Instructions to use MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run3_AugV5_k16_task1_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_k16_task1_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_k16_task1_organization")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run3_AugV5_k16_task1_organization") model = AutoModelForSequenceClassification.from_pretrained("MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run3_AugV5_k16_task1_organization", device_map="auto") - Notebooks
- Google Colab
- Kaggle
ArabicNewSplits5_FineTuningAraBERT_run3_AugV5_k16_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: 0.7034
- Qwk: 0.6941
- Mse: 0.7034
- Rmse: 0.8387
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 | 0.02 | 2 | 5.3377 | -0.0331 | 5.3377 | 2.3103 |
| No log | 0.04 | 4 | 3.0737 | 0.0678 | 3.0737 | 1.7532 |
| No log | 0.06 | 6 | 2.5470 | -0.0969 | 2.5470 | 1.5959 |
| No log | 0.08 | 8 | 1.8345 | -0.0264 | 1.8345 | 1.3544 |
| No log | 0.1 | 10 | 1.4504 | 0.0170 | 1.4504 | 1.2043 |
| No log | 0.12 | 12 | 1.3979 | 0.0649 | 1.3979 | 1.1823 |
| No log | 0.14 | 14 | 1.6233 | 0.0158 | 1.6233 | 1.2741 |
| No log | 0.16 | 16 | 1.7473 | 0.0523 | 1.7473 | 1.3219 |
| No log | 0.18 | 18 | 1.9802 | 0.0837 | 1.9802 | 1.4072 |
| No log | 0.2 | 20 | 2.2575 | 0.1387 | 2.2575 | 1.5025 |
| No log | 0.22 | 22 | 2.4859 | 0.2163 | 2.4859 | 1.5767 |
| No log | 0.24 | 24 | 2.3927 | 0.2135 | 2.3927 | 1.5468 |
| No log | 0.26 | 26 | 1.9462 | 0.1383 | 1.9462 | 1.3951 |
| No log | 0.28 | 28 | 1.4427 | 0.1095 | 1.4427 | 1.2011 |
| No log | 0.3 | 30 | 1.2483 | 0.2116 | 1.2483 | 1.1173 |
| No log | 0.32 | 32 | 1.2623 | 0.2295 | 1.2623 | 1.1235 |
| No log | 0.34 | 34 | 1.2002 | 0.2742 | 1.2002 | 1.0956 |
| No log | 0.36 | 36 | 1.1253 | 0.3731 | 1.1253 | 1.0608 |
| No log | 0.38 | 38 | 1.1111 | 0.4146 | 1.1111 | 1.0541 |
| No log | 0.4 | 40 | 1.2306 | 0.3009 | 1.2306 | 1.1093 |
| No log | 0.42 | 42 | 1.4955 | 0.2117 | 1.4955 | 1.2229 |
| No log | 0.44 | 44 | 1.8074 | 0.2213 | 1.8074 | 1.3444 |
| No log | 0.46 | 46 | 1.9349 | 0.2316 | 1.9349 | 1.3910 |
| No log | 0.48 | 48 | 1.7431 | 0.2588 | 1.7431 | 1.3203 |
| No log | 0.5 | 50 | 1.5558 | 0.2769 | 1.5558 | 1.2473 |
| No log | 0.52 | 52 | 1.4547 | 0.2731 | 1.4547 | 1.2061 |
| No log | 0.54 | 54 | 1.5439 | 0.2977 | 1.5439 | 1.2425 |
| No log | 0.56 | 56 | 1.3853 | 0.3271 | 1.3853 | 1.1770 |
| No log | 0.58 | 58 | 1.2285 | 0.3881 | 1.2285 | 1.1084 |
| No log | 0.6 | 60 | 1.2188 | 0.3734 | 1.2188 | 1.1040 |
| No log | 0.62 | 62 | 1.5076 | 0.2902 | 1.5076 | 1.2278 |
| No log | 0.64 | 64 | 2.1480 | 0.2585 | 2.1480 | 1.4656 |
| No log | 0.66 | 66 | 2.5782 | 0.2288 | 2.5782 | 1.6057 |
| No log | 0.68 | 68 | 2.4184 | 0.2637 | 2.4184 | 1.5551 |
| No log | 0.7 | 70 | 1.7827 | 0.2665 | 1.7827 | 1.3352 |
| No log | 0.72 | 72 | 1.1762 | 0.4361 | 1.1762 | 1.0845 |
| No log | 0.74 | 74 | 0.9245 | 0.5286 | 0.9245 | 0.9615 |
| No log | 0.76 | 76 | 1.1037 | 0.4177 | 1.1037 | 1.0506 |
| No log | 0.78 | 78 | 1.1232 | 0.3623 | 1.1232 | 1.0598 |
| No log | 0.8 | 80 | 1.0500 | 0.4617 | 1.0500 | 1.0247 |
| No log | 0.82 | 82 | 1.1346 | 0.4683 | 1.1346 | 1.0652 |
| No log | 0.84 | 84 | 1.2139 | 0.4500 | 1.2139 | 1.1018 |
| No log | 0.86 | 86 | 1.2862 | 0.4401 | 1.2862 | 1.1341 |
| No log | 0.88 | 88 | 1.1295 | 0.5124 | 1.1295 | 1.0628 |
| No log | 0.9 | 90 | 0.8595 | 0.5979 | 0.8595 | 0.9271 |
| No log | 0.92 | 92 | 0.6262 | 0.6965 | 0.6262 | 0.7913 |
| No log | 0.94 | 94 | 0.6120 | 0.6486 | 0.6120 | 0.7823 |
| No log | 0.96 | 96 | 0.5980 | 0.6654 | 0.5980 | 0.7733 |
| No log | 0.98 | 98 | 0.7108 | 0.6595 | 0.7108 | 0.8431 |
| No log | 1.0 | 100 | 1.1207 | 0.4800 | 1.1207 | 1.0586 |
| No log | 1.02 | 102 | 1.6860 | 0.3951 | 1.6860 | 1.2985 |
| No log | 1.04 | 104 | 1.7840 | 0.3669 | 1.7840 | 1.3357 |
| No log | 1.06 | 106 | 1.5268 | 0.4153 | 1.5268 | 1.2357 |
