Instructions to use MayBashendy/ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run1_AugV5_k15_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_run1_AugV5_k15_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_run1_AugV5_k15_task1_organization")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("MayBashendy/ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run1_AugV5_k15_task1_organization") model = AutoModelForSequenceClassification.from_pretrained("MayBashendy/ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run1_AugV5_k15_task1_organization", device_map="auto") - Notebooks
- Google Colab
- Kaggle
ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run1_AugV5_k15_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: 0.6085
- Qwk: 0.7460
- Mse: 0.6085
- Rmse: 0.7801
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 | 0.0238 | 2 | 5.3189 | -0.0319 | 5.3189 | 2.3063 |
| No log | 0.0476 | 4 | 3.5140 | 0.0650 | 3.5140 | 1.8746 |
| No log | 0.0714 | 6 | 1.9261 | 0.1296 | 1.9261 | 1.3879 |
| No log | 0.0952 | 8 | 1.4720 | 0.1112 | 1.4720 | 1.2132 |
| No log | 0.1190 | 10 | 1.1952 | 0.2117 | 1.1952 | 1.0932 |
| No log | 0.1429 | 12 | 1.0645 | 0.2946 | 1.0645 | 1.0318 |
| No log | 0.1667 | 14 | 1.6094 | 0.1177 | 1.6094 | 1.2686 |
| No log | 0.1905 | 16 | 1.8101 | 0.1080 | 1.8101 | 1.3454 |
| No log | 0.2143 | 18 | 1.3391 | 0.2292 | 1.3391 | 1.1572 |
| No log | 0.2381 | 20 | 1.1200 | 0.2863 | 1.1200 | 1.0583 |
| No log | 0.2619 | 22 | 1.0838 | 0.3675 | 1.0838 | 1.0411 |
| No log | 0.2857 | 24 | 1.4347 | 0.1785 | 1.4347 | 1.1978 |
| No log | 0.3095 | 26 | 1.4617 | 0.2213 | 1.4617 | 1.2090 |
| No log | 0.3333 | 28 | 1.0404 | 0.4036 | 1.0404 | 1.0200 |
| No log | 0.3571 | 30 | 0.7308 | 0.5365 | 0.7308 | 0.8549 |
| No log | 0.3810 | 32 | 0.6846 | 0.6352 | 0.6846 | 0.8274 |
| No log | 0.4048 | 34 | 0.7977 | 0.5375 | 0.7977 | 0.8932 |
| No log | 0.4286 | 36 | 1.4268 | 0.3461 | 1.4268 | 1.1945 |
| No log | 0.4524 | 38 | 1.6891 | 0.3067 | 1.6891 | 1.2997 |
| No log | 0.4762 | 40 | 1.2969 | 0.4237 | 1.2969 | 1.1388 |
| No log | 0.5 | 42 | 0.8218 | 0.5844 | 0.8218 | 0.9065 |
| No log | 0.5238 | 44 | 0.7229 | 0.6140 | 0.7229 | 0.8502 |
| No log | 0.5476 | 46 | 0.7203 | 0.6547 | 0.7203 | 0.8487 |
| No log | 0.5714 | 48 | 0.8521 | 0.5829 | 0.8521 | 0.9231 |
| No log | 0.5952 | 50 | 1.1464 | 0.5113 | 1.1464 | 1.0707 |
| No log | 0.6190 | 52 | 1.2181 | 0.5050 | 1.2181 | 1.1037 |
| No log | 0.6429 | 54 | 0.8862 | 0.5577 | 0.8862 | 0.9414 |
| No log | 0.6667 | 56 | 0.6373 | 0.7349 | 0.6373 | 0.7983 |
| No log | 0.6905 | 58 | 0.5528 | 0.7566 | 0.5528 | 0.7435 |
| No log | 0.7143 | 60 | 0.5689 | 0.7405 | 0.5689 | 0.7543 |
| No log | 0.7381 | 62 | 0.6057 | 0.7217 | 0.6057 | 0.7783 |
| No log | 0.7619 | 64 | 0.7900 | 0.5912 | 0.7900 | 0.8888 |
| No log | 0.7857 | 66 | 0.8440 | 0.5751 | 0.8440 | 0.9187 |
| No log | 0.8095 | 68 | 0.8069 | 0.5653 | 0.8069 | 0.8983 |
| No log | 0.8333 | 70 | 0.8016 | 0.5797 | 0.8016 | 0.8953 |
| No log | 0.8571 | 72 | 0.7722 | 0.6697 | 0.7722 | 0.8788 |
| No log | 0.8810 | 74 | 0.6099 | 0.7385 | 0.6099 | 0.7810 |
| No log | 0.9048 | 76 | 0.6044 | 0.7679 | 0.6044 | 0.7774 |
| No log | 0.9286 | 78 | 0.7245 | 0.7167 | 0.7245 | 0.8512 |
| No log | 0.9524 | 80 | 0.9759 | 0.6402 | 0.9759 | 0.9879 |
| No log | 0.9762 | 82 | 0.8749 | 0.6577 | 0.8749 | 0.9354 |
