Instructions to use MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run2_AugV5_k15_task3_organization with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run2_AugV5_k15_task3_organization with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run2_AugV5_k15_task3_organization")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run2_AugV5_k15_task3_organization") model = AutoModelForSequenceClassification.from_pretrained("MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run2_AugV5_k15_task3_organization", device_map="auto") - Notebooks
- Google Colab
- Kaggle
ArabicNewSplits5_FineTuningAraBERT_run2_AugV5_k15_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: 0.6605
- Qwk: 0.2871
- Mse: 0.6605
- Rmse: 0.8127
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 | 0.0227 | 2 | 3.6994 | -0.0258 | 3.6994 | 1.9234 |
| No log | 0.0455 | 4 | 2.1952 | -0.0695 | 2.1952 | 1.4816 |
| No log | 0.0682 | 6 | 1.4275 | 0.0255 | 1.4275 | 1.1948 |
| No log | 0.0909 | 8 | 1.4102 | 0.0210 | 1.4102 | 1.1875 |
| No log | 0.1136 | 10 | 0.8354 | 0.1799 | 0.8354 | 0.9140 |
| No log | 0.1364 | 12 | 0.8367 | 0.0631 | 0.8367 | 0.9147 |
| No log | 0.1591 | 14 | 1.0622 | 0.0431 | 1.0622 | 1.0306 |
| No log | 0.1818 | 16 | 1.1676 | 0.0431 | 1.1676 | 1.0806 |
| No log | 0.2045 | 18 | 1.0875 | 0.1000 | 1.0875 | 1.0428 |
| No log | 0.2273 | 20 | 0.8400 | -0.0621 | 0.8400 | 0.9165 |
| No log | 0.25 | 22 | 0.7212 | -0.1242 | 0.7212 | 0.8492 |
| No log | 0.2727 | 24 | 0.6748 | 0.0638 | 0.6748 | 0.8215 |
| No log | 0.2955 | 26 | 0.6427 | 0.0815 | 0.6427 | 0.8017 |
| No log | 0.3182 | 28 | 0.6204 | -0.0370 | 0.6204 | 0.7876 |
| No log | 0.3409 | 30 | 0.6898 | 0.2099 | 0.6898 | 0.8305 |
| No log | 0.3636 | 32 | 0.9445 | 0.1111 | 0.9445 | 0.9718 |
| No log | 0.3864 | 34 | 1.1404 | 0.0 | 1.1404 | 1.0679 |
| No log | 0.4091 | 36 | 1.1864 | 0.0 | 1.1864 | 1.0892 |
| No log | 0.4318 | 38 | 0.8934 | 0.1807 | 0.8934 | 0.9452 |
| No log | 0.4545 | 40 | 0.7523 | 0.2077 | 0.7523 | 0.8673 |
| No log | 0.4773 | 42 | 0.6857 | 0.3661 | 0.6857 | 0.8281 |
| No log | 0.5 | 44 | 0.6180 | 0.1795 | 0.6180 | 0.7862 |
| No log | 0.5227 | 46 | 0.6337 | 0.3333 | 0.6337 | 0.7961 |
| No log | 0.5455 | 48 | 0.6598 | 0.1813 | 0.6598 | 0.8123 |
| No log | 0.5682 | 50 | 0.7261 | 0.2169 | 0.7261 | 0.8521 |
| No log | 0.5909 | 52 | 0.7729 | 0.1111 | 0.7729 | 0.8791 |
| No log | 0.6136 | 54 | 0.7190 | -0.1200 | 0.7190 | 0.8479 |
| No log | 0.6364 | 56 | 0.7509 | -0.0719 | 0.7509 | 0.8666 |
| No log | 0.6591 | 58 | 0.9679 | 0.1028 | 0.9679 | 0.9838 |
| No log | 0.6818 | 60 | 0.9297 | 0.0968 | 0.9297 | 0.9642 |
| No log | 0.7045 | 62 | 0.7162 | 0.0692 | 0.7162 | 0.8463 |
| No log | 0.7273 | 64 | 0.6516 | 0.0145 | 0.6516 | 0.8072 |
| No log | 0.75 | 66 | 0.6370 | 0.1111 | 0.6370 | 0.7981 |
| No log | 0.7727 | 68 | 0.5870 | 0.1773 | 0.5870 | 0.7662 |
| No log | 0.7955 | 70 | 0.5500 | 0.1515 | 0.5500 | 0.7416 |
| No log | 0.8182 | 72 | 0.5293 | 0.2653 | 0.5293 | 0.7275 |
| No log | 0.8409 | 74 | 0.5185 | 0.2653 | 0.5185 | 0.7200 |
| No log | 0.8636 | 76 | 0.5158 | 0.2222 | 0.5158 | 0.7182 |
| No log | 0.8864 | 78 | 0.5592 | 0.3333 | 0.5592 | 0.7478 |
| No log | 0.9091 | 80 | 0.5168 | 0.2222 | 0.5168 | 0.7189 |
| No log | 0.9318 | 82 | 0.5951 | 0.0476 | 0.5951 | 0.7714 |
| No log | 0.9545 | 84 | 0.5501 | 0.2653 | 0.5501 | 0.7417 |
| No log | 0.9773 | 86 | 0.7235 | 0.2150 | 0.7235 | 0.8506 |
| No log | 1.0 | 88 | 0.6513 | 0.2965 | 0.6513 | 0.8070 |
| No log | 1.0227 | 90 | 0.6048 | 0.1549 | 0.6048 | 0.7777 |
