 | 0.8453 |
| 0.4911 | 7.2931 | 846 | 0.7052 | 0.1919 | 0.7052 | 0.8398 |
| 0.4911 | 7.3103 | 848 | 0.7043 | 0.1600 | 0.7043 | 0.8392 |
| 0.4911 | 7.3276 | 850 | 0.7074 | 0.1220 | 0.7074 | 0.8411 |
| 0.4911 | 7.3448 | 852 | 0.7069 | 0.1220 | 0.7069 | 0.8408 |
| 0.4911 | 7.3621 | 854 | 0.7117 | 0.1220 | 0.7117 | 0.8436 |
| 0.4911 | 7.3793 | 856 | 0.7172 | 0.1456 | 0.7172 | 0.8469 |
| 0.4911 | 7.3966 | 858 | 0.7175 | 0.1456 | 0.7175 | 0.8471 |
| 0.4911 | 7.4138 | 860 | 0.7298 | 0.1456 | 0.7298 | 0.8543 |
| 0.4911 | 7.4310 | 862 | 0.7201 | 0.1443 | 0.7201 | 0.8486 |
| 0.4911 | 7.4483 | 864 | 0.7112 | 0.1759 | 0.7112 | 0.8433 |
| 0.4911 | 7.4655 | 866 | 0.7092 | 0.1845 | 0.7092 | 0.8422 |
| 0.4911 | 7.4828 | 868 | 0.7371 | 0.3398 | 0.7371 | 0.8585 |
| 0.4911 | 7.5 | 870 | 0.7641 | 0.3301 | 0.7641 | 0.8741 |
| 0.4911 | 7.5172 | 872 | 0.7334 | 0.3301 | 0.7334 | 0.8564 |
| 0.4911 | 7.5345 | 874 | 0.6857 | 0.3171 | 0.6857 | 0.8281 |
| 0.4911 | 7.5517 | 876 | 0.6686 | 0.1527 | 0.6686 | 0.8177 |
| 0.4911 | 7.5690 | 878 | 0.6777 | 0.1429 | 0.6777 | 0.8232 |
| 0.4911 | 7.5862 | 880 | 0.6907 | 0.1429 | 0.6907 | 0.8311 |
| 0.4911 | 7.6034 | 882 | 0.7093 | 0.1456 | 0.7093 | 0.8422 |
| 0.4911 | 7.6207 | 884 | 0.7087 | 0.1456 | 0.7087 | 0.8418 |
| 0.4911 | 7.6379 | 886 | 0.6806 | 0.1429 | 0.6806 | 0.8250 |
| 0.4911 | 7.6552 | 888 | 0.6522 | 0.1429 | 0.6522 | 0.8076 |
| 0.4911 | 7.6724 | 890 | 0.6441 | 0.1746 | 0.6441 | 0.8026 |
| 0.4911 | 7.6897 | 892 | 0.6530 | 0.3171 | 0.6530 | 0.8081 |
| 0.4911 | 7.7069 | 894 | 0.6901 | 0.3131 | 0.6901 | 0.8307 |
| 0.4911 | 7.7241 | 896 | 0.7070 | 0.3131 | 0.7070 | 0.8408 |
| 0.4911 | 7.7414 | 898 | 0.6895 | 0.3103 | 0.6895 | 0.8304 |
| 0.4911 | 7.7586 | 900 | 0.6818 | 0.3171 | 0.6818 | 0.8257 |
| 0.4911 | 7.7759 | 902 | 0.6791 | 0.2308 | 0.6791 | 0.8241 |
| 0.4911 | 7.7931 | 904 | 0.6997 | 0.1443 | 0.6997 | 0.8365 |
| 0.4911 | 7.8103 | 906 | 0.7196 | 0.1456 | 0.7196 | 0.8483 |
| 0.4911 | 7.8276 | 908 | 0.7176 | 0.1456 | 0.7176 | 0.8471 |
