Instructions to use MayBashendy/ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k19_task5_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_k19_task5_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_k19_task5_organization")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("MayBashendy/ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k19_task5_organization") model = AutoModelForSequenceClassification.from_pretrained("MayBashendy/ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k19_task5_organization", device_map="auto") - Notebooks
- Google Colab
- Kaggle
ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k19_task5_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: 0.9261
- Qwk: 0.6875
- Mse: 0.9261
- Rmse: 0.9624
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 | 0.0270 | 2 | 2.3721 | -0.0045 | 2.3721 | 1.5402 |
| No log | 0.0541 | 4 | 1.6499 | 0.1190 | 1.6499 | 1.2845 |
| No log | 0.0811 | 6 | 1.8735 | -0.0428 | 1.8735 | 1.3688 |
| No log | 0.1081 | 8 | 1.7646 | 0.2302 | 1.7646 | 1.3284 |
| No log | 0.1351 | 10 | 1.6639 | 0.2767 | 1.6639 | 1.2899 |
| No log | 0.1622 | 12 | 1.9369 | 0.2385 | 1.9369 | 1.3917 |
| No log | 0.1892 | 14 | 1.9176 | 0.1923 | 1.9176 | 1.3848 |
| No log | 0.2162 | 16 | 1.8415 | 0.1205 | 1.8415 | 1.3570 |
| No log | 0.2432 | 18 | 1.7472 | 0.1074 | 1.7472 | 1.3218 |
| No log | 0.2703 | 20 | 1.6625 | 0.0411 | 1.6625 | 1.2894 |
| No log | 0.2973 | 22 | 1.7796 | 0.1476 | 1.7796 | 1.3340 |
| No log | 0.3243 | 24 | 2.1207 | 0.2366 | 2.1207 | 1.4563 |
| No log | 0.3514 | 26 | 2.6504 | 0.1056 | 2.6504 | 1.6280 |
| No log | 0.3784 | 28 | 2.6384 | 0.0758 | 2.6384 | 1.6243 |
| No log | 0.4054 | 30 | 2.2713 | 0.1833 | 2.2713 | 1.5071 |
| No log | 0.4324 | 32 | 1.7768 | 0.3476 | 1.7768 | 1.3330 |
| No log | 0.4595 | 34 | 1.5240 | 0.2204 | 1.5240 | 1.2345 |
| No log | 0.4865 | 36 | 1.4502 | 0.1827 | 1.4502 | 1.2042 |
| No log | 0.5135 | 38 | 1.5316 | 0.2947 | 1.5316 | 1.2376 |
| No log | 0.5405 | 40 | 1.5618 | 0.2783 | 1.5618 | 1.2497 |
| No log | 0.5676 | 42 | 1.6114 | 0.2666 | 1.6114 | 1.2694 |
| No log | 0.5946 | 44 | 1.4899 | 0.2957 | 1.4899 | 1.2206 |
| No log | 0.6216 | 46 | 1.3751 | 0.2643 | 1.3751 | 1.1726 |
| No log | 0.6486 | 48 | 1.2669 | 0.2990 | 1.2669 | 1.1256 |
| No log | 0.6757 | 50 | 1.2086 | 0.3549 | 1.2086 | 1.0994 |
| No log | 0.7027 | 52 | 1.2484 | 0.3465 | 1.2484 | 1.1173 |
| No log | 0.7297 | 54 | 1.4136 | 0.3536 | 1.4136 | 1.1889 |
| No log | 0.7568 | 56 | 1.4252 | 0.3846 | 1.4252 | 1.1938 |
| No log | 0.7838 | 58 | 1.7672 | 0.3726 | 1.7672 | 1.3294 |
| No log | 0.8108 | 60 | 2.0997 | 0.3800 | 2.0997 | 1.4490 |
| No log | 0.8378 | 62 | 1.8438 | 0.3772 | 1.8438 | 1.3579 |
| No log | 0.8649 | 64 | 1.3591 | 0.4455 | 1.3591 | 1.1658 |
| No log | 0.8919 | 66 | 1.2070 | 0.4392 | 1.2070 | 1.0986 |
