Instructions to use MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run2_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_run2_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_run2_AugV5_k16_task1_organization")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run2_AugV5_k16_task1_organization") model = AutoModelForSequenceClassification.from_pretrained("MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run2_AugV5_k16_task1_organization", device_map="auto") - Notebooks
- Google Colab
- Kaggle
ArabicNewSplits5_FineTuningAraBERT_run2_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: 0.7345
- Qwk: 0.6859
- Mse: 0.7345
- Rmse: 0.8571
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 | 1.5075 | 0.2902 | 1.5075 | 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 | 1.0501 | 0.4617 | 1.0501 | 1.0247 |
| No log | 0.82 | 82 | 1.1347 | 0.4683 | 1.1347 | 1.0652 |
| No log | 0.84 | 84 | 1.2140 | 0.4500 | 1.2140 | 1.1018 |
| No log | 0.86 | 86 | 1.2863 | 0.4401 | 1.2863 | 1.1342 |
| No log | 0.88 | 88 | 1.1296 | 0.5124 | 1.1296 | 1.0628 |
| No log | 0.9 | 90 | 0.8596 | 0.5979 | 0.8596 | 0.9271 |
| No log | 0.92 | 92 | 0.6262 | 0.6965 | 0.6262 | 0.7914 |
| 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 | 0.7107 | 0.6595 | 0.7107 | 0.8430 |
| No log | 1.0 | 100 | 1.1205 | 0.4800 | 1.1205 | 1.0586 |
| No log | 1.02 | 102 | 1.6859 | 0.3951 | 1.6859 | 1.2984 |
| No log | 1.04 | 104 | 1.7841 | 0.3669 | 1.7841 | 1.3357 |
| No log | 1.06 | 106 | 1.5271 | 0.4153 | 1.5271 | 1.2358 |
| No log | 1.08 | 108 | 1.0109 | 0.5743 | 1.0109 | 1.0055 |
| No log | 1.1 | 110 | 0.7995 | 0.6166 | 0.7995 | 0.8942 |
| No log | 1.12 | 112 | 0.6648 | 0.6509 | 0.6648 | 0.8154 |
| No log | 1.1400 | 114 | 0.6794 | 0.6495 | 0.6794 | 0.8243 |
| No log | 1.16 | 116 | 0.7724 | 0.6353 | 0.7724 | 0.8789 |
| No log | 1.18 | 118 | 0.8009 | 0.6303 | 0.8009 | 0.8949 |
| No log | 1.2 | 120 | 0.6292 | 0.6620 | 0.6292 | 0.7932 |
| No log | 1.22 | 122 | 0.6087 | 0.6920 | 0.6087 | 0.7802 |
| No log | 1.24 | 124 | 0.6009 | 0.6836 | 0.6009 | 0.7752 |
| No log | 1.26 | 126 | 0.6179 | 0.6891 | 0.6179 | 0.7860 |
| No log | 1.28 | 128 | 0.6152 | 0.7164 | 0.6152 | 0.7844 |
| No log | 1.3 | 130 | 0.5820 | 0.7447 | 0.5820 | 0.7629 |
| No log | 1.32 | 132 | 0.5877 | 0.7589 | 0.5877 | 0.7666 |
| No log | 1.34 | 134 | 0.5863 | 0.7664 | 0.5863 | 0.7657 |
| No log | 1.3600 | 136 | 0.5948 | 0.7583 | 0.5948 | 0.7712 |
| No log | 1.38 | 138 | 0.6250 | 0.7445 | 0.6250 | 0.7905 |
| No log | 1.4 | 140 | 0.6230 | 0.7494 | 0.6230 | 0.7893 |
| No log | 1.42 | 142 | 0.6321 | 0.7369 | 0.6321 | 0.7950 |
| No log | 1.44 | 144 | 0.7781 | 0.5679 | 0.7781 | 0.8821 |
| No log | 1.46 | 146 | 1.3089 | 0.5060 | 1.3089 | 1.1441 |
| No log | 1.48 | 148 | 1.5957 | 0.3857 | 1.5957 | 1.2632 |
| No log | 1.5 | 150 | 1.2931 | 0.4972 | 1.2931 | 1.1372 |
| 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 | 0.6729 | 0.7420 | 0.6729 | 0.8203 |
| No log | 1.58 | 158 | 0.6526 | 0.7195 | 0.6526 | 0.8078 |
| No log | 1.6 | 160 | 0.5935 | 0.7504 | 0.5935 | 0.7704 |
| No log | 1.62 | 162 | 0.6179 | 0.7176 | 0.6179 | 0.7861 |
| No log | 1.6400 | 164 | 0.5793 | 0.7145 | 0.5793 | 0.7611 |
| No log | 1.6600 | 166 | 0.5521 | 0.6947 | 0.5521 | 0.7431 |
| No log | 1.6800 | 168 | 0.7231 | 0.6954 | 0.7231 | 0.8504 |
| No log | 1.7 | 170 | 0.9387 | 0.5803 | 0.9387 | 0.9689 |
| No log | 1.72 | 172 | 0.9201 | 0.6060 | 0.9201 | 0.9592 |
| No log | 1.74 | 174 | 0.6862 | 0.6714 | 0.6862 | 0.8284 |
| No log | 1.76 | 176 | 0.6327 | 0.7109 | 0.6327 | 0.7954 |