| No log | 1.0 | 84 | 0.7655 | 0.7008 | 0.7655 | 0.8749 |
| No log | 1.0238 | 86 | 0.6353 | 0.7566 | 0.6353 | 0.7971 |
| No log | 1.0476 | 88 | 0.6396 | 0.7754 | 0.6396 | 0.7997 |
| No log | 1.0714 | 90 | 0.7012 | 0.7380 | 0.7012 | 0.8374 |
| No log | 1.0952 | 92 | 0.5784 | 0.7832 | 0.5784 | 0.7605 |
| No log | 1.1190 | 94 | 0.5494 | 0.7370 | 0.5494 | 0.7412 |
| No log | 1.1429 | 96 | 0.6255 | 0.7385 | 0.6255 | 0.7909 |
| No log | 1.1667 | 98 | 0.5354 | 0.7608 | 0.5354 | 0.7317 |
| No log | 1.1905 | 100 | 0.5374 | 0.7586 | 0.5374 | 0.7331 |
| No log | 1.2143 | 102 | 0.5478 | 0.7880 | 0.5478 | 0.7402 |
| No log | 1.2381 | 104 | 0.6024 | 0.7453 | 0.6024 | 0.7761 |
| No log | 1.2619 | 106 | 0.6232 | 0.7364 | 0.6232 | 0.7894 |
| No log | 1.2857 | 108 | 0.6378 | 0.7237 | 0.6378 | 0.7987 |
| No log | 1.3095 | 110 | 0.5693 | 0.7596 | 0.5693 | 0.7545 |
| No log | 1.3333 | 112 | 0.5574 | 0.7661 | 0.5574 | 0.7466 |
| No log | 1.3571 | 114 | 0.5766 | 0.7201 | 0.5766 | 0.7594 |
| No log | 1.3810 | 116 | 0.6437 | 0.6885 | 0.6437 | 0.8023 |
| No log | 1.4048 | 118 | 0.6157 | 0.6909 | 0.6157 | 0.7847 |
| No log | 1.4286 | 120 | 0.5615 | 0.7038 | 0.5615 | 0.7493 |
| No log | 1.4524 | 122 | 0.5903 | 0.7141 | 0.5903 | 0.7683 |
| No log | 1.4762 | 124 | 0.5633 | 0.7302 | 0.5633 | 0.7505 |
| No log | 1.5 | 126 | 0.5730 | 0.7308 | 0.5730 | 0.7570 |
| No log | 1.5238 | 128 | 0.6291 | 0.7034 | 0.6291 | 0.7931 |
| No log | 1.5476 | 130 | 0.6323 | 0.6818 | 0.6323 | 0.7952 |
| No log | 1.5714 | 132 | 0.6441 | 0.7010 | 0.6441 | 0.8026 |
| No log | 1.5952 | 134 | 0.7316 | 0.6756 | 0.7316 | 0.8553 |
| No log | 1.6190 | 136 | 0.8060 | 0.6510 | 0.8060 | 0.8978 |
| No log | 1.6429 | 138 | 0.7418 | 0.6897 | 0.7418 | 0.8613 |
| No log | 1.6667 | 140 | 0.7668 | 0.6897 | 0.7668 | 0.8757 |
| No log | 1.6905 | 142 | 0.8425 | 0.6886 | 0.8425 | 0.9179 |
| No log | 1.7143 | 144 | 0.8671 | 0.6816 | 0.8671 | 0.9312 |
| No log | 1.7381 | 146 | 0.9410 | 0.6474 | 0.9410 | 0.9701 |
| No log | 1.7619 | 148 | 0.6458 | 0.7358 | 0.6458 | 0.8036 |
| No log | 1.7857 | 150 | 0.6391 | 0.7491 | 0.6391 | 0.7994 |
| No log | 1.8095 | 152 | 0.6221 | 0.7471 | 0.6221 | 0.7887 |
| No log | 1.8333 | 154 | 0.5765 | 0.7731 | 0.5765 | 0.7593 |
| No log | 1.8571 | 156 | 0.5769 | 0.7617 | 0.5769 | 0.7595 |
| No log | 1.8810 | 158 | 0.5878 | 0.7661 | 0.5878 | 0.7667 |
| No log | 1.9048 | 160 | 0.6372 | 0.7426 | 0.6372 | 0.7982 |
| No log | 1.9286 | 162 | 0.7681 | 0.7280 | 0.7681 | 0.8764 |
| No log | 1.9524 | 164 | 0.6961 | 0.7259 | 0.6961 | 0.8343 |
| No log | 1.9762 | 166 | 0.5985 | 0.7345 | 0.5985 | 0.7736 |
| No log | 2.0 | 168 | 0.7944 | 0.6058 | 0.7944 | 0.8913 |
| No log | 2.0238 | 170 | 0.8590 | 0.6019 | 0.8590 | 0.9268 |
| No log | 2.0476 | 172 | 0.7172 | 0.6433 | 0.7172 | 0.8469 |
| No log | 2.0714 | 174 | 0.5671 | 0.7396 | 0.5671 | 0.7531 |
| No log | 2.0952 | 176 | 0.6384 | 0.7366 | 0.6384 | 0.7990 |
| No log | 2.1190 | 178 | 0.6944 | 0.7334 | 0.6944 | 0.8333 |
| No log | 2.1429 | 180 | 0.6712 | 0.7518 | 0.6712 | 0.8193 |
| No log | 2.1667 | 182 | 0.6501 | 0.7528 | 0.6501 | 0.8063 |
| No log | 2.1905 | 184 | 0.5914 | 0.7565 | 0.5914 | 0.7690 |
| No log | 2.2143 | 186 | 0.5691 | 0.7339 | 0.5691 | 0.7544 |
| No log | 2.2381 | 188 | 0.5677 | 0.7364 | 0.5677 | 0.7535 |
| No log | 2.2619 | 190 | 0.6670 | 0.7410 | 0.6670 | 0.8167 |
| No log | 2.2857 | 192 | 0.7956 | 0.6738 | 0.7956 | 0.8920 |