| No log | 0.9189 | 68 | 1.3353 | 0.4259 | 1.3353 | 1.1556 |
| No log | 0.9459 | 70 | 1.3255 | 0.4137 | 1.3255 | 1.1513 |
| No log | 0.9730 | 72 | 1.4287 | 0.4493 | 1.4287 | 1.1953 |
| No log | 1.0 | 74 | 1.6095 | 0.4383 | 1.6095 | 1.2687 |
| No log | 1.0270 | 76 | 1.3577 | 0.4752 | 1.3577 | 1.1652 |
| No log | 1.0541 | 78 | 0.9956 | 0.5687 | 0.9956 | 0.9978 |
| No log | 1.0811 | 80 | 0.9188 | 0.5798 | 0.9188 | 0.9585 |
| No log | 1.1081 | 82 | 0.8864 | 0.5524 | 0.8864 | 0.9415 |
| No log | 1.1351 | 84 | 0.9371 | 0.5968 | 0.9371 | 0.9681 |
| No log | 1.1622 | 86 | 1.3455 | 0.5230 | 1.3455 | 1.1600 |
| No log | 1.1892 | 88 | 1.7706 | 0.4485 | 1.7706 | 1.3307 |
| No log | 1.2162 | 90 | 1.8559 | 0.4290 | 1.8559 | 1.3623 |
| No log | 1.2432 | 92 | 1.6172 | 0.4314 | 1.6172 | 1.2717 |
| No log | 1.2703 | 94 | 1.3494 | 0.4755 | 1.3494 | 1.1616 |
| No log | 1.2973 | 96 | 1.2223 | 0.5094 | 1.2223 | 1.1056 |
| No log | 1.3243 | 98 | 1.2326 | 0.5199 | 1.2326 | 1.1102 |
| No log | 1.3514 | 100 | 1.4172 | 0.4868 | 1.4172 | 1.1905 |
| No log | 1.3784 | 102 | 1.6951 | 0.4886 | 1.6951 | 1.3019 |
| No log | 1.4054 | 104 | 1.5928 | 0.4868 | 1.5928 | 1.2621 |
| No log | 1.4324 | 106 | 1.3007 | 0.5303 | 1.3007 | 1.1405 |
| No log | 1.4595 | 108 | 1.3007 | 0.5468 | 1.3007 | 1.1405 |
| No log | 1.4865 | 110 | 1.4468 | 0.5085 | 1.4468 | 1.2028 |
| No log | 1.5135 | 112 | 1.3890 | 0.5234 | 1.3890 | 1.1786 |
| No log | 1.5405 | 114 | 1.1607 | 0.5286 | 1.1607 | 1.0774 |
| No log | 1.5676 | 116 | 1.0829 | 0.5437 | 1.0829 | 1.0406 |
| No log | 1.5946 | 118 | 1.0528 | 0.5495 | 1.0528 | 1.0260 |
| No log | 1.6216 | 120 | 1.0877 | 0.5222 | 1.0877 | 1.0429 |
| No log | 1.6486 | 122 | 0.9694 | 0.5756 | 0.9694 | 0.9846 |
| No log | 1.6757 | 124 | 0.9275 | 0.6138 | 0.9275 | 0.9631 |
| No log | 1.7027 | 126 | 0.9249 | 0.6187 | 0.9249 | 0.9617 |
| No log | 1.7297 | 128 | 1.1239 | 0.5488 | 1.1239 | 1.0601 |
| No log | 1.7568 | 130 | 1.2718 | 0.5351 | 1.2718 | 1.1277 |
| No log | 1.7838 | 132 | 1.1227 | 0.5536 | 1.1227 | 1.0596 |
| No log | 1.8108 | 134 | 0.8997 | 0.6296 | 0.8997 | 0.9485 |
| No log | 1.8378 | 136 | 0.7983 | 0.6704 | 0.7983 | 0.8935 |
| No log | 1.8649 | 138 | 0.8343 | 0.7055 | 0.8343 | 0.9134 |
| No log | 1.8919 | 140 | 1.0270 | 0.6438 | 1.0270 | 1.0134 |
| No log | 1.9189 | 142 | 1.4324 | 0.5756 | 1.4324 | 1.1968 |
| No log | 1.9459 | 144 | 1.5795 | 0.5594 | 1.5795 | 1.2568 |
| No log | 1.9730 | 146 | 1.6015 | 0.5409 | 1.6015 | 1.2655 |
| No log | 2.0 | 148 | 1.4402 | 0.5485 | 1.4402 | 1.2001 |
| No log | 2.0270 | 150 | 1.1931 | 0.5075 | 1.1931 | 1.0923 |
| No log | 2.0541 | 152 | 1.0272 | 0.5268 | 1.0272 | 1.0135 |
| No log | 2.0811 | 154 | 1.0394 | 0.5174 | 1.0394 | 1.0195 |
| No log | 2.1081 | 156 | 1.1880 | 0.5489 | 1.1880 | 1.0899 |