| No log | 1.78 | 178 | 0.7038 | 0.6578 | 0.7038 | 0.8389 |
| No log | 1.8 | 180 | 0.6376 | 0.7159 | 0.6376 | 0.7985 |
| No log | 1.8200 | 182 | 0.6258 | 0.7384 | 0.6258 | 0.7911 |
| No log | 1.8400 | 184 | 0.6783 | 0.6908 | 0.6783 | 0.8236 |
| No log | 1.8600 | 186 | 0.7679 | 0.6497 | 0.7679 | 0.8763 |
| No log | 1.88 | 188 | 0.8296 | 0.5974 | 0.8296 | 0.9108 |
| No log | 1.9 | 190 | 0.7801 | 0.6582 | 0.7801 | 0.8832 |
| No log | 1.92 | 192 | 0.7449 | 0.6629 | 0.7449 | 0.8631 |
| No log | 1.94 | 194 | 0.7782 | 0.6395 | 0.7782 | 0.8822 |
| No log | 1.96 | 196 | 0.7819 | 0.6401 | 0.7819 | 0.8843 |
| No log | 1.98 | 198 | 0.7559 | 0.6593 | 0.7559 | 0.8694 |
| No log | 2.0 | 200 | 0.7865 | 0.6409 | 0.7865 | 0.8868 |
| No log | 2.02 | 202 | 0.7892 | 0.6494 | 0.7892 | 0.8884 |
| No log | 2.04 | 204 | 0.7467 | 0.6850 | 0.7467 | 0.8641 |
| No log | 2.06 | 206 | 0.6226 | 0.7476 | 0.6226 | 0.7890 |
| No log | 2.08 | 208 | 0.6191 | 0.7327 | 0.6191 | 0.7868 |
| No log | 2.1 | 210 | 0.6441 | 0.7277 | 0.6441 | 0.8026 |
| No log | 2.12 | 212 | 0.7061 | 0.6774 | 0.7061 | 0.8403 |
| No log | 2.14 | 214 | 0.6880 | 0.6870 | 0.6880 | 0.8294 |
| No log | 2.16 | 216 | 0.6086 | 0.7328 | 0.6086 | 0.7801 |
| No log | 2.18 | 218 | 0.5812 | 0.7497 | 0.5812 | 0.7624 |
| No log | 2.2 | 220 | 0.5811 | 0.7537 | 0.5811 | 0.7623 |
| No log | 2.22 | 222 | 0.5788 | 0.7392 | 0.5788 | 0.7608 |
| No log | 2.24 | 224 | 0.5745 | 0.7685 | 0.5745 | 0.7580 |
| No log | 2.26 | 226 | 0.5698 | 0.7477 | 0.5698 | 0.7548 |
| No log | 2.2800 | 228 | 0.5814 | 0.7368 | 0.5814 | 0.7625 |
| No log | 2.3 | 230 | 0.5843 | 0.7072 | 0.5843 | 0.7644 |
| No log | 2.32 | 232 | 0.5980 | 0.7006 | 0.5980 | 0.7733 |
| No log | 2.34 | 234 | 0.6200 | 0.6994 | 0.6200 | 0.7874 |
| No log | 2.36 | 236 | 0.6317 | 0.7058 | 0.6317 | 0.7948 |
| No log | 2.38 | 238 | 0.6146 | 0.6787 | 0.6146 | 0.7840 |
| No log | 2.4 | 240 | 0.6223 | 0.6836 | 0.6223 | 0.7888 |
| No log | 2.42 | 242 | 0.6267 | 0.6899 | 0.6267 | 0.7917 |
| No log | 2.44 | 244 | 0.6288 | 0.7007 | 0.6288 | 0.7930 |
| No log | 2.46 | 246 | 0.6195 | 0.7101 | 0.6195 | 0.7871 |
| No log | 2.48 | 248 | 0.6097 | 0.7274 | 0.6097 | 0.7808 |
| No log | 2.5 | 250 | 0.6062 | 0.7151 | 0.6062 | 0.7786 |
| No log | 2.52 | 252 | 0.6248 | 0.6917 | 0.6248 | 0.7904 |
| No log | 2.54 | 254 | 0.6302 | 0.6987 | 0.6302 | 0.7939 |
| No log | 2.56 | 256 | 0.6257 | 0.7725 | 0.6257 | 0.7910 |
| No log | 2.58 | 258 | 0.6760 | 0.7402 | 0.6760 | 0.8222 |
| No log | 2.6 | 260 | 0.6787 | 0.7423 | 0.6787 | 0.8238 |
| No log | 2.62 | 262 | 0.6514 | 0.7549 | 0.6514 | 0.8071 |
| No log | 2.64 | 264 | 0.6612 | 0.7039 | 0.6612 | 0.8131 |
| No log | 2.66 | 266 | 0.7326 | 0.6937 | 0.7326 | 0.8559 |
| No log | 2.68 | 268 | 0.7379 | 0.6891 | 0.7379 | 0.8590 |
| No log | 2.7 | 270 | 0.6948 | 0.7216 | 0.6948 | 0.8335 |
| No log | 2.7200 | 272 | 0.6701 | 0.7091 | 0.6701 | 0.8186 |
| No log | 2.74 | 274 | 0.6891 | 0.7071 | 0.6891 | 0.8301 |
| No log | 2.76 | 276 | 0.7389 | 0.6732 | 0.7389 | 0.8596 |
| No log | 2.7800 | 278 | 0.7708 | 0.6542 | 0.7708 | 0.8780 |
| No log | 2.8 | 280 | 0.7689 | 0.6638 | 0.7689 | 0.8769 |
| No log | 2.82 | 282 | 0.7357 | 0.6798 | 0.7357 | 0.8577 |
| No log | 2.84 | 284 | 0.7219 | 0.6922 | 0.7219 | 0.8496 |
| No log | 2.86 | 286 | 0.6942 | 0.6986 | 0.6942 | 0.8332 |
| No log | 2.88 | 288 | 0.6606 | 0.7072 | 0.6606 | 0.8128 |
| No log | 2.9 | 290 | 0.6491 | 0.7012 | 0.6491 | 0.8057 |
| No log | 2.92 | 292 | 0.6636 | 0.7150 | 0.6636 | 0.8146 |
| No log | 2.94 | 294 | 0.6984 | 0.6604 | 0.6984 | 0.8357 |