| No log | 1.0455 | 92 | 0.7736 | 0.1345 | 0.7736 | 0.8796 |
| No log | 1.0682 | 94 | 0.7414 | 0.1325 | 0.7414 | 0.8610 |
| No log | 1.0909 | 96 | 0.6055 | 0.0949 | 0.6055 | 0.7781 |
| No log | 1.1136 | 98 | 0.6435 | 0.3297 | 0.6435 | 0.8022 |
| No log | 1.1364 | 100 | 0.6476 | 0.2670 | 0.6476 | 0.8047 |
| No log | 1.1591 | 102 | 0.6053 | 0.0933 | 0.6053 | 0.7780 |
| No log | 1.1818 | 104 | 0.5916 | 0.0303 | 0.5916 | 0.7691 |
| No log | 1.2045 | 106 | 0.5675 | 0.0815 | 0.5675 | 0.7533 |
| No log | 1.2273 | 108 | 0.5742 | 0.1888 | 0.5742 | 0.7577 |
| No log | 1.25 | 110 | 0.6068 | 0.2821 | 0.6068 | 0.7790 |
| No log | 1.2727 | 112 | 0.5916 | 0.2418 | 0.5916 | 0.7692 |
| No log | 1.2955 | 114 | 0.6009 | 0.2911 | 0.6009 | 0.7752 |
| No log | 1.3182 | 116 | 0.6090 | 0.2611 | 0.6090 | 0.7804 |
| No log | 1.3409 | 118 | 0.5581 | 0.2908 | 0.5581 | 0.7471 |
| No log | 1.3636 | 120 | 0.7174 | 0.2153 | 0.7174 | 0.8470 |
| No log | 1.3864 | 122 | 0.7227 | 0.2549 | 0.7227 | 0.8501 |
| No log | 1.4091 | 124 | 0.6181 | 0.1913 | 0.6181 | 0.7862 |
| No log | 1.4318 | 126 | 0.6140 | 0.2165 | 0.6140 | 0.7836 |
| No log | 1.4545 | 128 | 0.5173 | 0.3197 | 0.5173 | 0.7192 |
| No log | 1.4773 | 130 | 0.5609 | 0.3533 | 0.5609 | 0.7489 |
| No log | 1.5 | 132 | 0.5982 | 0.3846 | 0.5982 | 0.7735 |
| No log | 1.5227 | 134 | 0.5735 | 0.3333 | 0.5735 | 0.7573 |
| No log | 1.5455 | 136 | 0.8739 | 0.1220 | 0.8739 | 0.9348 |
| No log | 1.5682 | 138 | 0.9351 | 0.0769 | 0.9351 | 0.9670 |
| No log | 1.5909 | 140 | 0.6341 | 0.2727 | 0.6341 | 0.7963 |
| No log | 1.6136 | 142 | 0.6825 | 0.1269 | 0.6825 | 0.8262 |
| No log | 1.6364 | 144 | 0.7462 | 0.2523 | 0.7462 | 0.8638 |
| No log | 1.6591 | 146 | 0.6203 | 0.3684 | 0.6203 | 0.7876 |
| No log | 1.6818 | 148 | 0.6995 | 0.2563 | 0.6995 | 0.8364 |
| No log | 1.7045 | 150 | 1.0312 | 0.2117 | 1.0312 | 1.0155 |
| No log | 1.7273 | 152 | 0.8744 | 0.3438 | 0.8744 | 0.9351 |
| No log | 1.75 | 154 | 0.6120 | 0.2558 | 0.6120 | 0.7823 |
| No log | 1.7727 | 156 | 0.6495 | 0.2842 | 0.6495 | 0.8059 |
| No log | 1.7955 | 158 | 0.6276 | 0.4157 | 0.6276 | 0.7922 |
| No log | 1.8182 | 160 | 0.6050 | 0.1832 | 0.6050 | 0.7778 |
| No log | 1.8409 | 162 | 0.6572 | 0.2410 | 0.6572 | 0.8107 |
| No log | 1.8636 | 164 | 0.6213 | 0.3118 | 0.6213 | 0.7882 |
| No log | 1.8864 | 166 | 0.6254 | 0.3778 | 0.6254 | 0.7908 |
| No log | 1.9091 | 168 | 0.6700 | 0.1285 | 0.6700 | 0.8185 |
| No log | 1.9318 | 170 | 0.8086 | 0.1388 | 0.8086 | 0.8992 |
| No log | 1.9545 | 172 | 0.6958 | 0.1818 | 0.6958 | 0.8341 |
| No log | 1.9773 | 174 | 0.6593 | 0.1716 | 0.6593 | 0.8120 |
| No log | 2.0 | 176 | 0.8161 | 0.1845 | 0.8161 | 0.9034 |
| No log | 2.0227 | 178 | 0.7734 | 0.1398 | 0.7734 | 0.8794 |
| No log | 2.0455 | 180 | 0.6825 | 0.0409 | 0.6825 | 0.8261 |
| No log | 2.0682 | 182 | 0.7014 | 0.0952 | 0.7014 | 0.8375 |
| No log | 2.0909 | 184 | 0.7404 | 0.0562 | 0.7404 | 0.8605 |
| No log | 2.1136 | 186 | 0.7227 | 0.1445 | 0.7227 | 0.8501 |
| No log | 2.1364 | 188 | 0.7515 | 0.2000 | 0.7515 | 0.8669 |
| No log | 2.1591 | 190 | 0.7337 | 0.2000 | 0.7337 | 0.8566 |
| No log | 2.1818 | 192 | 0.7764 | 0.1770 | 0.7764 | 0.8811 |
| No log | 2.2045 | 194 | 0.6826 | 0.1852 | 0.6826 | 0.8262 |
| No log | 2.2273 | 196 | 0.6930 | 0.1855 | 0.6930 | 0.8325 |
| No log | 2.25 | 198 | 0.7941 | 0.3138 | 0.7941 | 0.8911 |
| No log | 2.2727 | 200 | 0.8512 | 0.3171 | 0.8512 | 0.9226 |
| No log | 2.2955 | 202 | 0.9734 | 0.2180 | 0.9734 | 0.9866 |