| No log | 2.1351 | 158 | 1.2569 | 0.5545 | 1.2569 | 1.1211 |
| No log | 2.1622 | 160 | 1.2946 | 0.5581 | 1.2946 | 1.1378 |
| No log | 2.1892 | 162 | 1.2390 | 0.5659 | 1.2390 | 1.1131 |
| No log | 2.2162 | 164 | 1.0491 | 0.6481 | 1.0491 | 1.0242 |
| No log | 2.2432 | 166 | 0.8881 | 0.6644 | 0.8881 | 0.9424 |
| No log | 2.2703 | 168 | 0.8308 | 0.6970 | 0.8308 | 0.9115 |
| No log | 2.2973 | 170 | 0.7613 | 0.6991 | 0.7613 | 0.8725 |
| No log | 2.3243 | 172 | 0.7046 | 0.7032 | 0.7046 | 0.8394 |
| No log | 2.3514 | 174 | 0.7223 | 0.6965 | 0.7223 | 0.8499 |
| No log | 2.3784 | 176 | 0.8574 | 0.6963 | 0.8574 | 0.9259 |
| No log | 2.4054 | 178 | 0.9336 | 0.6769 | 0.9336 | 0.9662 |
| No log | 2.4324 | 180 | 0.8845 | 0.6886 | 0.8845 | 0.9405 |
| No log | 2.4595 | 182 | 0.7304 | 0.7175 | 0.7304 | 0.8546 |
| No log | 2.4865 | 184 | 0.6681 | 0.6865 | 0.6681 | 0.8174 |
| No log | 2.5135 | 186 | 0.6711 | 0.6796 | 0.6711 | 0.8192 |
| No log | 2.5405 | 188 | 0.7033 | 0.7246 | 0.7033 | 0.8386 |
| No log | 2.5676 | 190 | 0.8955 | 0.6728 | 0.8955 | 0.9463 |
| No log | 2.5946 | 192 | 1.0577 | 0.6161 | 1.0577 | 1.0285 |
| No log | 2.6216 | 194 | 0.9942 | 0.6492 | 0.9942 | 0.9971 |
| No log | 2.6486 | 196 | 0.8105 | 0.6667 | 0.8105 | 0.9003 |
| No log | 2.6757 | 198 | 0.7039 | 0.7094 | 0.7039 | 0.8390 |
| No log | 2.7027 | 200 | 0.6800 | 0.6936 | 0.6800 | 0.8246 |
| No log | 2.7297 | 202 | 0.6711 | 0.7073 | 0.6711 | 0.8192 |
| No log | 2.7568 | 204 | 0.6831 | 0.7276 | 0.6831 | 0.8265 |
| No log | 2.7838 | 206 | 0.7772 | 0.6925 | 0.7772 | 0.8816 |
| No log | 2.8108 | 208 | 0.9619 | 0.6337 | 0.9619 | 0.9808 |
| No log | 2.8378 | 210 | 1.1346 | 0.6115 | 1.1346 | 1.0652 |
| No log | 2.8649 | 212 | 1.1056 | 0.6321 | 1.1056 | 1.0515 |
| No log | 2.8919 | 214 | 0.9523 | 0.6303 | 0.9523 | 0.9759 |
| No log | 2.9189 | 216 | 0.8378 | 0.6651 | 0.8378 | 0.9153 |
| No log | 2.9459 | 218 | 0.8106 | 0.6602 | 0.8106 | 0.9004 |
| No log | 2.9730 | 220 | 0.8407 | 0.6560 | 0.8407 | 0.9169 |
| No log | 3.0 | 222 | 0.8443 | 0.6571 | 0.8443 | 0.9189 |
| No log | 3.0270 | 224 | 0.9275 | 0.6653 | 0.9275 | 0.9631 |
| No log | 3.0541 | 226 | 1.1843 | 0.6010 | 1.1843 | 1.0882 |
| No log | 3.0811 | 228 | 1.3398 | 0.5886 | 1.3398 | 1.1575 |
| No log | 3.1081 | 230 | 1.2858 | 0.6075 | 1.2858 | 1.1339 |
| No log | 3.1351 | 232 | 1.0958 | 0.6168 | 1.0958 | 1.0468 |
| No log | 3.1622 | 234 | 1.0268 | 0.6552 | 1.0268 | 1.0133 |
| No log | 3.1892 | 236 | 1.0992 | 0.6198 | 1.0992 | 1.0484 |
| No log | 3.2162 | 238 | 1.1357 | 0.6174 | 1.1357 | 1.0657 |
| No log | 3.2432 | 240 | 1.3080 | 0.5801 | 1.3080 | 1.1437 |
| No log | 3.2703 | 242 | 1.4910 | 0.5602 | 1.4910 | 1.2211 |
| No log | 3.2973 | 244 | 1.4276 | 0.5783 | 1.4276 | 1.1948 |
| No log | 3.3243 | 246 | 1.1811 | 0.6113 | 1.1811 | 1.0868 |