| 0.4911 | 7.8448 | 910 | 0.7037 | 0.1443 | 0.7037 | 0.8389 |
| 0.4911 | 7.8621 | 912 | 0.6897 | 0.1357 | 0.6897 | 0.8305 |
| 0.4911 | 7.8793 | 914 | 0.6803 | 0.2000 | 0.6803 | 0.8248 |
| 0.4911 | 7.8966 | 916 | 0.6739 | 0.2157 | 0.6739 | 0.8209 |
| 0.4911 | 7.9138 | 918 | 0.6705 | 0.2871 | 0.6705 | 0.8189 |
| 0.4911 | 7.9310 | 920 | 0.6707 | 0.3200 | 0.6707 | 0.8189 |
| 0.4911 | 7.9483 | 922 | 0.6570 | 0.3200 | 0.6570 | 0.8106 |
| 0.4911 | 7.9655 | 924 | 0.6392 | 0.3231 | 0.6392 | 0.7995 |
| 0.4911 | 7.9828 | 926 | 0.6216 | 0.2893 | 0.6216 | 0.7884 |
| 0.4911 | 8.0 | 928 | 0.6120 | 0.2527 | 0.6120 | 0.7823 |
| 0.4911 | 8.0172 | 930 | 0.6109 | 0.2179 | 0.6109 | 0.7816 |
| 0.4911 | 8.0345 | 932 | 0.6155 | 0.2179 | 0.6155 | 0.7846 |
| 0.4911 | 8.0517 | 934 | 0.6255 | 0.1746 | 0.6255 | 0.7909 |
| 0.4911 | 8.0690 | 936 | 0.6353 | 0.1746 | 0.6353 | 0.7970 |
| 0.4911 | 8.0862 | 938 | 0.6506 | 0.1746 | 0.6506 | 0.8066 |
| 0.4911 | 8.1034 | 940 | 0.6672 | 0.1357 | 0.6672 | 0.8168 |
| 0.4911 | 8.1207 | 942 | 0.6705 | 0.1357 | 0.6705 | 0.8189 |
| 0.4911 | 8.1379 | 944 | 0.6671 | 0.1357 | 0.6671 | 0.8167 |
| 0.4911 | 8.1552 | 946 | 0.6602 | 0.1746 | 0.6602 | 0.8126 |
| 0.4911 | 8.1724 | 948 | 0.6572 | 0.1746 | 0.6572 | 0.8107 |
| 0.4911 | 8.1897 | 950 | 0.6543 | 0.1746 | 0.6543 | 0.8089 |
| 0.4911 | 8.2069 | 952 | 0.6550 | 0.1746 | 0.6550 | 0.8093 |
| 0.4911 | 8.2241 | 954 | 0.6545 | 0.1746 | 0.6545 | 0.8090 |
| 0.4911 | 8.2414 | 956 | 0.6559 | 0.1746 | 0.6559 | 0.8099 |
| 0.4911 | 8.2586 | 958 | 0.6656 | 0.1429 | 0.6656 | 0.8158 |
| 0.4911 | 8.2759 | 960 | 0.6710 | 0.1158 | 0.6710 | 0.8192 |
| 0.4911 | 8.2931 | 962 | 0.6606 | 0.1064 | 0.6606 | 0.8128 |
| 0.4911 | 8.3103 | 964 | 0.6543 | 0.1135 | 0.6543 | 0.8089 |
| 0.4911 | 8.3276 | 966 | 0.6391 | 0.1475 | 0.6391 | 0.7995 |
| 0.4911 | 8.3448 | 968 | 0.6289 | 0.1823 | 0.6289 | 0.7930 |
| 0.4911 | 8.3621 | 970 | 0.6296 | 0.1823 | 0.6296 | 0.7935 |
| 0.4911 | 8.3793 | 972 | 0.6316 | 0.1739 | 0.6316 | 0.7948 |
