Instructions to use MayBashendy/ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run2_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_run2_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_run2_AugV5_k15_task1_organization")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("MayBashendy/ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run2_AugV5_k15_task1_organization") model = AutoModelForSequenceClassification.from_pretrained("MayBashendy/ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run2_AugV5_k15_task1_organization", device_map="auto") - Notebooks
- Google Colab
- Kaggle
ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run2_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: 0.8005
- Qwk: 0.6806
- Mse: 0.8005
- Rmse: 0.8947
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 | 5.0918 | 0.0003 | 5.0919 | 2.2565 |
| No log | 0.0476 | 4 | 2.8718 | 0.1173 | 2.8718 | 1.6947 |
| No log | 0.0714 | 6 | 1.6219 | 0.1277 | 1.6219 | 1.2735 |
| No log | 0.0952 | 8 | 1.8993 | 0.0079 | 1.8993 | 1.3782 |
| No log | 0.1190 | 10 | 1.7459 | 0.0383 | 1.7459 | 1.3213 |
| No log | 0.1429 | 12 | 1.5441 | 0.0501 | 1.5441 | 1.2426 |
| No log | 0.1667 | 14 | 1.3018 | 0.1450 | 1.3018 | 1.1410 |
| No log | 0.1905 | 16 | 1.2739 | 0.2529 | 1.2739 | 1.1287 |
| No log | 0.2143 | 18 | 1.4310 | 0.1927 | 1.4310 | 1.1963 |
| No log | 0.2381 | 20 | 1.5885 | 0.2165 | 1.5885 | 1.2603 |
| No log | 0.2619 | 22 | 1.8527 | 0.1786 | 1.8527 | 1.3611 |
| No log | 0.2857 | 24 | 2.4080 | 0.1188 | 2.4080 | 1.5518 |
| No log | 0.3095 | 26 | 1.8003 | 0.2015 | 1.8003 | 1.3417 |
| No log | 0.3333 | 28 | 1.1798 | 0.2669 | 1.1798 | 1.0862 |
| No log | 0.3571 | 30 | 1.0301 | 0.4616 | 1.0301 | 1.0150 |
| No log | 0.3810 | 32 | 1.0205 | 0.4646 | 1.0205 | 1.0102 |
| No log | 0.4048 | 34 | 1.0663 | 0.4173 | 1.0663 | 1.0326 |
| No log | 0.4286 | 36 | 1.0647 | 0.4402 | 1.0647 | 1.0318 |
| No log | 0.4524 | 38 | 1.2041 | 0.3611 | 1.2041 | 1.0973 |
| No log | 0.4762 | 40 | 1.0975 | 0.4482 | 1.0975 | 1.0476 |
| No log | 0.5 | 42 | 0.9717 | 0.4620 | 0.9717 | 0.9858 |
| No log | 0.5238 | 44 | 1.0726 | 0.5132 | 1.0726 | 1.0357 |
| No log | 0.5476 | 46 | 1.1393 | 0.4822 | 1.1393 | 1.0674 |
| No log | 0.5714 | 48 | 1.0974 | 0.4669 | 1.0974 | 1.0476 |
| No log | 0.5952 | 50 | 1.1204 | 0.4750 | 1.1204 | 1.0585 |
| No log | 0.6190 | 52 | 0.9752 | 0.4831 | 0.9752 | 0.9875 |
| No log | 0.6429 | 54 | 0.8940 | 0.5860 | 0.8940 | 0.9455 |
| No log | 0.6667 | 56 | 0.9047 | 0.5283 | 0.9047 | 0.9512 |
| No log | 0.6905 | 58 | 1.0191 | 0.5151 | 1.0191 | 1.0095 |
| No log | 0.7143 | 60 | 0.8815 | 0.5939 | 0.8815 | 0.9389 |
| No log | 0.7381 | 62 | 0.8499 | 0.6089 | 0.8499 | 0.9219 |
| No log | 0.7619 | 64 | 0.9125 | 0.5957 | 0.9125 | 0.9552 |
| No log | 0.7857 | 66 | 0.8809 | 0.6386 | 0.8809 | 0.9386 |
| No log | 0.8095 | 68 | 0.8727 | 0.6707 | 0.8727 | 0.9342 |
| No log | 0.8333 | 70 | 0.7911 | 0.6355 | 0.7911 | 0.8894 |
| No log | 0.8571 | 72 | 0.9110 | 0.6390 | 0.9110 | 0.9545 |
| No log | 0.8810 | 74 | 1.4648 | 0.5334 | 1.4648 | 1.2103 |
| No log | 0.9048 | 76 | 1.3574 | 0.5614 | 1.3574 | 1.1651 |
| No log | 0.9286 | 78 | 0.9312 | 0.6070 | 0.9312 | 0.9650 |
| No log | 0.9524 | 80 | 0.7557 | 0.6388 | 0.7557 | 0.8693 |
| No log | 0.9762 | 82 | 0.7951 | 0.5783 | 0.7951 | 0.8917 |
| No log | 1.0 | 84 | 0.7412 | 0.5901 | 0.7412 | 0.8609 |