| No log | 3.3514 | 248 | 0.9666 | 0.6552 | 0.9666 | 0.9831 |
| No log | 3.3784 | 250 | 0.8348 | 0.6792 | 0.8348 | 0.9137 |
| No log | 3.4054 | 252 | 0.8303 | 0.6784 | 0.8303 | 0.9112 |
| No log | 3.4324 | 254 | 0.9330 | 0.6465 | 0.9330 | 0.9659 |
| No log | 3.4595 | 256 | 1.1686 | 0.6150 | 1.1686 | 1.0810 |
| No log | 3.4865 | 258 | 1.3110 | 0.5747 | 1.3110 | 1.1450 |
| No log | 3.5135 | 260 | 1.2512 | 0.5727 | 1.2512 | 1.1186 |
| No log | 3.5405 | 262 | 1.1350 | 0.5970 | 1.1350 | 1.0654 |
| No log | 3.5676 | 264 | 0.9801 | 0.6457 | 0.9801 | 0.9900 |
| No log | 3.5946 | 266 | 0.8519 | 0.6759 | 0.8519 | 0.9230 |
| No log | 3.6216 | 268 | 0.8423 | 0.7030 | 0.8423 | 0.9178 |
| No log | 3.6486 | 270 | 0.8859 | 0.7018 | 0.8859 | 0.9412 |
| No log | 3.6757 | 272 | 0.8309 | 0.7156 | 0.8309 | 0.9116 |
| No log | 3.7027 | 274 | 0.7690 | 0.7161 | 0.7690 | 0.8769 |
| No log | 3.7297 | 276 | 0.7899 | 0.7161 | 0.7899 | 0.8888 |
| No log | 3.7568 | 278 | 0.8188 | 0.7126 | 0.8188 | 0.9049 |
| No log | 3.7838 | 280 | 0.9091 | 0.6997 | 0.9091 | 0.9535 |
| No log | 3.8108 | 282 | 0.8633 | 0.6960 | 0.8633 | 0.9291 |
| No log | 3.8378 | 284 | 0.7564 | 0.7267 | 0.7564 | 0.8697 |
| No log | 3.8649 | 286 | 0.6880 | 0.7110 | 0.6880 | 0.8295 |
| No log | 3.8919 | 288 | 0.6500 | 0.7013 | 0.6500 | 0.8062 |
| No log | 3.9189 | 290 | 0.6404 | 0.7088 | 0.6404 | 0.8002 |
| No log | 3.9459 | 292 | 0.6406 | 0.7178 | 0.6406 | 0.8003 |
| No log | 3.9730 | 294 | 0.6823 | 0.7283 | 0.6823 | 0.8260 |
| No log | 4.0 | 296 | 0.7879 | 0.7525 | 0.7879 | 0.8876 |
| No log | 4.0270 | 298 | 1.0058 | 0.6868 | 1.0058 | 1.0029 |
| No log | 4.0541 | 300 | 1.1494 | 0.6701 | 1.1494 | 1.0721 |
| No log | 4.0811 | 302 | 1.1336 | 0.6727 | 1.1336 | 1.0647 |
| No log | 4.1081 | 304 | 1.0097 | 0.6721 | 1.0097 | 1.0048 |
| No log | 4.1351 | 306 | 0.8884 | 0.6575 | 0.8884 | 0.9425 |
| No log | 4.1622 | 308 | 0.8493 | 0.6759 | 0.8493 | 0.9216 |
| No log | 4.1892 | 310 | 0.8873 | 0.6670 | 0.8873 | 0.9420 |
| No log | 4.2162 | 312 | 0.9433 | 0.6435 | 0.9433 | 0.9712 |
| No log | 4.2432 | 314 | 1.0201 | 0.6550 | 1.0201 | 1.0100 |
| No log | 4.2703 | 316 | 1.0258 | 0.6784 | 1.0258 | 1.0128 |
| No log | 4.2973 | 318 | 1.0472 | 0.6784 | 1.0472 | 1.0233 |
| No log | 4.3243 | 320 | 0.9661 | 0.7026 | 0.9661 | 0.9829 |
| No log | 4.3514 | 322 | 0.8443 | 0.6932 | 0.8443 | 0.9188 |
| No log | 4.3784 | 324 | 0.7942 | 0.7062 | 0.7942 | 0.8912 |
| No log | 4.4054 | 326 | 0.7981 | 0.6963 | 0.7981 | 0.8934 |
| No log | 4.4324 | 328 | 0.8574 | 0.6940 | 0.8574 | 0.9260 |
| No log | 4.4595 | 330 | 0.8713 | 0.6819 | 0.8713 | 0.9334 |
| No log | 4.4865 | 332 | 0.8401 | 0.6969 | 0.8401 | 0.9165 |
| No log | 4.5135 | 334 | 0.8022 | 0.6922 | 0.8022 | 0.8957 |
| No log | 4.5405 | 336 | 0.7509 | 0.6833 | 0.7509 | 0.8665 |