| No log | 1.08 | 108 | 1.0106 | 0.5743 | 1.0106 | 1.0053 |
| No log | 1.1 | 110 | 0.7991 | 0.6166 | 0.7991 | 0.8939 |
| No log | 1.12 | 112 | 0.6645 | 0.6509 | 0.6645 | 0.8152 |
| No log | 1.1400 | 114 | 0.6792 | 0.6495 | 0.6792 | 0.8241 |
| No log | 1.16 | 116 | 0.7724 | 0.6353 | 0.7724 | 0.8789 |
| No log | 1.18 | 118 | 0.8014 | 0.6303 | 0.8014 | 0.8952 |
| No log | 1.2 | 120 | 0.6296 | 0.6620 | 0.6296 | 0.7935 |
| No log | 1.22 | 122 | 0.6090 | 0.6920 | 0.6090 | 0.7804 |
| No log | 1.24 | 124 | 0.6010 | 0.6836 | 0.6010 | 0.7753 |
| No log | 1.26 | 126 | 0.6179 | 0.6891 | 0.6179 | 0.7861 |
| No log | 1.28 | 128 | 0.6148 | 0.7164 | 0.6148 | 0.7841 |
| No log | 1.3 | 130 | 0.5816 | 0.7447 | 0.5816 | 0.7626 |
| No log | 1.32 | 132 | 0.5876 | 0.7589 | 0.5876 | 0.7666 |
| No log | 1.34 | 134 | 0.5863 | 0.7664 | 0.5863 | 0.7657 |
| No log | 1.3600 | 136 | 0.5947 | 0.7583 | 0.5947 | 0.7712 |
| No log | 1.38 | 138 | 0.6254 | 0.7445 | 0.6254 | 0.7908 |
| No log | 1.4 | 140 | 0.6231 | 0.7494 | 0.6231 | 0.7894 |
| No log | 1.42 | 142 | 0.6321 | 0.7369 | 0.6321 | 0.7950 |
| No log | 1.44 | 144 | 0.7775 | 0.5679 | 0.7775 | 0.8818 |
| No log | 1.46 | 146 | 1.3068 | 0.5060 | 1.3068 | 1.1431 |
| No log | 1.48 | 148 | 1.5927 | 0.3857 | 1.5927 | 1.2620 |
| No log | 1.5 | 150 | 1.2910 | 0.4972 | 1.2910 | 1.1362 |
| No log | 1.52 | 152 | 0.7377 | 0.6697 | 0.7377 | 0.8589 |
| No log | 1.54 | 154 | 0.6505 | 0.7432 | 0.6505 | 0.8065 |
| No log | 1.56 | 156 | 0.6727 | 0.7420 | 0.6727 | 0.8202 |
| No log | 1.58 | 158 | 0.6522 | 0.7195 | 0.6522 | 0.8076 |
| No log | 1.6 | 160 | 0.5934 | 0.7504 | 0.5934 | 0.7704 |
| No log | 1.62 | 162 | 0.6180 | 0.7115 | 0.6180 | 0.7861 |
| No log | 1.6400 | 164 | 0.5794 | 0.7145 | 0.5794 | 0.7612 |
| No log | 1.6600 | 166 | 0.5521 | 0.6947 | 0.5521 | 0.7430 |
| No log | 1.6800 | 168 | 0.7224 | 0.6954 | 0.7224 | 0.8499 |
| No log | 1.7 | 170 | 0.9371 | 0.5803 | 0.9371 | 0.9680 |
| No log | 1.72 | 172 | 0.9177 | 0.6060 | 0.9177 | 0.9580 |
| No log | 1.74 | 174 | 0.6844 | 0.6762 | 0.6844 | 0.8273 |
| No log | 1.76 | 176 | 0.6342 | 0.6944 | 0.6342 | 0.7963 |
| No log | 1.78 | 178 | 0.7052 | 0.6578 | 0.7052 | 0.8398 |
| No log | 1.8 | 180 | 0.6377 | 0.7159 | 0.6377 | 0.7986 |
| No log | 1.8200 | 182 | 0.6261 | 0.7384 | 0.6261 | 0.7913 |
| No log | 1.8400 | 184 | 0.6790 | 0.6908 | 0.6790 | 0.8240 |
| No log | 1.8600 | 186 | 0.7673 | 0.6497 | 0.7673 | 0.8759 |
| No log | 1.88 | 188 | 0.8288 | 0.5974 | 0.8288 | 0.9104 |
| No log | 1.9 | 190 | 0.7793 | 0.6582 | 0.7793 | 0.8828 |
| No log | 1.92 | 192 | 0.7436 | 0.6696 | 0.7436 | 0.8623 |
| No log | 1.94 | 194 | 0.7767 | 0.6395 | 0.7767 | 0.8813 |
| No log | 1.96 | 196 | 0.7806 | 0.6401 | 0.7806 | 0.8835 |
| No log | 1.98 | 198 | 0.7554 | 0.6593 | 0.7554 | 0.8691 |
| No log | 2.0 | 200 | 0.7860 | 0.6409 | 0.7860 | 0.8866 |
| No log | 2.02 | 202 | 0.7884 | 0.6559 | 0.7884 | 0.8879 |
| No log | 2.04 | 204 | 0.7453 | 0.6850 | 0.7453 | 0.8633 |
| No log | 2.06 | 206 | 0.6217 | 0.7476 | 0.6217 | 0.7885 |
| No log | 2.08 | 208 | 0.6205 | 0.7490 | 0.6205 | 0.7877 |
| No log | 2.1 | 210 | 0.6459 | 0.7240 | 0.6459 | 0.8037 |
| No log | 2.12 | 212 | 0.7076 | 0.6774 | 0.7076 | 0.8412 |
| No log | 2.14 | 214 | 0.6903 | 0.6870 | 0.6903 | 0.8308 |
| No log | 2.16 | 216 | 0.6106 | 0.7328 | 0.6106 | 0.7814 |
| No log | 2.18 | 218 | 0.5811 | 0.7524 | 0.5811 | 0.7623 |
| No log | 2.2 | 220 | 0.5807 | 0.7537 | 0.5807 | 0.7620 |
| No log | 2.22 | 222 | 0.5788 | 0.7286 | 0.5788 | 0.7608 |
| No log | 2.24 | 224 | 0.5741 | 0.7577 | 0.5741 | 0.7577 |
| No log | 2.26 | 226 | 0.5700 | 0.7477 | 0.5700 | 0.7550 |
| No log | 2.2800 | 228 | 0.5807 | 0.7368 | 0.5807 | 0.7620 |
| No log | 2.3 | 230 | 0.5827 | 0.7135 | 0.5827 | 0.7634 |
| No log | 2.32 | 232 | 0.5956 | 0.7026 | 0.5956 | 0.7717 |
| No log | 2.34 | 234 | 0.6174 | 0.6994 | 0.6174 | 0.7857 |