| No log | 2.96 | 296 | 0.7111 | 0.6630 | 0.7111 | 0.8432 |
| No log | 2.98 | 298 | 0.6403 | 0.7171 | 0.6403 | 0.8002 |
| No log | 3.0 | 300 | 0.5978 | 0.7348 | 0.5978 | 0.7732 |
| No log | 3.02 | 302 | 0.5961 | 0.7329 | 0.5961 | 0.7721 |
| No log | 3.04 | 304 | 0.6058 | 0.7266 | 0.6058 | 0.7783 |
| No log | 3.06 | 306 | 0.6212 | 0.7149 | 0.6212 | 0.7882 |
| No log | 3.08 | 308 | 0.7139 | 0.7079 | 0.7139 | 0.8449 |
| No log | 3.1 | 310 | 0.9469 | 0.6207 | 0.9469 | 0.9731 |
| No log | 3.12 | 312 | 1.1558 | 0.5762 | 1.1558 | 1.0751 |
| No log | 3.14 | 314 | 1.1316 | 0.5802 | 1.1316 | 1.0638 |
| No log | 3.16 | 316 | 0.9483 | 0.5952 | 0.9483 | 0.9738 |
| No log | 3.18 | 318 | 0.7254 | 0.6646 | 0.7254 | 0.8517 |
| No log | 3.2 | 320 | 0.5931 | 0.7042 | 0.5931 | 0.7701 |
| No log | 3.22 | 322 | 0.5955 | 0.7457 | 0.5955 | 0.7717 |
| No log | 3.24 | 324 | 0.6096 | 0.7528 | 0.6096 | 0.7808 |
| No log | 3.26 | 326 | 0.6089 | 0.7470 | 0.6089 | 0.7803 |
| No log | 3.2800 | 328 | 0.6198 | 0.7260 | 0.6198 | 0.7873 |
| No log | 3.3 | 330 | 0.6496 | 0.6927 | 0.6496 | 0.8060 |
| No log | 3.32 | 332 | 0.6916 | 0.6889 | 0.6916 | 0.8316 |
| No log | 3.34 | 334 | 0.7427 | 0.6870 | 0.7427 | 0.8618 |
| No log | 3.36 | 336 | 0.7371 | 0.6831 | 0.7371 | 0.8586 |
| No log | 3.38 | 338 | 0.7025 | 0.7000 | 0.7025 | 0.8382 |
| No log | 3.4 | 340 | 0.6433 | 0.7327 | 0.6433 | 0.8021 |
| No log | 3.42 | 342 | 0.6591 | 0.7239 | 0.6591 | 0.8119 |
| No log | 3.44 | 344 | 0.6777 | 0.6769 | 0.6777 | 0.8233 |
| No log | 3.46 | 346 | 0.7014 | 0.6744 | 0.7014 | 0.8375 |
| No log | 3.48 | 348 | 0.7724 | 0.6440 | 0.7724 | 0.8789 |
| No log | 3.5 | 350 | 0.8346 | 0.6203 | 0.8346 | 0.9136 |
| No log | 3.52 | 352 | 0.8345 | 0.6172 | 0.8345 | 0.9135 |
| No log | 3.54 | 354 | 0.7565 | 0.6727 | 0.7565 | 0.8698 |
| No log | 3.56 | 356 | 0.6664 | 0.7124 | 0.6664 | 0.8163 |
| No log | 3.58 | 358 | 0.6386 | 0.7146 | 0.6386 | 0.7991 |
| No log | 3.6 | 360 | 0.6476 | 0.7146 | 0.6476 | 0.8048 |
| No log | 3.62 | 362 | 0.6984 | 0.7376 | 0.6984 | 0.8357 |
| No log | 3.64 | 364 | 0.7827 | 0.6357 | 0.7827 | 0.8847 |
| No log | 3.66 | 366 | 0.8654 | 0.6256 | 0.8654 | 0.9302 |
| No log | 3.68 | 368 | 0.8490 | 0.6356 | 0.8490 | 0.9214 |
| No log | 3.7 | 370 | 0.7841 | 0.6203 | 0.7841 | 0.8855 |
| No log | 3.7200 | 372 | 0.7427 | 0.6701 | 0.7427 | 0.8618 |
| No log | 3.74 | 374 | 0.7256 | 0.6622 | 0.7256 | 0.8518 |
| No log | 3.76 | 376 | 0.6724 | 0.6829 | 0.6724 | 0.8200 |
| No log | 3.7800 | 378 | 0.6330 | 0.7244 | 0.6330 | 0.7956 |
| No log | 3.8 | 380 | 0.6041 | 0.7450 | 0.6041 | 0.7772 |
| No log | 3.82 | 382 | 0.5931 | 0.7530 | 0.5931 | 0.7701 |
| No log | 3.84 | 384 | 0.5861 | 0.7737 | 0.5861 | 0.7656 |
| No log | 3.86 | 386 | 0.5711 | 0.7488 | 0.5711 | 0.7557 |
| No log | 3.88 | 388 | 0.5434 | 0.7638 | 0.5434 | 0.7372 |
| No log | 3.9 | 390 | 0.5413 | 0.7536 | 0.5413 | 0.7357 |
| No log | 3.92 | 392 | 0.5676 | 0.7172 | 0.5676 | 0.7534 |
| No log | 3.94 | 394 | 0.6718 | 0.6954 | 0.6718 | 0.8197 |
| No log | 3.96 | 396 | 0.7374 | 0.6622 | 0.7374 | 0.8587 |
| No log | 3.98 | 398 | 0.7381 | 0.6649 | 0.7381 | 0.8591 |
| No log | 4.0 | 400 | 0.6766 | 0.6903 | 0.6766 | 0.8226 |
| No log | 4.02 | 402 | 0.6105 | 0.7207 | 0.6105 | 0.7814 |
| No log | 4.04 | 404 | 0.5637 | 0.7385 | 0.5637 | 0.7508 |
| No log | 4.06 | 406 | 0.5792 | 0.7463 | 0.5792 | 0.7611 |
| No log | 4.08 | 408 | 0.6720 | 0.7098 | 0.6720 | 0.8197 |
| No log | 4.1 | 410 | 0.7282 | 0.6928 | 0.7282 | 0.8533 |
| No log | 4.12 | 412 | 0.7485 | 0.6967 | 0.7485 | 0.8652 |