| No log | 2.3182 | 204 | 0.8097 | 0.2863 | 0.8097 | 0.8998 |
| No log | 2.3409 | 206 | 0.7084 | 0.3077 | 0.7084 | 0.8417 |
| No log | 2.3636 | 208 | 0.7139 | 0.2269 | 0.7139 | 0.8450 |
| No log | 2.3864 | 210 | 0.8717 | 0.2821 | 0.8717 | 0.9336 |
| No log | 2.4091 | 212 | 1.0603 | 0.1938 | 1.0603 | 1.0297 |
| No log | 2.4318 | 214 | 0.8853 | 0.2068 | 0.8853 | 0.9409 |
| No log | 2.4545 | 216 | 0.7170 | 0.2897 | 0.7170 | 0.8468 |
| No log | 2.4773 | 218 | 0.6892 | 0.2390 | 0.6892 | 0.8302 |
| No log | 2.5 | 220 | 0.6972 | 0.2157 | 0.6972 | 0.8350 |
| No log | 2.5227 | 222 | 0.8458 | 0.1861 | 0.8458 | 0.9197 |
| No log | 2.5455 | 224 | 0.7983 | 0.2793 | 0.7983 | 0.8935 |
| No log | 2.5682 | 226 | 0.6610 | 0.2323 | 0.6610 | 0.8130 |
| No log | 2.5909 | 228 | 0.7802 | 0.2372 | 0.7802 | 0.8833 |
| No log | 2.6136 | 230 | 0.7081 | 0.2079 | 0.7081 | 0.8415 |
| No log | 2.6364 | 232 | 0.7251 | 0.2381 | 0.7251 | 0.8515 |
| No log | 2.6591 | 234 | 1.0724 | 0.1648 | 1.0724 | 1.0356 |
| No log | 2.6818 | 236 | 1.0500 | 0.1343 | 1.0500 | 1.0247 |
| No log | 2.7045 | 238 | 0.7787 | 0.2919 | 0.7787 | 0.8825 |
| No log | 2.7273 | 240 | 0.7020 | 0.2165 | 0.7020 | 0.8379 |
| No log | 2.75 | 242 | 0.7858 | 0.2217 | 0.7858 | 0.8865 |
| No log | 2.7727 | 244 | 0.6577 | 0.2637 | 0.6577 | 0.8110 |
| No log | 2.7955 | 246 | 0.8575 | 0.2134 | 0.8575 | 0.9260 |
| No log | 2.8182 | 248 | 0.9630 | 0.1571 | 0.9630 | 0.9813 |
| No log | 2.8409 | 250 | 0.7804 | 0.2877 | 0.7804 | 0.8834 |
| No log | 2.8636 | 252 | 0.6600 | 0.1364 | 0.6600 | 0.8124 |
| No log | 2.8864 | 254 | 0.6786 | 0.1158 | 0.6786 | 0.8238 |
| No log | 2.9091 | 256 | 0.6692 | 0.1364 | 0.6692 | 0.8180 |
| No log | 2.9318 | 258 | 0.7236 | 0.2161 | 0.7236 | 0.8506 |
| No log | 2.9545 | 260 | 0.7219 | 0.2161 | 0.7219 | 0.8496 |
| No log | 2.9773 | 262 | 0.7571 | 0.2511 | 0.7571 | 0.8701 |
| No log | 3.0 | 264 | 0.7429 | 0.2150 | 0.7429 | 0.8619 |
| No log | 3.0227 | 266 | 0.7691 | 0.25 | 0.7691 | 0.8770 |
| No log | 3.0455 | 268 | 0.8586 | 0.1811 | 0.8586 | 0.9266 |
| No log | 3.0682 | 270 | 0.8676 | 0.2124 | 0.8676 | 0.9314 |
| No log | 3.0909 | 272 | 0.8338 | 0.2126 | 0.8338 | 0.9131 |
| No log | 3.1136 | 274 | 0.8129 | 0.1867 | 0.8129 | 0.9016 |
| No log | 3.1364 | 276 | 0.6870 | 0.2239 | 0.6870 | 0.8288 |
| No log | 3.1591 | 278 | 0.6993 | 0.2621 | 0.6993 | 0.8362 |
| No log | 3.1818 | 280 | 0.8925 | 0.136 | 0.8925 | 0.9447 |
| No log | 3.2045 | 282 | 0.9013 | 0.1373 | 0.9013 | 0.9494 |
| No log | 3.2273 | 284 | 0.8091 | 0.2208 | 0.8091 | 0.8995 |
| No log | 3.25 | 286 | 0.6181 | 0.3498 | 0.6181 | 0.7862 |
| No log | 3.2727 | 288 | 0.5641 | 0.4455 | 0.5641 | 0.7510 |
| No log | 3.2955 | 290 | 0.5590 | 0.4455 | 0.5590 | 0.7477 |
| No log | 3.3182 | 292 | 0.6410 | 0.3860 | 0.6410 | 0.8006 |
| No log | 3.3409 | 294 | 1.0457 | 0.1635 | 1.0457 | 1.0226 |
| No log | 3.3636 | 296 | 1.1549 | 0.1704 | 1.1549 | 1.0746 |
| No log | 3.3864 | 298 | 0.9251 | 0.1373 | 0.9251 | 0.9618 |
| No log | 3.4091 | 300 | 0.6070 | 0.4019 | 0.6070 | 0.7791 |
| No log | 3.4318 | 302 | 0.6551 | 0.2621 | 0.6551 | 0.8094 |
| No log | 3.4545 | 304 | 0.7355 | 0.2217 | 0.7355 | 0.8576 |
| No log | 3.4773 | 306 | 0.6066 | 0.3299 | 0.6066 | 0.7788 |
| No log | 3.5 | 308 | 0.5639 | 0.4229 | 0.5639 | 0.7510 |
| No log | 3.5227 | 310 | 0.6756 | 0.2222 | 0.6756 | 0.8219 |
| No log | 3.5455 | 312 | 0.7974 | 0.1930 | 0.7974 | 0.8930 |
| No log | 3.5682 | 314 | 0.8800 | 0.2569 | 0.8800 | 0.9381 |
| No log | 3.5909 | 316 | 0.7419 | 0.2857 | 0.7419 | 0.8613 |