| 0.4911 | 8.3966 | 974 | 0.6334 | 0.2179 | 0.6334 | 0.7959 |
| 0.4911 | 8.4138 | 976 | 0.6341 | 0.2179 | 0.6341 | 0.7963 |
| 0.4911 | 8.4310 | 978 | 0.6338 | 0.2967 | 0.6338 | 0.7961 |
| 0.4911 | 8.4483 | 980 | 0.6285 | 0.2179 | 0.6285 | 0.7928 |
| 0.4911 | 8.4655 | 982 | 0.6282 | 0.2179 | 0.6282 | 0.7926 |
| 0.4911 | 8.4828 | 984 | 0.6298 | 0.2273 | 0.6298 | 0.7936 |
| 0.4911 | 8.5 | 986 | 0.6326 | 0.1475 | 0.6326 | 0.7954 |
| 0.4911 | 8.5172 | 988 | 0.6350 | 0.1475 | 0.6350 | 0.7968 |
| 0.4911 | 8.5345 | 990 | 0.6414 | 0.1475 | 0.6414 | 0.8009 |
| 0.4911 | 8.5517 | 992 | 0.6440 | 0.1475 | 0.6440 | 0.8025 |
| 0.4911 | 8.5690 | 994 | 0.6424 | 0.1828 | 0.6424 | 0.8015 |
| 0.4911 | 8.5862 | 996 | 0.6414 | 0.2174 | 0.6414 | 0.8009 |
| 0.4911 | 8.6034 | 998 | 0.6477 | 0.2941 | 0.6477 | 0.8048 |
| 0.0952 | 8.6207 | 1000 | 0.6603 | 0.3161 | 0.6603 | 0.8126 |
| 0.0952 | 8.6379 | 1002 | 0.6732 | 0.2965 | 0.6732 | 0.8205 |
| 0.0952 | 8.6552 | 1004 | 0.6833 | 0.3469 | 0.6833 | 0.8266 |
| 0.0952 | 8.6724 | 1006 | 0.6856 | 0.3231 | 0.6856 | 0.8280 |
| 0.0952 | 8.6897 | 1008 | 0.6925 | 0.1373 | 0.6925 | 0.8322 |
| 0.0952 | 8.7069 | 1010 | 0.7062 | 0.1373 | 0.7062 | 0.8403 |
| 0.0952 | 8.7241 | 1012 | 0.7155 | 0.1456 | 0.7155 | 0.8459 |
| 0.0952 | 8.7414 | 1014 | 0.7298 | 0.1923 | 0.7298 | 0.8543 |
| 0.0952 | 8.7586 | 1016 | 0.7483 | 0.1610 | 0.7483 | 0.8651 |
| 0.0952 | 8.7759 | 1018 | 0.7545 | 0.1373 | 0.7545 | 0.8686 |
| 0.0952 | 8.7931 | 1020 | 0.7411 | 0.1610 | 0.7411 | 0.8608 |
| 0.0952 | 8.8103 | 1022 | 0.7187 | 0.1610 | 0.7187 | 0.8478 |
| 0.0952 | 8.8276 | 1024 | 0.6932 | 0.1515 | 0.6932 | 0.8326 |
| 0.0952 | 8.8448 | 1026 | 0.6812 | 0.1357 | 0.6812 | 0.8253 |
| 0.0952 | 8.8621 | 1028 | 0.6723 | 0.1357 | 0.6723 | 0.8200 |
| 0.0952 | 8.8793 | 1030 | 0.6668 | 0.1357 | 0.6668 | 0.8166 |
| 0.0952 | 8.8966 | 1032 | 0.6624 | 0.2169 | 0.6624 | 0.8139 |
| 0.0952 | 8.9138 | 1034 | 0.6597 | 0.1667 | 0.6597 | 0.8122 |
| 0.0952 | 8.9310 | 1036 | 0.6582 | 0.2000 | 0.6582 | 0.8113 |