| No log | 4.14 | 414 | 0.7021 | 0.6884 | 0.7021 | 0.8379 |
| No log | 4.16 | 416 | 0.6344 | 0.7320 | 0.6344 | 0.7965 |
| No log | 4.18 | 418 | 0.6157 | 0.7363 | 0.6157 | 0.7847 |
| No log | 4.2 | 420 | 0.6068 | 0.7347 | 0.6068 | 0.7790 |
| No log | 4.22 | 422 | 0.6165 | 0.7341 | 0.6165 | 0.7852 |
| No log | 4.24 | 424 | 0.6074 | 0.7429 | 0.6074 | 0.7794 |
| No log | 4.26 | 426 | 0.5869 | 0.7436 | 0.5869 | 0.7661 |
| No log | 4.28 | 428 | 0.5750 | 0.7507 | 0.5750 | 0.7583 |
| No log | 4.3 | 430 | 0.5669 | 0.7610 | 0.5669 | 0.7529 |
| No log | 4.32 | 432 | 0.5659 | 0.7610 | 0.5659 | 0.7522 |
| No log | 4.34 | 434 | 0.5716 | 0.7521 | 0.5716 | 0.7560 |
| No log | 4.36 | 436 | 0.5779 | 0.7615 | 0.5779 | 0.7602 |
| No log | 4.38 | 438 | 0.5918 | 0.7581 | 0.5918 | 0.7693 |
| No log | 4.4 | 440 | 0.6595 | 0.7011 | 0.6595 | 0.8121 |
| No log | 4.42 | 442 | 0.7161 | 0.6894 | 0.7161 | 0.8462 |
| No log | 4.44 | 444 | 0.7130 | 0.6970 | 0.7130 | 0.8444 |
| No log | 4.46 | 446 | 0.7003 | 0.7143 | 0.7003 | 0.8369 |
| No log | 4.48 | 448 | 0.6448 | 0.7201 | 0.6448 | 0.8030 |
| No log | 4.5 | 450 | 0.6236 | 0.7523 | 0.6236 | 0.7897 |
| No log | 4.52 | 452 | 0.6313 | 0.7329 | 0.6313 | 0.7945 |
| No log | 4.54 | 454 | 0.6856 | 0.7198 | 0.6856 | 0.8280 |
| No log | 4.5600 | 456 | 0.7875 | 0.6595 | 0.7875 | 0.8874 |
| No log | 4.58 | 458 | 0.8320 | 0.6429 | 0.8320 | 0.9121 |
| No log | 4.6 | 460 | 0.8405 | 0.6483 | 0.8405 | 0.9168 |
| No log | 4.62 | 462 | 0.8610 | 0.6305 | 0.8610 | 0.9279 |
| No log | 4.64 | 464 | 0.8187 | 0.6555 | 0.8187 | 0.9048 |
| No log | 4.66 | 466 | 0.7392 | 0.6855 | 0.7392 | 0.8598 |
| No log | 4.68 | 468 | 0.6609 | 0.7089 | 0.6609 | 0.8130 |
| No log | 4.7 | 470 | 0.6301 | 0.7209 | 0.6301 | 0.7938 |
| No log | 4.72 | 472 | 0.6323 | 0.7239 | 0.6323 | 0.7952 |
| No log | 4.74 | 474 | 0.6378 | 0.7239 | 0.6378 | 0.7986 |
| No log | 4.76 | 476 | 0.6708 | 0.7066 | 0.6708 | 0.8190 |
| No log | 4.78 | 478 | 0.6757 | 0.7047 | 0.6757 | 0.8220 |
| No log | 4.8 | 480 | 0.6782 | 0.7123 | 0.6782 | 0.8235 |
| No log | 4.82 | 482 | 0.6513 | 0.7345 | 0.6513 | 0.8070 |
| No log | 4.84 | 484 | 0.6294 | 0.7294 | 0.6294 | 0.7934 |
| No log | 4.86 | 486 | 0.6225 | 0.7490 | 0.6225 | 0.7890 |
| No log | 4.88 | 488 | 0.6089 | 0.7374 | 0.6089 | 0.7803 |
| No log | 4.9 | 490 | 0.6103 | 0.7325 | 0.6103 | 0.7812 |
| No log | 4.92 | 492 | 0.6535 | 0.7114 | 0.6535 | 0.8084 |
| No log | 4.9400 | 494 | 0.6614 | 0.6980 | 0.6614 | 0.8133 |
| No log | 4.96 | 496 | 0.6785 | 0.6985 | 0.6785 | 0.8237 |
| No log | 4.98 | 498 | 0.7059 | 0.6805 | 0.7059 | 0.8402 |
| 0.4728 | 5.0 | 500 | 0.7737 | 0.6667 | 0.7737 | 0.8796 |
| 0.4728 | 5.02 | 502 | 0.7809 | 0.6634 | 0.7809 | 0.8837 |
| 0.4728 | 5.04 | 504 | 0.7092 | 0.6819 | 0.7092 | 0.8421 |
| 0.4728 | 5.06 | 506 | 0.6480 | 0.7282 | 0.6480 | 0.8050 |
| 0.4728 | 5.08 | 508 | 0.6108 | 0.7500 | 0.6108 | 0.7815 |
| 0.4728 | 5.1 | 510 | 0.5930 | 0.7617 | 0.5930 | 0.7700 |
| 0.4728 | 5.12 | 512 | 0.5786 | 0.7344 | 0.5786 | 0.7607 |
| 0.4728 | 5.14 | 514 | 0.5792 | 0.7523 | 0.5792 | 0.7611 |
| 0.4728 | 5.16 | 516 | 0.5933 | 0.7327 | 0.5933 | 0.7703 |
| 0.4728 | 5.18 | 518 | 0.6095 | 0.7359 | 0.6095 | 0.7807 |
| 0.4728 | 5.2 | 520 | 0.6285 | 0.7201 | 0.6285 | 0.7928 |
| 0.4728 | 5.22 | 522 | 0.6356 | 0.7074 | 0.6356 | 0.7973 |
| 0.4728 | 5.24 | 524 | 0.6200 | 0.7186 | 0.6200 | 0.7874 |
| 0.4728 | 5.26 | 526 | 0.6218 | 0.7186 | 0.6218 | 0.7886 |
| 0.4728 | 5.28 | 528 | 0.6069 | 0.7362 | 0.6069 | 0.7790 |
| 0.4728 | 5.3 | 530 | 0.5966 | 0.7374 | 0.5966 | 0.7724 |