| No log | 2.3095 | 194 | 0.7297 | 0.7126 | 0.7297 | 0.8542 |
| No log | 2.3333 | 196 | 0.5678 | 0.7685 | 0.5678 | 0.7535 |
| No log | 2.3571 | 198 | 0.6435 | 0.7128 | 0.6435 | 0.8022 |
| No log | 2.3810 | 200 | 0.6313 | 0.7205 | 0.6313 | 0.7945 |
| No log | 2.4048 | 202 | 0.6176 | 0.7570 | 0.6176 | 0.7859 |
| No log | 2.4286 | 204 | 0.7934 | 0.7071 | 0.7934 | 0.8907 |
| No log | 2.4524 | 206 | 0.7469 | 0.7218 | 0.7469 | 0.8643 |
| No log | 2.4762 | 208 | 0.6204 | 0.7641 | 0.6204 | 0.7877 |
| No log | 2.5 | 210 | 0.5745 | 0.7581 | 0.5745 | 0.7580 |
| No log | 2.5238 | 212 | 0.5838 | 0.7693 | 0.5838 | 0.7641 |
| No log | 2.5476 | 214 | 0.5773 | 0.7520 | 0.5773 | 0.7598 |
| No log | 2.5714 | 216 | 0.5997 | 0.7331 | 0.5997 | 0.7744 |
| No log | 2.5952 | 218 | 0.6763 | 0.7169 | 0.6763 | 0.8224 |
| No log | 2.6190 | 220 | 0.6534 | 0.7209 | 0.6534 | 0.8084 |
| No log | 2.6429 | 222 | 0.6007 | 0.7392 | 0.6007 | 0.7751 |
| No log | 2.6667 | 224 | 0.6098 | 0.7380 | 0.6098 | 0.7809 |
| No log | 2.6905 | 226 | 0.6309 | 0.7296 | 0.6309 | 0.7943 |
| No log | 2.7143 | 228 | 0.7066 | 0.7309 | 0.7066 | 0.8406 |
| No log | 2.7381 | 230 | 0.8024 | 0.7209 | 0.8024 | 0.8958 |
| No log | 2.7619 | 232 | 0.7350 | 0.7324 | 0.7350 | 0.8573 |
| No log | 2.7857 | 234 | 0.6743 | 0.7297 | 0.6743 | 0.8211 |
| No log | 2.8095 | 236 | 0.6445 | 0.7282 | 0.6445 | 0.8028 |
| No log | 2.8333 | 238 | 0.6623 | 0.7279 | 0.6623 | 0.8138 |
| No log | 2.8571 | 240 | 0.6828 | 0.7201 | 0.6828 | 0.8263 |
| No log | 2.8810 | 242 | 0.8064 | 0.7279 | 0.8064 | 0.8980 |
| No log | 2.9048 | 244 | 0.8528 | 0.7224 | 0.8528 | 0.9235 |
| No log | 2.9286 | 246 | 0.8082 | 0.7329 | 0.8082 | 0.8990 |
| No log | 2.9524 | 248 | 0.7449 | 0.7204 | 0.7449 | 0.8631 |
| No log | 2.9762 | 250 | 0.6775 | 0.7185 | 0.6775 | 0.8231 |
| No log | 3.0 | 252 | 0.6834 | 0.7214 | 0.6834 | 0.8267 |
| No log | 3.0238 | 254 | 0.7196 | 0.6942 | 0.7196 | 0.8483 |
| No log | 3.0476 | 256 | 0.6693 | 0.7207 | 0.6693 | 0.8181 |
| No log | 3.0714 | 258 | 0.6581 | 0.7167 | 0.6581 | 0.8112 |
| No log | 3.0952 | 260 | 0.6800 | 0.7417 | 0.6800 | 0.8246 |
| No log | 3.1190 | 262 | 0.6699 | 0.7372 | 0.6699 | 0.8185 |
| No log | 3.1429 | 264 | 0.6390 | 0.7175 | 0.6390 | 0.7994 |
| No log | 3.1667 | 266 | 0.6258 | 0.7329 | 0.6258 | 0.7911 |
| No log | 3.1905 | 268 | 0.6124 | 0.7414 | 0.6124 | 0.7825 |
| No log | 3.2143 | 270 | 0.6744 | 0.7269 | 0.6744 | 0.8212 |
| No log | 3.2381 | 272 | 0.7761 | 0.7218 | 0.7761 | 0.8810 |
| No log | 3.2619 | 274 | 0.7318 | 0.7147 | 0.7318 | 0.8555 |
| No log | 3.2857 | 276 | 0.6822 | 0.7299 | 0.6822 | 0.8259 |
| No log | 3.3095 | 278 | 0.6265 | 0.7357 | 0.6265 | 0.7915 |
| No log | 3.3333 | 280 | 0.6171 | 0.7394 | 0.6171 | 0.7856 |
| No log | 3.3571 | 282 | 0.6227 | 0.7289 | 0.6227 | 0.7891 |
| No log | 3.3810 | 284 | 0.6651 | 0.7288 | 0.6651 | 0.8155 |
| No log | 3.4048 | 286 | 0.7022 | 0.7056 | 0.7022 | 0.8380 |
| No log | 3.4286 | 288 | 0.6560 | 0.7287 | 0.6560 | 0.8099 |
| No log | 3.4524 | 290 | 0.6357 | 0.6762 | 0.6357 | 0.7973 |
| No log | 3.4762 | 292 | 0.7079 | 0.6620 | 0.7079 | 0.8414 |
| No log | 3.5 | 294 | 0.6916 | 0.6615 | 0.6916 | 0.8316 |
| No log | 3.5238 | 296 | 0.6801 | 0.7266 | 0.6801 | 0.8247 |
| No log | 3.5476 | 298 | 0.7480 | 0.7257 | 0.7480 | 0.8648 |
| No log | 3.5714 | 300 | 0.8218 | 0.7274 | 0.8218 | 0.9065 |