| No log | 2.36 | 236 | 0.6292 | 0.7058 | 0.6292 | 0.7932 |
| No log | 2.38 | 238 | 0.6131 | 0.6787 | 0.6131 | 0.7830 |
| No log | 2.4 | 240 | 0.6209 | 0.6836 | 0.6209 | 0.7880 |
| No log | 2.42 | 242 | 0.6258 | 0.6879 | 0.6258 | 0.7911 |
| No log | 2.44 | 244 | 0.6281 | 0.7007 | 0.6281 | 0.7925 |
| No log | 2.46 | 246 | 0.6194 | 0.7101 | 0.6194 | 0.7870 |
| No log | 2.48 | 248 | 0.6099 | 0.7274 | 0.6099 | 0.7810 |
| No log | 2.5 | 250 | 0.6061 | 0.7151 | 0.6061 | 0.7785 |
| No log | 2.52 | 252 | 0.6252 | 0.6898 | 0.6252 | 0.7907 |
| No log | 2.54 | 254 | 0.6313 | 0.6987 | 0.6313 | 0.7946 |
| No log | 2.56 | 256 | 0.6248 | 0.7783 | 0.6248 | 0.7904 |
| No log | 2.58 | 258 | 0.6722 | 0.7312 | 0.6722 | 0.8199 |
| No log | 2.6 | 260 | 0.6750 | 0.7441 | 0.6750 | 0.8216 |
| No log | 2.62 | 262 | 0.6496 | 0.7549 | 0.6496 | 0.8060 |
| No log | 2.64 | 264 | 0.6603 | 0.7039 | 0.6603 | 0.8126 |
| No log | 2.66 | 266 | 0.7316 | 0.6937 | 0.7316 | 0.8554 |
| No log | 2.68 | 268 | 0.7374 | 0.6891 | 0.7374 | 0.8587 |
| No log | 2.7 | 270 | 0.6955 | 0.7216 | 0.6955 | 0.8340 |
| No log | 2.7200 | 272 | 0.6728 | 0.7071 | 0.6728 | 0.8202 |
| No log | 2.74 | 274 | 0.6927 | 0.7071 | 0.6927 | 0.8323 |
| No log | 2.76 | 276 | 0.7402 | 0.6668 | 0.7402 | 0.8604 |
| No log | 2.7800 | 278 | 0.7687 | 0.6542 | 0.7687 | 0.8768 |
| No log | 2.8 | 280 | 0.7655 | 0.6572 | 0.7655 | 0.8749 |
| No log | 2.82 | 282 | 0.7328 | 0.6798 | 0.7328 | 0.8561 |
| No log | 2.84 | 284 | 0.7184 | 0.6902 | 0.7184 | 0.8476 |
| No log | 2.86 | 286 | 0.6916 | 0.7026 | 0.6916 | 0.8317 |
| No log | 2.88 | 288 | 0.6594 | 0.7026 | 0.6594 | 0.8120 |
| No log | 2.9 | 290 | 0.6507 | 0.7165 | 0.6507 | 0.8067 |
| No log | 2.92 | 292 | 0.6647 | 0.7040 | 0.6647 | 0.8153 |
| No log | 2.94 | 294 | 0.6961 | 0.6669 | 0.6961 | 0.8343 |
| No log | 2.96 | 296 | 0.7052 | 0.6630 | 0.7052 | 0.8398 |
| No log | 2.98 | 298 | 0.6324 | 0.7324 | 0.6324 | 0.7952 |
| No log | 3.0 | 300 | 0.5929 | 0.7392 | 0.5929 | 0.7700 |
| No log | 3.02 | 302 | 0.5931 | 0.7390 | 0.5931 | 0.7701 |
| No log | 3.04 | 304 | 0.6034 | 0.7390 | 0.6034 | 0.7768 |
| No log | 3.06 | 306 | 0.6268 | 0.7189 | 0.6268 | 0.7917 |
| No log | 3.08 | 308 | 0.7414 | 0.6835 | 0.7414 | 0.8610 |
| No log | 3.1 | 310 | 0.9876 | 0.6121 | 0.9876 | 0.9938 |
| No log | 3.12 | 312 | 1.1730 | 0.5607 | 1.1730 | 1.0831 |
| No log | 3.14 | 314 | 1.1202 | 0.5802 | 1.1202 | 1.0584 |
| No log | 3.16 | 316 | 0.9183 | 0.6244 | 0.9183 | 0.9583 |
| No log | 3.18 | 318 | 0.6943 | 0.6673 | 0.6943 | 0.8333 |
| No log | 3.2 | 320 | 0.5866 | 0.7211 | 0.5866 | 0.7659 |
| No log | 3.22 | 322 | 0.6059 | 0.7566 | 0.6059 | 0.7784 |
| No log | 3.24 | 324 | 0.6162 | 0.7528 | 0.6162 | 0.7850 |
| No log | 3.26 | 326 | 0.6073 | 0.7470 | 0.6073 | 0.7793 |
| No log | 3.2800 | 328 | 0.6156 | 0.7361 | 0.6156 | 0.7846 |
| No log | 3.3 | 330 | 0.6463 | 0.7067 | 0.6463 | 0.8039 |
| No log | 3.32 | 332 | 0.6840 | 0.6951 | 0.6840 | 0.8271 |
| No log | 3.34 | 334 | 0.7233 | 0.6931 | 0.7233 | 0.8505 |
| No log | 3.36 | 336 | 0.7136 | 0.6949 | 0.7136 | 0.8448 |
| No log | 3.38 | 338 | 0.6829 | 0.7102 | 0.6829 | 0.8264 |
| No log | 3.4 | 340 | 0.6292 | 0.7327 | 0.6292 | 0.7932 |
| No log | 3.42 | 342 | 0.6451 | 0.7377 | 0.6451 | 0.8032 |
| No log | 3.44 | 344 | 0.6662 | 0.7098 | 0.6662 | 0.8162 |
| No log | 3.46 | 346 | 0.6909 | 0.6807 | 0.6909 | 0.8312 |
| No log | 3.48 | 348 | 0.7601 | 0.6440 | 0.7601 | 0.8718 |
| No log | 3.5 | 350 | 0.8285 | 0.6203 | 0.8285 | 0.9102 |
| No log | 3.52 | 352 | 0.8349 | 0.6209 | 0.8349 | 0.9138 |
| No log | 3.54 | 354 | 0.7652 | 0.6501 | 0.7652 | 0.8747 |
| No log | 3.56 | 356 | 0.6799 | 0.6976 | 0.6799 | 0.8245 |
| No log | 3.58 | 358 | 0.6506 | 0.7017 | 0.6506 | 0.8066 |
| No log | 3.6 | 360 | 0.6583 | 0.7017 | 0.6583 | 0.8114 |
| No log | 3.62 | 362 | 0.7049 | 0.7101 | 0.7049 | 0.8396 |