| 0.4728 | 5.32 | 532 | 0.5933 | 0.7553 | 0.5933 | 0.7703 |
| 0.4728 | 5.34 | 534 | 0.6034 | 0.7381 | 0.6034 | 0.7768 |
| 0.4728 | 5.36 | 536 | 0.6200 | 0.7169 | 0.6200 | 0.7874 |
| 0.4728 | 5.38 | 538 | 0.6164 | 0.7029 | 0.6164 | 0.7851 |
| 0.4728 | 5.4 | 540 | 0.6111 | 0.7271 | 0.6111 | 0.7817 |
| 0.4728 | 5.42 | 542 | 0.6037 | 0.7331 | 0.6037 | 0.7770 |
| 0.4728 | 5.44 | 544 | 0.5879 | 0.7356 | 0.5879 | 0.7667 |
| 0.4728 | 5.46 | 546 | 0.5859 | 0.7449 | 0.5859 | 0.7654 |
| 0.4728 | 5.48 | 548 | 0.5891 | 0.7421 | 0.5891 | 0.7675 |
| 0.4728 | 5.5 | 550 | 0.6043 | 0.7291 | 0.6043 | 0.7774 |
| 0.4728 | 5.52 | 552 | 0.6295 | 0.7036 | 0.6295 | 0.7934 |
| 0.4728 | 5.54 | 554 | 0.6322 | 0.6987 | 0.6322 | 0.7951 |
| 0.4728 | 5.5600 | 556 | 0.6304 | 0.7092 | 0.6304 | 0.7940 |
| 0.4728 | 5.58 | 558 | 0.6294 | 0.7108 | 0.6294 | 0.7933 |
| 0.4728 | 5.6 | 560 | 0.6235 | 0.7199 | 0.6235 | 0.7897 |
| 0.4728 | 5.62 | 562 | 0.6194 | 0.7262 | 0.6194 | 0.7870 |
| 0.4728 | 5.64 | 564 | 0.6202 | 0.7262 | 0.6202 | 0.7876 |
| 0.4728 | 5.66 | 566 | 0.6255 | 0.7140 | 0.6255 | 0.7909 |
| 0.4728 | 5.68 | 568 | 0.6532 | 0.7203 | 0.6532 | 0.8082 |
| 0.4728 | 5.7 | 570 | 0.6812 | 0.6953 | 0.6812 | 0.8253 |
| 0.4728 | 5.72 | 572 | 0.7027 | 0.6965 | 0.7027 | 0.8383 |
| 0.4728 | 5.74 | 574 | 0.7297 | 0.6754 | 0.7297 | 0.8542 |
| 0.4728 | 5.76 | 576 | 0.7241 | 0.6933 | 0.7241 | 0.8509 |
| 0.4728 | 5.78 | 578 | 0.6880 | 0.7033 | 0.6880 | 0.8295 |
| 0.4728 | 5.8 | 580 | 0.6683 | 0.7112 | 0.6683 | 0.8175 |
| 0.4728 | 5.82 | 582 | 0.6757 | 0.7072 | 0.6757 | 0.8220 |
| 0.4728 | 5.84 | 584 | 0.6834 | 0.7123 | 0.6834 | 0.8267 |
| 0.4728 | 5.86 | 586 | 0.6903 | 0.6985 | 0.6903 | 0.8308 |
| 0.4728 | 5.88 | 588 | 0.6989 | 0.7025 | 0.6989 | 0.8360 |
| 0.4728 | 5.9 | 590 | 0.7106 | 0.6864 | 0.7106 | 0.8430 |
| 0.4728 | 5.92 | 592 | 0.7094 | 0.6864 | 0.7094 | 0.8422 |
| 0.4728 | 5.9400 | 594 | 0.6942 | 0.7090 | 0.6942 | 0.8332 |
| 0.4728 | 5.96 | 596 | 0.6633 | 0.7239 | 0.6633 | 0.8144 |
| 0.4728 | 5.98 | 598 | 0.6551 | 0.7207 | 0.6551 | 0.8094 |
| 0.4728 | 6.0 | 600 | 0.6599 | 0.7138 | 0.6599 | 0.8124 |
| 0.4728 | 6.02 | 602 | 0.7029 | 0.7083 | 0.7029 | 0.8384 |
| 0.4728 | 6.04 | 604 | 0.7503 | 0.6629 | 0.7503 | 0.8662 |
| 0.4728 | 6.06 | 606 | 0.7574 | 0.6629 | 0.7574 | 0.8703 |
| 0.4728 | 6.08 | 608 | 0.7161 | 0.6728 | 0.7161 | 0.8462 |
| 0.4728 | 6.1 | 610 | 0.6659 | 0.7194 | 0.6659 | 0.8160 |
| 0.4728 | 6.12 | 612 | 0.6442 | 0.7399 | 0.6442 | 0.8026 |
| 0.4728 | 6.14 | 614 | 0.6230 | 0.7439 | 0.6230 | 0.7893 |
| 0.4728 | 6.16 | 616 | 0.6231 | 0.7500 | 0.6231 | 0.7893 |
| 0.4728 | 6.18 | 618 | 0.6409 | 0.7275 | 0.6409 | 0.8006 |
| 0.4728 | 6.2 | 620 | 0.6644 | 0.7233 | 0.6644 | 0.8151 |
| 0.4728 | 6.22 | 622 | 0.6717 | 0.7146 | 0.6717 | 0.8196 |
| 0.4728 | 6.24 | 624 | 0.6790 | 0.7063 | 0.6790 | 0.8240 |
| 0.4728 | 6.26 | 626 | 0.6652 | 0.7167 | 0.6652 | 0.8156 |
| 0.4728 | 6.28 | 628 | 0.6456 | 0.6987 | 0.6456 | 0.8035 |
| 0.4728 | 6.3 | 630 | 0.6257 | 0.7283 | 0.6257 | 0.7910 |
| 0.4728 | 6.32 | 632 | 0.6212 | 0.7294 | 0.6212 | 0.7882 |
| 0.4728 | 6.34 | 634 | 0.6278 | 0.7272 | 0.6278 | 0.7924 |
| 0.4728 | 6.36 | 636 | 0.6452 | 0.7342 | 0.6452 | 0.8032 |
| 0.4728 | 6.38 | 638 | 0.6770 | 0.6949 | 0.6770 | 0.8228 |
| 0.4728 | 6.4 | 640 | 0.7352 | 0.6987 | 0.7352 | 0.8574 |
| 0.4728 | 6.42 | 642 | 0.7757 | 0.6819 | 0.7757 | 0.8808 |
| 0.4728 | 6.44 | 644 | 0.7663 | 0.6819 | 0.7663 | 0.8754 |
| 0.4728 | 6.46 | 646 | 0.7244 | 0.7000 | 0.7244 | 0.8511 |
| 0.4728 | 6.48 | 648 | 0.6870 | 0.7048 | 0.6870 | 0.8288 |