| No log | 4.5676 | 338 | 0.7236 | 0.6873 | 0.7236 | 0.8506 |
| No log | 4.5946 | 340 | 0.7240 | 0.6836 | 0.7240 | 0.8509 |
| No log | 4.6216 | 342 | 0.7449 | 0.6930 | 0.7449 | 0.8631 |
| No log | 4.6486 | 344 | 0.7998 | 0.6729 | 0.7998 | 0.8943 |
| No log | 4.6757 | 346 | 0.7821 | 0.6922 | 0.7821 | 0.8844 |
| No log | 4.7027 | 348 | 0.7794 | 0.6966 | 0.7794 | 0.8828 |
| No log | 4.7297 | 350 | 0.7893 | 0.6747 | 0.7893 | 0.8884 |
| No log | 4.7568 | 352 | 0.7980 | 0.6704 | 0.7980 | 0.8933 |
| No log | 4.7838 | 354 | 0.7261 | 0.7015 | 0.7261 | 0.8521 |
| No log | 4.8108 | 356 | 0.6680 | 0.7107 | 0.6680 | 0.8173 |
| No log | 4.8378 | 358 | 0.6708 | 0.6836 | 0.6708 | 0.8190 |
| No log | 4.8649 | 360 | 0.7094 | 0.6779 | 0.7094 | 0.8423 |
| No log | 4.8919 | 362 | 0.8147 | 0.6723 | 0.8147 | 0.9026 |
| No log | 4.9189 | 364 | 0.9886 | 0.6477 | 0.9886 | 0.9943 |
| No log | 4.9459 | 366 | 1.0775 | 0.6183 | 1.0775 | 1.0380 |
| No log | 4.9730 | 368 | 1.1651 | 0.6000 | 1.1651 | 1.0794 |
| No log | 5.0 | 370 | 1.1566 | 0.6061 | 1.1566 | 1.0755 |
| No log | 5.0270 | 372 | 1.1102 | 0.6041 | 1.1102 | 1.0537 |
| No log | 5.0541 | 374 | 1.0742 | 0.6469 | 1.0742 | 1.0364 |
| No log | 5.0811 | 376 | 0.9799 | 0.6688 | 0.9799 | 0.9899 |
| No log | 5.1081 | 378 | 0.9433 | 0.6653 | 0.9433 | 0.9712 |
| No log | 5.1351 | 380 | 0.9528 | 0.6453 | 0.9528 | 0.9761 |
| No log | 5.1622 | 382 | 1.0525 | 0.5656 | 1.0525 | 1.0259 |
| No log | 5.1892 | 384 | 1.1325 | 0.5493 | 1.1325 | 1.0642 |
| No log | 5.2162 | 386 | 1.1354 | 0.5388 | 1.1354 | 1.0655 |
| No log | 5.2432 | 388 | 1.1299 | 0.5424 | 1.1299 | 1.0629 |
| No log | 5.2703 | 390 | 1.0766 | 0.5746 | 1.0766 | 1.0376 |
| No log | 5.2973 | 392 | 0.9548 | 0.6603 | 0.9548 | 0.9771 |
| No log | 5.3243 | 394 | 0.8653 | 0.6877 | 0.8653 | 0.9302 |
| No log | 5.3514 | 396 | 0.8353 | 0.6911 | 0.8353 | 0.9140 |
| No log | 5.3784 | 398 | 0.8339 | 0.6982 | 0.8339 | 0.9132 |
| No log | 5.4054 | 400 | 0.8074 | 0.7085 | 0.8074 | 0.8986 |
| No log | 5.4324 | 402 | 0.8341 | 0.6828 | 0.8341 | 0.9133 |
| No log | 5.4595 | 404 | 0.9253 | 0.6778 | 0.9253 | 0.9619 |
| No log | 5.4865 | 406 | 1.0231 | 0.6502 | 1.0231 | 1.0115 |
| No log | 5.5135 | 408 | 1.0596 | 0.6502 | 1.0596 | 1.0294 |
| No log | 5.5405 | 410 | 0.9785 | 0.6631 | 0.9785 | 0.9892 |
| No log | 5.5676 | 412 | 0.8513 | 0.6637 | 0.8513 | 0.9226 |
| No log | 5.5946 | 414 | 0.7569 | 0.6947 | 0.7569 | 0.8700 |
| No log | 5.6216 | 416 | 0.7261 | 0.7045 | 0.7261 | 0.8521 |
| No log | 5.6486 | 418 | 0.7359 | 0.6695 | 0.7359 | 0.8579 |
| No log | 5.6757 | 420 | 0.7822 | 0.6753 | 0.7822 | 0.8844 |
| No log | 5.7027 | 422 | 0.8695 | 0.6493 | 0.8695 | 0.9325 |
| No log | 5.7297 | 424 | 0.9330 | 0.6507 | 0.9330 | 0.9659 |
