Instructions to use MayBashendy/ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k17_task1_organization with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use MayBashendy/ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k17_task1_organization with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="MayBashendy/ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k17_task1_organization")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("MayBashendy/ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k17_task1_organization") model = AutoModelForSequenceClassification.from_pretrained("MayBashendy/ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k17_task1_organization", device_map="auto") - Notebooks
- Google Colab
- Kaggle
ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k17_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: 0.7750
- Qwk: 0.6803
- Mse: 0.7750
- Rmse: 0.8803
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 | 0.0213 | 2 | 5.2161 | 0.0040 | 5.2161 | 2.2839 |
| No log | 0.0426 | 4 | 3.0038 | 0.0937 | 3.0038 | 1.7331 |
| No log | 0.0638 | 6 | 2.0501 | 0.0041 | 2.0501 | 1.4318 |
| No log | 0.0851 | 8 | 1.4617 | 0.2173 | 1.4617 | 1.2090 |
| No log | 0.1064 | 10 | 1.2115 | 0.2122 | 1.2115 | 1.1007 |
| No log | 0.1277 | 12 | 1.2500 | 0.1881 | 1.2500 | 1.1180 |
| No log | 0.1489 | 14 | 1.2341 | 0.1950 | 1.2341 | 1.1109 |
| No log | 0.1702 | 16 | 1.2651 | 0.1218 | 1.2651 | 1.1248 |
| No log | 0.1915 | 18 | 1.2645 | 0.1352 | 1.2645 | 1.1245 |
| No log | 0.2128 | 20 | 1.1873 | 0.2105 | 1.1873 | 1.0896 |
| No log | 0.2340 | 22 | 1.1042 | 0.3031 | 1.1042 | 1.0508 |
| No log | 0.2553 | 24 | 1.2200 | 0.2729 | 1.2200 | 1.1045 |
| No log | 0.2766 | 26 | 1.3693 | 0.1490 | 1.3693 | 1.1702 |
| No log | 0.2979 | 28 | 1.0501 | 0.4408 | 1.0501 | 1.0247 |
| No log | 0.3191 | 30 | 0.9907 | 0.4300 | 0.9907 | 0.9953 |
| No log | 0.3404 | 32 | 0.9764 | 0.4156 | 0.9764 | 0.9881 |
| No log | 0.3617 | 34 | 0.9312 | 0.4955 | 0.9312 | 0.9650 |
| No log | 0.3830 | 36 | 1.0223 | 0.4317 | 1.0223 | 1.0111 |
| No log | 0.4043 | 38 | 1.0103 | 0.4576 | 1.0103 | 1.0052 |
| No log | 0.4255 | 40 | 0.9800 | 0.4537 | 0.9800 | 0.9899 |
| No log | 0.4468 | 42 | 0.8901 | 0.4522 | 0.8901 | 0.9435 |
| No log | 0.4681 | 44 | 0.9371 | 0.4664 | 0.9371 | 0.9681 |
| No log | 0.4894 | 46 | 0.8857 | 0.4172 | 0.8857 | 0.9411 |
| No log | 0.5106 | 48 | 0.8381 | 0.5603 | 0.8381 | 0.9155 |
| No log | 0.5319 | 50 | 0.8661 | 0.5070 | 0.8661 | 0.9307 |
| No log | 0.5532 | 52 | 0.8540 | 0.5404 | 0.8540 | 0.9241 |
| No log | 0.5745 | 54 | 0.8279 | 0.5579 | 0.8279 | 0.9099 |
| No log | 0.5957 | 56 | 0.8097 | 0.5888 | 0.8097 | 0.8999 |
| No log | 0.6170 | 58 | 0.7771 | 0.5646 | 0.7771 | 0.8815 |
| No log | 0.6383 | 60 | 0.8334 | 0.5247 | 0.8334 | 0.9129 |
| No log | 0.6596 | 62 | 0.8184 | 0.5656 | 0.8184 | 0.9047 |
| No log | 0.6809 | 64 | 0.7214 | 0.5997 | 0.7214 | 0.8493 |
| No log | 0.7021 | 66 | 0.6917 | 0.6425 | 0.6917 | 0.8317 |
| No log | 0.7234 | 68 | 0.7097 | 0.6176 | 0.7097 | 0.8424 |
| No log | 0.7447 | 70 | 0.7187 | 0.6010 | 0.7187 | 0.8478 |
| No log | 0.7660 | 72 | 0.6736 | 0.6208 | 0.6736 | 0.8207 |
| No log | 0.7872 | 74 | 0.7056 | 0.6516 | 0.7056 | 0.8400 |
| No log | 0.8085 | 76 | 0.7035 | 0.6627 | 0.7035 | 0.8387 |
| No log | 0.8298 | 78 | 0.6144 | 0.6984 | 0.6144 | 0.7839 |
| No log | 0.8511 | 80 | 0.7374 | 0.6689 | 0.7374 | 0.8587 |
| No log | 0.8723 | 82 | 1.1966 | 0.5517 | 1.1966 | 1.0939 |
| No log | 0.8936 | 84 | 1.3521 | 0.5275 | 1.3521 | 1.1628 |
| No log | 0.9149 | 86 | 1.1009 | 0.5822 | 1.1009 | 1.0492 |
| No log | 0.9362 | 88 | 0.7215 | 0.6638 | 0.7215 | 0.8494 |
| No log | 0.9574 | 90 | 0.6437 | 0.6903 | 0.6437 | 0.8023 |
| No log | 0.9787 | 92 | 0.6503 | 0.6765 | 0.6503 | 0.8064 |