| No log | 3.5952 | 302 | 0.7765 | 0.7349 | 0.7765 | 0.8812 |
| No log | 3.6190 | 304 | 0.6667 | 0.7497 | 0.6667 | 0.8165 |
| No log | 3.6429 | 306 | 0.6472 | 0.7087 | 0.6472 | 0.8045 |
| No log | 3.6667 | 308 | 0.6378 | 0.7464 | 0.6378 | 0.7986 |
| No log | 3.6905 | 310 | 0.6915 | 0.7288 | 0.6915 | 0.8315 |
| No log | 3.7143 | 312 | 0.7719 | 0.7083 | 0.7719 | 0.8786 |
| No log | 3.7381 | 314 | 0.7903 | 0.7289 | 0.7903 | 0.8890 |
| No log | 3.7619 | 316 | 0.6726 | 0.7479 | 0.6726 | 0.8201 |
| No log | 3.7857 | 318 | 0.6008 | 0.7530 | 0.6008 | 0.7751 |
| No log | 3.8095 | 320 | 0.6088 | 0.7084 | 0.6088 | 0.7802 |
| No log | 3.8333 | 322 | 0.5976 | 0.7388 | 0.5976 | 0.7731 |
| No log | 3.8571 | 324 | 0.6315 | 0.7379 | 0.6315 | 0.7946 |
| No log | 3.8810 | 326 | 0.6374 | 0.7175 | 0.6374 | 0.7983 |
| No log | 3.9048 | 328 | 0.6016 | 0.7207 | 0.6016 | 0.7756 |
| No log | 3.9286 | 330 | 0.6081 | 0.6835 | 0.6081 | 0.7798 |
| No log | 3.9524 | 332 | 0.6804 | 0.6778 | 0.6804 | 0.8249 |
| No log | 3.9762 | 334 | 0.6705 | 0.6728 | 0.6705 | 0.8188 |
| No log | 4.0 | 336 | 0.6019 | 0.7143 | 0.6019 | 0.7758 |
| No log | 4.0238 | 338 | 0.5980 | 0.7613 | 0.5980 | 0.7733 |
| No log | 4.0476 | 340 | 0.6420 | 0.7571 | 0.6420 | 0.8012 |
| No log | 4.0714 | 342 | 0.6477 | 0.7603 | 0.6477 | 0.8048 |
| No log | 4.0952 | 344 | 0.6002 | 0.7664 | 0.6002 | 0.7747 |
| No log | 4.1190 | 346 | 0.5934 | 0.7280 | 0.5934 | 0.7703 |
| No log | 4.1429 | 348 | 0.5954 | 0.7435 | 0.5954 | 0.7716 |
| No log | 4.1667 | 350 | 0.5731 | 0.7422 | 0.5731 | 0.7570 |
| No log | 4.1905 | 352 | 0.6334 | 0.7282 | 0.6334 | 0.7959 |
| No log | 4.2143 | 354 | 0.7758 | 0.6778 | 0.7758 | 0.8808 |
| No log | 4.2381 | 356 | 0.7999 | 0.6528 | 0.7999 | 0.8944 |
| No log | 4.2619 | 358 | 0.7453 | 0.6672 | 0.7453 | 0.8633 |
| No log | 4.2857 | 360 | 0.6427 | 0.7122 | 0.6427 | 0.8017 |
| No log | 4.3095 | 362 | 0.5722 | 0.7503 | 0.5722 | 0.7564 |
| No log | 4.3333 | 364 | 0.5747 | 0.7489 | 0.5747 | 0.7581 |
| No log | 4.3571 | 366 | 0.5848 | 0.7523 | 0.5848 | 0.7647 |
| No log | 4.3810 | 368 | 0.5664 | 0.7334 | 0.5664 | 0.7526 |
| No log | 4.4048 | 370 | 0.5759 | 0.7498 | 0.5759 | 0.7589 |
| No log | 4.4286 | 372 | 0.5997 | 0.7291 | 0.5997 | 0.7744 |
| No log | 4.4524 | 374 | 0.5686 | 0.7386 | 0.5686 | 0.7540 |
| No log | 4.4762 | 376 | 0.5485 | 0.7431 | 0.5485 | 0.7406 |
| No log | 4.5 | 378 | 0.5540 | 0.7272 | 0.5540 | 0.7443 |
| No log | 4.5238 | 380 | 0.5510 | 0.7397 | 0.5510 | 0.7423 |
| No log | 4.5476 | 382 | 0.5613 | 0.7546 | 0.5613 | 0.7492 |
| No log | 4.5714 | 384 | 0.5931 | 0.7476 | 0.5931 | 0.7702 |
| No log | 4.5952 | 386 | 0.6195 | 0.7484 | 0.6195 | 0.7871 |
| No log | 4.6190 | 388 | 0.6148 | 0.7577 | 0.6148 | 0.7841 |
| No log | 4.6429 | 390 | 0.6272 | 0.7575 | 0.6272 | 0.7920 |
| No log | 4.6667 | 392 | 0.6465 | 0.7312 | 0.6465 | 0.8041 |
| No log | 4.6905 | 394 | 0.6366 | 0.7174 | 0.6366 | 0.7979 |
| No log | 4.7143 | 396 | 0.5802 | 0.7396 | 0.5802 | 0.7617 |
| No log | 4.7381 | 398 | 0.5881 | 0.7426 | 0.5881 | 0.7669 |
| No log | 4.7619 | 400 | 0.6409 | 0.7117 | 0.6409 | 0.8006 |
| No log | 4.7857 | 402 | 0.6231 | 0.7149 | 0.6231 | 0.7894 |
| No log | 4.8095 | 404 | 0.5742 | 0.7283 | 0.5742 | 0.7578 |
| No log | 4.8333 | 406 | 0.5448 | 0.7113 | 0.5448 | 0.7381 |
| No log | 4.8571 | 408 | 0.5390 | 0.7239 | 0.5390 | 0.7342 |
| No log | 4.8810 | 410 | 0.5501 | 0.7664 | 0.5501 | 0.7417 |