| No log | 5.7568 | 426 | 0.9361 | 0.6631 | 0.9361 | 0.9675 |
| No log | 5.7838 | 428 | 0.9378 | 0.6712 | 0.9378 | 0.9684 |
| No log | 5.8108 | 430 | 0.9479 | 0.6728 | 0.9479 | 0.9736 |
| No log | 5.8378 | 432 | 0.9001 | 0.6752 | 0.9001 | 0.9487 |
| No log | 5.8649 | 434 | 0.9063 | 0.6712 | 0.9063 | 0.9520 |
| No log | 5.8919 | 436 | 0.8762 | 0.6778 | 0.8762 | 0.9361 |
| No log | 5.9189 | 438 | 0.8836 | 0.6653 | 0.8836 | 0.9400 |
| No log | 5.9459 | 440 | 0.8890 | 0.6653 | 0.8890 | 0.9429 |
| No log | 5.9730 | 442 | 0.8744 | 0.6594 | 0.8744 | 0.9351 |
| No log | 6.0 | 444 | 0.8846 | 0.6653 | 0.8846 | 0.9406 |
| No log | 6.0270 | 446 | 0.9045 | 0.6713 | 0.9045 | 0.9511 |
| No log | 6.0541 | 448 | 0.9078 | 0.6795 | 0.9078 | 0.9528 |
| No log | 6.0811 | 450 | 0.9326 | 0.6875 | 0.9326 | 0.9657 |
| No log | 6.1081 | 452 | 0.9439 | 0.6778 | 0.9439 | 0.9715 |
| No log | 6.1351 | 454 | 0.9538 | 0.6613 | 0.9538 | 0.9766 |
| No log | 6.1622 | 456 | 0.9181 | 0.6654 | 0.9181 | 0.9582 |
| No log | 6.1892 | 458 | 0.8646 | 0.6823 | 0.8646 | 0.9298 |
| No log | 6.2162 | 460 | 0.7986 | 0.6904 | 0.7986 | 0.8936 |
| No log | 6.2432 | 462 | 0.7565 | 0.7028 | 0.7565 | 0.8698 |
| No log | 6.2703 | 464 | 0.7482 | 0.7028 | 0.7482 | 0.8650 |
| No log | 6.2973 | 466 | 0.7631 | 0.6966 | 0.7631 | 0.8736 |
| No log | 6.3243 | 468 | 0.7871 | 0.6868 | 0.7871 | 0.8872 |
| No log | 6.3514 | 470 | 0.8198 | 0.6832 | 0.8198 | 0.9055 |
| No log | 6.3784 | 472 | 0.8592 | 0.6747 | 0.8592 | 0.9269 |
| No log | 6.4054 | 474 | 0.8487 | 0.6739 | 0.8487 | 0.9213 |
| No log | 6.4324 | 476 | 0.8369 | 0.6704 | 0.8369 | 0.9148 |
| No log | 6.4595 | 478 | 0.8566 | 0.6563 | 0.8566 | 0.9255 |
| No log | 6.4865 | 480 | 0.9028 | 0.6661 | 0.9028 | 0.9502 |
| No log | 6.5135 | 482 | 0.9911 | 0.6362 | 0.9911 | 0.9955 |
| No log | 6.5405 | 484 | 1.0360 | 0.6207 | 1.0360 | 1.0178 |
| No log | 6.5676 | 486 | 1.0777 | 0.6407 | 1.0777 | 1.0381 |
| No log | 6.5946 | 488 | 1.0500 | 0.6407 | 1.0500 | 1.0247 |
| No log | 6.6216 | 490 | 0.9973 | 0.6535 | 0.9973 | 0.9987 |
| No log | 6.6486 | 492 | 0.9561 | 0.6761 | 0.9561 | 0.9778 |
| No log | 6.6757 | 494 | 0.9872 | 0.6465 | 0.9872 | 0.9936 |
| No log | 6.7027 | 496 | 0.9940 | 0.6337 | 0.9940 | 0.9970 |
| No log | 6.7297 | 498 | 0.9534 | 0.6324 | 0.9534 | 0.9764 |
| 0.3429 | 6.7568 | 500 | 0.9400 | 0.6339 | 0.9400 | 0.9696 |
| 0.3429 | 6.7838 | 502 | 0.9123 | 0.6401 | 0.9123 | 0.9551 |
| 0.3429 | 6.8108 | 504 | 0.8670 | 0.6705 | 0.8670 | 0.9312 |
| 0.3429 | 6.8378 | 506 | 0.8252 | 0.6867 | 0.8252 | 0.9084 |
| 0.3429 | 6.8649 | 508 | 0.8003 | 0.6849 | 0.8003 | 0.8946 |
| 0.3429 | 6.8919 | 510 | 0.8108 | 0.7001 | 0.8108 | 0.9004 |
| 0.3429 | 6.9189 | 512 | 0.8582 | 0.7141 | 0.8582 | 0.9264 |
| 0.3429 | 6.9459 | 514 | 0.9372 | 0.6967 | 0.9372 | 0.9681 |