| No log | 3.64 | 364 | 0.7827 | 0.6372 | 0.7827 | 0.8847 |
| No log | 3.66 | 366 | 0.8617 | 0.6224 | 0.8617 | 0.9283 |
| No log | 3.68 | 368 | 0.8454 | 0.6495 | 0.8454 | 0.9194 |
| No log | 3.7 | 370 | 0.7835 | 0.6253 | 0.7835 | 0.8851 |
| No log | 3.7200 | 372 | 0.7483 | 0.6679 | 0.7483 | 0.8650 |
| No log | 3.74 | 374 | 0.7392 | 0.6499 | 0.7392 | 0.8598 |
| No log | 3.76 | 376 | 0.6829 | 0.6781 | 0.6829 | 0.8264 |
| No log | 3.7800 | 378 | 0.6385 | 0.7226 | 0.6385 | 0.7991 |
| No log | 3.8 | 380 | 0.6058 | 0.7386 | 0.6058 | 0.7783 |
| No log | 3.82 | 382 | 0.5919 | 0.7471 | 0.5919 | 0.7693 |
| No log | 3.84 | 384 | 0.5876 | 0.7615 | 0.5876 | 0.7666 |
| No log | 3.86 | 386 | 0.5766 | 0.7428 | 0.5766 | 0.7593 |
| No log | 3.88 | 388 | 0.5462 | 0.7432 | 0.5462 | 0.7391 |
| No log | 3.9 | 390 | 0.5428 | 0.7536 | 0.5428 | 0.7368 |
| No log | 3.92 | 392 | 0.5693 | 0.7109 | 0.5693 | 0.7545 |
| No log | 3.94 | 394 | 0.6783 | 0.6909 | 0.6783 | 0.8236 |
| No log | 3.96 | 396 | 0.7459 | 0.6750 | 0.7459 | 0.8637 |
| No log | 3.98 | 398 | 0.7450 | 0.6696 | 0.7450 | 0.8631 |
| No log | 4.0 | 400 | 0.6842 | 0.6884 | 0.6842 | 0.8272 |
| No log | 4.02 | 402 | 0.6164 | 0.7207 | 0.6164 | 0.7851 |
| No log | 4.04 | 404 | 0.5681 | 0.7342 | 0.5681 | 0.7537 |
| No log | 4.06 | 406 | 0.5815 | 0.7463 | 0.5815 | 0.7626 |
| No log | 4.08 | 408 | 0.6755 | 0.7175 | 0.6755 | 0.8219 |
| No log | 4.1 | 410 | 0.7277 | 0.6945 | 0.7277 | 0.8530 |
| No log | 4.12 | 412 | 0.7419 | 0.6788 | 0.7419 | 0.8613 |
| No log | 4.14 | 414 | 0.6945 | 0.6838 | 0.6945 | 0.8334 |
| No log | 4.16 | 416 | 0.6312 | 0.7143 | 0.6312 | 0.7945 |
| No log | 4.18 | 418 | 0.6166 | 0.7299 | 0.6166 | 0.7852 |
| No log | 4.2 | 420 | 0.6096 | 0.7525 | 0.6096 | 0.7807 |
| No log | 4.22 | 422 | 0.6259 | 0.7230 | 0.6259 | 0.7912 |
| No log | 4.24 | 424 | 0.6183 | 0.7311 | 0.6183 | 0.7863 |
| No log | 4.26 | 426 | 0.5964 | 0.7316 | 0.5964 | 0.7723 |
| No log | 4.28 | 428 | 0.5839 | 0.7507 | 0.5839 | 0.7641 |
| No log | 4.3 | 430 | 0.5756 | 0.7507 | 0.5756 | 0.7587 |
| No log | 4.32 | 432 | 0.5738 | 0.7610 | 0.5738 | 0.7575 |
| No log | 4.34 | 434 | 0.5773 | 0.7458 | 0.5773 | 0.7598 |
| No log | 4.36 | 436 | 0.5843 | 0.7521 | 0.5843 | 0.7644 |
| No log | 4.38 | 438 | 0.6006 | 0.7581 | 0.6006 | 0.7750 |
| No log | 4.4 | 440 | 0.6623 | 0.7011 | 0.6623 | 0.8138 |
| No log | 4.42 | 442 | 0.7018 | 0.6900 | 0.7018 | 0.8377 |
| No log | 4.44 | 444 | 0.6849 | 0.6929 | 0.6849 | 0.8276 |
| No log | 4.46 | 446 | 0.6668 | 0.7163 | 0.6668 | 0.8166 |
| No log | 4.48 | 448 | 0.6186 | 0.7555 | 0.6186 | 0.7865 |
| No log | 4.5 | 450 | 0.6023 | 0.7437 | 0.6023 | 0.7761 |
| No log | 4.52 | 452 | 0.6103 | 0.7537 | 0.6103 | 0.7812 |
| No log | 4.54 | 454 | 0.6609 | 0.7264 | 0.6609 | 0.8130 |
| No log | 4.5600 | 456 | 0.7630 | 0.6638 | 0.7630 | 0.8735 |
| No log | 4.58 | 458 | 0.8168 | 0.6529 | 0.8168 | 0.9038 |
| No log | 4.6 | 460 | 0.8217 | 0.6494 | 0.8217 | 0.9065 |
| No log | 4.62 | 462 | 0.8247 | 0.6494 | 0.8247 | 0.9081 |
| No log | 4.64 | 464 | 0.7698 | 0.6681 | 0.7698 | 0.8774 |
| No log | 4.66 | 466 | 0.6937 | 0.7109 | 0.6937 | 0.8329 |
| No log | 4.68 | 468 | 0.6298 | 0.7362 | 0.6298 | 0.7936 |
| No log | 4.7 | 470 | 0.6147 | 0.7430 | 0.6147 | 0.7840 |
| No log | 4.72 | 472 | 0.6240 | 0.7538 | 0.6240 | 0.7899 |
| No log | 4.74 | 474 | 0.6294 | 0.7239 | 0.6294 | 0.7933 |
| No log | 4.76 | 476 | 0.6568 | 0.7114 | 0.6568 | 0.8105 |
| No log | 4.78 | 478 | 0.6538 | 0.7154 | 0.6538 | 0.8086 |
| No log | 4.8 | 480 | 0.6492 | 0.7191 | 0.6492 | 0.8057 |
| No log | 4.82 | 482 | 0.6201 | 0.7191 | 0.6201 | 0.7875 |
| No log | 4.84 | 484 | 0.6100 | 0.7320 | 0.6100 | 0.7810 |
| No log | 4.86 | 486 | 0.6150 | 0.7374 | 0.6150 | 0.7842 |
| No log | 4.88 | 488 | 0.6194 | 0.7325 | 0.6194 | 0.7870 |
| No log | 4.9 | 490 | 0.6233 | 0.7313 | 0.6233 | 0.7895 |