| No log | 1.0238 | 86 | 0.7449 | 0.6157 | 0.7449 | 0.8631 |
| No log | 1.0476 | 88 | 1.2285 | 0.5796 | 1.2285 | 1.1084 |
| No log | 1.0714 | 90 | 1.8612 | 0.4565 | 1.8612 | 1.3642 |
| No log | 1.0952 | 92 | 1.8497 | 0.4718 | 1.8497 | 1.3600 |
| No log | 1.1190 | 94 | 1.0967 | 0.5911 | 1.0967 | 1.0472 |
| No log | 1.1429 | 96 | 0.6525 | 0.7094 | 0.6525 | 0.8078 |
| No log | 1.1667 | 98 | 0.6468 | 0.7172 | 0.6468 | 0.8043 |
| No log | 1.1905 | 100 | 0.8193 | 0.6920 | 0.8193 | 0.9051 |
| No log | 1.2143 | 102 | 1.7306 | 0.4487 | 1.7306 | 1.3155 |
| No log | 1.2381 | 104 | 2.1229 | 0.4166 | 2.1229 | 1.4570 |
| No log | 1.2619 | 106 | 1.9071 | 0.4391 | 1.9071 | 1.3810 |
| No log | 1.2857 | 108 | 1.2299 | 0.5966 | 1.2299 | 1.1090 |
| No log | 1.3095 | 110 | 0.7961 | 0.6868 | 0.7961 | 0.8922 |
| No log | 1.3333 | 112 | 0.7947 | 0.6857 | 0.7947 | 0.8915 |
| No log | 1.3571 | 114 | 1.0587 | 0.5951 | 1.0587 | 1.0289 |
| No log | 1.3810 | 116 | 1.0802 | 0.5398 | 1.0802 | 1.0393 |
| No log | 1.4048 | 118 | 0.9382 | 0.5550 | 0.9382 | 0.9686 |
| No log | 1.4286 | 120 | 0.8166 | 0.5728 | 0.8166 | 0.9036 |
| No log | 1.4524 | 122 | 0.7729 | 0.5869 | 0.7729 | 0.8791 |
| No log | 1.4762 | 124 | 0.8996 | 0.5486 | 0.8996 | 0.9485 |
| No log | 1.5 | 126 | 0.8848 | 0.5974 | 0.8848 | 0.9407 |
| No log | 1.5238 | 128 | 0.8451 | 0.6469 | 0.8451 | 0.9193 |
| No log | 1.5476 | 130 | 1.3392 | 0.5779 | 1.3392 | 1.1572 |
| No log | 1.5714 | 132 | 1.4493 | 0.5603 | 1.4493 | 1.2039 |
| No log | 1.5952 | 134 | 1.0284 | 0.6258 | 1.0284 | 1.0141 |
| No log | 1.6190 | 136 | 0.8057 | 0.6872 | 0.8057 | 0.8976 |
| No log | 1.6429 | 138 | 0.7614 | 0.6766 | 0.7614 | 0.8726 |
| No log | 1.6667 | 140 | 0.8039 | 0.6839 | 0.8039 | 0.8966 |
| No log | 1.6905 | 142 | 1.2892 | 0.5587 | 1.2892 | 1.1354 |
| No log | 1.7143 | 144 | 1.5957 | 0.4870 | 1.5957 | 1.2632 |
| No log | 1.7381 | 146 | 1.4021 | 0.4889 | 1.4021 | 1.1841 |
| No log | 1.7619 | 148 | 1.0612 | 0.5481 | 1.0612 | 1.0302 |
| No log | 1.7857 | 150 | 0.8255 | 0.5991 | 0.8255 | 0.9086 |
| No log | 1.8095 | 152 | 0.7084 | 0.6161 | 0.7084 | 0.8417 |
| No log | 1.8333 | 154 | 0.7015 | 0.6448 | 0.7015 | 0.8376 |
| No log | 1.8571 | 156 | 0.7869 | 0.6905 | 0.7869 | 0.8871 |
| No log | 1.8810 | 158 | 0.7840 | 0.6931 | 0.7840 | 0.8854 |
| No log | 1.9048 | 160 | 0.7160 | 0.7001 | 0.7160 | 0.8462 |
| No log | 1.9286 | 162 | 0.7093 | 0.7007 | 0.7093 | 0.8422 |
| No log | 1.9524 | 164 | 0.7877 | 0.7072 | 0.7877 | 0.8875 |
| No log | 1.9762 | 166 | 0.9945 | 0.6489 | 0.9945 | 0.9973 |
| No log | 2.0 | 168 | 1.3034 | 0.5952 | 1.3034 | 1.1416 |
| No log | 2.0238 | 170 | 1.2014 | 0.6152 | 1.2014 | 1.0961 |
| No log | 2.0476 | 172 | 1.0859 | 0.6260 | 1.0859 | 1.0421 |
| No log | 2.0714 | 174 | 0.8967 | 0.6414 | 0.8967 | 0.9469 |
| No log | 2.0952 | 176 | 0.7350 | 0.6958 | 0.7350 | 0.8573 |
| No log | 2.1190 | 178 | 0.7167 | 0.6946 | 0.7167 | 0.8466 |
| No log | 2.1429 | 180 | 0.7934 | 0.6880 | 0.7934 | 0.8907 |
| No log | 2.1667 | 182 | 1.0278 | 0.5784 | 1.0278 | 1.0138 |
| No log | 2.1905 | 184 | 1.0948 | 0.5577 | 1.0948 | 1.0463 |
| No log | 2.2143 | 186 | 0.8938 | 0.6352 | 0.8938 | 0.9454 |
| No log | 2.2381 | 188 | 0.7289 | 0.6558 | 0.7289 | 0.8538 |
| No log | 2.2619 | 190 | 0.7071 | 0.6506 | 0.7071 | 0.8409 |
| No log | 2.2857 | 192 | 0.7212 | 0.7019 | 0.7212 | 0.8493 |