| No log | 4.9048 | 412 | 0.6218 | 0.7452 | 0.6218 | 0.7886 |
| No log | 4.9286 | 414 | 0.6509 | 0.7678 | 0.6509 | 0.8068 |
| No log | 4.9524 | 416 | 0.6478 | 0.7595 | 0.6478 | 0.8049 |
| No log | 4.9762 | 418 | 0.6474 | 0.7686 | 0.6474 | 0.8046 |
| No log | 5.0 | 420 | 0.6788 | 0.7535 | 0.6788 | 0.8239 |
| No log | 5.0238 | 422 | 0.7174 | 0.7594 | 0.7174 | 0.8470 |
| No log | 5.0476 | 424 | 0.7560 | 0.7409 | 0.7560 | 0.8695 |
| No log | 5.0714 | 426 | 0.7640 | 0.7308 | 0.7640 | 0.8741 |
| No log | 5.0952 | 428 | 0.7608 | 0.7216 | 0.7608 | 0.8722 |
| No log | 5.1190 | 430 | 0.7169 | 0.7219 | 0.7169 | 0.8467 |
| No log | 5.1429 | 432 | 0.6427 | 0.7521 | 0.6427 | 0.8017 |
| No log | 5.1667 | 434 | 0.6161 | 0.7590 | 0.6161 | 0.7849 |
| No log | 5.1905 | 436 | 0.6508 | 0.7635 | 0.6508 | 0.8067 |
| No log | 5.2143 | 438 | 0.6686 | 0.7594 | 0.6686 | 0.8177 |
| No log | 5.2381 | 440 | 0.7198 | 0.7313 | 0.7198 | 0.8484 |
| No log | 5.2619 | 442 | 0.7452 | 0.7090 | 0.7452 | 0.8633 |
| No log | 5.2857 | 444 | 0.7597 | 0.7004 | 0.7597 | 0.8716 |
| No log | 5.3095 | 446 | 0.6900 | 0.7499 | 0.6900 | 0.8307 |
| No log | 5.3333 | 448 | 0.6174 | 0.7587 | 0.6174 | 0.7858 |
| No log | 5.3571 | 450 | 0.6090 | 0.7409 | 0.6090 | 0.7804 |
| No log | 5.3810 | 452 | 0.6231 | 0.7079 | 0.6231 | 0.7893 |
| No log | 5.4048 | 454 | 0.6108 | 0.7336 | 0.6108 | 0.7815 |
| No log | 5.4286 | 456 | 0.5983 | 0.7610 | 0.5983 | 0.7735 |
| No log | 5.4524 | 458 | 0.6111 | 0.7672 | 0.6111 | 0.7817 |
| No log | 5.4762 | 460 | 0.6437 | 0.7479 | 0.6437 | 0.8023 |
| No log | 5.5 | 462 | 0.6505 | 0.7418 | 0.6505 | 0.8065 |
| No log | 5.5238 | 464 | 0.6439 | 0.7392 | 0.6439 | 0.8024 |
| No log | 5.5476 | 466 | 0.6052 | 0.7607 | 0.6052 | 0.7780 |
| No log | 5.5714 | 468 | 0.5757 | 0.7593 | 0.5757 | 0.7587 |
| No log | 5.5952 | 470 | 0.5785 | 0.7493 | 0.5785 | 0.7606 |
| No log | 5.6190 | 472 | 0.5856 | 0.7502 | 0.5856 | 0.7653 |
| No log | 5.6429 | 474 | 0.6083 | 0.7756 | 0.6083 | 0.7800 |
| No log | 5.6667 | 476 | 0.6253 | 0.7649 | 0.6253 | 0.7908 |
| No log | 5.6905 | 478 | 0.6424 | 0.7603 | 0.6424 | 0.8015 |
| No log | 5.7143 | 480 | 0.6986 | 0.7491 | 0.6986 | 0.8358 |
| No log | 5.7381 | 482 | 0.7253 | 0.7249 | 0.7253 | 0.8516 |
| No log | 5.7619 | 484 | 0.6982 | 0.7287 | 0.6982 | 0.8356 |
| No log | 5.7857 | 486 | 0.6287 | 0.7499 | 0.6287 | 0.7929 |
| No log | 5.8095 | 488 | 0.5989 | 0.7424 | 0.5989 | 0.7739 |
| No log | 5.8333 | 490 | 0.5854 | 0.7408 | 0.5854 | 0.7651 |
| No log | 5.8571 | 492 | 0.5720 | 0.7449 | 0.5720 | 0.7563 |
| No log | 5.8810 | 494 | 0.5701 | 0.7538 | 0.5701 | 0.7551 |
| No log | 5.9048 | 496 | 0.5768 | 0.7636 | 0.5768 | 0.7595 |
| No log | 5.9286 | 498 | 0.6059 | 0.7613 | 0.6059 | 0.7784 |
| 0.4146 | 5.9524 | 500 | 0.6617 | 0.7578 | 0.6617 | 0.8134 |
| 0.4146 | 5.9762 | 502 | 0.6956 | 0.7635 | 0.6956 | 0.8340 |
| 0.4146 | 6.0 | 504 | 0.6738 | 0.7539 | 0.6738 | 0.8209 |
| 0.4146 | 6.0238 | 506 | 0.6219 | 0.7619 | 0.6219 | 0.7886 |
| 0.4146 | 6.0476 | 508 | 0.6022 | 0.7583 | 0.6022 | 0.7760 |
| 0.4146 | 6.0714 | 510 | 0.6129 | 0.7172 | 0.6129 | 0.7829 |
| 0.4146 | 6.0952 | 512 | 0.6114 | 0.7069 | 0.6114 | 0.7819 |
| 0.4146 | 6.1190 | 514 | 0.6099 | 0.7005 | 0.6099 | 0.7809 |
| 0.4146 | 6.1429 | 516 | 0.6023 | 0.7040 | 0.6023 | 0.7761 |
| 0.4146 | 6.1667 | 518 | 0.5876 | 0.6900 | 0.5876 | 0.7665 |