| 0.0952 | 8.9483 | 1038 | 0.6545 | 0.2000 | 0.6545 | 0.8090 |
| 0.0952 | 8.9655 | 1040 | 0.6547 | 0.2746 | 0.6547 | 0.8091 |
| 0.0952 | 8.9828 | 1042 | 0.6560 | 0.2000 | 0.6560 | 0.8100 |
| 0.0952 | 9.0 | 1044 | 0.6587 | 0.2000 | 0.6587 | 0.8116 |
| 0.0952 | 9.0172 | 1046 | 0.6616 | 0.2000 | 0.6616 | 0.8134 |
| 0.0952 | 9.0345 | 1048 | 0.6641 | 0.2000 | 0.6641 | 0.8149 |
| 0.0952 | 9.0517 | 1050 | 0.6642 | 0.2081 | 0.6642 | 0.8150 |
| 0.0952 | 9.0690 | 1052 | 0.6643 | 0.1753 | 0.6643 | 0.8151 |
| 0.0952 | 9.0862 | 1054 | 0.6583 | 0.2081 | 0.6583 | 0.8113 |
| 0.0952 | 9.1034 | 1056 | 0.6551 | 0.25 | 0.6551 | 0.8094 |
| 0.0952 | 9.1207 | 1058 | 0.6530 | 0.2746 | 0.6530 | 0.8081 |
| 0.0952 | 9.1379 | 1060 | 0.6495 | 0.2746 | 0.6495 | 0.8059 |
| 0.0952 | 9.1552 | 1062 | 0.6487 | 0.2746 | 0.6487 | 0.8054 |
| 0.0952 | 9.1724 | 1064 | 0.6466 | 0.2746 | 0.6466 | 0.8041 |
| 0.0952 | 9.1897 | 1066 | 0.6440 | 0.2746 | 0.6440 | 0.8025 |
| 0.0952 | 9.2069 | 1068 | 0.6427 | 0.2746 | 0.6427 | 0.8017 |
| 0.0952 | 9.2241 | 1070 | 0.6422 | 0.3263 | 0.6422 | 0.8014 |
| 0.0952 | 9.2414 | 1072 | 0.6413 | 0.2513 | 0.6413 | 0.8008 |
| 0.0952 | 9.2586 | 1074 | 0.6409 | 0.3263 | 0.6409 | 0.8006 |
| 0.0952 | 9.2759 | 1076 | 0.6429 | 0.2746 | 0.6429 | 0.8018 |
| 0.0952 | 9.2931 | 1078 | 0.6451 | 0.2746 | 0.6451 | 0.8032 |
| 0.0952 | 9.3103 | 1080 | 0.6478 | 0.2746 | 0.6478 | 0.8048 |
| 0.0952 | 9.3276 | 1082 | 0.6499 | 0.2000 | 0.6499 | 0.8062 |
| 0.0952 | 9.3448 | 1084 | 0.6523 | 0.2000 | 0.6523 | 0.8077 |
| 0.0952 | 9.3621 | 1086 | 0.6540 | 0.2746 | 0.6540 | 0.8087 |
| 0.0952 | 9.3793 | 1088 | 0.6579 | 0.2653 | 0.6579 | 0.8111 |
| 0.0952 | 9.3966 | 1090 | 0.6620 | 0.2965 | 0.6620 | 0.8136 |
| 0.0952 | 9.4138 | 1092 | 0.6660 | 0.2871 | 0.6660 | 0.8161 |
| 0.0952 | 9.4310 | 1094 | 0.6658 | 0.2871 | 0.6658 | 0.8160 |
| 0.0952 | 9.4483 | 1096 | 0.6626 | 0.2965 | 0.6626 | 0.8140 |
| 0.0952 | 9.4655 | 1098 | 0.6602 | 0.2965 | 0.6602 | 0.8125 |
| 0.0952 | 9.4828 | 1100 | 0.6589 | 0.2746 | 0.6589 | 0.8117 |