| No log | 2.3095 | 194 | 1.0268 | 0.6068 | 1.0268 | 1.0133 |
| No log | 2.3333 | 196 | 1.3171 | 0.5714 | 1.3171 | 1.1477 |
| No log | 2.3571 | 198 | 1.1301 | 0.5948 | 1.1301 | 1.0631 |
| No log | 2.3810 | 200 | 1.1364 | 0.5934 | 1.1364 | 1.0660 |
| No log | 2.4048 | 202 | 1.0158 | 0.6474 | 1.0158 | 1.0079 |
| No log | 2.4286 | 204 | 0.8268 | 0.6934 | 0.8268 | 0.9093 |
| No log | 2.4524 | 206 | 0.7591 | 0.6887 | 0.7591 | 0.8712 |
| No log | 2.4762 | 208 | 0.8348 | 0.6778 | 0.8348 | 0.9137 |
| No log | 2.5 | 210 | 0.9299 | 0.6760 | 0.9299 | 0.9643 |
| No log | 2.5238 | 212 | 1.0888 | 0.6374 | 1.0888 | 1.0434 |
| No log | 2.5476 | 214 | 1.4908 | 0.5764 | 1.4908 | 1.2210 |
| No log | 2.5714 | 216 | 1.5624 | 0.5726 | 1.5624 | 1.2500 |
| No log | 2.5952 | 218 | 1.1352 | 0.6364 | 1.1352 | 1.0655 |
| No log | 2.6190 | 220 | 0.7685 | 0.7030 | 0.7685 | 0.8767 |
| No log | 2.6429 | 222 | 0.7187 | 0.7050 | 0.7187 | 0.8478 |
| No log | 2.6667 | 224 | 0.7934 | 0.7009 | 0.7934 | 0.8907 |
| No log | 2.6905 | 226 | 1.0169 | 0.5894 | 1.0169 | 1.0084 |
| No log | 2.7143 | 228 | 1.0639 | 0.5833 | 1.0639 | 1.0315 |
| No log | 2.7381 | 230 | 0.8927 | 0.6119 | 0.8927 | 0.9448 |
| No log | 2.7619 | 232 | 0.7282 | 0.6035 | 0.7282 | 0.8533 |
| No log | 2.7857 | 234 | 0.7078 | 0.6290 | 0.7078 | 0.8413 |
| No log | 2.8095 | 236 | 0.8325 | 0.6406 | 0.8325 | 0.9124 |
| No log | 2.8333 | 238 | 0.9522 | 0.6026 | 0.9522 | 0.9758 |
| No log | 2.8571 | 240 | 0.8945 | 0.6533 | 0.8945 | 0.9458 |
| No log | 2.8810 | 242 | 0.9642 | 0.6596 | 0.9642 | 0.9819 |
| No log | 2.9048 | 244 | 0.9655 | 0.6401 | 0.9655 | 0.9826 |
| No log | 2.9286 | 246 | 0.8414 | 0.7070 | 0.8414 | 0.9173 |
| No log | 2.9524 | 248 | 0.9254 | 0.5929 | 0.9254 | 0.9620 |
| No log | 2.9762 | 250 | 1.2122 | 0.5071 | 1.2122 | 1.1010 |
| No log | 3.0 | 252 | 1.2898 | 0.4938 | 1.2898 | 1.1357 |
| No log | 3.0238 | 254 | 1.1433 | 0.4856 | 1.1433 | 1.0692 |
| No log | 3.0476 | 256 | 0.9358 | 0.5899 | 0.9358 | 0.9674 |
| No log | 3.0714 | 258 | 0.8853 | 0.6190 | 0.8853 | 0.9409 |
| No log | 3.0952 | 260 | 0.7934 | 0.6793 | 0.7934 | 0.8908 |
| No log | 3.1190 | 262 | 0.7066 | 0.7226 | 0.7066 | 0.8406 |
| No log | 3.1429 | 264 | 0.7274 | 0.7382 | 0.7274 | 0.8529 |
| No log | 3.1667 | 266 | 0.8193 | 0.7171 | 0.8193 | 0.9052 |
| No log | 3.1905 | 268 | 0.9193 | 0.6163 | 0.9193 | 0.9588 |
| No log | 3.2143 | 270 | 0.8288 | 0.6784 | 0.8288 | 0.9104 |
| No log | 3.2381 | 272 | 0.7480 | 0.7266 | 0.7480 | 0.8649 |
| No log | 3.2619 | 274 | 0.7623 | 0.7214 | 0.7623 | 0.8731 |
| No log | 3.2857 | 276 | 0.7498 | 0.7109 | 0.7498 | 0.8659 |
| No log | 3.3095 | 278 | 0.8236 | 0.7043 | 0.8236 | 0.9075 |
| No log | 3.3333 | 280 | 0.9998 | 0.6363 | 0.9998 | 0.9999 |
| No log | 3.3571 | 282 | 0.9811 | 0.6376 | 0.9811 | 0.9905 |
| No log | 3.3810 | 284 | 0.8183 | 0.6707 | 0.8183 | 0.9046 |
| No log | 3.4048 | 286 | 0.6779 | 0.7239 | 0.6779 | 0.8233 |
| No log | 3.4286 | 288 | 0.6546 | 0.7262 | 0.6546 | 0.8091 |
| No log | 3.4524 | 290 | 0.6779 | 0.6992 | 0.6779 | 0.8233 |
| No log | 3.4762 | 292 | 0.8180 | 0.6645 | 0.8180 | 0.9044 |
| No log | 3.5 | 294 | 0.9482 | 0.6230 | 0.9482 | 0.9738 |
| No log | 3.5238 | 296 | 0.8776 | 0.6514 | 0.8776 | 0.9368 |
| No log | 3.5476 | 298 | 0.7433 | 0.6784 | 0.7433 | 0.8622 |
| No log | 3.5714 | 300 | 0.6971 | 0.6900 | 0.6971 | 0.8350 |
| No log | 3.5952 | 302 | 0.6875 | 0.7063 | 0.6875 | 0.8292 |