| No log | 3.6136 | 318 | 0.6685 | 0.2372 | 0.6685 | 0.8176 |
| No log | 3.6364 | 320 | 0.7262 | 0.25 | 0.7262 | 0.8522 |
| No log | 3.6591 | 322 | 0.8928 | 0.2188 | 0.8928 | 0.9449 |
| No log | 3.6818 | 324 | 0.9123 | 0.2191 | 0.9123 | 0.9551 |
| No log | 3.7045 | 326 | 0.9111 | 0.2258 | 0.9111 | 0.9545 |
| No log | 3.7273 | 328 | 0.8314 | 0.2129 | 0.8314 | 0.9118 |
| No log | 3.75 | 330 | 0.9503 | 0.2258 | 0.9503 | 0.9748 |
| No log | 3.7727 | 332 | 0.8990 | 0.2188 | 0.8990 | 0.9481 |
| No log | 3.7955 | 334 | 0.7246 | 0.2414 | 0.7246 | 0.8513 |
| No log | 3.8182 | 336 | 0.7106 | 0.2423 | 0.7106 | 0.8429 |
| No log | 3.8409 | 338 | 0.6300 | 0.3917 | 0.6300 | 0.7937 |
| No log | 3.8636 | 340 | 0.6906 | 0.2072 | 0.6906 | 0.8310 |
| No log | 3.8864 | 342 | 0.8309 | 0.2195 | 0.8309 | 0.9116 |
| No log | 3.9091 | 344 | 1.0642 | 0.1692 | 1.0642 | 1.0316 |
| No log | 3.9318 | 346 | 1.0672 | 0.1396 | 1.0672 | 1.0330 |
| No log | 3.9545 | 348 | 0.8069 | 0.2881 | 0.8069 | 0.8983 |
| No log | 3.9773 | 350 | 0.5802 | 0.2289 | 0.5802 | 0.7617 |
| No log | 4.0 | 352 | 0.6552 | 0.2563 | 0.6552 | 0.8094 |
| No log | 4.0227 | 354 | 0.8190 | 0.2208 | 0.8190 | 0.9050 |
| No log | 4.0455 | 356 | 0.7822 | 0.1698 | 0.7822 | 0.8844 |
| No log | 4.0682 | 358 | 0.6228 | 0.2563 | 0.6228 | 0.7892 |
| No log | 4.0909 | 360 | 0.5564 | 0.2663 | 0.5564 | 0.7459 |
| No log | 4.1136 | 362 | 0.6440 | 0.1818 | 0.6440 | 0.8025 |
| No log | 4.1364 | 364 | 0.7443 | 0.2217 | 0.7443 | 0.8627 |
| No log | 4.1591 | 366 | 0.7644 | 0.2566 | 0.7644 | 0.8743 |
| No log | 4.1818 | 368 | 0.7641 | 0.2566 | 0.7641 | 0.8741 |
| No log | 4.2045 | 370 | 0.6819 | 0.3571 | 0.6819 | 0.8257 |
| No log | 4.2273 | 372 | 0.6472 | 0.3778 | 0.6472 | 0.8045 |
| No log | 4.25 | 374 | 0.6820 | 0.3846 | 0.6820 | 0.8259 |
| No log | 4.2727 | 376 | 0.7053 | 0.4035 | 0.7053 | 0.8398 |
| No log | 4.2955 | 378 | 0.7983 | 0.2137 | 0.7983 | 0.8935 |
| No log | 4.3182 | 380 | 0.9103 | 0.1621 | 0.9103 | 0.9541 |
| No log | 4.3409 | 382 | 0.8945 | 0.1934 | 0.8945 | 0.9458 |
| No log | 4.3636 | 384 | 0.7130 | 0.3004 | 0.7130 | 0.8444 |
| No log | 4.3864 | 386 | 0.6244 | 0.3231 | 0.6244 | 0.7902 |
| No log | 4.4091 | 388 | 0.6196 | 0.1138 | 0.6196 | 0.7871 |
| No log | 4.4318 | 390 | 0.6230 | 0.1628 | 0.6230 | 0.7893 |
| No log | 4.4545 | 392 | 0.6833 | 0.3131 | 0.6833 | 0.8266 |
| No log | 4.4773 | 394 | 0.7489 | 0.2070 | 0.7489 | 0.8654 |
| No log | 4.5 | 396 | 0.7148 | 0.2000 | 0.7148 | 0.8455 |
| No log | 4.5227 | 398 | 0.7045 | 0.2593 | 0.7045 | 0.8394 |
| No log | 4.5455 | 400 | 0.6789 | 0.1628 | 0.6789 | 0.8239 |
| No log | 4.5682 | 402 | 0.6658 | 0.2222 | 0.6658 | 0.8160 |
| No log | 4.5909 | 404 | 0.6589 | 0.2233 | 0.6589 | 0.8117 |
| No log | 4.6136 | 406 | 0.7034 | 0.2464 | 0.7034 | 0.8387 |
| No log | 4.6364 | 408 | 0.7699 | 0.1786 | 0.7699 | 0.8774 |
| No log | 4.6591 | 410 | 0.7434 | 0.2511 | 0.7434 | 0.8622 |
| No log | 4.6818 | 412 | 0.6561 | 0.2000 | 0.6561 | 0.8100 |
| No log | 4.7045 | 414 | 0.6184 | 0.3591 | 0.6184 | 0.7864 |
| No log | 4.7273 | 416 | 0.6094 | 0.2889 | 0.6094 | 0.7806 |
| No log | 4.75 | 418 | 0.5873 | 0.2994 | 0.5873 | 0.7664 |
| No log | 4.7727 | 420 | 0.5950 | 0.3617 | 0.5950 | 0.7714 |
| No log | 4.7955 | 422 | 0.6633 | 0.2523 | 0.6633 | 0.8144 |
| No log | 4.8182 | 424 | 0.7481 | 0.2203 | 0.7481 | 0.8649 |
| No log | 4.8409 | 426 | 0.9217 | 0.1873 | 0.9217 | 0.9601 |
| No log | 4.8636 | 428 | 0.9191 | 0.1870 | 0.9191 | 0.9587 |
| No log | 4.8864 | 430 | 0.7368 | 0.25 | 0.7368 | 0.8584 |