| 0.4728 | 6.5 | 650 | 0.6552 | 0.7134 | 0.6552 | 0.8094 |
| 0.4728 | 6.52 | 652 | 0.6422 | 0.7234 | 0.6422 | 0.8014 |
| 0.4728 | 6.54 | 654 | 0.6306 | 0.7232 | 0.6306 | 0.7941 |
| 0.4728 | 6.5600 | 656 | 0.6214 | 0.7288 | 0.6214 | 0.7883 |
| 0.4728 | 6.58 | 658 | 0.6203 | 0.7355 | 0.6203 | 0.7876 |
| 0.4728 | 6.6 | 660 | 0.6195 | 0.7441 | 0.6195 | 0.7871 |
| 0.4728 | 6.62 | 662 | 0.6255 | 0.7311 | 0.6255 | 0.7909 |
| 0.4728 | 6.64 | 664 | 0.6290 | 0.7326 | 0.6290 | 0.7931 |
| 0.4728 | 6.66 | 666 | 0.6260 | 0.7230 | 0.6260 | 0.7912 |
| 0.4728 | 6.68 | 668 | 0.6292 | 0.7230 | 0.6292 | 0.7932 |
| 0.4728 | 6.7 | 670 | 0.6423 | 0.7284 | 0.6423 | 0.8015 |
| 0.4728 | 6.72 | 672 | 0.6477 | 0.7062 | 0.6477 | 0.8048 |
| 0.4728 | 6.74 | 674 | 0.6484 | 0.7114 | 0.6484 | 0.8053 |
| 0.4728 | 6.76 | 676 | 0.6370 | 0.7336 | 0.6370 | 0.7981 |
| 0.4728 | 6.78 | 678 | 0.6372 | 0.7308 | 0.6372 | 0.7983 |
| 0.4728 | 6.8 | 680 | 0.6461 | 0.7363 | 0.6461 | 0.8038 |
| 0.4728 | 6.82 | 682 | 0.6705 | 0.7269 | 0.6705 | 0.8189 |
| 0.4728 | 6.84 | 684 | 0.7060 | 0.6995 | 0.7060 | 0.8402 |
| 0.4728 | 6.86 | 686 | 0.7334 | 0.6879 | 0.7334 | 0.8564 |
| 0.4728 | 6.88 | 688 | 0.7522 | 0.6795 | 0.7522 | 0.8673 |
| 0.4728 | 6.9 | 690 | 0.7398 | 0.6795 | 0.7398 | 0.8601 |
| 0.4728 | 6.92 | 692 | 0.7134 | 0.6903 | 0.7134 | 0.8446 |
| 0.4728 | 6.9400 | 694 | 0.6926 | 0.7031 | 0.6926 | 0.8322 |
| 0.4728 | 6.96 | 696 | 0.6825 | 0.7031 | 0.6825 | 0.8261 |
| 0.4728 | 6.98 | 698 | 0.6643 | 0.7138 | 0.6643 | 0.8150 |
| 0.4728 | 7.0 | 700 | 0.6521 | 0.7212 | 0.6521 | 0.8076 |
| 0.4728 | 7.02 | 702 | 0.6417 | 0.7212 | 0.6417 | 0.8011 |
| 0.4728 | 7.04 | 704 | 0.6368 | 0.7203 | 0.6368 | 0.7980 |
| 0.4728 | 7.06 | 706 | 0.6435 | 0.7258 | 0.6435 | 0.8022 |
| 0.4728 | 7.08 | 708 | 0.6596 | 0.7194 | 0.6596 | 0.8122 |
| 0.4728 | 7.1 | 710 | 0.6830 | 0.7020 | 0.6830 | 0.8264 |
| 0.4728 | 7.12 | 712 | 0.7174 | 0.6922 | 0.7174 | 0.8470 |
| 0.4728 | 7.14 | 714 | 0.7253 | 0.6861 | 0.7253 | 0.8516 |
| 0.4728 | 7.16 | 716 | 0.7105 | 0.7048 | 0.7105 | 0.8429 |
| 0.4728 | 7.18 | 718 | 0.6998 | 0.7063 | 0.6998 | 0.8366 |
| 0.4728 | 7.2 | 720 | 0.7013 | 0.7077 | 0.7013 | 0.8374 |
| 0.4728 | 7.22 | 722 | 0.6973 | 0.7059 | 0.6973 | 0.8350 |
| 0.4728 | 7.24 | 724 | 0.6848 | 0.7089 | 0.6848 | 0.8275 |
| 0.4728 | 7.26 | 726 | 0.6508 | 0.7281 | 0.6508 | 0.8067 |
| 0.4728 | 7.28 | 728 | 0.6306 | 0.7256 | 0.6306 | 0.7941 |
| 0.4728 | 7.3 | 730 | 0.6170 | 0.7358 | 0.6170 | 0.7855 |
| 0.4728 | 7.32 | 732 | 0.6152 | 0.7358 | 0.6152 | 0.7843 |
| 0.4728 | 7.34 | 734 | 0.6311 | 0.7206 | 0.6311 | 0.7944 |
| 0.4728 | 7.36 | 736 | 0.6580 | 0.7411 | 0.6580 | 0.8111 |
| 0.4728 | 7.38 | 738 | 0.6971 | 0.7044 | 0.6971 | 0.8349 |
| 0.4728 | 7.4 | 740 | 0.7258 | 0.7001 | 0.7258 | 0.8519 |
| 0.4728 | 7.42 | 742 | 0.7222 | 0.6922 | 0.7222 | 0.8498 |
| 0.4728 | 7.44 | 744 | 0.7280 | 0.7025 | 0.7280 | 0.8532 |
| 0.4728 | 7.46 | 746 | 0.7110 | 0.7044 | 0.7110 | 0.8432 |
| 0.4728 | 7.48 | 748 | 0.6798 | 0.7243 | 0.6798 | 0.8245 |
| 0.4728 | 7.5 | 750 | 0.6613 | 0.7329 | 0.6613 | 0.8132 |
| 0.4728 | 7.52 | 752 | 0.6559 | 0.7457 | 0.6559 | 0.8099 |
| 0.4728 | 7.54 | 754 | 0.6535 | 0.7457 | 0.6535 | 0.8084 |
| 0.4728 | 7.5600 | 756 | 0.6438 | 0.7418 | 0.6438 | 0.8024 |
| 0.4728 | 7.58 | 758 | 0.6491 | 0.7145 | 0.6491 | 0.8057 |
| 0.4728 | 7.6 | 760 | 0.6743 | 0.7285 | 0.6743 | 0.8212 |
| 0.4728 | 7.62 | 762 | 0.7286 | 0.6848 | 0.7286 | 0.8536 |
| 0.4728 | 7.64 | 764 | 0.7841 | 0.6684 | 0.7841 | 0.8855 |
| 0.4728 | 7.66 | 766 | 0.8015 | 0.6737 | 0.8015 | 0.8953 |
| 0.4728 | 7.68 | 768 | 0.7953 | 0.6726 | 0.7953 | 0.8918 |