| No log | 3.6190 | 304 | 0.7031 | 0.7219 | 0.7031 | 0.8385 |
| No log | 3.6429 | 306 | 0.7609 | 0.7126 | 0.7609 | 0.8723 |
| No log | 3.6667 | 308 | 0.8704 | 0.6556 | 0.8704 | 0.9329 |
| No log | 3.6905 | 310 | 0.8769 | 0.6474 | 0.8769 | 0.9364 |
| No log | 3.7143 | 312 | 0.8840 | 0.6234 | 0.8840 | 0.9402 |
| No log | 3.7381 | 314 | 0.7706 | 0.6586 | 0.7706 | 0.8779 |
| No log | 3.7619 | 316 | 0.7085 | 0.6976 | 0.7085 | 0.8417 |
| No log | 3.7857 | 318 | 0.7029 | 0.7065 | 0.7029 | 0.8384 |
| No log | 3.8095 | 320 | 0.7873 | 0.6961 | 0.7873 | 0.8873 |
| No log | 3.8333 | 322 | 0.8971 | 0.6665 | 0.8971 | 0.9471 |
| No log | 3.8571 | 324 | 0.9416 | 0.6572 | 0.9416 | 0.9704 |
| No log | 3.8810 | 326 | 0.9052 | 0.6814 | 0.9052 | 0.9514 |
| No log | 3.9048 | 328 | 0.9256 | 0.6874 | 0.9256 | 0.9621 |
| No log | 3.9286 | 330 | 0.9217 | 0.6874 | 0.9217 | 0.9601 |
| No log | 3.9524 | 332 | 0.9921 | 0.6747 | 0.9921 | 0.9961 |
| No log | 3.9762 | 334 | 1.0243 | 0.6531 | 1.0243 | 1.0121 |
| No log | 4.0 | 336 | 1.0211 | 0.6508 | 1.0211 | 1.0105 |
| No log | 4.0238 | 338 | 1.0266 | 0.6164 | 1.0266 | 1.0132 |
| No log | 4.0476 | 340 | 0.9931 | 0.5883 | 0.9931 | 0.9965 |
| No log | 4.0714 | 342 | 0.9125 | 0.5960 | 0.9125 | 0.9553 |
| No log | 4.0952 | 344 | 0.8875 | 0.5960 | 0.8875 | 0.9421 |
| No log | 4.1190 | 346 | 0.8330 | 0.6607 | 0.8330 | 0.9127 |
| No log | 4.1429 | 348 | 0.8101 | 0.6871 | 0.8101 | 0.9001 |
| No log | 4.1667 | 350 | 0.8111 | 0.6967 | 0.8111 | 0.9006 |
| No log | 4.1905 | 352 | 0.9044 | 0.6422 | 0.9044 | 0.9510 |
| No log | 4.2143 | 354 | 0.9322 | 0.6422 | 0.9322 | 0.9655 |
| No log | 4.2381 | 356 | 0.8792 | 0.6853 | 0.8792 | 0.9377 |
| No log | 4.2619 | 358 | 0.8178 | 0.6800 | 0.8178 | 0.9043 |
| No log | 4.2857 | 360 | 0.7787 | 0.6891 | 0.7787 | 0.8825 |
| No log | 4.3095 | 362 | 0.7973 | 0.6820 | 0.7973 | 0.8929 |
| No log | 4.3333 | 364 | 0.9098 | 0.6343 | 0.9098 | 0.9538 |
| No log | 4.3571 | 366 | 0.9205 | 0.6410 | 0.9205 | 0.9595 |
| No log | 4.3810 | 368 | 0.9003 | 0.6536 | 0.9003 | 0.9488 |
| No log | 4.4048 | 370 | 0.9289 | 0.6489 | 0.9289 | 0.9638 |
| No log | 4.4286 | 372 | 0.9184 | 0.6371 | 0.9184 | 0.9584 |
| No log | 4.4524 | 374 | 0.8011 | 0.6625 | 0.8011 | 0.8951 |
| No log | 4.4762 | 376 | 0.7260 | 0.7022 | 0.7260 | 0.8520 |
| No log | 4.5 | 378 | 0.7452 | 0.7022 | 0.7452 | 0.8633 |
| No log | 4.5238 | 380 | 0.7492 | 0.7106 | 0.7492 | 0.8655 |
| No log | 4.5476 | 382 | 0.7849 | 0.7046 | 0.7849 | 0.8859 |
| No log | 4.5714 | 384 | 0.8826 | 0.6593 | 0.8826 | 0.9395 |
| No log | 4.5952 | 386 | 0.8867 | 0.6529 | 0.8867 | 0.9416 |
| No log | 4.6190 | 388 | 0.8147 | 0.6968 | 0.8147 | 0.9026 |
| No log | 4.6429 | 390 | 0.7473 | 0.7129 | 0.7473 | 0.8645 |
| No log | 4.6667 | 392 | 0.7327 | 0.7129 | 0.7327 | 0.8560 |
| No log | 4.6905 | 394 | 0.7627 | 0.7106 | 0.7627 | 0.8733 |
| No log | 4.7143 | 396 | 0.8309 | 0.6619 | 0.8309 | 0.9115 |
| No log | 4.7381 | 398 | 0.8051 | 0.6824 | 0.8051 | 0.8973 |
| No log | 4.7619 | 400 | 0.7066 | 0.6929 | 0.7066 | 0.8406 |
| No log | 4.7857 | 402 | 0.6296 | 0.7172 | 0.6296 | 0.7935 |
| No log | 4.8095 | 404 | 0.6093 | 0.7185 | 0.6093 | 0.7806 |
| No log | 4.8333 | 406 | 0.6176 | 0.7164 | 0.6176 | 0.7858 |
| No log | 4.8571 | 408 | 0.6475 | 0.7255 | 0.6475 | 0.8047 |
| No log | 4.8810 | 410 | 0.7302 | 0.7029 | 0.7302 | 0.8545 |