| 0.0952 | 9.5 | 1102 | 0.6593 | 0.2746 | 0.6593 | 0.8119 |
| 0.0952 | 9.5172 | 1104 | 0.6609 | 0.3231 | 0.6609 | 0.8129 |
| 0.0952 | 9.5345 | 1106 | 0.6630 | 0.2081 | 0.6630 | 0.8143 |
| 0.0952 | 9.5517 | 1108 | 0.6657 | 0.2081 | 0.6657 | 0.8159 |
| 0.0952 | 9.5690 | 1110 | 0.6676 | 0.1753 | 0.6676 | 0.8171 |
| 0.0952 | 9.5862 | 1112 | 0.6715 | 0.1357 | 0.6715 | 0.8195 |
| 0.0952 | 9.6034 | 1114 | 0.6739 | 0.1373 | 0.6739 | 0.8209 |
| 0.0952 | 9.6207 | 1116 | 0.6743 | 0.1373 | 0.6743 | 0.8212 |
| 0.0952 | 9.6379 | 1118 | 0.6738 | 0.1373 | 0.6738 | 0.8208 |
| 0.0952 | 9.6552 | 1120 | 0.6719 | 0.1373 | 0.6719 | 0.8197 |
| 0.0952 | 9.6724 | 1122 | 0.6693 | 0.1373 | 0.6693 | 0.8181 |
| 0.0952 | 9.6897 | 1124 | 0.6685 | 0.1373 | 0.6685 | 0.8176 |
| 0.0952 | 9.7069 | 1126 | 0.6678 | 0.1357 | 0.6678 | 0.8172 |
| 0.0952 | 9.7241 | 1128 | 0.6661 | 0.1357 | 0.6661 | 0.8162 |
| 0.0952 | 9.7414 | 1130 | 0.6659 | 0.1357 | 0.6659 | 0.8160 |
| 0.0952 | 9.7586 | 1132 | 0.6645 | 0.1357 | 0.6645 | 0.8152 |
| 0.0952 | 9.7759 | 1134 | 0.6641 | 0.1357 | 0.6641 | 0.8149 |
| 0.0952 | 9.7931 | 1136 | 0.6639 | 0.1357 | 0.6639 | 0.8148 |
| 0.0952 | 9.8103 | 1138 | 0.6635 | 0.1357 | 0.6635 | 0.8146 |
| 0.0952 | 9.8276 | 1140 | 0.6626 | 0.1357 | 0.6626 | 0.8140 |
| 0.0952 | 9.8448 | 1142 | 0.6620 | 0.1357 | 0.6620 | 0.8137 |
| 0.0952 | 9.8621 | 1144 | 0.6610 | 0.1357 | 0.6610 | 0.8130 |
| 0.0952 | 9.8793 | 1146 | 0.6600 | 0.1357 | 0.6600 | 0.8124 |
| 0.0952 | 9.8966 | 1148 | 0.6593 | 0.1357 | 0.6593 | 0.8120 |
| 0.0952 | 9.9138 | 1150 | 0.6585 | 0.1357 | 0.6585 | 0.8115 |
| 0.0952 | 9.9310 | 1152 | 0.6578 | 0.1753 | 0.6578 | 0.8110 |
| 0.0952 | 9.9483 | 1154 | 0.6570 | 0.1753 | 0.6570 | 0.8106 |
| 0.0952 | 9.9655 | 1156 | 0.6564 | 0.1753 | 0.6564 | 0.8102 |
| 0.0952 | 9.9828 | 1158 | 0.6562 | 0.1753 | 0.6562 | 0.8100 |
| 0.0952 | 10.0 | 1160 | 0.6561 | 0.1753 | 0.6561 | 0.8100 |
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_run3_AugV5_k20_task3_organization
Base model
aubmindlab/bert-base-arabertv02