| No log | 4.92 | 492 | 0.6581 | 0.7114 | 0.6581 | 0.8112 |
| No log | 4.9400 | 494 | 0.6509 | 0.7114 | 0.6509 | 0.8068 |
| No log | 4.96 | 496 | 0.6651 | 0.7097 | 0.6651 | 0.8155 |
| No log | 4.98 | 498 | 0.7029 | 0.6866 | 0.7029 | 0.8384 |
| 0.4728 | 5.0 | 500 | 0.7846 | 0.6676 | 0.7846 | 0.8858 |
| 0.4728 | 5.02 | 502 | 0.7961 | 0.6676 | 0.7961 | 0.8922 |
| 0.4728 | 5.04 | 504 | 0.7222 | 0.6837 | 0.7222 | 0.8498 |
| 0.4728 | 5.06 | 506 | 0.6651 | 0.7155 | 0.6651 | 0.8156 |
| 0.4728 | 5.08 | 508 | 0.6340 | 0.7466 | 0.6340 | 0.7962 |
| 0.4728 | 5.1 | 510 | 0.6127 | 0.7436 | 0.6127 | 0.7827 |
| 0.4728 | 5.12 | 512 | 0.5922 | 0.7409 | 0.5922 | 0.7696 |
| 0.4728 | 5.14 | 514 | 0.5995 | 0.7298 | 0.5995 | 0.7743 |
| 0.4728 | 5.16 | 516 | 0.6210 | 0.7414 | 0.6210 | 0.7880 |
| 0.4728 | 5.18 | 518 | 0.6406 | 0.7257 | 0.6406 | 0.8004 |
| 0.4728 | 5.2 | 520 | 0.6585 | 0.7068 | 0.6585 | 0.8115 |
| 0.4728 | 5.22 | 522 | 0.6644 | 0.7064 | 0.6644 | 0.8151 |
| 0.4728 | 5.24 | 524 | 0.6392 | 0.7140 | 0.6392 | 0.7995 |
| 0.4728 | 5.26 | 526 | 0.6348 | 0.7253 | 0.6348 | 0.7967 |
| 0.4728 | 5.28 | 528 | 0.6093 | 0.7490 | 0.6093 | 0.7806 |
| 0.4728 | 5.3 | 530 | 0.5945 | 0.7427 | 0.5945 | 0.7710 |
| 0.4728 | 5.32 | 532 | 0.5899 | 0.7400 | 0.5899 | 0.7681 |
| 0.4728 | 5.34 | 534 | 0.6028 | 0.7364 | 0.6028 | 0.7764 |
| 0.4728 | 5.36 | 536 | 0.6300 | 0.7169 | 0.6300 | 0.7937 |
| 0.4728 | 5.38 | 538 | 0.6339 | 0.7191 | 0.6339 | 0.7962 |
| 0.4728 | 5.4 | 540 | 0.6214 | 0.7072 | 0.6214 | 0.7883 |
| 0.4728 | 5.42 | 542 | 0.6021 | 0.7092 | 0.6021 | 0.7759 |
| 0.4728 | 5.44 | 544 | 0.5782 | 0.7401 | 0.5782 | 0.7604 |
| 0.4728 | 5.46 | 546 | 0.5762 | 0.7386 | 0.5762 | 0.7590 |
| 0.4728 | 5.48 | 548 | 0.5796 | 0.7452 | 0.5796 | 0.7613 |
| 0.4728 | 5.5 | 550 | 0.5912 | 0.7421 | 0.5912 | 0.7689 |
| 0.4728 | 5.52 | 552 | 0.6073 | 0.7319 | 0.6073 | 0.7793 |
| 0.4728 | 5.54 | 554 | 0.6065 | 0.7210 | 0.6065 | 0.7788 |
| 0.4728 | 5.5600 | 556 | 0.6038 | 0.7263 | 0.6038 | 0.7770 |
| 0.4728 | 5.58 | 558 | 0.6023 | 0.7299 | 0.6023 | 0.7761 |
| 0.4728 | 5.6 | 560 | 0.6013 | 0.7559 | 0.6013 | 0.7755 |
| 0.4728 | 5.62 | 562 | 0.6033 | 0.7604 | 0.6033 | 0.7767 |
| 0.4728 | 5.64 | 564 | 0.6081 | 0.7517 | 0.6081 | 0.7798 |
| 0.4728 | 5.66 | 566 | 0.6143 | 0.7181 | 0.6143 | 0.7838 |
| 0.4728 | 5.68 | 568 | 0.6373 | 0.7105 | 0.6373 | 0.7983 |
| 0.4728 | 5.7 | 570 | 0.6620 | 0.6880 | 0.6620 | 0.8136 |
| 0.4728 | 5.72 | 572 | 0.6785 | 0.6855 | 0.6785 | 0.8237 |
| 0.4728 | 5.74 | 574 | 0.6987 | 0.6804 | 0.6987 | 0.8359 |
| 0.4728 | 5.76 | 576 | 0.6913 | 0.6785 | 0.6913 | 0.8315 |
| 0.4728 | 5.78 | 578 | 0.6648 | 0.6936 | 0.6648 | 0.8153 |
| 0.4728 | 5.8 | 580 | 0.6444 | 0.7151 | 0.6444 | 0.8027 |
| 0.4728 | 5.82 | 582 | 0.6450 | 0.7112 | 0.6450 | 0.8031 |
| 0.4728 | 5.84 | 584 | 0.6484 | 0.6997 | 0.6484 | 0.8052 |
| 0.4728 | 5.86 | 586 | 0.6675 | 0.7096 | 0.6675 | 0.8170 |
| 0.4728 | 5.88 | 588 | 0.6930 | 0.6751 | 0.6930 | 0.8325 |
| 0.4728 | 5.9 | 590 | 0.7142 | 0.6726 | 0.7142 | 0.8451 |
| 0.4728 | 5.92 | 592 | 0.7123 | 0.6744 | 0.7123 | 0.8440 |
| 0.4728 | 5.9400 | 594 | 0.6868 | 0.7020 | 0.6868 | 0.8288 |
| 0.4728 | 5.96 | 596 | 0.6530 | 0.7092 | 0.6530 | 0.8081 |
| 0.4728 | 5.98 | 598 | 0.6443 | 0.7015 | 0.6443 | 0.8027 |
| 0.4728 | 6.0 | 600 | 0.6502 | 0.6872 | 0.6502 | 0.8064 |
| 0.4728 | 6.02 | 602 | 0.6913 | 0.7018 | 0.6913 | 0.8314 |
| 0.4728 | 6.04 | 604 | 0.7421 | 0.6518 | 0.7421 | 0.8615 |
| 0.4728 | 6.06 | 606 | 0.7487 | 0.6518 | 0.7487 | 0.8653 |
| 0.4728 | 6.08 | 608 | 0.7041 | 0.6784 | 0.7041 | 0.8391 |
| 0.4728 | 6.1 | 610 | 0.6527 | 0.7168 | 0.6527 | 0.8079 |
| 0.4728 | 6.12 | 612 | 0.6309 | 0.7312 | 0.6309 | 0.7943 |
| 0.4728 | 6.14 | 614 | 0.6104 | 0.7225 | 0.6104 | 0.7813 |
| 0.4728 | 6.16 | 616 | 0.6050 | 0.7338 | 0.6050 | 0.7778 |
| 0.4728 | 6.18 | 618 | 0.6091 | 0.7417 | 0.6091 | 0.7805 |