| No log | 1.0 | 94 | 0.6538 | 0.6442 | 0.6538 | 0.8086 |
| No log | 1.0213 | 96 | 0.7007 | 0.6507 | 0.7007 | 0.8371 |
| No log | 1.0426 | 98 | 0.8743 | 0.6172 | 0.8743 | 0.9351 |
| No log | 1.0638 | 100 | 0.9500 | 0.6215 | 0.9500 | 0.9747 |
| No log | 1.0851 | 102 | 0.8243 | 0.6382 | 0.8243 | 0.9079 |
| No log | 1.1064 | 104 | 0.7418 | 0.6732 | 0.7418 | 0.8613 |
| No log | 1.1277 | 106 | 0.7637 | 0.6782 | 0.7637 | 0.8739 |
| No log | 1.1489 | 108 | 0.8569 | 0.6564 | 0.8569 | 0.9257 |
| No log | 1.1702 | 110 | 0.9477 | 0.6463 | 0.9477 | 0.9735 |
| No log | 1.1915 | 112 | 0.9579 | 0.6553 | 0.9579 | 0.9787 |
| No log | 1.2128 | 114 | 0.9157 | 0.6606 | 0.9157 | 0.9569 |
| No log | 1.2340 | 116 | 0.9241 | 0.6567 | 0.9241 | 0.9613 |
| No log | 1.2553 | 118 | 0.9672 | 0.6531 | 0.9672 | 0.9835 |
| No log | 1.2766 | 120 | 1.0108 | 0.6369 | 1.0108 | 1.0054 |
| No log | 1.2979 | 122 | 0.9818 | 0.6357 | 0.9818 | 0.9909 |
| No log | 1.3191 | 124 | 0.8644 | 0.6590 | 0.8644 | 0.9297 |
| No log | 1.3404 | 126 | 0.7517 | 0.7210 | 0.7517 | 0.8670 |
| No log | 1.3617 | 128 | 0.7140 | 0.7215 | 0.7140 | 0.8450 |
| No log | 1.3830 | 130 | 0.7832 | 0.7027 | 0.7832 | 0.8850 |
| No log | 1.4043 | 132 | 0.9008 | 0.6764 | 0.9008 | 0.9491 |
| No log | 1.4255 | 134 | 0.8236 | 0.6859 | 0.8236 | 0.9075 |
| No log | 1.4468 | 136 | 0.7135 | 0.7162 | 0.7135 | 0.8447 |
| No log | 1.4681 | 138 | 0.6717 | 0.7236 | 0.6717 | 0.8196 |
| No log | 1.4894 | 140 | 0.7043 | 0.6960 | 0.7043 | 0.8392 |
| No log | 1.5106 | 142 | 0.7351 | 0.7054 | 0.7351 | 0.8574 |
| No log | 1.5319 | 144 | 0.7201 | 0.7193 | 0.7201 | 0.8486 |
| No log | 1.5532 | 146 | 0.7501 | 0.7130 | 0.7501 | 0.8661 |
| No log | 1.5745 | 148 | 0.7905 | 0.7072 | 0.7905 | 0.8891 |
| No log | 1.5957 | 150 | 0.7883 | 0.6958 | 0.7883 | 0.8878 |
| No log | 1.6170 | 152 | 0.8648 | 0.6875 | 0.8648 | 0.9299 |
| No log | 1.6383 | 154 | 1.0223 | 0.6663 | 1.0223 | 1.0111 |
| No log | 1.6596 | 156 | 1.2053 | 0.6303 | 1.2053 | 1.0979 |
| No log | 1.6809 | 158 | 1.0204 | 0.6865 | 1.0204 | 1.0102 |
| No log | 1.7021 | 160 | 1.1305 | 0.6288 | 1.1305 | 1.0633 |
| No log | 1.7234 | 162 | 1.0670 | 0.6524 | 1.0670 | 1.0330 |
| No log | 1.7447 | 164 | 0.9184 | 0.6811 | 0.9184 | 0.9583 |
| No log | 1.7660 | 166 | 0.8630 | 0.6811 | 0.8630 | 0.9290 |
| No log | 1.7872 | 168 | 0.9006 | 0.6763 | 0.9006 | 0.9490 |
| No log | 1.8085 | 170 | 1.0164 | 0.6593 | 1.0164 | 1.0082 |
| No log | 1.8298 | 172 | 0.9998 | 0.6772 | 0.9998 | 0.9999 |
| No log | 1.8511 | 174 | 0.9564 | 0.6688 | 0.9564 | 0.9780 |
| No log | 1.8723 | 176 | 0.7790 | 0.6988 | 0.7790 | 0.8826 |
| No log | 1.8936 | 178 | 0.7573 | 0.7025 | 0.7573 | 0.8702 |
| No log | 1.9149 | 180 | 0.8315 | 0.6757 | 0.8315 | 0.9119 |
| No log | 1.9362 | 182 | 0.8645 | 0.6851 | 0.8645 | 0.9298 |
| No log | 1.9574 | 184 | 0.7608 | 0.6961 | 0.7608 | 0.8722 |
| No log | 1.9787 | 186 | 0.6487 | 0.7455 | 0.6487 | 0.8054 |
| No log | 2.0 | 188 | 0.7069 | 0.7185 | 0.7069 | 0.8408 |
| No log | 2.0213 | 190 | 0.6832 | 0.7185 | 0.6832 | 0.8265 |
| No log | 2.0426 | 192 | 0.7248 | 0.7023 | 0.7248 | 0.8513 |
| No log | 2.0638 | 194 | 0.8255 | 0.6829 | 0.8255 | 0.9085 |
| No log | 2.0851 | 196 | 0.8865 | 0.6888 | 0.8865 | 0.9416 |
| No log | 2.1064 | 198 | 1.1275 | 0.6346 | 1.1275 | 1.0619 |
| No log | 2.1277 | 200 | 1.1815 | 0.6183 | 1.1815 | 1.0870 |
| No log | 2.1489 | 202 | 1.0112 | 0.6677 | 1.0112 | 1.0056 |
| No log | 2.1702 | 204 | 0.9596 | 0.6695 | 0.9596 | 0.9796 |
| No log | 2.1915 | 206 | 1.0640 | 0.6643 | 1.0640 | 1.0315 |
| No log | 2.2128 | 208 | 1.0457 | 0.6605 | 1.0457 | 1.0226 |
| No log | 2.2340 | 210 | 0.9963 | 0.6648 | 0.9963 | 0.9981 |
| No log | 2.2553 | 212 | 0.9500 | 0.6649 | 0.9500 | 0.9747 |
| No log | 2.2766 | 214 | 0.7993 | 0.6905 | 0.7993 | 0.8940 |