| No log | 4.9048 | 412 | 0.7670 | 0.6892 | 0.7670 | 0.8758 |
| No log | 4.9286 | 414 | 0.8212 | 0.6716 | 0.8212 | 0.9062 |
| No log | 4.9524 | 416 | 0.8563 | 0.6811 | 0.8563 | 0.9253 |
| No log | 4.9762 | 418 | 0.9468 | 0.6419 | 0.9468 | 0.9730 |
| No log | 5.0 | 420 | 0.9710 | 0.6387 | 0.9710 | 0.9854 |
| No log | 5.0238 | 422 | 0.8380 | 0.6926 | 0.8380 | 0.9154 |
| No log | 5.0476 | 424 | 0.6910 | 0.7540 | 0.6910 | 0.8313 |
| No log | 5.0714 | 426 | 0.6494 | 0.7441 | 0.6494 | 0.8058 |
| No log | 5.0952 | 428 | 0.6806 | 0.7382 | 0.6806 | 0.8250 |
| No log | 5.1190 | 430 | 0.7741 | 0.7109 | 0.7741 | 0.8798 |
| No log | 5.1429 | 432 | 0.9044 | 0.6352 | 0.9044 | 0.9510 |
| No log | 5.1667 | 434 | 0.9029 | 0.6285 | 0.9029 | 0.9502 |
| No log | 5.1905 | 436 | 0.7817 | 0.6974 | 0.7817 | 0.8842 |
| No log | 5.2143 | 438 | 0.6532 | 0.7299 | 0.6532 | 0.8082 |
| No log | 5.2381 | 440 | 0.6281 | 0.6988 | 0.6281 | 0.7925 |
| No log | 5.2619 | 442 | 0.6303 | 0.7193 | 0.6303 | 0.7939 |
| No log | 5.2857 | 444 | 0.6562 | 0.7379 | 0.6562 | 0.8101 |
| No log | 5.3095 | 446 | 0.7443 | 0.7039 | 0.7443 | 0.8627 |
| No log | 5.3333 | 448 | 0.8921 | 0.6582 | 0.8921 | 0.9445 |
| No log | 5.3571 | 450 | 0.9338 | 0.6600 | 0.9338 | 0.9664 |
| No log | 5.3810 | 452 | 0.8675 | 0.6972 | 0.8675 | 0.9314 |
| No log | 5.4048 | 454 | 0.8261 | 0.6992 | 0.8261 | 0.9089 |
| No log | 5.4286 | 456 | 0.7284 | 0.7029 | 0.7284 | 0.8535 |
| No log | 5.4524 | 458 | 0.6597 | 0.6733 | 0.6597 | 0.8122 |
| No log | 5.4762 | 460 | 0.6494 | 0.6733 | 0.6494 | 0.8059 |
| No log | 5.5 | 462 | 0.6607 | 0.6617 | 0.6607 | 0.8129 |
| No log | 5.5238 | 464 | 0.7158 | 0.6797 | 0.7158 | 0.8461 |
| No log | 5.5476 | 466 | 0.8350 | 0.6625 | 0.8350 | 0.9138 |
| No log | 5.5714 | 468 | 0.9865 | 0.5893 | 0.9865 | 0.9932 |
| No log | 5.5952 | 470 | 0.9885 | 0.5883 | 0.9885 | 0.9942 |
| No log | 5.6190 | 472 | 0.8673 | 0.6653 | 0.8673 | 0.9313 |
| No log | 5.6429 | 474 | 0.7110 | 0.7203 | 0.7110 | 0.8432 |
| No log | 5.6667 | 476 | 0.6465 | 0.7365 | 0.6465 | 0.8040 |
| No log | 5.6905 | 478 | 0.6435 | 0.7365 | 0.6435 | 0.8022 |
| No log | 5.7143 | 480 | 0.6681 | 0.7406 | 0.6681 | 0.8174 |
| No log | 5.7381 | 482 | 0.7748 | 0.6816 | 0.7748 | 0.8802 |
| No log | 5.7619 | 484 | 0.9110 | 0.6070 | 0.9110 | 0.9545 |
| No log | 5.7857 | 486 | 0.9586 | 0.6145 | 0.9586 | 0.9791 |
| No log | 5.8095 | 488 | 0.9296 | 0.6351 | 0.9296 | 0.9642 |
| No log | 5.8333 | 490 | 0.9508 | 0.6300 | 0.9508 | 0.9751 |
| No log | 5.8571 | 492 | 0.9061 | 0.6454 | 0.9061 | 0.9519 |
| No log | 5.8810 | 494 | 0.8180 | 0.6995 | 0.8180 | 0.9045 |
| No log | 5.9048 | 496 | 0.7953 | 0.7124 | 0.7953 | 0.8918 |
| No log | 5.9286 | 498 | 0.8162 | 0.7049 | 0.8162 | 0.9034 |
| 0.4329 | 5.9524 | 500 | 0.8254 | 0.6939 | 0.8254 | 0.9085 |
| 0.4329 | 5.9762 | 502 | 0.7913 | 0.6940 | 0.7913 | 0.8896 |
| 0.4329 | 6.0 | 504 | 0.8175 | 0.7137 | 0.8175 | 0.9042 |
| 0.4329 | 6.0238 | 506 | 0.8415 | 0.6842 | 0.8415 | 0.9173 |
| 0.4329 | 6.0476 | 508 | 0.8757 | 0.6706 | 0.8757 | 0.9358 |
| 0.4329 | 6.0714 | 510 | 0.8883 | 0.6690 | 0.8883 | 0.9425 |
| 0.4329 | 6.0952 | 512 | 0.8407 | 0.6721 | 0.8407 | 0.9169 |
| 0.4329 | 6.1190 | 514 | 0.7552 | 0.7202 | 0.7552 | 0.8690 |
| 0.4329 | 6.1429 | 516 | 0.6964 | 0.7339 | 0.6964 | 0.8345 |
| 0.4329 | 6.1667 | 518 | 0.7004 | 0.7313 | 0.7004 | 0.8369 |