| 0.4728 | 6.2 | 620 | 0.6224 | 0.7192 | 0.6224 | 0.7889 |
| 0.4728 | 6.22 | 622 | 0.6299 | 0.7192 | 0.6299 | 0.7937 |
| 0.4728 | 6.24 | 624 | 0.6548 | 0.7204 | 0.6548 | 0.8092 |
| 0.4728 | 6.26 | 626 | 0.6584 | 0.7117 | 0.6584 | 0.8114 |
| 0.4728 | 6.28 | 628 | 0.6476 | 0.7082 | 0.6476 | 0.8047 |
| 0.4728 | 6.3 | 630 | 0.6291 | 0.7108 | 0.6291 | 0.7931 |
| 0.4728 | 6.32 | 632 | 0.6233 | 0.7011 | 0.6233 | 0.7895 |
| 0.4728 | 6.34 | 634 | 0.6285 | 0.7073 | 0.6285 | 0.7928 |
| 0.4728 | 6.36 | 636 | 0.6428 | 0.7074 | 0.6428 | 0.8017 |
| 0.4728 | 6.38 | 638 | 0.6666 | 0.7061 | 0.6666 | 0.8165 |
| 0.4728 | 6.4 | 640 | 0.7156 | 0.7018 | 0.7156 | 0.8459 |
| 0.4728 | 6.42 | 642 | 0.7506 | 0.6957 | 0.7506 | 0.8664 |
| 0.4728 | 6.44 | 644 | 0.7415 | 0.6957 | 0.7415 | 0.8611 |
| 0.4728 | 6.46 | 646 | 0.7009 | 0.7061 | 0.7009 | 0.8372 |
| 0.4728 | 6.48 | 648 | 0.6668 | 0.7056 | 0.6668 | 0.8166 |
| 0.4728 | 6.5 | 650 | 0.6418 | 0.7134 | 0.6418 | 0.8011 |
| 0.4728 | 6.52 | 652 | 0.6312 | 0.7169 | 0.6312 | 0.7945 |
| 0.4728 | 6.54 | 654 | 0.6168 | 0.7150 | 0.6168 | 0.7854 |
| 0.4728 | 6.5600 | 656 | 0.6086 | 0.7234 | 0.6086 | 0.7801 |
| 0.4728 | 6.58 | 658 | 0.6056 | 0.7316 | 0.6056 | 0.7782 |
| 0.4728 | 6.6 | 660 | 0.6053 | 0.7383 | 0.6053 | 0.7780 |
| 0.4728 | 6.62 | 662 | 0.6083 | 0.7273 | 0.6083 | 0.7799 |
| 0.4728 | 6.64 | 664 | 0.6099 | 0.7514 | 0.6099 | 0.7809 |
| 0.4728 | 6.66 | 666 | 0.6087 | 0.7514 | 0.6087 | 0.7802 |
| 0.4728 | 6.68 | 668 | 0.6081 | 0.7412 | 0.6081 | 0.7798 |
| 0.4728 | 6.7 | 670 | 0.6117 | 0.7067 | 0.6117 | 0.7821 |
| 0.4728 | 6.72 | 672 | 0.6087 | 0.7067 | 0.6087 | 0.7802 |
| 0.4728 | 6.74 | 674 | 0.6059 | 0.7332 | 0.6059 | 0.7784 |
| 0.4728 | 6.76 | 676 | 0.6009 | 0.7549 | 0.6009 | 0.7752 |
| 0.4728 | 6.78 | 678 | 0.6048 | 0.7162 | 0.6048 | 0.7777 |
| 0.4728 | 6.8 | 680 | 0.6206 | 0.7309 | 0.6206 | 0.7878 |
| 0.4728 | 6.82 | 682 | 0.6565 | 0.7109 | 0.6565 | 0.8103 |
| 0.4728 | 6.84 | 684 | 0.7064 | 0.6928 | 0.7064 | 0.8405 |
| 0.4728 | 6.86 | 686 | 0.7484 | 0.6848 | 0.7484 | 0.8651 |
| 0.4728 | 6.88 | 688 | 0.7673 | 0.6848 | 0.7673 | 0.8759 |
| 0.4728 | 6.9 | 690 | 0.7456 | 0.6848 | 0.7456 | 0.8635 |
| 0.4728 | 6.92 | 692 | 0.7074 | 0.6990 | 0.7074 | 0.8411 |
| 0.4728 | 6.9400 | 694 | 0.6736 | 0.6980 | 0.6736 | 0.8207 |
| 0.4728 | 6.96 | 696 | 0.6511 | 0.7109 | 0.6511 | 0.8069 |
| 0.4728 | 6.98 | 698 | 0.6352 | 0.7235 | 0.6352 | 0.7970 |
| 0.4728 | 7.0 | 700 | 0.6309 | 0.7235 | 0.6309 | 0.7943 |
| 0.4728 | 7.02 | 702 | 0.6305 | 0.7196 | 0.6305 | 0.7941 |
| 0.4728 | 7.04 | 704 | 0.6368 | 0.7258 | 0.6368 | 0.7980 |
| 0.4728 | 7.06 | 706 | 0.6562 | 0.7112 | 0.6562 | 0.8101 |
| 0.4728 | 7.08 | 708 | 0.6884 | 0.7120 | 0.6884 | 0.8297 |
| 0.4728 | 7.1 | 710 | 0.7280 | 0.6933 | 0.7280 | 0.8532 |
| 0.4728 | 7.12 | 712 | 0.7703 | 0.6784 | 0.7703 | 0.8776 |
| 0.4728 | 7.14 | 714 | 0.7767 | 0.6655 | 0.7767 | 0.8813 |
| 0.4728 | 7.16 | 716 | 0.7504 | 0.6922 | 0.7504 | 0.8663 |
| 0.4728 | 7.18 | 718 | 0.7286 | 0.6964 | 0.7286 | 0.8536 |
| 0.4728 | 7.2 | 720 | 0.7145 | 0.6952 | 0.7145 | 0.8453 |
| 0.4728 | 7.22 | 722 | 0.6930 | 0.6953 | 0.6930 | 0.8324 |
| 0.4728 | 7.24 | 724 | 0.6697 | 0.7060 | 0.6697 | 0.8183 |
| 0.4728 | 7.26 | 726 | 0.6360 | 0.7441 | 0.6360 | 0.7975 |
| 0.4728 | 7.28 | 728 | 0.6196 | 0.7369 | 0.6196 | 0.7871 |
| 0.4728 | 7.3 | 730 | 0.6127 | 0.7548 | 0.6127 | 0.7828 |
| 0.4728 | 7.32 | 732 | 0.6123 | 0.7439 | 0.6123 | 0.7825 |
| 0.4728 | 7.34 | 734 | 0.6208 | 0.7384 | 0.6208 | 0.7879 |
| 0.4728 | 7.36 | 736 | 0.6368 | 0.7243 | 0.6368 | 0.7980 |
| 0.4728 | 7.38 | 738 | 0.6655 | 0.6905 | 0.6655 | 0.8158 |
| 0.4728 | 7.4 | 740 | 0.6877 | 0.6965 | 0.6877 | 0.8293 |
| 0.4728 | 7.42 | 742 | 0.6846 | 0.7001 | 0.6846 | 0.8274 |
| 0.4728 | 7.44 | 744 | 0.6882 | 0.7001 | 0.6882 | 0.8296 |
| 0.4728 | 7.46 | 746 | 0.6757 | 0.6965 | 0.6757 | 0.8220 |
| 0.4728 | 7.48 | 748 | 0.6496 | 0.7227 | 0.6496 | 0.8060 |