| 0.4146 | 6.1905 | 520 | 0.5809 | 0.7219 | 0.5809 | 0.7621 |
| 0.4146 | 6.2143 | 522 | 0.5780 | 0.7219 | 0.5780 | 0.7603 |
| 0.4146 | 6.2381 | 524 | 0.5746 | 0.7257 | 0.5746 | 0.7580 |
| 0.4146 | 6.2619 | 526 | 0.5785 | 0.7185 | 0.5785 | 0.7606 |
| 0.4146 | 6.2857 | 528 | 0.5941 | 0.6955 | 0.5941 | 0.7708 |
| 0.4146 | 6.3095 | 530 | 0.6457 | 0.7169 | 0.6457 | 0.8035 |
| 0.4146 | 6.3333 | 532 | 0.6674 | 0.7025 | 0.6674 | 0.8169 |
| 0.4146 | 6.3571 | 534 | 0.6308 | 0.7140 | 0.6308 | 0.7942 |
| 0.4146 | 6.3810 | 536 | 0.5853 | 0.7236 | 0.5853 | 0.7651 |
| 0.4146 | 6.4048 | 538 | 0.5808 | 0.7604 | 0.5808 | 0.7621 |
| 0.4146 | 6.4286 | 540 | 0.6007 | 0.7467 | 0.6007 | 0.7751 |
| 0.4146 | 6.4524 | 542 | 0.6045 | 0.7361 | 0.6045 | 0.7775 |
| 0.4146 | 6.4762 | 544 | 0.5859 | 0.7631 | 0.5859 | 0.7654 |
| 0.4146 | 6.5 | 546 | 0.5752 | 0.7367 | 0.5752 | 0.7584 |
| 0.4146 | 6.5238 | 548 | 0.5973 | 0.7068 | 0.5973 | 0.7729 |
| 0.4146 | 6.5476 | 550 | 0.6497 | 0.7218 | 0.6497 | 0.8060 |
| 0.4146 | 6.5714 | 552 | 0.6604 | 0.7178 | 0.6604 | 0.8127 |
| 0.4146 | 6.5952 | 554 | 0.6287 | 0.7149 | 0.6287 | 0.7929 |
| 0.4146 | 6.6190 | 556 | 0.5817 | 0.7304 | 0.5817 | 0.7627 |
| 0.4146 | 6.6429 | 558 | 0.5631 | 0.7741 | 0.5631 | 0.7504 |
| 0.4146 | 6.6667 | 560 | 0.6039 | 0.7423 | 0.6039 | 0.7771 |
| 0.4146 | 6.6905 | 562 | 0.7031 | 0.7230 | 0.7031 | 0.8385 |
| 0.4146 | 6.7143 | 564 | 0.7582 | 0.6976 | 0.7582 | 0.8707 |
| 0.4146 | 6.7381 | 566 | 0.7338 | 0.7033 | 0.7338 | 0.8566 |
| 0.4146 | 6.7619 | 568 | 0.6530 | 0.7202 | 0.6530 | 0.8081 |
| 0.4146 | 6.7857 | 570 | 0.5813 | 0.7404 | 0.5813 | 0.7624 |
| 0.4146 | 6.8095 | 572 | 0.5581 | 0.7512 | 0.5581 | 0.7471 |
| 0.4146 | 6.8333 | 574 | 0.5578 | 0.7469 | 0.5578 | 0.7469 |
| 0.4146 | 6.8571 | 576 | 0.5825 | 0.7362 | 0.5825 | 0.7632 |
| 0.4146 | 6.8810 | 578 | 0.6261 | 0.7265 | 0.6261 | 0.7913 |
| 0.4146 | 6.9048 | 580 | 0.6427 | 0.7187 | 0.6427 | 0.8017 |
| 0.4146 | 6.9286 | 582 | 0.6587 | 0.7342 | 0.6587 | 0.8116 |
| 0.4146 | 6.9524 | 584 | 0.6465 | 0.7154 | 0.6465 | 0.8041 |
| 0.4146 | 6.9762 | 586 | 0.6249 | 0.7277 | 0.6249 | 0.7905 |
| 0.4146 | 7.0 | 588 | 0.5947 | 0.7529 | 0.5947 | 0.7712 |
| 0.4146 | 7.0238 | 590 | 0.5845 | 0.7575 | 0.5845 | 0.7645 |
| 0.4146 | 7.0476 | 592 | 0.5661 | 0.7679 | 0.5661 | 0.7524 |
| 0.4146 | 7.0714 | 594 | 0.5632 | 0.7483 | 0.5632 | 0.7505 |
| 0.4146 | 7.0952 | 596 | 0.5758 | 0.7354 | 0.5758 | 0.7588 |
| 0.4146 | 7.1190 | 598 | 0.5787 | 0.7320 | 0.5787 | 0.7607 |
| 0.4146 | 7.1429 | 600 | 0.5690 | 0.7250 | 0.5690 | 0.7543 |
| 0.4146 | 7.1667 | 602 | 0.5552 | 0.7363 | 0.5552 | 0.7451 |
| 0.4146 | 7.1905 | 604 | 0.5545 | 0.7666 | 0.5545 | 0.7447 |
| 0.4146 | 7.2143 | 606 | 0.5605 | 0.7706 | 0.5605 | 0.7486 |
| 0.4146 | 7.2381 | 608 | 0.5735 | 0.7599 | 0.5735 | 0.7573 |
| 0.4146 | 7.2619 | 610 | 0.5776 | 0.7599 | 0.5776 | 0.7600 |
| 0.4146 | 7.2857 | 612 | 0.5747 | 0.7599 | 0.5747 | 0.7581 |
| 0.4146 | 7.3095 | 614 | 0.5748 | 0.7576 | 0.5748 | 0.7581 |
| 0.4146 | 7.3333 | 616 | 0.5719 | 0.7599 | 0.5719 | 0.7562 |
| 0.4146 | 7.3571 | 618 | 0.5713 | 0.7677 | 0.5713 | 0.7558 |
| 0.4146 | 7.3810 | 620 | 0.5761 | 0.7553 | 0.5761 | 0.7590 |
| 0.4146 | 7.4048 | 622 | 0.5899 | 0.7512 | 0.5899 | 0.7681 |
| 0.4146 | 7.4286 | 624 | 0.6146 | 0.7504 | 0.6146 | 0.7839 |
| 0.4146 | 7.4524 | 626 | 0.6568 | 0.7252 | 0.6568 | 0.8104 |