| No log | 2.2979 | 216 | 0.6150 | 0.7348 | 0.6150 | 0.7842 |
| No log | 2.3191 | 218 | 0.5899 | 0.7298 | 0.5899 | 0.7681 |
| No log | 2.3404 | 220 | 0.6050 | 0.7337 | 0.6050 | 0.7778 |
| No log | 2.3617 | 222 | 0.8527 | 0.6963 | 0.8527 | 0.9234 |
| No log | 2.3830 | 224 | 0.9211 | 0.6806 | 0.9211 | 0.9597 |
| No log | 2.4043 | 226 | 0.6941 | 0.7174 | 0.6941 | 0.8331 |
| No log | 2.4255 | 228 | 0.5495 | 0.7745 | 0.5495 | 0.7413 |
| No log | 2.4468 | 230 | 0.5622 | 0.7705 | 0.5622 | 0.7498 |
| No log | 2.4681 | 232 | 0.7661 | 0.7317 | 0.7661 | 0.8753 |
| No log | 2.4894 | 234 | 1.2204 | 0.6355 | 1.2204 | 1.1047 |
| No log | 2.5106 | 236 | 1.2418 | 0.6326 | 1.2418 | 1.1143 |
| No log | 2.5319 | 238 | 1.1648 | 0.6460 | 1.1648 | 1.0793 |
| No log | 2.5532 | 240 | 1.0399 | 0.6673 | 1.0399 | 1.0198 |
| No log | 2.5745 | 242 | 0.9903 | 0.6832 | 0.9903 | 0.9951 |
| No log | 2.5957 | 244 | 0.8960 | 0.6832 | 0.8960 | 0.9466 |
| No log | 2.6170 | 246 | 0.8632 | 0.7070 | 0.8632 | 0.9291 |
| No log | 2.6383 | 248 | 0.8788 | 0.6984 | 0.8788 | 0.9374 |
| No log | 2.6596 | 250 | 0.7781 | 0.7040 | 0.7781 | 0.8821 |
| No log | 2.6809 | 252 | 0.6805 | 0.7156 | 0.6805 | 0.8249 |
| No log | 2.7021 | 254 | 0.7039 | 0.7086 | 0.7039 | 0.8390 |
| No log | 2.7234 | 256 | 0.7815 | 0.6883 | 0.7815 | 0.8840 |
| No log | 2.7447 | 258 | 0.7169 | 0.7271 | 0.7169 | 0.8467 |
| No log | 2.7660 | 260 | 0.7450 | 0.7064 | 0.7450 | 0.8631 |
| No log | 2.7872 | 262 | 0.6519 | 0.7223 | 0.6519 | 0.8074 |
| No log | 2.8085 | 264 | 0.6104 | 0.7767 | 0.6104 | 0.7813 |
| No log | 2.8298 | 266 | 0.6173 | 0.7552 | 0.6173 | 0.7857 |
| No log | 2.8511 | 268 | 0.7222 | 0.7025 | 0.7222 | 0.8498 |
| No log | 2.8723 | 270 | 1.0855 | 0.6479 | 1.0855 | 1.0419 |
| No log | 2.8936 | 272 | 1.2376 | 0.5854 | 1.2376 | 1.1125 |
| No log | 2.9149 | 274 | 1.0388 | 0.6306 | 1.0388 | 1.0192 |
| No log | 2.9362 | 276 | 0.7221 | 0.6894 | 0.7221 | 0.8497 |
| No log | 2.9574 | 278 | 0.5964 | 0.7482 | 0.5964 | 0.7723 |
| No log | 2.9787 | 280 | 0.6022 | 0.7339 | 0.6022 | 0.7760 |
| No log | 3.0 | 282 | 0.7365 | 0.7057 | 0.7365 | 0.8582 |
| No log | 3.0213 | 284 | 0.9010 | 0.6540 | 0.9010 | 0.9492 |
| No log | 3.0426 | 286 | 0.9354 | 0.6593 | 0.9354 | 0.9672 |
| No log | 3.0638 | 288 | 0.7963 | 0.6975 | 0.7963 | 0.8924 |
| No log | 3.0851 | 290 | 0.6306 | 0.7333 | 0.6306 | 0.7941 |
| No log | 3.1064 | 292 | 0.6164 | 0.7319 | 0.6164 | 0.7851 |
| No log | 3.1277 | 294 | 0.6347 | 0.7148 | 0.6347 | 0.7967 |
| No log | 3.1489 | 296 | 0.7332 | 0.7136 | 0.7332 | 0.8563 |
| No log | 3.1702 | 298 | 0.7971 | 0.6942 | 0.7971 | 0.8928 |
| No log | 3.1915 | 300 | 0.9041 | 0.6811 | 0.9041 | 0.9508 |
| No log | 3.2128 | 302 | 0.9300 | 0.6972 | 0.9300 | 0.9644 |
| No log | 3.2340 | 304 | 0.9026 | 0.6729 | 0.9026 | 0.9501 |
| No log | 3.2553 | 306 | 0.9581 | 0.6645 | 0.9581 | 0.9788 |
| No log | 3.2766 | 308 | 0.9458 | 0.6450 | 0.9458 | 0.9725 |
| No log | 3.2979 | 310 | 0.9457 | 0.6292 | 0.9457 | 0.9725 |
| No log | 3.3191 | 312 | 1.0048 | 0.6130 | 1.0048 | 1.0024 |
| No log | 3.3404 | 314 | 1.0521 | 0.6297 | 1.0521 | 1.0257 |
| No log | 3.3617 | 316 | 0.9128 | 0.6497 | 0.9128 | 0.9554 |
| No log | 3.3830 | 318 | 0.7113 | 0.7116 | 0.7113 | 0.8434 |
| No log | 3.4043 | 320 | 0.6521 | 0.7426 | 0.6521 | 0.8075 |
| No log | 3.4255 | 322 | 0.6776 | 0.7098 | 0.6776 | 0.8232 |
| No log | 3.4468 | 324 | 0.8326 | 0.6772 | 0.8326 | 0.9125 |
| No log | 3.4681 | 326 | 1.0720 | 0.6151 | 1.0720 | 1.0354 |
| No log | 3.4894 | 328 | 1.1423 | 0.5776 | 1.1423 | 1.0688 |
| No log | 3.5106 | 330 | 0.9824 | 0.6309 | 0.9824 | 0.9912 |
| No log | 3.5319 | 332 | 0.7003 | 0.6985 | 0.7003 | 0.8368 |
| No log | 3.5532 | 334 | 0.5800 | 0.7507 | 0.5800 | 0.7616 |
| No log | 3.5745 | 336 | 0.5910 | 0.7480 | 0.5910 | 0.7688 |