| 0.4728 | 7.5 | 750 | 0.6339 | 0.7341 | 0.6339 | 0.7962 |
| 0.4728 | 7.52 | 752 | 0.6287 | 0.7341 | 0.6287 | 0.7929 |
| 0.4728 | 7.54 | 754 | 0.6251 | 0.7385 | 0.6251 | 0.7906 |
| 0.4728 | 7.5600 | 756 | 0.6157 | 0.7052 | 0.6157 | 0.7846 |
| 0.4728 | 7.58 | 758 | 0.6154 | 0.7052 | 0.6154 | 0.7845 |
| 0.4728 | 7.6 | 760 | 0.6277 | 0.7280 | 0.6277 | 0.7923 |
| 0.4728 | 7.62 | 762 | 0.6587 | 0.7240 | 0.6587 | 0.8116 |
| 0.4728 | 7.64 | 764 | 0.7019 | 0.7014 | 0.7019 | 0.8378 |
| 0.4728 | 7.66 | 766 | 0.7192 | 0.7014 | 0.7192 | 0.8481 |
| 0.4728 | 7.68 | 768 | 0.7243 | 0.7014 | 0.7243 | 0.8511 |
| 0.4728 | 7.7 | 770 | 0.7155 | 0.6965 | 0.7155 | 0.8458 |
| 0.4728 | 7.72 | 772 | 0.6989 | 0.6965 | 0.6989 | 0.8360 |
| 0.4728 | 7.74 | 774 | 0.6852 | 0.6953 | 0.6852 | 0.8278 |
| 0.4728 | 7.76 | 776 | 0.6697 | 0.7050 | 0.6697 | 0.8184 |
| 0.4728 | 7.78 | 778 | 0.6686 | 0.7115 | 0.6686 | 0.8177 |
| 0.4728 | 7.8 | 780 | 0.6616 | 0.7205 | 0.6616 | 0.8134 |
| 0.4728 | 7.82 | 782 | 0.6519 | 0.7175 | 0.6519 | 0.8074 |
| 0.4728 | 7.84 | 784 | 0.6407 | 0.7175 | 0.6407 | 0.8004 |
| 0.4728 | 7.86 | 786 | 0.6318 | 0.7217 | 0.6318 | 0.7949 |
| 0.4728 | 7.88 | 788 | 0.6334 | 0.7145 | 0.6334 | 0.7959 |
| 0.4728 | 7.9 | 790 | 0.6354 | 0.7252 | 0.6354 | 0.7971 |
| 0.4728 | 7.92 | 792 | 0.6504 | 0.7247 | 0.6504 | 0.8065 |
| 0.4728 | 7.9400 | 794 | 0.6697 | 0.7177 | 0.6697 | 0.8184 |
| 0.4728 | 7.96 | 796 | 0.6850 | 0.7157 | 0.6850 | 0.8276 |
| 0.4728 | 7.98 | 798 | 0.6774 | 0.7191 | 0.6774 | 0.8230 |
| 0.4728 | 8.0 | 800 | 0.6680 | 0.7191 | 0.6680 | 0.8173 |
| 0.4728 | 8.02 | 802 | 0.6719 | 0.7191 | 0.6719 | 0.8197 |
| 0.4728 | 8.04 | 804 | 0.6847 | 0.7097 | 0.6847 | 0.8275 |
| 0.4728 | 8.06 | 806 | 0.6846 | 0.7097 | 0.6846 | 0.8274 |
| 0.4728 | 8.08 | 808 | 0.6772 | 0.7029 | 0.6772 | 0.8229 |
| 0.4728 | 8.1 | 810 | 0.6763 | 0.7029 | 0.6763 | 0.8224 |
| 0.4728 | 8.12 | 812 | 0.6866 | 0.7029 | 0.6866 | 0.8286 |
| 0.4728 | 8.14 | 814 | 0.7050 | 0.6985 | 0.7050 | 0.8397 |
| 0.4728 | 8.16 | 816 | 0.7177 | 0.6966 | 0.7177 | 0.8472 |
| 0.4728 | 8.18 | 818 | 0.7481 | 0.6761 | 0.7481 | 0.8649 |
| 0.4728 | 8.2 | 820 | 0.7695 | 0.6550 | 0.7695 | 0.8772 |
| 0.4728 | 8.22 | 822 | 0.7656 | 0.6761 | 0.7656 | 0.8750 |
| 0.4728 | 8.24 | 824 | 0.7455 | 0.6859 | 0.7455 | 0.8634 |
| 0.4728 | 8.26 | 826 | 0.7259 | 0.6897 | 0.7259 | 0.8520 |
| 0.4728 | 8.28 | 828 | 0.7037 | 0.6941 | 0.7037 | 0.8389 |
| 0.4728 | 8.3 | 830 | 0.6803 | 0.7029 | 0.6803 | 0.8248 |
| 0.4728 | 8.32 | 832 | 0.6647 | 0.7029 | 0.6647 | 0.8153 |
| 0.4728 | 8.34 | 834 | 0.6692 | 0.6985 | 0.6692 | 0.8180 |
| 0.4728 | 8.36 | 836 | 0.6757 | 0.6941 | 0.6757 | 0.8220 |
| 0.4728 | 8.38 | 838 | 0.6934 | 0.6897 | 0.6934 | 0.8327 |
| 0.4728 | 8.4 | 840 | 0.7143 | 0.6897 | 0.7143 | 0.8451 |
| 0.4728 | 8.42 | 842 | 0.7386 | 0.6808 | 0.7386 | 0.8594 |
| 0.4728 | 8.44 | 844 | 0.7656 | 0.6808 | 0.7656 | 0.8750 |
| 0.4728 | 8.46 | 846 | 0.7781 | 0.6674 | 0.7781 | 0.8821 |
| 0.4728 | 8.48 | 848 | 0.7865 | 0.6553 | 0.7865 | 0.8868 |
| 0.4728 | 8.5 | 850 | 0.7863 | 0.6595 | 0.7863 | 0.8868 |
| 0.4728 | 8.52 | 852 | 0.7745 | 0.6769 | 0.7745 | 0.8801 |
| 0.4728 | 8.54 | 854 | 0.7618 | 0.6866 | 0.7618 | 0.8728 |
| 0.4728 | 8.56 | 856 | 0.7398 | 0.6884 | 0.7398 | 0.8601 |
| 0.4728 | 8.58 | 858 | 0.7156 | 0.7029 | 0.7156 | 0.8459 |
| 0.4728 | 8.6 | 860 | 0.7005 | 0.7029 | 0.7005 | 0.8369 |
| 0.4728 | 8.62 | 862 | 0.6960 | 0.7029 | 0.6960 | 0.8343 |
| 0.4728 | 8.64 | 864 | 0.6887 | 0.7073 | 0.6887 | 0.8299 |
| 0.4728 | 8.66 | 866 | 0.6953 | 0.7029 | 0.6953 | 0.8338 |
| 0.4728 | 8.68 | 868 | 0.6982 | 0.7029 | 0.6982 | 0.8356 |
| 0.4728 | 8.7 | 870 | 0.7008 | 0.7029 | 0.7008 | 0.8371 |
| 0.4728 | 8.72 | 872 | 0.7058 | 0.6985 | 0.7058 | 0.8401 |
| 0.4728 | 8.74 | 874 | 0.7054 | 0.6985 | 0.7054 | 0.8399 |
| 0.4728 | 8.76 | 876 | 0.7081 | 0.6941 | 0.7081 | 0.8415 |