| 0.4146 | 7.4762 | 628 | 0.6726 | 0.7317 | 0.6726 | 0.8201 |
| 0.4146 | 7.5 | 630 | 0.6483 | 0.7364 | 0.6483 | 0.8051 |
| 0.4146 | 7.5238 | 632 | 0.6181 | 0.7372 | 0.6181 | 0.7862 |
| 0.4146 | 7.5476 | 634 | 0.5958 | 0.7399 | 0.5958 | 0.7719 |
| 0.4146 | 7.5714 | 636 | 0.5993 | 0.7399 | 0.5993 | 0.7742 |
| 0.4146 | 7.5952 | 638 | 0.6137 | 0.7399 | 0.6137 | 0.7834 |
| 0.4146 | 7.6190 | 640 | 0.6351 | 0.7527 | 0.6351 | 0.7970 |
| 0.4146 | 7.6429 | 642 | 0.6487 | 0.7510 | 0.6487 | 0.8054 |
| 0.4146 | 7.6667 | 644 | 0.6622 | 0.7581 | 0.6622 | 0.8137 |
| 0.4146 | 7.6905 | 646 | 0.6748 | 0.7537 | 0.6748 | 0.8215 |
| 0.4146 | 7.7143 | 648 | 0.7032 | 0.7479 | 0.7032 | 0.8386 |
| 0.4146 | 7.7381 | 650 | 0.7226 | 0.7571 | 0.7226 | 0.8501 |
| 0.4146 | 7.7619 | 652 | 0.7223 | 0.7533 | 0.7223 | 0.8499 |
| 0.4146 | 7.7857 | 654 | 0.6824 | 0.7575 | 0.6824 | 0.8261 |
| 0.4146 | 7.8095 | 656 | 0.6517 | 0.7621 | 0.6517 | 0.8073 |
| 0.4146 | 7.8333 | 658 | 0.6322 | 0.7550 | 0.6322 | 0.7951 |
| 0.4146 | 7.8571 | 660 | 0.6230 | 0.7554 | 0.6230 | 0.7893 |
| 0.4146 | 7.8810 | 662 | 0.6059 | 0.7460 | 0.6059 | 0.7784 |
| 0.4146 | 7.9048 | 664 | 0.6011 | 0.7398 | 0.6011 | 0.7753 |
| 0.4146 | 7.9286 | 666 | 0.6051 | 0.7398 | 0.6051 | 0.7778 |
| 0.4146 | 7.9524 | 668 | 0.6090 | 0.7398 | 0.6090 | 0.7804 |
| 0.4146 | 7.9762 | 670 | 0.6014 | 0.7361 | 0.6014 | 0.7755 |
| 0.4146 | 8.0 | 672 | 0.5869 | 0.7569 | 0.5869 | 0.7661 |
| 0.4146 | 8.0238 | 674 | 0.5790 | 0.7654 | 0.5790 | 0.7609 |
| 0.4146 | 8.0476 | 676 | 0.5760 | 0.7756 | 0.5760 | 0.7589 |
| 0.4146 | 8.0714 | 678 | 0.5746 | 0.7659 | 0.5746 | 0.7580 |
| 0.4146 | 8.0952 | 680 | 0.5729 | 0.7617 | 0.5729 | 0.7569 |
| 0.4146 | 8.1190 | 682 | 0.5738 | 0.7617 | 0.5738 | 0.7575 |
| 0.4146 | 8.1429 | 684 | 0.5819 | 0.7462 | 0.5819 | 0.7628 |
| 0.4146 | 8.1667 | 686 | 0.5810 | 0.7462 | 0.5810 | 0.7623 |
| 0.4146 | 8.1905 | 688 | 0.5744 | 0.7598 | 0.5744 | 0.7579 |
| 0.4146 | 8.2143 | 690 | 0.5750 | 0.7575 | 0.5750 | 0.7583 |
| 0.4146 | 8.2381 | 692 | 0.5759 | 0.7575 | 0.5759 | 0.7589 |
| 0.4146 | 8.2619 | 694 | 0.5729 | 0.7683 | 0.5729 | 0.7569 |
| 0.4146 | 8.2857 | 696 | 0.5714 | 0.7683 | 0.5714 | 0.7559 |
| 0.4146 | 8.3095 | 698 | 0.5746 | 0.7683 | 0.5746 | 0.7580 |
| 0.4146 | 8.3333 | 700 | 0.5777 | 0.7725 | 0.5777 | 0.7601 |
| 0.4146 | 8.3571 | 702 | 0.5887 | 0.7594 | 0.5887 | 0.7673 |
| 0.4146 | 8.3810 | 704 | 0.5944 | 0.7631 | 0.5944 | 0.7710 |
| 0.4146 | 8.4048 | 706 | 0.6044 | 0.7487 | 0.6044 | 0.7774 |
| 0.4146 | 8.4286 | 708 | 0.6060 | 0.7429 | 0.6060 | 0.7785 |
| 0.4146 | 8.4524 | 710 | 0.6097 | 0.7501 | 0.6097 | 0.7809 |
| 0.4146 | 8.4762 | 712 | 0.6204 | 0.7501 | 0.6204 | 0.7877 |
| 0.4146 | 8.5 | 714 | 0.6214 | 0.7434 | 0.6214 | 0.7883 |
| 0.4146 | 8.5238 | 716 | 0.6150 | 0.7371 | 0.6150 | 0.7842 |
| 0.4146 | 8.5476 | 718 | 0.6022 | 0.7334 | 0.6022 | 0.7760 |
| 0.4146 | 8.5714 | 720 | 0.6002 | 0.7334 | 0.6002 | 0.7748 |
| 0.4146 | 8.5952 | 722 | 0.6108 | 0.7387 | 0.6108 | 0.7815 |
| 0.4146 | 8.6190 | 724 | 0.6270 | 0.7344 | 0.6270 | 0.7918 |
| 0.4146 | 8.6429 | 726 | 0.6569 | 0.7194 | 0.6569 | 0.8105 |
| 0.4146 | 8.6667 | 728 | 0.6810 | 0.7210 | 0.6810 | 0.8252 |
| 0.4146 | 8.6905 | 730 | 0.6890 | 0.7190 | 0.6890 | 0.8301 |
| 0.4146 | 8.7143 | 732 | 0.6804 | 0.7210 | 0.6804 | 0.8249 |
| 0.4146 | 8.7381 | 734 | 0.6608 | 0.7173 | 0.6608 | 0.8129 |
| 0.4146 | 8.7619 | 736 | 0.6299 | 0.7344 | 0.6299 | 0.7936 |