| No log | 3.5957 | 338 | 0.6828 | 0.7377 | 0.6828 | 0.8263 |
| No log | 3.6170 | 340 | 0.8893 | 0.6934 | 0.8893 | 0.9430 |
| No log | 3.6383 | 342 | 1.1127 | 0.6397 | 1.1127 | 1.0548 |
| No log | 3.6596 | 344 | 1.0514 | 0.6433 | 1.0514 | 1.0254 |
| No log | 3.6809 | 346 | 0.8274 | 0.6770 | 0.8274 | 0.9096 |
| No log | 3.7021 | 348 | 0.7097 | 0.7001 | 0.7097 | 0.8425 |
| No log | 3.7234 | 350 | 0.6943 | 0.7008 | 0.6943 | 0.8333 |
| No log | 3.7447 | 352 | 0.7061 | 0.7018 | 0.7061 | 0.8403 |
| No log | 3.7660 | 354 | 0.7434 | 0.7027 | 0.7434 | 0.8622 |
| No log | 3.7872 | 356 | 0.7810 | 0.7061 | 0.7810 | 0.8838 |
| No log | 3.8085 | 358 | 0.8890 | 0.6766 | 0.8890 | 0.9429 |
| No log | 3.8298 | 360 | 1.0817 | 0.6380 | 1.0817 | 1.0400 |
| No log | 3.8511 | 362 | 1.2361 | 0.6275 | 1.2361 | 1.1118 |
| No log | 3.8723 | 364 | 1.2188 | 0.6287 | 1.2188 | 1.1040 |
| No log | 3.8936 | 366 | 1.0613 | 0.6375 | 1.0613 | 1.0302 |
| No log | 3.9149 | 368 | 0.8408 | 0.6744 | 0.8408 | 0.9169 |
| No log | 3.9362 | 370 | 0.7575 | 0.7236 | 0.7575 | 0.8703 |
| No log | 3.9574 | 372 | 0.8035 | 0.6833 | 0.8035 | 0.8964 |
| No log | 3.9787 | 374 | 0.9768 | 0.6363 | 0.9768 | 0.9883 |
| No log | 4.0 | 376 | 1.1110 | 0.6302 | 1.1110 | 1.0540 |
| No log | 4.0213 | 378 | 1.0510 | 0.6380 | 1.0510 | 1.0252 |
| No log | 4.0426 | 380 | 0.8566 | 0.6654 | 0.8566 | 0.9255 |
| No log | 4.0638 | 382 | 0.6514 | 0.7499 | 0.6514 | 0.8071 |
| No log | 4.0851 | 384 | 0.5955 | 0.7658 | 0.5955 | 0.7717 |
| No log | 4.1064 | 386 | 0.6237 | 0.7598 | 0.6237 | 0.7897 |
| No log | 4.1277 | 388 | 0.7338 | 0.7185 | 0.7338 | 0.8566 |
| No log | 4.1489 | 390 | 0.9031 | 0.6803 | 0.9031 | 0.9503 |
| No log | 4.1702 | 392 | 0.9491 | 0.6812 | 0.9491 | 0.9742 |
| No log | 4.1915 | 394 | 0.8428 | 0.6750 | 0.8428 | 0.9180 |
| No log | 4.2128 | 396 | 0.8013 | 0.6847 | 0.8013 | 0.8952 |
| No log | 4.2340 | 398 | 0.8085 | 0.6845 | 0.8085 | 0.8992 |
| No log | 4.2553 | 400 | 0.8904 | 0.6612 | 0.8904 | 0.9436 |
| No log | 4.2766 | 402 | 0.9771 | 0.6518 | 0.9771 | 0.9885 |
| No log | 4.2979 | 404 | 0.9746 | 0.6578 | 0.9746 | 0.9872 |
| No log | 4.3191 | 406 | 0.8258 | 0.6678 | 0.8258 | 0.9087 |
| No log | 4.3404 | 408 | 0.6572 | 0.6945 | 0.6572 | 0.8107 |
| No log | 4.3617 | 410 | 0.5913 | 0.7606 | 0.5913 | 0.7689 |
| No log | 4.3830 | 412 | 0.5924 | 0.7482 | 0.5924 | 0.7697 |
| No log | 4.4043 | 414 | 0.6290 | 0.7452 | 0.6290 | 0.7931 |
| No log | 4.4255 | 416 | 0.7659 | 0.6610 | 0.7659 | 0.8752 |
| No log | 4.4468 | 418 | 0.9051 | 0.6725 | 0.9051 | 0.9514 |
| No log | 4.4681 | 420 | 0.8991 | 0.6725 | 0.8991 | 0.9482 |
| No log | 4.4894 | 422 | 0.7465 | 0.7319 | 0.7465 | 0.8640 |
| No log | 4.5106 | 424 | 0.6519 | 0.7320 | 0.6519 | 0.8074 |
| No log | 4.5319 | 426 | 0.6095 | 0.7542 | 0.6095 | 0.7807 |
| No log | 4.5532 | 428 | 0.6566 | 0.7387 | 0.6566 | 0.8103 |
| No log | 4.5745 | 430 | 0.7262 | 0.7141 | 0.7262 | 0.8522 |
| No log | 4.5957 | 432 | 0.8146 | 0.6871 | 0.8146 | 0.9026 |
| No log | 4.6170 | 434 | 0.7785 | 0.6876 | 0.7785 | 0.8823 |
| No log | 4.6383 | 436 | 0.7576 | 0.7021 | 0.7576 | 0.8704 |
| No log | 4.6596 | 438 | 0.7098 | 0.7163 | 0.7098 | 0.8425 |
| No log | 4.6809 | 440 | 0.7546 | 0.7063 | 0.7546 | 0.8687 |
| No log | 4.7021 | 442 | 0.9152 | 0.6576 | 0.9152 | 0.9567 |
| No log | 4.7234 | 444 | 1.0164 | 0.6691 | 1.0164 | 1.0082 |
| No log | 4.7447 | 446 | 1.0493 | 0.6591 | 1.0493 | 1.0244 |
| No log | 4.7660 | 448 | 0.9493 | 0.6979 | 0.9493 | 0.9743 |
| No log | 4.7872 | 450 | 0.8754 | 0.7137 | 0.8754 | 0.9356 |
| No log | 4.8085 | 452 | 0.8014 | 0.7266 | 0.8014 | 0.8952 |
| No log | 4.8298 | 454 | 0.8285 | 0.7041 | 0.8285 | 0.9102 |
| No log | 4.8511 | 456 | 0.9811 | 0.6824 | 0.9811 | 0.9905 |
| No log | 4.8723 | 458 | 1.1141 | 0.6314 | 1.1141 | 1.0555 |