| 0.4329 | 6.1905 | 520 | 0.7462 | 0.6995 | 0.7462 | 0.8638 |
| 0.4329 | 6.2143 | 522 | 0.8141 | 0.6932 | 0.8141 | 0.9023 |
| 0.4329 | 6.2381 | 524 | 0.8204 | 0.6932 | 0.8204 | 0.9058 |
| 0.4329 | 6.2619 | 526 | 0.8006 | 0.7018 | 0.8006 | 0.8948 |
| 0.4329 | 6.2857 | 528 | 0.7306 | 0.7063 | 0.7306 | 0.8548 |
| 0.4329 | 6.3095 | 530 | 0.6993 | 0.7298 | 0.6993 | 0.8363 |
| 0.4329 | 6.3333 | 532 | 0.7117 | 0.7298 | 0.7117 | 0.8436 |
| 0.4329 | 6.3571 | 534 | 0.7470 | 0.7250 | 0.7470 | 0.8643 |
| 0.4329 | 6.3810 | 536 | 0.8384 | 0.6813 | 0.8384 | 0.9156 |
| 0.4329 | 6.4048 | 538 | 0.9159 | 0.6091 | 0.9159 | 0.9570 |
| 0.4329 | 6.4286 | 540 | 1.0113 | 0.5810 | 1.0113 | 1.0056 |
| 0.4329 | 6.4524 | 542 | 0.9890 | 0.5821 | 0.9890 | 0.9945 |
| 0.4329 | 6.4762 | 544 | 0.8780 | 0.6154 | 0.8780 | 0.9370 |
| 0.4329 | 6.5 | 546 | 0.7348 | 0.7090 | 0.7348 | 0.8572 |
| 0.4329 | 6.5238 | 548 | 0.6767 | 0.7012 | 0.6767 | 0.8226 |
| 0.4329 | 6.5476 | 550 | 0.6745 | 0.7084 | 0.6745 | 0.8213 |
| 0.4329 | 6.5714 | 552 | 0.7184 | 0.7247 | 0.7184 | 0.8476 |
| 0.4329 | 6.5952 | 554 | 0.7821 | 0.7159 | 0.7821 | 0.8843 |
| 0.4329 | 6.6190 | 556 | 0.8656 | 0.6435 | 0.8656 | 0.9304 |
| 0.4329 | 6.6429 | 558 | 0.8922 | 0.6313 | 0.8922 | 0.9445 |
| 0.4329 | 6.6667 | 560 | 0.9005 | 0.6319 | 0.9005 | 0.9490 |
| 0.4329 | 6.6905 | 562 | 0.8748 | 0.6271 | 0.8748 | 0.9353 |
| 0.4329 | 6.7143 | 564 | 0.8256 | 0.7054 | 0.8256 | 0.9086 |
| 0.4329 | 6.7381 | 566 | 0.7966 | 0.7074 | 0.7966 | 0.8925 |
| 0.4329 | 6.7619 | 568 | 0.7760 | 0.7231 | 0.7760 | 0.8809 |
| 0.4329 | 6.7857 | 570 | 0.7272 | 0.7262 | 0.7272 | 0.8527 |
| 0.4329 | 6.8095 | 572 | 0.7014 | 0.7313 | 0.7014 | 0.8375 |
| 0.4329 | 6.8333 | 574 | 0.7006 | 0.7319 | 0.7006 | 0.8370 |
| 0.4329 | 6.8571 | 576 | 0.7539 | 0.7313 | 0.7539 | 0.8683 |
| 0.4329 | 6.8810 | 578 | 0.8545 | 0.6620 | 0.8545 | 0.9244 |
| 0.4329 | 6.9048 | 580 | 0.9604 | 0.6254 | 0.9604 | 0.9800 |
| 0.4329 | 6.9286 | 582 | 0.9861 | 0.6093 | 0.9861 | 0.9930 |
| 0.4329 | 6.9524 | 584 | 1.0085 | 0.6306 | 1.0085 | 1.0042 |
| 0.4329 | 6.9762 | 586 | 1.0575 | 0.6148 | 1.0575 | 1.0284 |
| 0.4329 | 7.0 | 588 | 1.0215 | 0.6286 | 1.0215 | 1.0107 |
| 0.4329 | 7.0238 | 590 | 0.9374 | 0.6402 | 0.9374 | 0.9682 |
| 0.4329 | 7.0476 | 592 | 0.8667 | 0.6610 | 0.8667 | 0.9310 |
| 0.4329 | 7.0714 | 594 | 0.8799 | 0.6480 | 0.8799 | 0.9380 |
| 0.4329 | 7.0952 | 596 | 0.8512 | 0.6525 | 0.8512 | 0.9226 |
| 0.4329 | 7.1190 | 598 | 0.8375 | 0.6785 | 0.8375 | 0.9152 |
| 0.4329 | 7.1429 | 600 | 0.8496 | 0.6483 | 0.8496 | 0.9217 |
| 0.4329 | 7.1667 | 602 | 0.8286 | 0.6886 | 0.8286 | 0.9103 |
| 0.4329 | 7.1905 | 604 | 0.7659 | 0.7271 | 0.7659 | 0.8751 |
| 0.4329 | 7.2143 | 606 | 0.7313 | 0.7360 | 0.7313 | 0.8551 |
| 0.4329 | 7.2381 | 608 | 0.7455 | 0.7491 | 0.7455 | 0.8634 |
| 0.4329 | 7.2619 | 610 | 0.7753 | 0.7065 | 0.7753 | 0.8805 |
| 0.4329 | 7.2857 | 612 | 0.7942 | 0.6979 | 0.7942 | 0.8912 |
| 0.4329 | 7.3095 | 614 | 0.8186 | 0.6717 | 0.8186 | 0.9048 |
| 0.4329 | 7.3333 | 616 | 0.8374 | 0.6331 | 0.8374 | 0.9151 |
| 0.4329 | 7.3571 | 618 | 0.8521 | 0.6295 | 0.8521 | 0.9231 |
| 0.4329 | 7.3810 | 620 | 0.8376 | 0.6295 | 0.8376 | 0.9152 |
| 0.4329 | 7.4048 | 622 | 0.8383 | 0.6330 | 0.8383 | 0.9156 |
| 0.4329 | 7.4286 | 624 | 0.7900 | 0.6510 | 0.7900 | 0.8888 |
| 0.4329 | 7.4524 | 626 | 0.7682 | 0.7038 | 0.7682 | 0.8765 |
| 0.4329 | 7.4762 | 628 | 0.7871 | 0.6664 | 0.7871 | 0.8872 |