| 0.3429 | 6.9730 | 516 | 0.9633 | 0.6868 | 0.9633 | 0.9815 |
| 0.3429 | 7.0 | 518 | 0.9885 | 0.6567 | 0.9885 | 0.9942 |
| 0.3429 | 7.0270 | 520 | 0.9759 | 0.6431 | 0.9759 | 0.9879 |
| 0.3429 | 7.0541 | 522 | 0.9577 | 0.6431 | 0.9577 | 0.9786 |
| 0.3429 | 7.0811 | 524 | 0.9122 | 0.6737 | 0.9122 | 0.9551 |
| 0.3429 | 7.1081 | 526 | 0.8876 | 0.6912 | 0.8876 | 0.9421 |
| 0.3429 | 7.1351 | 528 | 0.8454 | 0.7123 | 0.8454 | 0.9195 |
| 0.3429 | 7.1622 | 530 | 0.8096 | 0.6986 | 0.8096 | 0.8998 |
| 0.3429 | 7.1892 | 532 | 0.7844 | 0.6994 | 0.7844 | 0.8856 |
| 0.3429 | 7.2162 | 534 | 0.8001 | 0.6986 | 0.8001 | 0.8945 |
| 0.3429 | 7.2432 | 536 | 0.8524 | 0.7010 | 0.8524 | 0.9232 |
| 0.3429 | 7.2703 | 538 | 0.9233 | 0.6951 | 0.9233 | 0.9609 |
| 0.3429 | 7.2973 | 540 | 0.9962 | 0.6664 | 0.9962 | 0.9981 |
| 0.3429 | 7.3243 | 542 | 1.0066 | 0.6664 | 1.0066 | 1.0033 |
| 0.3429 | 7.3514 | 544 | 1.0073 | 0.6664 | 1.0073 | 1.0037 |
| 0.3429 | 7.3784 | 546 | 0.9625 | 0.6761 | 0.9625 | 0.9811 |
| 0.3429 | 7.4054 | 548 | 0.8888 | 0.6831 | 0.8888 | 0.9428 |
| 0.3429 | 7.4324 | 550 | 0.8464 | 0.6789 | 0.8464 | 0.9200 |
| 0.3429 | 7.4595 | 552 | 0.8451 | 0.6789 | 0.8451 | 0.9193 |
| 0.3429 | 7.4865 | 554 | 0.8770 | 0.6831 | 0.8770 | 0.9365 |
| 0.3429 | 7.5135 | 556 | 0.9181 | 0.6789 | 0.9181 | 0.9582 |
| 0.3429 | 7.5405 | 558 | 0.9705 | 0.6595 | 0.9705 | 0.9851 |
| 0.3429 | 7.5676 | 560 | 0.9965 | 0.6451 | 0.9965 | 0.9983 |
| 0.3429 | 7.5946 | 562 | 1.0238 | 0.6313 | 1.0238 | 1.0118 |
| 0.3429 | 7.6216 | 564 | 1.0650 | 0.6226 | 1.0650 | 1.0320 |
| 0.3429 | 7.6486 | 566 | 1.0884 | 0.6058 | 1.0884 | 1.0433 |
| 0.3429 | 7.6757 | 568 | 1.0726 | 0.6144 | 1.0726 | 1.0356 |
| 0.3429 | 7.7027 | 570 | 1.0229 | 0.6313 | 1.0229 | 1.0114 |
| 0.3429 | 7.7297 | 572 | 0.9586 | 0.6664 | 0.9586 | 0.9791 |
| 0.3429 | 7.7568 | 574 | 0.8925 | 0.6789 | 0.8925 | 0.9447 |
| 0.3429 | 7.7838 | 576 | 0.8446 | 0.6920 | 0.8446 | 0.9190 |
| 0.3429 | 7.8108 | 578 | 0.8250 | 0.6904 | 0.8250 | 0.9083 |
| 0.3429 | 7.8378 | 580 | 0.8024 | 0.6936 | 0.8024 | 0.8958 |
| 0.3429 | 7.8649 | 582 | 0.7933 | 0.6936 | 0.7933 | 0.8906 |
| 0.3429 | 7.8919 | 584 | 0.7991 | 0.6849 | 0.7991 | 0.8939 |
| 0.3429 | 7.9189 | 586 | 0.8294 | 0.6785 | 0.8294 | 0.9107 |
| 0.3429 | 7.9459 | 588 | 0.8583 | 0.6696 | 0.8583 | 0.9264 |
| 0.3429 | 7.9730 | 590 | 0.9029 | 0.6696 | 0.9029 | 0.9502 |
| 0.3429 | 8.0 | 592 | 0.9529 | 0.6485 | 0.9529 | 0.9761 |
| 0.3429 | 8.0270 | 594 | 0.9866 | 0.6118 | 0.9866 | 0.9933 |
| 0.3429 | 8.0541 | 596 | 1.0075 | 0.6152 | 1.0075 | 1.0037 |
| 0.3429 | 8.0811 | 598 | 1.0173 | 0.6167 | 1.0173 | 1.0086 |
| 0.3429 | 8.1081 | 600 | 1.0127 | 0.6152 | 1.0127 | 1.0063 |
| 0.3429 | 8.1351 | 602 | 0.9916 | 0.6195 | 0.9916 | 0.9958 |
| 0.3429 | 8.1622 | 604 | 0.9674 | 0.6131 | 0.9674 | 0.9836 |