| No log | 4.8936 | 460 | 1.0829 | 0.6314 | 1.0829 | 1.0406 |
| No log | 4.9149 | 462 | 0.9497 | 0.6566 | 0.9497 | 0.9745 |
| No log | 4.9362 | 464 | 0.7487 | 0.7048 | 0.7487 | 0.8653 |
| No log | 4.9574 | 466 | 0.6356 | 0.7527 | 0.6356 | 0.7972 |
| No log | 4.9787 | 468 | 0.6094 | 0.7623 | 0.6094 | 0.7807 |
| No log | 5.0 | 470 | 0.6574 | 0.7296 | 0.6574 | 0.8108 |
| No log | 5.0213 | 472 | 0.7391 | 0.7011 | 0.7391 | 0.8597 |
| No log | 5.0426 | 474 | 0.8559 | 0.6648 | 0.8559 | 0.9252 |
| No log | 5.0638 | 476 | 0.9127 | 0.6594 | 0.9127 | 0.9554 |
| No log | 5.0851 | 478 | 0.9368 | 0.6673 | 0.9368 | 0.9679 |
| No log | 5.1064 | 480 | 0.9677 | 0.6804 | 0.9677 | 0.9837 |
| No log | 5.1277 | 482 | 0.8905 | 0.6790 | 0.8905 | 0.9437 |
| No log | 5.1489 | 484 | 0.7725 | 0.6965 | 0.7725 | 0.8789 |
| No log | 5.1702 | 486 | 0.6886 | 0.7153 | 0.6886 | 0.8298 |
| No log | 5.1915 | 488 | 0.6232 | 0.7354 | 0.6232 | 0.7894 |
| No log | 5.2128 | 490 | 0.5808 | 0.7511 | 0.5808 | 0.7621 |
| No log | 5.2340 | 492 | 0.5917 | 0.7472 | 0.5917 | 0.7692 |
| No log | 5.2553 | 494 | 0.6638 | 0.7324 | 0.6638 | 0.8147 |
| No log | 5.2766 | 496 | 0.7944 | 0.7002 | 0.7944 | 0.8913 |
| No log | 5.2979 | 498 | 0.9231 | 0.6771 | 0.9231 | 0.9608 |
| 0.4469 | 5.3191 | 500 | 0.9427 | 0.6732 | 0.9427 | 0.9709 |
| 0.4469 | 5.3404 | 502 | 0.9793 | 0.6653 | 0.9793 | 0.9896 |
| 0.4469 | 5.3617 | 504 | 0.9267 | 0.6832 | 0.9267 | 0.9626 |
| 0.4469 | 5.3830 | 506 | 0.9078 | 0.6625 | 0.9078 | 0.9528 |
| 0.4469 | 5.4043 | 508 | 0.8847 | 0.6587 | 0.8847 | 0.9406 |
| 0.4469 | 5.4255 | 510 | 0.9099 | 0.6587 | 0.9099 | 0.9539 |
| 0.4469 | 5.4468 | 512 | 0.9574 | 0.6479 | 0.9574 | 0.9785 |
| 0.4469 | 5.4681 | 514 | 1.0415 | 0.6471 | 1.0415 | 1.0205 |
| 0.4469 | 5.4894 | 516 | 1.0774 | 0.6564 | 1.0774 | 1.0380 |
| 0.4469 | 5.5106 | 518 | 0.9608 | 0.6569 | 0.9608 | 0.9802 |
| 0.4469 | 5.5319 | 520 | 0.7859 | 0.6771 | 0.7859 | 0.8865 |
| 0.4469 | 5.5532 | 522 | 0.6935 | 0.7233 | 0.6935 | 0.8328 |
| 0.4469 | 5.5745 | 524 | 0.6127 | 0.7379 | 0.6127 | 0.7828 |
| 0.4469 | 5.5957 | 526 | 0.5799 | 0.7520 | 0.5799 | 0.7615 |
| 0.4469 | 5.6170 | 528 | 0.5834 | 0.7436 | 0.5834 | 0.7638 |
| 0.4469 | 5.6383 | 530 | 0.6483 | 0.7267 | 0.6483 | 0.8052 |
| 0.4469 | 5.6596 | 532 | 0.7377 | 0.7072 | 0.7377 | 0.8589 |
| 0.4469 | 5.6809 | 534 | 0.9140 | 0.6659 | 0.9140 | 0.9560 |
| 0.4469 | 5.7021 | 536 | 1.0324 | 0.6570 | 1.0324 | 1.0161 |
| 0.4469 | 5.7234 | 538 | 0.9943 | 0.6641 | 0.9943 | 0.9971 |
| 0.4469 | 5.7447 | 540 | 0.8545 | 0.6726 | 0.8545 | 0.9244 |
| 0.4469 | 5.7660 | 542 | 0.7267 | 0.7017 | 0.7267 | 0.8525 |
| 0.4469 | 5.7872 | 544 | 0.7049 | 0.7093 | 0.7049 | 0.8396 |
| 0.4469 | 5.8085 | 546 | 0.7172 | 0.7109 | 0.7172 | 0.8469 |
| 0.4469 | 5.8298 | 548 | 0.7459 | 0.6909 | 0.7459 | 0.8636 |
| 0.4469 | 5.8511 | 550 | 0.8523 | 0.6733 | 0.8523 | 0.9232 |
| 0.4469 | 5.8723 | 552 | 0.9362 | 0.6661 | 0.9362 | 0.9676 |
| 0.4469 | 5.8936 | 554 | 0.9221 | 0.6719 | 0.9221 | 0.9602 |
| 0.4469 | 5.9149 | 556 | 0.8494 | 0.6802 | 0.8494 | 0.9216 |
| 0.4469 | 5.9362 | 558 | 0.7372 | 0.7238 | 0.7372 | 0.8586 |
| 0.4469 | 5.9574 | 560 | 0.6639 | 0.7299 | 0.6639 | 0.8148 |
| 0.4469 | 5.9787 | 562 | 0.6624 | 0.7388 | 0.6624 | 0.8139 |
| 0.4469 | 6.0 | 564 | 0.7149 | 0.7126 | 0.7149 | 0.8455 |
| 0.4469 | 6.0213 | 566 | 0.7192 | 0.6973 | 0.7192 | 0.8480 |
| 0.4469 | 6.0426 | 568 | 0.7048 | 0.7065 | 0.7048 | 0.8395 |
| 0.4469 | 6.0638 | 570 | 0.7535 | 0.6961 | 0.7535 | 0.8680 |
| 0.4469 | 6.0851 | 572 | 0.8790 | 0.6726 | 0.8790 | 0.9376 |
| 0.4469 | 6.1064 | 574 | 0.9859 | 0.6704 | 0.9859 | 0.9929 |
| 0.4469 | 6.1277 | 576 | 1.0099 | 0.6697 | 1.0099 | 1.0049 |
| 0.4469 | 6.1489 | 578 | 0.9435 | 0.6763 | 0.9435 | 0.9714 |
| 0.4469 | 6.1702 | 580 | 0.8680 | 0.6845 | 0.8680 | 0.9317 |