| 0.4329 | 7.5 | 630 | 0.8420 | 0.6278 | 0.8420 | 0.9176 |
| 0.4329 | 7.5238 | 632 | 0.8634 | 0.6379 | 0.8634 | 0.9292 |
| 0.4329 | 7.5476 | 634 | 0.8344 | 0.6499 | 0.8344 | 0.9134 |
| 0.4329 | 7.5714 | 636 | 0.7886 | 0.6853 | 0.7886 | 0.8880 |
| 0.4329 | 7.5952 | 638 | 0.7420 | 0.7319 | 0.7420 | 0.8614 |
| 0.4329 | 7.6190 | 640 | 0.7149 | 0.7433 | 0.7149 | 0.8455 |
| 0.4329 | 7.6429 | 642 | 0.7127 | 0.7473 | 0.7127 | 0.8442 |
| 0.4329 | 7.6667 | 644 | 0.7487 | 0.7253 | 0.7487 | 0.8653 |
| 0.4329 | 7.6905 | 646 | 0.8125 | 0.6921 | 0.8125 | 0.9014 |
| 0.4329 | 7.7143 | 648 | 0.8433 | 0.6445 | 0.8433 | 0.9183 |
| 0.4329 | 7.7381 | 650 | 0.8670 | 0.6279 | 0.8670 | 0.9311 |
| 0.4329 | 7.7619 | 652 | 0.8580 | 0.6265 | 0.8580 | 0.9263 |
| 0.4329 | 7.7857 | 654 | 0.8687 | 0.6250 | 0.8687 | 0.9320 |
| 0.4329 | 7.8095 | 656 | 0.8255 | 0.6303 | 0.8255 | 0.9086 |
| 0.4329 | 7.8333 | 658 | 0.8183 | 0.6338 | 0.8183 | 0.9046 |
| 0.4329 | 7.8571 | 660 | 0.8096 | 0.6548 | 0.8096 | 0.8998 |
| 0.4329 | 7.8810 | 662 | 0.7965 | 0.6724 | 0.7965 | 0.8925 |
| 0.4329 | 7.9048 | 664 | 0.7883 | 0.7093 | 0.7883 | 0.8879 |
| 0.4329 | 7.9286 | 666 | 0.8020 | 0.6949 | 0.8020 | 0.8956 |
| 0.4329 | 7.9524 | 668 | 0.8110 | 0.6949 | 0.8110 | 0.9006 |
| 0.4329 | 7.9762 | 670 | 0.8460 | 0.6580 | 0.8460 | 0.9198 |
| 0.4329 | 8.0 | 672 | 0.9279 | 0.6452 | 0.9279 | 0.9633 |
| 0.4329 | 8.0238 | 674 | 0.9967 | 0.6376 | 0.9967 | 0.9984 |
| 0.4329 | 8.0476 | 676 | 1.0023 | 0.6311 | 1.0023 | 1.0011 |
| 0.4329 | 8.0714 | 678 | 0.9614 | 0.6239 | 0.9614 | 0.9805 |
| 0.4329 | 8.0952 | 680 | 0.8714 | 0.6240 | 0.8714 | 0.9335 |
| 0.4329 | 8.1190 | 682 | 0.7693 | 0.7240 | 0.7693 | 0.8771 |
| 0.4329 | 8.1429 | 684 | 0.6828 | 0.7415 | 0.6828 | 0.8263 |
| 0.4329 | 8.1667 | 686 | 0.6407 | 0.7353 | 0.6407 | 0.8004 |
| 0.4329 | 8.1905 | 688 | 0.6214 | 0.7382 | 0.6214 | 0.7883 |
| 0.4329 | 8.2143 | 690 | 0.6154 | 0.7327 | 0.6154 | 0.7845 |
| 0.4329 | 8.2381 | 692 | 0.6207 | 0.7382 | 0.6207 | 0.7879 |
| 0.4329 | 8.2619 | 694 | 0.6393 | 0.7331 | 0.6393 | 0.7996 |
| 0.4329 | 8.2857 | 696 | 0.6839 | 0.7356 | 0.6839 | 0.8270 |
| 0.4329 | 8.3095 | 698 | 0.7483 | 0.7181 | 0.7483 | 0.8651 |
| 0.4329 | 8.3333 | 700 | 0.8054 | 0.6667 | 0.8054 | 0.8974 |
| 0.4329 | 8.3571 | 702 | 0.8745 | 0.6132 | 0.8745 | 0.9351 |
| 0.4329 | 8.3810 | 704 | 0.9131 | 0.6180 | 0.9131 | 0.9555 |
| 0.4329 | 8.4048 | 706 | 0.9174 | 0.6180 | 0.9174 | 0.9578 |
| 0.4329 | 8.4286 | 708 | 0.8816 | 0.6254 | 0.8816 | 0.9389 |
| 0.4329 | 8.4524 | 710 | 0.8300 | 0.6627 | 0.8300 | 0.9111 |
| 0.4329 | 8.4762 | 712 | 0.7694 | 0.7267 | 0.7694 | 0.8772 |
| 0.4329 | 8.5 | 714 | 0.7361 | 0.7313 | 0.7361 | 0.8580 |
| 0.4329 | 8.5238 | 716 | 0.7226 | 0.7334 | 0.7226 | 0.8501 |
| 0.4329 | 8.5476 | 718 | 0.7220 | 0.7350 | 0.7220 | 0.8497 |
| 0.4329 | 8.5714 | 720 | 0.7347 | 0.7350 | 0.7347 | 0.8572 |
| 0.4329 | 8.5952 | 722 | 0.7740 | 0.7203 | 0.7740 | 0.8798 |
| 0.4329 | 8.6190 | 724 | 0.8226 | 0.6262 | 0.8226 | 0.9070 |
| 0.4329 | 8.6429 | 726 | 0.8601 | 0.6202 | 0.8601 | 0.9274 |
| 0.4329 | 8.6667 | 728 | 0.8701 | 0.6148 | 0.8701 | 0.9328 |
| 0.4329 | 8.6905 | 730 | 0.8476 | 0.6199 | 0.8476 | 0.9207 |
| 0.4329 | 8.7143 | 732 | 0.8237 | 0.6136 | 0.8237 | 0.9076 |
| 0.4329 | 8.7381 | 734 | 0.8021 | 0.6708 | 0.8021 | 0.8956 |
| 0.4329 | 8.7619 | 736 | 0.7950 | 0.6844 | 0.7950 | 0.8916 |