| 0.4728 | 7.7 | 770 | 0.7683 | 0.6940 | 0.7683 | 0.8765 |
| 0.4728 | 7.72 | 772 | 0.7334 | 0.6982 | 0.7334 | 0.8564 |
| 0.4728 | 7.74 | 774 | 0.6961 | 0.7123 | 0.6961 | 0.8344 |
| 0.4728 | 7.76 | 776 | 0.6734 | 0.7167 | 0.6734 | 0.8206 |
| 0.4728 | 7.78 | 778 | 0.6765 | 0.7206 | 0.6765 | 0.8225 |
| 0.4728 | 7.8 | 780 | 0.6808 | 0.7206 | 0.6808 | 0.8251 |
| 0.4728 | 7.82 | 782 | 0.6832 | 0.7171 | 0.6832 | 0.8266 |
| 0.4728 | 7.84 | 784 | 0.6869 | 0.7124 | 0.6869 | 0.8288 |
| 0.4728 | 7.86 | 786 | 0.6853 | 0.7124 | 0.6853 | 0.8278 |
| 0.4728 | 7.88 | 788 | 0.6906 | 0.7124 | 0.6906 | 0.8310 |
| 0.4728 | 7.9 | 790 | 0.6917 | 0.7124 | 0.6917 | 0.8317 |
| 0.4728 | 7.92 | 792 | 0.7078 | 0.7151 | 0.7078 | 0.8413 |
| 0.4728 | 7.9400 | 794 | 0.7277 | 0.7035 | 0.7277 | 0.8530 |
| 0.4728 | 7.96 | 796 | 0.7277 | 0.7035 | 0.7277 | 0.8531 |
| 0.4728 | 7.98 | 798 | 0.7058 | 0.7151 | 0.7058 | 0.8401 |
| 0.4728 | 8.0 | 800 | 0.6857 | 0.7191 | 0.6857 | 0.8281 |
| 0.4728 | 8.02 | 802 | 0.6863 | 0.7191 | 0.6863 | 0.8284 |
| 0.4728 | 8.04 | 804 | 0.6931 | 0.7171 | 0.6931 | 0.8325 |
| 0.4728 | 8.06 | 806 | 0.6869 | 0.7191 | 0.6869 | 0.8288 |
| 0.4728 | 8.08 | 808 | 0.6838 | 0.7191 | 0.6838 | 0.8269 |
| 0.4728 | 8.1 | 810 | 0.6919 | 0.7106 | 0.6919 | 0.8318 |
| 0.4728 | 8.12 | 812 | 0.7114 | 0.7057 | 0.7114 | 0.8434 |
| 0.4728 | 8.14 | 814 | 0.7368 | 0.6861 | 0.7368 | 0.8584 |
| 0.4728 | 8.16 | 816 | 0.7524 | 0.6897 | 0.7524 | 0.8674 |
| 0.4728 | 8.18 | 818 | 0.7773 | 0.6615 | 0.7773 | 0.8816 |
| 0.4728 | 8.2 | 820 | 0.7928 | 0.6572 | 0.7928 | 0.8904 |
| 0.4728 | 8.22 | 822 | 0.7842 | 0.6572 | 0.7842 | 0.8856 |
| 0.4728 | 8.24 | 824 | 0.7581 | 0.6969 | 0.7581 | 0.8707 |
| 0.4728 | 8.26 | 826 | 0.7328 | 0.7014 | 0.7328 | 0.8561 |
| 0.4728 | 8.28 | 828 | 0.7049 | 0.7033 | 0.7049 | 0.8396 |
| 0.4728 | 8.3 | 830 | 0.6831 | 0.7149 | 0.6831 | 0.8265 |
| 0.4728 | 8.32 | 832 | 0.6668 | 0.7254 | 0.6668 | 0.8166 |
| 0.4728 | 8.34 | 834 | 0.6699 | 0.7210 | 0.6699 | 0.8185 |
| 0.4728 | 8.36 | 836 | 0.6767 | 0.7089 | 0.6767 | 0.8226 |
| 0.4728 | 8.38 | 838 | 0.6964 | 0.7149 | 0.6964 | 0.8345 |
| 0.4728 | 8.4 | 840 | 0.7223 | 0.7014 | 0.7223 | 0.8499 |
| 0.4728 | 8.42 | 842 | 0.7519 | 0.7012 | 0.7519 | 0.8671 |
| 0.4728 | 8.44 | 844 | 0.7734 | 0.6725 | 0.7734 | 0.8794 |
| 0.4728 | 8.46 | 846 | 0.7797 | 0.6725 | 0.7797 | 0.8830 |
| 0.4728 | 8.48 | 848 | 0.7820 | 0.6725 | 0.7820 | 0.8843 |
| 0.4728 | 8.5 | 850 | 0.7806 | 0.6715 | 0.7806 | 0.8835 |
| 0.4728 | 8.52 | 852 | 0.7690 | 0.6886 | 0.7690 | 0.8769 |
| 0.4728 | 8.54 | 854 | 0.7582 | 0.6886 | 0.7582 | 0.8707 |
| 0.4728 | 8.56 | 856 | 0.7378 | 0.6886 | 0.7378 | 0.8590 |
| 0.4728 | 8.58 | 858 | 0.7124 | 0.7087 | 0.7124 | 0.8440 |
| 0.4728 | 8.6 | 860 | 0.6896 | 0.7149 | 0.6896 | 0.8304 |
| 0.4728 | 8.62 | 862 | 0.6839 | 0.7083 | 0.6839 | 0.8270 |
| 0.4728 | 8.64 | 864 | 0.6807 | 0.7083 | 0.6807 | 0.8250 |
| 0.4728 | 8.66 | 866 | 0.6904 | 0.7083 | 0.6904 | 0.8309 |
| 0.4728 | 8.68 | 868 | 0.6952 | 0.7083 | 0.6952 | 0.8338 |
| 0.4728 | 8.7 | 870 | 0.6977 | 0.7097 | 0.6977 | 0.8353 |
| 0.4728 | 8.72 | 872 | 0.7001 | 0.7097 | 0.7001 | 0.8367 |
| 0.4728 | 8.74 | 874 | 0.6971 | 0.7083 | 0.6971 | 0.8349 |
| 0.4728 | 8.76 | 876 | 0.6997 | 0.7097 | 0.6997 | 0.8365 |
| 0.4728 | 8.78 | 878 | 0.7048 | 0.7033 | 0.7048 | 0.8395 |
| 0.4728 | 8.8 | 880 | 0.7099 | 0.7033 | 0.7099 | 0.8426 |
| 0.4728 | 8.82 | 882 | 0.7076 | 0.7033 | 0.7076 | 0.8412 |
| 0.4728 | 8.84 | 884 | 0.7086 | 0.7033 | 0.7086 | 0.8418 |
| 0.4728 | 8.86 | 886 | 0.7183 | 0.7033 | 0.7183 | 0.8475 |