| 0.4469 | 6.1915 | 582 | 0.7451 | 0.7183 | 0.7451 | 0.8632 |
| 0.4469 | 6.2128 | 584 | 0.6823 | 0.7285 | 0.6823 | 0.8260 |
| 0.4469 | 6.2340 | 586 | 0.6826 | 0.7285 | 0.6826 | 0.8262 |
| 0.4469 | 6.2553 | 588 | 0.7188 | 0.7168 | 0.7188 | 0.8478 |
| 0.4469 | 6.2766 | 590 | 0.7748 | 0.6770 | 0.7748 | 0.8802 |
| 0.4469 | 6.2979 | 592 | 0.7937 | 0.6810 | 0.7937 | 0.8909 |
| 0.4469 | 6.3191 | 594 | 0.7871 | 0.6810 | 0.7871 | 0.8872 |
| 0.4469 | 6.3404 | 596 | 0.7919 | 0.6771 | 0.7919 | 0.8899 |
| 0.4469 | 6.3617 | 598 | 0.7709 | 0.6730 | 0.7709 | 0.8780 |
| 0.4469 | 6.3830 | 600 | 0.7660 | 0.6667 | 0.7660 | 0.8752 |
| 0.4469 | 6.4043 | 602 | 0.7915 | 0.6669 | 0.7915 | 0.8897 |
| 0.4469 | 6.4255 | 604 | 0.8348 | 0.6686 | 0.8348 | 0.9137 |
| 0.4469 | 6.4468 | 606 | 0.8214 | 0.6669 | 0.8214 | 0.9063 |
| 0.4469 | 6.4681 | 608 | 0.7613 | 0.6684 | 0.7613 | 0.8725 |
| 0.4469 | 6.4894 | 610 | 0.6894 | 0.7179 | 0.6894 | 0.8303 |
| 0.4469 | 6.5106 | 612 | 0.6254 | 0.7349 | 0.6254 | 0.7908 |
| 0.4469 | 6.5319 | 614 | 0.6164 | 0.7354 | 0.6164 | 0.7851 |
| 0.4469 | 6.5532 | 616 | 0.6590 | 0.7388 | 0.6590 | 0.8118 |
| 0.4469 | 6.5745 | 618 | 0.7613 | 0.6865 | 0.7613 | 0.8725 |
| 0.4469 | 6.5957 | 620 | 0.9254 | 0.6599 | 0.9254 | 0.9620 |
| 0.4469 | 6.6170 | 622 | 1.0444 | 0.6547 | 1.0444 | 1.0220 |
| 0.4469 | 6.6383 | 624 | 1.0734 | 0.6538 | 1.0734 | 1.0361 |
| 0.4469 | 6.6596 | 626 | 1.0282 | 0.6541 | 1.0282 | 1.0140 |
| 0.4469 | 6.6809 | 628 | 0.9156 | 0.6621 | 0.9156 | 0.9569 |
| 0.4469 | 6.7021 | 630 | 0.7703 | 0.6708 | 0.7703 | 0.8776 |
| 0.4469 | 6.7234 | 632 | 0.6896 | 0.7174 | 0.6896 | 0.8304 |
| 0.4469 | 6.7447 | 634 | 0.6723 | 0.7273 | 0.6723 | 0.8199 |
| 0.4469 | 6.7660 | 636 | 0.6667 | 0.7258 | 0.6667 | 0.8165 |
| 0.4469 | 6.7872 | 638 | 0.6944 | 0.7179 | 0.6944 | 0.8333 |
| 0.4469 | 6.8085 | 640 | 0.7770 | 0.6708 | 0.7770 | 0.8815 |
| 0.4469 | 6.8298 | 642 | 0.9077 | 0.6696 | 0.9077 | 0.9527 |
| 0.4469 | 6.8511 | 644 | 1.0298 | 0.6458 | 1.0298 | 1.0148 |
| 0.4469 | 6.8723 | 646 | 1.0477 | 0.6391 | 1.0477 | 1.0236 |
| 0.4469 | 6.8936 | 648 | 1.0198 | 0.6398 | 1.0198 | 1.0099 |
| 0.4469 | 6.9149 | 650 | 0.9297 | 0.6704 | 0.9297 | 0.9642 |
| 0.4469 | 6.9362 | 652 | 0.8467 | 0.6618 | 0.8467 | 0.9202 |
| 0.4469 | 6.9574 | 654 | 0.7857 | 0.6816 | 0.7857 | 0.8864 |
| 0.4469 | 6.9787 | 656 | 0.7395 | 0.6932 | 0.7395 | 0.8599 |
| 0.4469 | 7.0 | 658 | 0.7421 | 0.6797 | 0.7421 | 0.8614 |
| 0.4469 | 7.0213 | 660 | 0.7904 | 0.6654 | 0.7904 | 0.8890 |
| 0.4469 | 7.0426 | 662 | 0.8790 | 0.6570 | 0.8790 | 0.9376 |
| 0.4469 | 7.0638 | 664 | 0.9593 | 0.6497 | 0.9593 | 0.9794 |
| 0.4469 | 7.0851 | 666 | 1.0273 | 0.6430 | 1.0273 | 1.0136 |
| 0.4469 | 7.1064 | 668 | 1.0218 | 0.6430 | 1.0218 | 1.0108 |
| 0.4469 | 7.1277 | 670 | 0.9370 | 0.6552 | 0.9370 | 0.9680 |
| 0.4469 | 7.1489 | 672 | 0.8388 | 0.6660 | 0.8388 | 0.9159 |
| 0.4469 | 7.1702 | 674 | 0.7276 | 0.7227 | 0.7276 | 0.8530 |
| 0.4469 | 7.1915 | 676 | 0.6346 | 0.7605 | 0.6346 | 0.7966 |
| 0.4469 | 7.2128 | 678 | 0.6018 | 0.7597 | 0.6018 | 0.7757 |
| 0.4469 | 7.2340 | 680 | 0.6036 | 0.7593 | 0.6036 | 0.7769 |
| 0.4469 | 7.2553 | 682 | 0.6306 | 0.7622 | 0.6306 | 0.7941 |
| 0.4469 | 7.2766 | 684 | 0.6629 | 0.7373 | 0.6629 | 0.8142 |
| 0.4469 | 7.2979 | 686 | 0.7053 | 0.7134 | 0.7053 | 0.8398 |
| 0.4469 | 7.3191 | 688 | 0.7573 | 0.6740 | 0.7573 | 0.8702 |
| 0.4469 | 7.3404 | 690 | 0.7564 | 0.6773 | 0.7564 | 0.8697 |
| 0.4469 | 7.3617 | 692 | 0.7224 | 0.6943 | 0.7224 | 0.8499 |
| 0.4469 | 7.3830 | 694 | 0.6980 | 0.7093 | 0.6980 | 0.8355 |
| 0.4469 | 7.4043 | 696 | 0.6696 | 0.7206 | 0.6696 | 0.8183 |
| 0.4469 | 7.4255 | 698 | 0.6269 | 0.7307 | 0.6269 | 0.7917 |
| 0.4469 | 7.4468 | 700 | 0.6111 | 0.7410 | 0.6111 | 0.7817 |
| 0.4469 | 7.4681 | 702 | 0.6021 | 0.7374 | 0.6021 | 0.7759 |