| 0.4146 | 8.7857 | 738 | 0.6057 | 0.7371 | 0.6057 | 0.7782 |
| 0.4146 | 8.8095 | 740 | 0.5955 | 0.7276 | 0.5955 | 0.7717 |
| 0.4146 | 8.8333 | 742 | 0.5822 | 0.7510 | 0.5822 | 0.7630 |
| 0.4146 | 8.8571 | 744 | 0.5772 | 0.7616 | 0.5772 | 0.7597 |
| 0.4146 | 8.8810 | 746 | 0.5814 | 0.7616 | 0.5814 | 0.7625 |
| 0.4146 | 8.9048 | 748 | 0.5890 | 0.7467 | 0.5890 | 0.7675 |
| 0.4146 | 8.9286 | 750 | 0.6001 | 0.7460 | 0.6001 | 0.7746 |
| 0.4146 | 8.9524 | 752 | 0.6179 | 0.7460 | 0.6179 | 0.7861 |
| 0.4146 | 8.9762 | 754 | 0.6343 | 0.7256 | 0.6343 | 0.7964 |
| 0.4146 | 9.0 | 756 | 0.6516 | 0.7171 | 0.6516 | 0.8072 |
| 0.4146 | 9.0238 | 758 | 0.6672 | 0.7145 | 0.6672 | 0.8168 |
| 0.4146 | 9.0476 | 760 | 0.6749 | 0.7126 | 0.6749 | 0.8215 |
| 0.4146 | 9.0714 | 762 | 0.6813 | 0.7126 | 0.6813 | 0.8254 |
| 0.4146 | 9.0952 | 764 | 0.6781 | 0.7126 | 0.6781 | 0.8235 |
| 0.4146 | 9.1190 | 766 | 0.6621 | 0.7126 | 0.6621 | 0.8137 |
| 0.4146 | 9.1429 | 768 | 0.6468 | 0.7149 | 0.6468 | 0.8042 |
| 0.4146 | 9.1667 | 770 | 0.6306 | 0.7434 | 0.6306 | 0.7941 |
| 0.4146 | 9.1905 | 772 | 0.6169 | 0.7460 | 0.6169 | 0.7855 |
| 0.4146 | 9.2143 | 774 | 0.6052 | 0.7460 | 0.6052 | 0.7779 |
| 0.4146 | 9.2381 | 776 | 0.5955 | 0.7509 | 0.5955 | 0.7717 |
| 0.4146 | 9.2619 | 778 | 0.5891 | 0.7509 | 0.5891 | 0.7675 |
| 0.4146 | 9.2857 | 780 | 0.5863 | 0.7612 | 0.5863 | 0.7657 |
| 0.4146 | 9.3095 | 782 | 0.5862 | 0.7612 | 0.5862 | 0.7656 |
| 0.4146 | 9.3333 | 784 | 0.5890 | 0.7509 | 0.5890 | 0.7675 |
| 0.4146 | 9.3571 | 786 | 0.5935 | 0.7509 | 0.5935 | 0.7704 |
| 0.4146 | 9.3810 | 788 | 0.6002 | 0.7566 | 0.6002 | 0.7747 |
| 0.4146 | 9.4048 | 790 | 0.6091 | 0.7501 | 0.6091 | 0.7804 |
| 0.4146 | 9.4286 | 792 | 0.6156 | 0.7460 | 0.6156 | 0.7846 |
| 0.4146 | 9.4524 | 794 | 0.6268 | 0.7434 | 0.6268 | 0.7917 |
| 0.4146 | 9.4762 | 796 | 0.6337 | 0.7434 | 0.6337 | 0.7961 |
| 0.4146 | 9.5 | 798 | 0.6389 | 0.7191 | 0.6389 | 0.7993 |
| 0.4146 | 9.5238 | 800 | 0.6397 | 0.7256 | 0.6397 | 0.7998 |
| 0.4146 | 9.5476 | 802 | 0.6375 | 0.7256 | 0.6375 | 0.7984 |
| 0.4146 | 9.5714 | 804 | 0.6350 | 0.7434 | 0.6350 | 0.7969 |
| 0.4146 | 9.5952 | 806 | 0.6355 | 0.7434 | 0.6355 | 0.7972 |
| 0.4146 | 9.6190 | 808 | 0.6359 | 0.7434 | 0.6359 | 0.7974 |
| 0.4146 | 9.6429 | 810 | 0.6331 | 0.7434 | 0.6331 | 0.7957 |
| 0.4146 | 9.6667 | 812 | 0.6302 | 0.7434 | 0.6302 | 0.7938 |
| 0.4146 | 9.6905 | 814 | 0.6284 | 0.7434 | 0.6284 | 0.7927 |
| 0.4146 | 9.7143 | 816 | 0.6264 | 0.7434 | 0.6264 | 0.7914 |
| 0.4146 | 9.7381 | 818 | 0.6222 | 0.7434 | 0.6222 | 0.7888 |
| 0.4146 | 9.7619 | 820 | 0.6185 | 0.7496 | 0.6185 | 0.7865 |
| 0.4146 | 9.7857 | 822 | 0.6152 | 0.7460 | 0.6152 | 0.7844 |
| 0.4146 | 9.8095 | 824 | 0.6139 | 0.7460 | 0.6139 | 0.7835 |
| 0.4146 | 9.8333 | 826 | 0.6125 | 0.7460 | 0.6125 | 0.7826 |
| 0.4146 | 9.8571 | 828 | 0.6108 | 0.7460 | 0.6108 | 0.7815 |
| 0.4146 | 9.8810 | 830 | 0.6094 | 0.7460 | 0.6094 | 0.7806 |
| 0.4146 | 9.9048 | 832 | 0.6089 | 0.7460 | 0.6089 | 0.7803 |
| 0.4146 | 9.9286 | 834 | 0.6084 | 0.7460 | 0.6084 | 0.7800 |
| 0.4146 | 9.9524 | 836 | 0.6085 | 0.7460 | 0.6085 | 0.7800 |
| 0.4146 | 9.9762 | 838 | 0.6084 | 0.7460 | 0.6084 | 0.7800 |
| 0.4146 | 10.0 | 840 | 0.6085 | 0.7460 | 0.6085 | 0.7801 |
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_run1_AugV5_k15_task1_organization
Base model
aubmindlab/bert-base-arabertv02