| 0.4329 | 8.7857 | 738 | 0.7819 | 0.7260 | 0.7819 | 0.8842 |
| 0.4329 | 8.8095 | 740 | 0.7730 | 0.7266 | 0.7730 | 0.8792 |
| 0.4329 | 8.8333 | 742 | 0.7876 | 0.7055 | 0.7876 | 0.8874 |
| 0.4329 | 8.8571 | 744 | 0.8004 | 0.7055 | 0.8004 | 0.8947 |
| 0.4329 | 8.8810 | 746 | 0.8073 | 0.7019 | 0.8073 | 0.8985 |
| 0.4329 | 8.9048 | 748 | 0.8196 | 0.6618 | 0.8196 | 0.9053 |
| 0.4329 | 8.9286 | 750 | 0.8308 | 0.6587 | 0.8308 | 0.9115 |
| 0.4329 | 8.9524 | 752 | 0.8386 | 0.6419 | 0.8386 | 0.9158 |
| 0.4329 | 8.9762 | 754 | 0.8362 | 0.6532 | 0.8362 | 0.9145 |
| 0.4329 | 9.0 | 756 | 0.8556 | 0.6332 | 0.8556 | 0.9250 |
| 0.4329 | 9.0238 | 758 | 0.8795 | 0.6225 | 0.8795 | 0.9378 |
| 0.4329 | 9.0476 | 760 | 0.9000 | 0.6200 | 0.9000 | 0.9487 |
| 0.4329 | 9.0714 | 762 | 0.9179 | 0.6180 | 0.9179 | 0.9581 |
| 0.4329 | 9.0952 | 764 | 0.9223 | 0.6180 | 0.9223 | 0.9604 |
| 0.4329 | 9.1190 | 766 | 0.9061 | 0.6192 | 0.9061 | 0.9519 |
| 0.4329 | 9.1429 | 768 | 0.8964 | 0.6132 | 0.8964 | 0.9468 |
| 0.4329 | 9.1667 | 770 | 0.8749 | 0.6132 | 0.8749 | 0.9354 |
| 0.4329 | 9.1905 | 772 | 0.8652 | 0.6217 | 0.8652 | 0.9302 |
| 0.4329 | 9.2143 | 774 | 0.8545 | 0.6217 | 0.8545 | 0.9244 |
| 0.4329 | 9.2381 | 776 | 0.8575 | 0.6217 | 0.8575 | 0.9260 |
| 0.4329 | 9.2619 | 778 | 0.8601 | 0.6217 | 0.8601 | 0.9274 |
| 0.4329 | 9.2857 | 780 | 0.8713 | 0.6217 | 0.8713 | 0.9335 |
| 0.4329 | 9.3095 | 782 | 0.8726 | 0.6217 | 0.8726 | 0.9341 |
| 0.4329 | 9.3333 | 784 | 0.8631 | 0.6217 | 0.8631 | 0.9290 |
| 0.4329 | 9.3571 | 786 | 0.8575 | 0.6258 | 0.8575 | 0.9260 |
| 0.4329 | 9.3810 | 788 | 0.8606 | 0.6258 | 0.8606 | 0.9277 |
| 0.4329 | 9.4048 | 790 | 0.8745 | 0.6258 | 0.8745 | 0.9352 |
| 0.4329 | 9.4286 | 792 | 0.8936 | 0.6132 | 0.8936 | 0.9453 |
| 0.4329 | 9.4524 | 794 | 0.8994 | 0.6132 | 0.8994 | 0.9484 |
| 0.4329 | 9.4762 | 796 | 0.9033 | 0.6132 | 0.9033 | 0.9504 |
| 0.4329 | 9.5 | 798 | 0.8985 | 0.6164 | 0.8985 | 0.9479 |
| 0.4329 | 9.5238 | 800 | 0.8952 | 0.6095 | 0.8952 | 0.9461 |
| 0.4329 | 9.5476 | 802 | 0.8831 | 0.6095 | 0.8831 | 0.9397 |
| 0.4329 | 9.5714 | 804 | 0.8658 | 0.6258 | 0.8658 | 0.9305 |
| 0.4329 | 9.5952 | 806 | 0.8526 | 0.6258 | 0.8526 | 0.9234 |
| 0.4329 | 9.6190 | 808 | 0.8438 | 0.6243 | 0.8438 | 0.9186 |
| 0.4329 | 9.6429 | 810 | 0.8388 | 0.6243 | 0.8388 | 0.9159 |
| 0.4329 | 9.6667 | 812 | 0.8356 | 0.6331 | 0.8356 | 0.9141 |
| 0.4329 | 9.6905 | 814 | 0.8297 | 0.6241 | 0.8297 | 0.9109 |
| 0.4329 | 9.7143 | 816 | 0.8180 | 0.6449 | 0.8180 | 0.9044 |
| 0.4329 | 9.7381 | 818 | 0.8068 | 0.6711 | 0.8068 | 0.8982 |
| 0.4329 | 9.7619 | 820 | 0.8038 | 0.6711 | 0.8038 | 0.8965 |
| 0.4329 | 9.7857 | 822 | 0.8054 | 0.6711 | 0.8054 | 0.8974 |
| 0.4329 | 9.8095 | 824 | 0.8069 | 0.6711 | 0.8069 | 0.8983 |
| 0.4329 | 9.8333 | 826 | 0.8083 | 0.6711 | 0.8083 | 0.8990 |
| 0.4329 | 9.8571 | 828 | 0.8060 | 0.6711 | 0.8060 | 0.8978 |
| 0.4329 | 9.8810 | 830 | 0.8054 | 0.6711 | 0.8054 | 0.8974 |
| 0.4329 | 9.9048 | 832 | 0.8036 | 0.6711 | 0.8036 | 0.8964 |
| 0.4329 | 9.9286 | 834 | 0.8020 | 0.6711 | 0.8020 | 0.8955 |
| 0.4329 | 9.9524 | 836 | 0.8015 | 0.6806 | 0.8015 | 0.8953 |
| 0.4329 | 9.9762 | 838 | 0.8006 | 0.6806 | 0.8006 | 0.8948 |
| 0.4329 | 10.0 | 840 | 0.8005 | 0.6806 | 0.8005 | 0.8947 |
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_run2_AugV5_k15_task1_organization
Base model
aubmindlab/bert-base-arabertv02