| 0.4728 | 8.78 | 878 | 0.7138 | 0.6978 | 0.7138 | 0.8448 |
| 0.4728 | 8.8 | 880 | 0.7169 | 0.6978 | 0.7169 | 0.8467 |
| 0.4728 | 8.82 | 882 | 0.7110 | 0.7022 | 0.7110 | 0.8432 |
| 0.4728 | 8.84 | 884 | 0.7103 | 0.7022 | 0.7103 | 0.8428 |
| 0.4728 | 8.86 | 886 | 0.7184 | 0.6978 | 0.7184 | 0.8476 |
| 0.4728 | 8.88 | 888 | 0.7274 | 0.6978 | 0.7274 | 0.8529 |
| 0.4728 | 8.9 | 890 | 0.7429 | 0.6834 | 0.7429 | 0.8619 |
| 0.4728 | 8.92 | 892 | 0.7610 | 0.6647 | 0.7610 | 0.8724 |
| 0.4728 | 8.94 | 894 | 0.7711 | 0.6586 | 0.7711 | 0.8781 |
| 0.4728 | 8.96 | 896 | 0.7854 | 0.6586 | 0.7854 | 0.8862 |
| 0.4728 | 8.98 | 898 | 0.7889 | 0.6586 | 0.7889 | 0.8882 |
| 0.4728 | 9.0 | 900 | 0.7811 | 0.6710 | 0.7811 | 0.8838 |
| 0.4728 | 9.02 | 902 | 0.7668 | 0.6823 | 0.7668 | 0.8757 |
| 0.4728 | 9.04 | 904 | 0.7460 | 0.6841 | 0.7460 | 0.8637 |
| 0.4728 | 9.06 | 906 | 0.7348 | 0.6848 | 0.7348 | 0.8572 |
| 0.4728 | 9.08 | 908 | 0.7334 | 0.6848 | 0.7334 | 0.8564 |
| 0.4728 | 9.1 | 910 | 0.7322 | 0.6891 | 0.7322 | 0.8557 |
| 0.4728 | 9.12 | 912 | 0.7366 | 0.6891 | 0.7366 | 0.8583 |
| 0.4728 | 9.14 | 914 | 0.7349 | 0.6928 | 0.7349 | 0.8573 |
| 0.4728 | 9.16 | 916 | 0.7269 | 0.6990 | 0.7269 | 0.8526 |
| 0.4728 | 9.18 | 918 | 0.7255 | 0.6990 | 0.7255 | 0.8518 |
| 0.4728 | 9.2 | 920 | 0.7266 | 0.6947 | 0.7266 | 0.8524 |
| 0.4728 | 9.22 | 922 | 0.7309 | 0.6928 | 0.7309 | 0.8549 |
| 0.4728 | 9.24 | 924 | 0.7343 | 0.6928 | 0.7343 | 0.8569 |
| 0.4728 | 9.26 | 926 | 0.7295 | 0.6928 | 0.7295 | 0.8541 |
| 0.4728 | 9.28 | 928 | 0.7281 | 0.6805 | 0.7281 | 0.8533 |
| 0.4728 | 9.3 | 930 | 0.7258 | 0.6848 | 0.7258 | 0.8519 |
| 0.4728 | 9.32 | 932 | 0.7164 | 0.6848 | 0.7164 | 0.8464 |
| 0.4728 | 9.34 | 934 | 0.7081 | 0.6866 | 0.7081 | 0.8415 |
| 0.4728 | 9.36 | 936 | 0.7011 | 0.6866 | 0.7011 | 0.8373 |
| 0.4728 | 9.38 | 938 | 0.6967 | 0.6866 | 0.6967 | 0.8347 |
| 0.4728 | 9.4 | 940 | 0.6916 | 0.6953 | 0.6916 | 0.8316 |
| 0.4728 | 9.42 | 942 | 0.6849 | 0.6953 | 0.6849 | 0.8276 |
| 0.4728 | 9.44 | 944 | 0.6774 | 0.6916 | 0.6774 | 0.8230 |
| 0.4728 | 9.46 | 946 | 0.6786 | 0.6916 | 0.6786 | 0.8238 |
| 0.4728 | 9.48 | 948 | 0.6780 | 0.7077 | 0.6780 | 0.8234 |
| 0.4728 | 9.5 | 950 | 0.6781 | 0.7097 | 0.6781 | 0.8235 |
| 0.4728 | 9.52 | 952 | 0.6786 | 0.7097 | 0.6786 | 0.8237 |
| 0.4728 | 9.54 | 954 | 0.6804 | 0.7110 | 0.6804 | 0.8249 |
| 0.4728 | 9.56 | 956 | 0.6846 | 0.7090 | 0.6846 | 0.8274 |
| 0.4728 | 9.58 | 958 | 0.6902 | 0.7090 | 0.6902 | 0.8308 |
| 0.4728 | 9.6 | 960 | 0.6938 | 0.7090 | 0.6938 | 0.8330 |
| 0.4728 | 9.62 | 962 | 0.6987 | 0.7090 | 0.6987 | 0.8359 |
| 0.4728 | 9.64 | 964 | 0.7002 | 0.7090 | 0.7002 | 0.8368 |
| 0.4728 | 9.66 | 966 | 0.7011 | 0.6941 | 0.7011 | 0.8373 |
| 0.4728 | 9.68 | 968 | 0.7027 | 0.6941 | 0.7027 | 0.8383 |
| 0.4728 | 9.7 | 970 | 0.7060 | 0.6941 | 0.7060 | 0.8402 |
| 0.4728 | 9.72 | 972 | 0.7087 | 0.6922 | 0.7087 | 0.8418 |
| 0.4728 | 9.74 | 974 | 0.7103 | 0.6922 | 0.7103 | 0.8428 |
| 0.4728 | 9.76 | 976 | 0.7111 | 0.6922 | 0.7111 | 0.8433 |
| 0.4728 | 9.78 | 978 | 0.7105 | 0.6941 | 0.7105 | 0.8429 |
| 0.4728 | 9.8 | 980 | 0.7100 | 0.6941 | 0.7100 | 0.8426 |
| 0.4728 | 9.82 | 982 | 0.7086 | 0.6941 | 0.7086 | 0.8418 |
| 0.4728 | 9.84 | 984 | 0.7077 | 0.6941 | 0.7077 | 0.8412 |
| 0.4728 | 9.86 | 986 | 0.7062 | 0.6941 | 0.7062 | 0.8404 |
| 0.4728 | 9.88 | 988 | 0.7049 | 0.6941 | 0.7049 | 0.8396 |
| 0.4728 | 9.9 | 990 | 0.7043 | 0.6941 | 0.7043 | 0.8392 |
| 0.4728 | 9.92 | 992 | 0.7037 | 0.6941 | 0.7037 | 0.8388 |
| 0.4728 | 9.94 | 994 | 0.7033 | 0.6941 | 0.7033 | 0.8386 |
| 0.4728 | 9.96 | 996 | 0.7033 | 0.6941 | 0.7033 | 0.8386 |
| 0.4728 | 9.98 | 998 | 0.7034 | 0.6941 | 0.7034 | 0.8387 |
| 0.0662 | 10.0 | 1000 | 0.7034 | 0.6941 | 0.7034 | 0.8387 |
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_k16_task1_organization
Base model
aubmindlab/bert-base-arabertv02