| No log | 4.9091 | 432 | 0.6619 | 0.2075 | 0.6619 | 0.8136 |
| No log | 4.9318 | 434 | 0.6716 | 0.2000 | 0.6716 | 0.8195 |
| No log | 4.9545 | 436 | 0.7405 | 0.2146 | 0.7405 | 0.8605 |
| No log | 4.9773 | 438 | 0.8924 | 0.1261 | 0.8924 | 0.9447 |
| No log | 5.0 | 440 | 0.9386 | 0.1261 | 0.9386 | 0.9688 |
| No log | 5.0227 | 442 | 0.8184 | 0.2212 | 0.8184 | 0.9047 |
| No log | 5.0455 | 444 | 0.6701 | 0.2593 | 0.6701 | 0.8186 |
| No log | 5.0682 | 446 | 0.6590 | 0.2390 | 0.6590 | 0.8118 |
| No log | 5.0909 | 448 | 0.6578 | 0.2577 | 0.6578 | 0.8110 |
| No log | 5.1136 | 450 | 0.7969 | 0.2479 | 0.7969 | 0.8927 |
| No log | 5.1364 | 452 | 0.9410 | 0.1261 | 0.9410 | 0.9701 |
| No log | 5.1591 | 454 | 0.9971 | 0.1613 | 0.9971 | 0.9986 |
| No log | 5.1818 | 456 | 0.9020 | 0.1588 | 0.9020 | 0.9497 |
| No log | 5.2045 | 458 | 0.8379 | 0.1799 | 0.8379 | 0.9153 |
| No log | 5.2273 | 460 | 0.7224 | 0.2489 | 0.7224 | 0.8500 |
| No log | 5.25 | 462 | 0.6919 | 0.2711 | 0.6919 | 0.8318 |
| No log | 5.2727 | 464 | 0.7130 | 0.2489 | 0.7130 | 0.8444 |
| No log | 5.2955 | 466 | 0.8407 | 0.1588 | 0.8407 | 0.9169 |
| No log | 5.3182 | 468 | 0.9427 | 0.1613 | 0.9427 | 0.9709 |
| No log | 5.3409 | 470 | 0.9332 | 0.2195 | 0.9332 | 0.9660 |
| No log | 5.3636 | 472 | 0.7337 | 0.2941 | 0.7337 | 0.8565 |
| No log | 5.3864 | 474 | 0.6351 | 0.3722 | 0.6351 | 0.7969 |
| No log | 5.4091 | 476 | 0.6654 | 0.2877 | 0.6654 | 0.8157 |
| No log | 5.4318 | 478 | 0.6826 | 0.2877 | 0.6826 | 0.8262 |
| No log | 5.4545 | 480 | 0.6717 | 0.2727 | 0.6717 | 0.8196 |
| No log | 5.4773 | 482 | 0.6952 | 0.2423 | 0.6952 | 0.8338 |
| No log | 5.5 | 484 | 0.6965 | 0.2423 | 0.6965 | 0.8346 |
| No log | 5.5227 | 486 | 0.6520 | 0.2340 | 0.6520 | 0.8074 |
| No log | 5.5455 | 488 | 0.6203 | 0.2766 | 0.6203 | 0.7876 |
| No log | 5.5682 | 490 | 0.6152 | 0.3149 | 0.6152 | 0.7844 |
| No log | 5.5909 | 492 | 0.6260 | 0.3043 | 0.6260 | 0.7912 |
| No log | 5.6136 | 494 | 0.6712 | 0.2487 | 0.6712 | 0.8193 |
| No log | 5.6364 | 496 | 0.7668 | 0.2140 | 0.7668 | 0.8757 |
| No log | 5.6591 | 498 | 0.7728 | 0.2137 | 0.7728 | 0.8791 |
| 0.4159 | 5.6818 | 500 | 0.6836 | 0.2793 | 0.6836 | 0.8268 |
| 0.4159 | 5.7045 | 502 | 0.6384 | 0.2332 | 0.6384 | 0.7990 |
| 0.4159 | 5.7273 | 504 | 0.6197 | 0.2821 | 0.6197 | 0.7872 |
| 0.4159 | 5.75 | 506 | 0.6284 | 0.2821 | 0.6284 | 0.7927 |
| 0.4159 | 5.7727 | 508 | 0.7006 | 0.2000 | 0.7006 | 0.8370 |
| 0.4159 | 5.7955 | 510 | 0.8518 | 0.2199 | 0.8518 | 0.9229 |
| 0.4159 | 5.8182 | 512 | 0.9913 | 0.1937 | 0.9913 | 0.9956 |
| 0.4159 | 5.8409 | 514 | 0.9855 | 0.1934 | 0.9855 | 0.9927 |
| 0.4159 | 5.8636 | 516 | 0.8869 | 0.2195 | 0.8869 | 0.9418 |
| 0.4159 | 5.8864 | 518 | 0.7616 | 0.2340 | 0.7616 | 0.8727 |
| 0.4159 | 5.9091 | 520 | 0.6906 | 0.2838 | 0.6906 | 0.8310 |
| 0.4159 | 5.9318 | 522 | 0.6565 | 0.3180 | 0.6565 | 0.8103 |
| 0.4159 | 5.9545 | 524 | 0.6387 | 0.2830 | 0.6387 | 0.7992 |
| 0.4159 | 5.9773 | 526 | 0.6652 | 0.3242 | 0.6652 | 0.8156 |
| 0.4159 | 6.0 | 528 | 0.6961 | 0.2287 | 0.6961 | 0.8343 |
| 0.4159 | 6.0227 | 530 | 0.7414 | 0.2489 | 0.7414 | 0.8610 |
| 0.4159 | 6.0455 | 532 | 0.7456 | 0.2489 | 0.7456 | 0.8635 |
| 0.4159 | 6.0682 | 534 | 0.6575 | 0.2963 | 0.6575 | 0.8109 |
| 0.4159 | 6.0909 | 536 | 0.6050 | 0.3402 | 0.6050 | 0.7778 |
| 0.4159 | 6.1136 | 538 | 0.5910 | 0.4526 | 0.5910 | 0.7687 |
| 0.4159 | 6.1364 | 540 | 0.6137 | 0.3089 | 0.6137 | 0.7834 |
| 0.4159 | 6.1591 | 542 | 0.6392 | 0.3131 | 0.6392 | 0.7995 |
| 0.4159 | 6.1818 | 544 | 0.6024 | 0.3862 | 0.6024 | 0.7761 |