| 0.4469 | 7.4894 | 704 | 0.6249 | 0.7349 | 0.6249 | 0.7905 |
| 0.4469 | 7.5106 | 706 | 0.6801 | 0.7134 | 0.6801 | 0.8247 |
| 0.4469 | 7.5319 | 708 | 0.7286 | 0.6926 | 0.7286 | 0.8536 |
| 0.4469 | 7.5532 | 710 | 0.7448 | 0.6836 | 0.7448 | 0.8630 |
| 0.4469 | 7.5745 | 712 | 0.7305 | 0.6932 | 0.7305 | 0.8547 |
| 0.4469 | 7.5957 | 714 | 0.6840 | 0.7081 | 0.6840 | 0.8271 |
| 0.4469 | 7.6170 | 716 | 0.6493 | 0.7145 | 0.6493 | 0.8058 |
| 0.4469 | 7.6383 | 718 | 0.6534 | 0.7145 | 0.6534 | 0.8083 |
| 0.4469 | 7.6596 | 720 | 0.6837 | 0.7081 | 0.6837 | 0.8269 |
| 0.4469 | 7.6809 | 722 | 0.7306 | 0.6899 | 0.7306 | 0.8547 |
| 0.4469 | 7.7021 | 724 | 0.8178 | 0.6600 | 0.8178 | 0.9043 |
| 0.4469 | 7.7234 | 726 | 0.9049 | 0.6612 | 0.9049 | 0.9513 |
| 0.4469 | 7.7447 | 728 | 0.9547 | 0.6692 | 0.9547 | 0.9771 |
| 0.4469 | 7.7660 | 730 | 0.9547 | 0.6609 | 0.9547 | 0.9771 |
| 0.4469 | 7.7872 | 732 | 0.9072 | 0.6518 | 0.9072 | 0.9525 |
| 0.4469 | 7.8085 | 734 | 0.8483 | 0.6553 | 0.8483 | 0.9210 |
| 0.4469 | 7.8298 | 736 | 0.7849 | 0.6714 | 0.7849 | 0.8859 |
| 0.4469 | 7.8511 | 738 | 0.7309 | 0.7072 | 0.7309 | 0.8549 |
| 0.4469 | 7.8723 | 740 | 0.7029 | 0.7078 | 0.7029 | 0.8384 |
| 0.4469 | 7.8936 | 742 | 0.6993 | 0.7168 | 0.6993 | 0.8362 |
| 0.4469 | 7.9149 | 744 | 0.6833 | 0.7101 | 0.6833 | 0.8266 |
| 0.4469 | 7.9362 | 746 | 0.6886 | 0.7155 | 0.6886 | 0.8298 |
| 0.4469 | 7.9574 | 748 | 0.7262 | 0.7078 | 0.7262 | 0.8522 |
| 0.4469 | 7.9787 | 750 | 0.7702 | 0.6894 | 0.7702 | 0.8776 |
| 0.4469 | 8.0 | 752 | 0.8486 | 0.6598 | 0.8486 | 0.9212 |
| 0.4469 | 8.0213 | 754 | 0.9132 | 0.6597 | 0.9132 | 0.9556 |
| 0.4469 | 8.0426 | 756 | 0.9437 | 0.6629 | 0.9437 | 0.9714 |
| 0.4469 | 8.0638 | 758 | 0.9347 | 0.6629 | 0.9347 | 0.9668 |
| 0.4469 | 8.0851 | 760 | 0.8954 | 0.6564 | 0.8954 | 0.9462 |
| 0.4469 | 8.1064 | 762 | 0.8368 | 0.6553 | 0.8368 | 0.9148 |
| 0.4469 | 8.1277 | 764 | 0.7775 | 0.6669 | 0.7775 | 0.8817 |
| 0.4469 | 8.1489 | 766 | 0.7505 | 0.6903 | 0.7505 | 0.8663 |
| 0.4469 | 8.1702 | 768 | 0.7587 | 0.6797 | 0.7587 | 0.8710 |
| 0.4469 | 8.1915 | 770 | 0.7715 | 0.6797 | 0.7715 | 0.8783 |
| 0.4469 | 8.2128 | 772 | 0.7550 | 0.6886 | 0.7550 | 0.8689 |
| 0.4469 | 8.2340 | 774 | 0.7404 | 0.6983 | 0.7404 | 0.8604 |
| 0.4469 | 8.2553 | 776 | 0.7530 | 0.6876 | 0.7530 | 0.8677 |
| 0.4469 | 8.2766 | 778 | 0.7890 | 0.6797 | 0.7890 | 0.8883 |
| 0.4469 | 8.2979 | 780 | 0.8320 | 0.6654 | 0.8320 | 0.9121 |
| 0.4469 | 8.3191 | 782 | 0.8447 | 0.6639 | 0.8447 | 0.9191 |
| 0.4469 | 8.3404 | 784 | 0.8579 | 0.6553 | 0.8579 | 0.9262 |
| 0.4469 | 8.3617 | 786 | 0.8523 | 0.6630 | 0.8523 | 0.9232 |
| 0.4469 | 8.3830 | 788 | 0.8407 | 0.6630 | 0.8407 | 0.9169 |
| 0.4469 | 8.4043 | 790 | 0.8261 | 0.6669 | 0.8261 | 0.9089 |
| 0.4469 | 8.4255 | 792 | 0.8070 | 0.6684 | 0.8070 | 0.8983 |
| 0.4469 | 8.4468 | 794 | 0.8086 | 0.6684 | 0.8086 | 0.8992 |
| 0.4469 | 8.4681 | 796 | 0.8048 | 0.6684 | 0.8048 | 0.8971 |
| 0.4469 | 8.4894 | 798 | 0.7930 | 0.6684 | 0.7930 | 0.8905 |
| 0.4469 | 8.5106 | 800 | 0.7813 | 0.6787 | 0.7813 | 0.8839 |
| 0.4469 | 8.5319 | 802 | 0.7830 | 0.6771 | 0.7830 | 0.8849 |
| 0.4469 | 8.5532 | 804 | 0.7729 | 0.6843 | 0.7729 | 0.8791 |
| 0.4469 | 8.5745 | 806 | 0.7418 | 0.7102 | 0.7418 | 0.8613 |
| 0.4469 | 8.5957 | 808 | 0.7209 | 0.7102 | 0.7209 | 0.8491 |
| 0.4469 | 8.6170 | 810 | 0.7071 | 0.7163 | 0.7071 | 0.8409 |
| 0.4469 | 8.6383 | 812 | 0.7118 | 0.7102 | 0.7118 | 0.8437 |
| 0.4469 | 8.6596 | 814 | 0.7277 | 0.7102 | 0.7277 | 0.8530 |
| 0.4469 | 8.6809 | 816 | 0.7511 | 0.6961 | 0.7511 | 0.8667 |
| 0.4469 | 8.7021 | 818 | 0.7650 | 0.6797 | 0.7650 | 0.8747 |
| 0.4469 | 8.7234 | 820 | 0.7699 | 0.6797 | 0.7699 | 0.8775 |
| 0.4469 | 8.7447 | 822 | 0.7838 | 0.6693 | 0.7838 | 0.8853 |
| 0.4469 | 8.7660 | 824 | 0.7881 | 0.6693 | 0.7881 | 0.8878 |