| 0.4728 | 8.88 | 888 | 0.7277 | 0.7070 | 0.7277 | 0.8530 |
| 0.4728 | 8.9 | 890 | 0.7450 | 0.6983 | 0.7450 | 0.8631 |
| 0.4728 | 8.92 | 892 | 0.7640 | 0.6754 | 0.7640 | 0.8741 |
| 0.4728 | 8.94 | 894 | 0.7745 | 0.6614 | 0.7745 | 0.8800 |
| 0.4728 | 8.96 | 896 | 0.7874 | 0.6570 | 0.7874 | 0.8873 |
| 0.4728 | 8.98 | 898 | 0.7887 | 0.6570 | 0.7887 | 0.8881 |
| 0.4728 | 9.0 | 900 | 0.7797 | 0.6614 | 0.7797 | 0.8830 |
| 0.4728 | 9.02 | 902 | 0.7622 | 0.6848 | 0.7622 | 0.8730 |
| 0.4728 | 9.04 | 904 | 0.7403 | 0.7031 | 0.7403 | 0.8604 |
| 0.4728 | 9.06 | 906 | 0.7303 | 0.7001 | 0.7303 | 0.8546 |
| 0.4728 | 9.08 | 908 | 0.7326 | 0.6982 | 0.7326 | 0.8559 |
| 0.4728 | 9.1 | 910 | 0.7341 | 0.6982 | 0.7341 | 0.8568 |
| 0.4728 | 9.12 | 912 | 0.7420 | 0.7018 | 0.7420 | 0.8614 |
| 0.4728 | 9.14 | 914 | 0.7441 | 0.7031 | 0.7441 | 0.8626 |
| 0.4728 | 9.16 | 916 | 0.7398 | 0.7031 | 0.7398 | 0.8601 |
| 0.4728 | 9.18 | 918 | 0.7419 | 0.7054 | 0.7419 | 0.8613 |
| 0.4728 | 9.2 | 920 | 0.7466 | 0.6945 | 0.7466 | 0.8641 |
| 0.4728 | 9.22 | 922 | 0.7545 | 0.6693 | 0.7545 | 0.8686 |
| 0.4728 | 9.24 | 924 | 0.7599 | 0.6693 | 0.7599 | 0.8717 |
| 0.4728 | 9.26 | 926 | 0.7552 | 0.6735 | 0.7552 | 0.8690 |
| 0.4728 | 9.28 | 928 | 0.7524 | 0.6735 | 0.7524 | 0.8674 |
| 0.4728 | 9.3 | 930 | 0.7486 | 0.6735 | 0.7486 | 0.8652 |
| 0.4728 | 9.32 | 932 | 0.7379 | 0.6866 | 0.7379 | 0.8590 |
| 0.4728 | 9.34 | 934 | 0.7280 | 0.6866 | 0.7280 | 0.8532 |
| 0.4728 | 9.36 | 936 | 0.7214 | 0.6884 | 0.7214 | 0.8493 |
| 0.4728 | 9.38 | 938 | 0.7175 | 0.6903 | 0.7175 | 0.8471 |
| 0.4728 | 9.4 | 940 | 0.7119 | 0.6903 | 0.7119 | 0.8437 |
| 0.4728 | 9.42 | 942 | 0.7052 | 0.6922 | 0.7052 | 0.8397 |
| 0.4728 | 9.44 | 944 | 0.6981 | 0.6985 | 0.6981 | 0.8355 |
| 0.4728 | 9.46 | 946 | 0.6996 | 0.6985 | 0.6996 | 0.8364 |
| 0.4728 | 9.48 | 948 | 0.6993 | 0.6985 | 0.6993 | 0.8362 |
| 0.4728 | 9.5 | 950 | 0.7005 | 0.6941 | 0.7005 | 0.8369 |
| 0.4728 | 9.52 | 952 | 0.7023 | 0.6941 | 0.7023 | 0.8381 |
| 0.4728 | 9.54 | 954 | 0.7049 | 0.6941 | 0.7049 | 0.8396 |
| 0.4728 | 9.56 | 956 | 0.7100 | 0.6941 | 0.7100 | 0.8426 |
| 0.4728 | 9.58 | 958 | 0.7161 | 0.6941 | 0.7161 | 0.8462 |
| 0.4728 | 9.6 | 960 | 0.7206 | 0.6922 | 0.7206 | 0.8489 |
| 0.4728 | 9.62 | 962 | 0.7264 | 0.6903 | 0.7264 | 0.8523 |
| 0.4728 | 9.64 | 964 | 0.7288 | 0.6903 | 0.7288 | 0.8537 |
| 0.4728 | 9.66 | 966 | 0.7315 | 0.6903 | 0.7315 | 0.8553 |
| 0.4728 | 9.68 | 968 | 0.7346 | 0.6859 | 0.7346 | 0.8571 |
| 0.4728 | 9.7 | 970 | 0.7385 | 0.6772 | 0.7385 | 0.8593 |
| 0.4728 | 9.72 | 972 | 0.7413 | 0.6772 | 0.7413 | 0.8610 |
| 0.4728 | 9.74 | 974 | 0.7427 | 0.6754 | 0.7427 | 0.8618 |
| 0.4728 | 9.76 | 976 | 0.7427 | 0.6754 | 0.7427 | 0.8618 |
| 0.4728 | 9.78 | 978 | 0.7413 | 0.6772 | 0.7413 | 0.8610 |
| 0.4728 | 9.8 | 980 | 0.7400 | 0.6772 | 0.7400 | 0.8603 |
| 0.4728 | 9.82 | 982 | 0.7380 | 0.6790 | 0.7380 | 0.8590 |
| 0.4728 | 9.84 | 984 | 0.7369 | 0.6790 | 0.7369 | 0.8584 |
| 0.4728 | 9.86 | 986 | 0.7353 | 0.6790 | 0.7353 | 0.8575 |
| 0.4728 | 9.88 | 988 | 0.7346 | 0.6790 | 0.7346 | 0.8571 |
| 0.4728 | 9.9 | 990 | 0.7345 | 0.6859 | 0.7345 | 0.8571 |
| 0.4728 | 9.92 | 992 | 0.7344 | 0.6859 | 0.7344 | 0.8570 |
| 0.4728 | 9.94 | 994 | 0.7345 | 0.6859 | 0.7345 | 0.8570 |
| 0.4728 | 9.96 | 996 | 0.7346 | 0.6859 | 0.7346 | 0.8571 |
| 0.4728 | 9.98 | 998 | 0.7346 | 0.6859 | 0.7346 | 0.8571 |
| 0.0665 | 10.0 | 1000 | 0.7345 | 0.6859 | 0.7345 | 0.8571 |
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_k16_task1_organization
Base model
aubmindlab/bert-base-arabertv02