| 0.4159 | 6.2045 | 546 | 0.5838 | 0.4105 | 0.5838 | 0.7641 |
| 0.4159 | 6.2273 | 548 | 0.5800 | 0.3730 | 0.5800 | 0.7616 |
| 0.4159 | 6.25 | 550 | 0.5846 | 0.4105 | 0.5846 | 0.7646 |
| 0.4159 | 6.2727 | 552 | 0.6107 | 0.3161 | 0.6107 | 0.7815 |
| 0.4159 | 6.2955 | 554 | 0.6672 | 0.2245 | 0.6672 | 0.8168 |
| 0.4159 | 6.3182 | 556 | 0.6786 | 0.2621 | 0.6786 | 0.8238 |
| 0.4159 | 6.3409 | 558 | 0.6436 | 0.24 | 0.6436 | 0.8022 |
| 0.4159 | 6.3636 | 560 | 0.6230 | 0.2727 | 0.6230 | 0.7893 |
| 0.4159 | 6.3864 | 562 | 0.6254 | 0.2727 | 0.6254 | 0.7908 |
| 0.4159 | 6.4091 | 564 | 0.6560 | 0.2692 | 0.6560 | 0.8099 |
| 0.4159 | 6.4318 | 566 | 0.7099 | 0.2489 | 0.7099 | 0.8425 |
| 0.4159 | 6.4545 | 568 | 0.8202 | 0.1203 | 0.8202 | 0.9057 |
| 0.4159 | 6.4773 | 570 | 0.8960 | 0.1261 | 0.8960 | 0.9466 |
| 0.4159 | 6.5 | 572 | 0.8423 | 0.1203 | 0.8423 | 0.9178 |
| 0.4159 | 6.5227 | 574 | 0.7306 | 0.2775 | 0.7306 | 0.8547 |
| 0.4159 | 6.5455 | 576 | 0.6446 | 0.2727 | 0.6446 | 0.8029 |
| 0.4159 | 6.5682 | 578 | 0.6222 | 0.3035 | 0.6222 | 0.7888 |
| 0.4159 | 6.5909 | 580 | 0.6396 | 0.2727 | 0.6396 | 0.7998 |
| 0.4159 | 6.6136 | 582 | 0.6889 | 0.3028 | 0.6889 | 0.8300 |
| 0.4159 | 6.6364 | 584 | 0.7061 | 0.3004 | 0.7061 | 0.8403 |
| 0.4159 | 6.6591 | 586 | 0.6729 | 0.2676 | 0.6729 | 0.8203 |
| 0.4159 | 6.6818 | 588 | 0.6161 | 0.3161 | 0.6161 | 0.7849 |
| 0.4159 | 6.7045 | 590 | 0.6103 | 0.3469 | 0.6103 | 0.7812 |
| 0.4159 | 6.7273 | 592 | 0.5990 | 0.3769 | 0.5990 | 0.7740 |
| 0.4159 | 6.75 | 594 | 0.6382 | 0.2709 | 0.6382 | 0.7989 |
| 0.4159 | 6.7727 | 596 | 0.7332 | 0.2287 | 0.7332 | 0.8563 |
| 0.4159 | 6.7955 | 598 | 0.7494 | 0.2287 | 0.7494 | 0.8657 |
| 0.4159 | 6.8182 | 600 | 0.6723 | 0.2536 | 0.6723 | 0.8199 |
| 0.4159 | 6.8409 | 602 | 0.6456 | 0.2487 | 0.6456 | 0.8035 |
| 0.4159 | 6.8636 | 604 | 0.6440 | 0.2577 | 0.6440 | 0.8025 |
| 0.4159 | 6.8864 | 606 | 0.6417 | 0.2487 | 0.6417 | 0.8011 |
| 0.4159 | 6.9091 | 608 | 0.6443 | 0.2083 | 0.6443 | 0.8027 |
| 0.4159 | 6.9318 | 610 | 0.6787 | 0.2157 | 0.6787 | 0.8238 |
| 0.4159 | 6.9545 | 612 | 0.7302 | 0.2150 | 0.7302 | 0.8545 |
| 0.4159 | 6.9773 | 614 | 0.7240 | 0.2150 | 0.7240 | 0.8509 |
| 0.4159 | 7.0 | 616 | 0.7055 | 0.2153 | 0.7055 | 0.8400 |
| 0.4159 | 7.0227 | 618 | 0.7017 | 0.2075 | 0.7017 | 0.8377 |
| 0.4159 | 7.0455 | 620 | 0.6896 | 0.2372 | 0.6896 | 0.8304 |
| 0.4159 | 7.0682 | 622 | 0.6583 | 0.2986 | 0.6583 | 0.8114 |
| 0.4159 | 7.0909 | 624 | 0.6270 | 0.2965 | 0.6270 | 0.7919 |
| 0.4159 | 7.1136 | 626 | 0.6216 | 0.2965 | 0.6216 | 0.7884 |
| 0.4159 | 7.1364 | 628 | 0.6221 | 0.3333 | 0.6221 | 0.7888 |
| 0.4159 | 7.1591 | 630 | 0.6276 | 0.3333 | 0.6276 | 0.7922 |
| 0.4159 | 7.1818 | 632 | 0.6499 | 0.2709 | 0.6499 | 0.8062 |
| 0.4159 | 7.2045 | 634 | 0.6674 | 0.2577 | 0.6674 | 0.8170 |
| 0.4159 | 7.2273 | 636 | 0.6677 | 0.2577 | 0.6677 | 0.8171 |
| 0.4159 | 7.25 | 638 | 0.6392 | 0.2653 | 0.6392 | 0.7995 |
| 0.4159 | 7.2727 | 640 | 0.6528 | 0.2000 | 0.6528 | 0.8080 |
| 0.4159 | 7.2955 | 642 | 0.6896 | 0.2245 | 0.6896 | 0.8304 |
| 0.4159 | 7.3182 | 644 | 0.7685 | 0.2227 | 0.7685 | 0.8766 |
| 0.4159 | 7.3409 | 646 | 0.8162 | 0.2542 | 0.8162 | 0.9034 |
| 0.4159 | 7.3636 | 648 | 0.7849 | 0.2217 | 0.7849 | 0.8860 |
| 0.4159 | 7.3864 | 650 | 0.7187 | 0.2157 | 0.7187 | 0.8478 |
| 0.4159 | 7.4091 | 652 | 0.6487 | 0.1515 | 0.6487 | 0.8054 |
| 0.4159 | 7.4318 | 654 | 0.6254 | 0.2593 | 0.6254 | 0.7908 |
| 0.4159 | 7.4545 | 656 | 0.6294 | 0.2893 | 0.6294 | 0.7934 |