| 0.4469 | 8.7872 | 826 | 0.7765 | 0.6781 | 0.7765 | 0.8812 |
| 0.4469 | 8.8085 | 828 | 0.7522 | 0.6893 | 0.7522 | 0.8673 |
| 0.4469 | 8.8298 | 830 | 0.7213 | 0.7041 | 0.7213 | 0.8493 |
| 0.4469 | 8.8511 | 832 | 0.6984 | 0.7102 | 0.6984 | 0.8357 |
| 0.4469 | 8.8723 | 834 | 0.6930 | 0.7163 | 0.6930 | 0.8325 |
| 0.4469 | 8.8936 | 836 | 0.7073 | 0.7163 | 0.7073 | 0.8410 |
| 0.4469 | 8.9149 | 838 | 0.7246 | 0.7144 | 0.7246 | 0.8512 |
| 0.4469 | 8.9362 | 840 | 0.7446 | 0.7084 | 0.7446 | 0.8629 |
| 0.4469 | 8.9574 | 842 | 0.7759 | 0.6738 | 0.7759 | 0.8808 |
| 0.4469 | 8.9787 | 844 | 0.7990 | 0.6738 | 0.7990 | 0.8938 |
| 0.4469 | 9.0 | 846 | 0.8184 | 0.6684 | 0.8184 | 0.9046 |
| 0.4469 | 9.0213 | 848 | 0.8230 | 0.6645 | 0.8230 | 0.9072 |
| 0.4469 | 9.0426 | 850 | 0.8169 | 0.6645 | 0.8169 | 0.9038 |
| 0.4469 | 9.0638 | 852 | 0.8091 | 0.6660 | 0.8091 | 0.8995 |
| 0.4469 | 9.0851 | 854 | 0.8178 | 0.6671 | 0.8178 | 0.9043 |
| 0.4469 | 9.1064 | 856 | 0.8183 | 0.6593 | 0.8183 | 0.9046 |
| 0.4469 | 9.1277 | 858 | 0.8094 | 0.6608 | 0.8094 | 0.8996 |
| 0.4469 | 9.1489 | 860 | 0.8105 | 0.6608 | 0.8105 | 0.9003 |
| 0.4469 | 9.1702 | 862 | 0.8033 | 0.6695 | 0.8033 | 0.8963 |
| 0.4469 | 9.1915 | 864 | 0.7903 | 0.6727 | 0.7903 | 0.8890 |
| 0.4469 | 9.2128 | 866 | 0.7772 | 0.6813 | 0.7772 | 0.8816 |
| 0.4469 | 9.2340 | 868 | 0.7710 | 0.6870 | 0.7710 | 0.8781 |
| 0.4469 | 9.2553 | 870 | 0.7721 | 0.6910 | 0.7721 | 0.8787 |
| 0.4469 | 9.2766 | 872 | 0.7719 | 0.6910 | 0.7719 | 0.8786 |
| 0.4469 | 9.2979 | 874 | 0.7757 | 0.6910 | 0.7757 | 0.8808 |
| 0.4469 | 9.3191 | 876 | 0.7832 | 0.6803 | 0.7832 | 0.8850 |
| 0.4469 | 9.3404 | 878 | 0.7853 | 0.6675 | 0.7853 | 0.8862 |
| 0.4469 | 9.3617 | 880 | 0.7758 | 0.6893 | 0.7758 | 0.8808 |
| 0.4469 | 9.3830 | 882 | 0.7688 | 0.6893 | 0.7688 | 0.8768 |
| 0.4469 | 9.4043 | 884 | 0.7637 | 0.7001 | 0.7637 | 0.8739 |
| 0.4469 | 9.4255 | 886 | 0.7544 | 0.7001 | 0.7544 | 0.8686 |
| 0.4469 | 9.4468 | 888 | 0.7496 | 0.7001 | 0.7496 | 0.8658 |
| 0.4469 | 9.4681 | 890 | 0.7532 | 0.7001 | 0.7532 | 0.8679 |
| 0.4469 | 9.4894 | 892 | 0.7530 | 0.7001 | 0.7530 | 0.8677 |
| 0.4469 | 9.5106 | 894 | 0.7514 | 0.7001 | 0.7514 | 0.8668 |
| 0.4469 | 9.5319 | 896 | 0.7538 | 0.7001 | 0.7538 | 0.8682 |
| 0.4469 | 9.5532 | 898 | 0.7609 | 0.7001 | 0.7609 | 0.8723 |
| 0.4469 | 9.5745 | 900 | 0.7642 | 0.6893 | 0.7642 | 0.8742 |
| 0.4469 | 9.5957 | 902 | 0.7647 | 0.6893 | 0.7647 | 0.8744 |
| 0.4469 | 9.6170 | 904 | 0.7619 | 0.7001 | 0.7619 | 0.8729 |
| 0.4469 | 9.6383 | 906 | 0.7549 | 0.7001 | 0.7549 | 0.8689 |
| 0.4469 | 9.6596 | 908 | 0.7554 | 0.7001 | 0.7554 | 0.8691 |
| 0.4469 | 9.6809 | 910 | 0.7562 | 0.7001 | 0.7562 | 0.8696 |
| 0.4469 | 9.7021 | 912 | 0.7581 | 0.7001 | 0.7581 | 0.8707 |
| 0.4469 | 9.7234 | 914 | 0.7626 | 0.7001 | 0.7626 | 0.8733 |
| 0.4469 | 9.7447 | 916 | 0.7647 | 0.7001 | 0.7647 | 0.8745 |
| 0.4469 | 9.7660 | 918 | 0.7663 | 0.6910 | 0.7663 | 0.8754 |
| 0.4469 | 9.7872 | 920 | 0.7696 | 0.6893 | 0.7696 | 0.8773 |
| 0.4469 | 9.8085 | 922 | 0.7694 | 0.6910 | 0.7694 | 0.8772 |
| 0.4469 | 9.8298 | 924 | 0.7711 | 0.6893 | 0.7711 | 0.8781 |
| 0.4469 | 9.8511 | 926 | 0.7740 | 0.6803 | 0.7740 | 0.8797 |
| 0.4469 | 9.8723 | 928 | 0.7736 | 0.6803 | 0.7736 | 0.8796 |
| 0.4469 | 9.8936 | 930 | 0.7736 | 0.6803 | 0.7736 | 0.8795 |
| 0.4469 | 9.9149 | 932 | 0.7734 | 0.6803 | 0.7734 | 0.8794 |
| 0.4469 | 9.9362 | 934 | 0.7738 | 0.6803 | 0.7738 | 0.8796 |
| 0.4469 | 9.9574 | 936 | 0.7746 | 0.6803 | 0.7746 | 0.8801 |
| 0.4469 | 9.9787 | 938 | 0.7750 | 0.6803 | 0.7750 | 0.8803 |
| 0.4469 | 10.0 | 940 | 0.7750 | 0.6803 | 0.7750 | 0.8803 |
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/ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k17_task1_organization
Base model
aubmindlab/bert-base-arabertv02