| 0.4159 | 7.4773 | 658 | 0.6393 | 0.2563 | 0.6393 | 0.7995 |
| 0.4159 | 7.5 | 660 | 0.6650 | 0.2607 | 0.6650 | 0.8155 |
| 0.4159 | 7.5227 | 662 | 0.6839 | 0.2607 | 0.6839 | 0.8270 |
| 0.4159 | 7.5455 | 664 | 0.6995 | 0.2300 | 0.6995 | 0.8363 |
| 0.4159 | 7.5682 | 666 | 0.7168 | 0.2294 | 0.7168 | 0.8466 |
| 0.4159 | 7.5909 | 668 | 0.6946 | 0.2294 | 0.6946 | 0.8335 |
| 0.4159 | 7.6136 | 670 | 0.6672 | 0.2607 | 0.6672 | 0.8168 |
| 0.4159 | 7.6364 | 672 | 0.6939 | 0.2287 | 0.6939 | 0.8330 |
| 0.4159 | 7.6591 | 674 | 0.7497 | 0.25 | 0.7497 | 0.8659 |
| 0.4159 | 7.6818 | 676 | 0.7339 | 0.2146 | 0.7339 | 0.8567 |
| 0.4159 | 7.7045 | 678 | 0.7317 | 0.2146 | 0.7317 | 0.8554 |
| 0.4159 | 7.7273 | 680 | 0.7677 | 0.25 | 0.7677 | 0.8762 |
| 0.4159 | 7.75 | 682 | 0.7441 | 0.2146 | 0.7441 | 0.8626 |
| 0.4159 | 7.7727 | 684 | 0.7063 | 0.2146 | 0.7063 | 0.8404 |
| 0.4159 | 7.7955 | 686 | 0.6719 | 0.2153 | 0.6719 | 0.8197 |
| 0.4159 | 7.8182 | 688 | 0.6630 | 0.2153 | 0.6630 | 0.8142 |
| 0.4159 | 7.8409 | 690 | 0.6689 | 0.2153 | 0.6689 | 0.8178 |
| 0.4159 | 7.8636 | 692 | 0.6657 | 0.2157 | 0.6657 | 0.8159 |
| 0.4159 | 7.8864 | 694 | 0.6508 | 0.2577 | 0.6508 | 0.8067 |
| 0.4159 | 7.9091 | 696 | 0.6276 | 0.2709 | 0.6276 | 0.7922 |
| 0.4159 | 7.9318 | 698 | 0.6199 | 0.2727 | 0.6199 | 0.7873 |
| 0.4159 | 7.9545 | 700 | 0.6301 | 0.2709 | 0.6301 | 0.7938 |
| 0.4159 | 7.9773 | 702 | 0.6657 | 0.2487 | 0.6657 | 0.8159 |
| 0.4159 | 8.0 | 704 | 0.6784 | 0.2549 | 0.6784 | 0.8237 |
| 0.4159 | 8.0227 | 706 | 0.6751 | 0.2464 | 0.6751 | 0.8217 |
| 0.4159 | 8.0455 | 708 | 0.6552 | 0.2709 | 0.6552 | 0.8095 |
| 0.4159 | 8.0682 | 710 | 0.6391 | 0.2709 | 0.6391 | 0.7994 |
| 0.4159 | 8.0909 | 712 | 0.6483 | 0.2692 | 0.6483 | 0.8052 |
| 0.4159 | 8.1136 | 714 | 0.6832 | 0.2676 | 0.6832 | 0.8265 |
| 0.4159 | 8.1364 | 716 | 0.6933 | 0.2661 | 0.6933 | 0.8327 |
| 0.4159 | 8.1591 | 718 | 0.7070 | 0.2744 | 0.7070 | 0.8408 |
| 0.4159 | 8.1818 | 720 | 0.7449 | 0.2146 | 0.7449 | 0.8631 |
| 0.4159 | 8.2045 | 722 | 0.7707 | 0.2146 | 0.7707 | 0.8779 |
| 0.4159 | 8.2273 | 724 | 0.7948 | 0.2222 | 0.7948 | 0.8915 |
| 0.4159 | 8.25 | 726 | 0.8220 | 0.1855 | 0.8220 | 0.9066 |
| 0.4159 | 8.2727 | 728 | 0.8143 | 0.1855 | 0.8143 | 0.9024 |
| 0.4159 | 8.2955 | 730 | 0.8444 | 0.2542 | 0.8444 | 0.9189 |
| 0.4159 | 8.3182 | 732 | 0.8549 | 0.2510 | 0.8549 | 0.9246 |
| 0.4159 | 8.3409 | 734 | 0.8578 | 0.2510 | 0.8578 | 0.9262 |
| 0.4159 | 8.3636 | 736 | 0.8788 | 0.2510 | 0.8788 | 0.9374 |
| 0.4159 | 8.3864 | 738 | 0.9048 | 0.25 | 0.9048 | 0.9512 |
| 0.4159 | 8.4091 | 740 | 0.9082 | 0.25 | 0.9082 | 0.9530 |
| 0.4159 | 8.4318 | 742 | 0.8464 | 0.2531 | 0.8464 | 0.9200 |
| 0.4159 | 8.4545 | 744 | 0.7614 | 0.2523 | 0.7614 | 0.8726 |
| 0.4159 | 8.4773 | 746 | 0.6955 | 0.2464 | 0.6955 | 0.8339 |
| 0.4159 | 8.5 | 748 | 0.6660 | 0.28 | 0.6660 | 0.8161 |
| 0.4159 | 8.5227 | 750 | 0.6669 | 0.28 | 0.6669 | 0.8167 |
| 0.4159 | 8.5455 | 752 | 0.6740 | 0.2893 | 0.6740 | 0.8210 |
| 0.4159 | 8.5682 | 754 | 0.6929 | 0.2475 | 0.6929 | 0.8324 |
| 0.4159 | 8.5909 | 756 | 0.7232 | 0.2153 | 0.7232 | 0.8504 |
| 0.4159 | 8.6136 | 758 | 0.7295 | 0.2150 | 0.7295 | 0.8541 |
| 0.4159 | 8.6364 | 760 | 0.7190 | 0.2233 | 0.7190 | 0.8479 |
| 0.4159 | 8.6591 | 762 | 0.7061 | 0.2536 | 0.7061 | 0.8403 |
| 0.4159 | 8.6818 | 764 | 0.6994 | 0.2536 | 0.6994 | 0.8363 |
| 0.4159 | 8.7045 | 766 | 0.6808 | 0.2850 | 0.6808 | 0.8251 |
| 0.4159 | 8.7273 | 768 | 0.6911 | 0.2941 | 0.6911 | 0.8313 |
| 0.4159 | 8.75 | 770 | 0.7194 | 0.2536 | 0.7194 | 0.8482 |
| 0.4159 | 8.7727 | 772 | 0.7567 | 0.2222 | 0.7567 | 0.8699 |
| 0.4159 | 8.7955 | 774 | 0.7893 | 0.2222 | 0.7893 | 0.8884 |
| 0.4159 | 8.8182 | 776 | 0.7991 | 0.2222 | 0.7991 | 0.8939 |
| 0.4159 | 8.8409 | 778 | 0.7795 | 0.2222 | 0.7795 | 0.8829 |
| 0.4159 | 8.8636 | 780 | 0.7532 | 0.2222 | 0.7532 | 0.8679 |
| 0.4159 | 8.8864 | 782 | 0.7068 | 0.2536 | 0.7068 | 0.8407 |
| 0.4159 | 8.9091 | 784 | 0.6603 | 0.3171 | 0.6603 | 0.8126 |
| 0.4159 | 8.9318 | 786 | 0.6236 | 0.3367 | 0.6236 | 0.7897 |
| 0.4159 | 8.9545 | 788 | 0.6064 | 0.3267 | 0.6064 | 0.7787 |
| 0.4159 | 8.9773 | 790 | 0.5970 | 0.3333 | 0.5970 | 0.7727 |
| 0.4159 | 9.0 | 792 | 0.5963 | 0.3333 | 0.5963 | 0.7722 |
| 0.4159 | 9.0227 | 794 | 0.6047 | 0.3267 | 0.6047 | 0.7776 |
| 0.4159 | 9.0455 | 796 | 0.6286 | 0.3010 | 0.6286 | 0.7929 |
| 0.4159 | 9.0682 | 798 | 0.6661 | 0.2850 | 0.6661 | 0.8162 |
| 0.4159 | 9.0909 | 800 | 0.6940 | 0.2850 | 0.6940 | 0.8331 |
| 0.4159 | 9.1136 | 802 | 0.7335 | 0.2227 | 0.7335 | 0.8564 |
| 0.4159 | 9.1364 | 804 | 0.7664 | 0.2222 | 0.7664 | 0.8754 |
| 0.4159 | 9.1591 | 806 | 0.7793 | 0.2222 | 0.7793 | 0.8828 |
| 0.4159 | 9.1818 | 808 | 0.7845 | 0.2222 | 0.7845 | 0.8857 |
| 0.4159 | 9.2045 | 810 | 0.7696 | 0.2222 | 0.7696 | 0.8773 |
| 0.4159 | 9.2273 | 812 | 0.7384 | 0.2227 | 0.7384 | 0.8593 |
| 0.4159 | 9.25 | 814 | 0.7091 | 0.2153 | 0.7091 | 0.8421 |
| 0.4159 | 9.2727 | 816 | 0.6891 | 0.2453 | 0.6891 | 0.8301 |
| 0.4159 | 9.2955 | 818 | 0.6752 | 0.2850 | 0.6752 | 0.8217 |
| 0.4159 | 9.3182 | 820 | 0.6640 | 0.2893 | 0.6640 | 0.8149 |
| 0.4159 | 9.3409 | 822 | 0.6641 | 0.2893 | 0.6641 | 0.8149 |
| 0.4159 | 9.3636 | 824 | 0.6666 | 0.2871 | 0.6666 | 0.8164 |
| 0.4159 | 9.3864 | 826 | 0.6720 | 0.2871 | 0.6720 | 0.8197 |
| 0.4159 | 9.4091 | 828 | 0.6806 | 0.2453 | 0.6806 | 0.8250 |
| 0.4159 | 9.4318 | 830 | 0.6898 | 0.2453 | 0.6898 | 0.8306 |
| 0.4159 | 9.4545 | 832 | 0.6996 | 0.2153 | 0.6996 | 0.8364 |
| 0.4159 | 9.4773 | 834 | 0.7026 | 0.2153 | 0.7026 | 0.8382 |
| 0.4159 | 9.5 | 836 | 0.6964 | 0.2153 | 0.6964 | 0.8345 |
| 0.4159 | 9.5227 | 838 | 0.6913 | 0.2453 | 0.6913 | 0.8314 |
| 0.4159 | 9.5455 | 840 | 0.6927 | 0.2153 | 0.6927 | 0.8323 |
| 0.4159 | 9.5682 | 842 | 0.6966 | 0.2153 | 0.6966 | 0.8346 |
| 0.4159 | 9.5909 | 844 | 0.6965 | 0.2153 | 0.6965 | 0.8346 |
| 0.4159 | 9.6136 | 846 | 0.6957 | 0.2153 | 0.6957 | 0.8341 |
| 0.4159 | 9.6364 | 848 | 0.6965 | 0.2153 | 0.6965 | 0.8346 |
| 0.4159 | 9.6591 | 850 | 0.6934 | 0.2153 | 0.6934 | 0.8327 |
| 0.4159 | 9.6818 | 852 | 0.6880 | 0.2453 | 0.6880 | 0.8294 |
| 0.4159 | 9.7045 | 854 | 0.6760 | 0.2871 | 0.6760 | 0.8222 |
| 0.4159 | 9.7273 | 856 | 0.6657 | 0.2871 | 0.6657 | 0.8159 |
| 0.4159 | 9.75 | 858 | 0.6617 | 0.2871 | 0.6617 | 0.8134 |
| 0.4159 | 9.7727 | 860 | 0.6581 | 0.2871 | 0.6581 | 0.8112 |
| 0.4159 | 9.7955 | 862 | 0.6578 | 0.2871 | 0.6578 | 0.8110 |
| 0.4159 | 9.8182 | 864 | 0.6610 | 0.2871 | 0.6610 | 0.8130 |
| 0.4159 | 9.8409 | 866 | 0.6629 | 0.2871 | 0.6629 | 0.8142 |
| 0.4159 | 9.8636 | 868 | 0.6618 | 0.2871 | 0.6618 | 0.8135 |
| 0.4159 | 9.8864 | 870 | 0.6613 | 0.2871 | 0.6613 | 0.8132 |
| 0.4159 | 9.9091 | 872 | 0.6620 | 0.2871 | 0.6620 | 0.8136 |
| 0.4159 | 9.9318 | 874 | 0.6622 | 0.2871 | 0.6622 | 0.8138 |
| 0.4159 | 9.9545 | 876 | 0.6616 | 0.2871 | 0.6616 | 0.8134 |
| 0.4159 | 9.9773 | 878 | 0.6609 | 0.2871 | 0.6609 | 0.8130 |
| 0.4159 | 10.0 | 880 | 0.6605 | 0.2871 | 0.6605 | 0.8127 |
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_k15_task3_organization
Base model
aubmindlab/bert-base-arabertv02