| 0.3429 | 8.1892 | 606 | 0.9351 | 0.6567 | 0.9351 | 0.9670 |
| 0.3429 | 8.2162 | 608 | 0.9243 | 0.6627 | 0.9243 | 0.9614 |
| 0.3429 | 8.2432 | 610 | 0.9150 | 0.6713 | 0.9150 | 0.9566 |
| 0.3429 | 8.2703 | 612 | 0.9249 | 0.6722 | 0.9249 | 0.9617 |
| 0.3429 | 8.2973 | 614 | 0.9443 | 0.6705 | 0.9443 | 0.9718 |
| 0.3429 | 8.3243 | 616 | 0.9631 | 0.6587 | 0.9631 | 0.9814 |
| 0.3429 | 8.3514 | 618 | 0.9778 | 0.6565 | 0.9778 | 0.9889 |
| 0.3429 | 8.3784 | 620 | 0.9966 | 0.6565 | 0.9966 | 0.9983 |
| 0.3429 | 8.4054 | 622 | 1.0214 | 0.6525 | 1.0214 | 1.0106 |
| 0.3429 | 8.4324 | 624 | 1.0408 | 0.6583 | 1.0408 | 1.0202 |
| 0.3429 | 8.4595 | 626 | 1.0706 | 0.6527 | 1.0706 | 1.0347 |
| 0.3429 | 8.4865 | 628 | 1.1017 | 0.6005 | 1.1017 | 1.0496 |
| 0.3429 | 8.5135 | 630 | 1.1283 | 0.6005 | 1.1283 | 1.0622 |
| 0.3429 | 8.5405 | 632 | 1.1386 | 0.5921 | 1.1386 | 1.0671 |
| 0.3429 | 8.5676 | 634 | 1.1400 | 0.5921 | 1.1400 | 1.0677 |
| 0.3429 | 8.5946 | 636 | 1.1371 | 0.5921 | 1.1371 | 1.0664 |
| 0.3429 | 8.6216 | 638 | 1.1141 | 0.5962 | 1.1141 | 1.0555 |
| 0.3429 | 8.6486 | 640 | 1.0746 | 0.6181 | 1.0746 | 1.0366 |
| 0.3429 | 8.6757 | 642 | 1.0185 | 0.6525 | 1.0185 | 1.0092 |
| 0.3429 | 8.7027 | 644 | 0.9708 | 0.6680 | 0.9708 | 0.9853 |
| 0.3429 | 8.7297 | 646 | 0.9147 | 0.6688 | 0.9147 | 0.9564 |
| 0.3429 | 8.7568 | 648 | 0.8695 | 0.6782 | 0.8695 | 0.9325 |
| 0.3429 | 8.7838 | 650 | 0.8294 | 0.6764 | 0.8294 | 0.9107 |
| 0.3429 | 8.8108 | 652 | 0.8081 | 0.6958 | 0.8081 | 0.8990 |
| 0.3429 | 8.8378 | 654 | 0.7972 | 0.6958 | 0.7972 | 0.8929 |
| 0.3429 | 8.8649 | 656 | 0.8012 | 0.6958 | 0.8012 | 0.8951 |
| 0.3429 | 8.8919 | 658 | 0.8179 | 0.6963 | 0.8179 | 0.9044 |
| 0.3429 | 8.9189 | 660 | 0.8423 | 0.6772 | 0.8423 | 0.9178 |
| 0.3429 | 8.9459 | 662 | 0.8730 | 0.6912 | 0.8730 | 0.9343 |
| 0.3429 | 8.9730 | 664 | 0.8878 | 0.6992 | 0.8878 | 0.9422 |
| 0.3429 | 9.0 | 666 | 0.9044 | 0.6933 | 0.9044 | 0.9510 |
| 0.3429 | 9.0270 | 668 | 0.9285 | 0.6893 | 0.9285 | 0.9636 |
| 0.3429 | 9.0541 | 670 | 0.9455 | 0.6802 | 0.9455 | 0.9724 |
| 0.3429 | 9.0811 | 672 | 0.9585 | 0.6801 | 0.9585 | 0.9790 |
| 0.3429 | 9.1081 | 674 | 0.9774 | 0.6761 | 0.9774 | 0.9886 |
| 0.3429 | 9.1351 | 676 | 0.9891 | 0.6761 | 0.9891 | 0.9945 |
| 0.3429 | 9.1622 | 678 | 0.9925 | 0.6761 | 0.9925 | 0.9962 |
| 0.3429 | 9.1892 | 680 | 0.9913 | 0.6680 | 0.9913 | 0.9956 |
| 0.3429 | 9.2162 | 682 | 0.9900 | 0.6680 | 0.9900 | 0.9950 |
| 0.3429 | 9.2432 | 684 | 0.9898 | 0.6680 | 0.9898 | 0.9949 |
| 0.3429 | 9.2703 | 686 | 0.9801 | 0.6597 | 0.9801 | 0.9900 |
| 0.3429 | 9.2973 | 688 | 0.9717 | 0.6597 | 0.9717 | 0.9857 |
| 0.3429 | 9.3243 | 690 | 0.9592 | 0.6597 | 0.9592 | 0.9794 |
| 0.3429 | 9.3514 | 692 | 0.9577 | 0.6597 | 0.9577 | 0.9786 |
| 0.3429 | 9.3784 | 694 | 0.9606 | 0.6597 | 0.9606 | 0.9801 |
| 0.3429 | 9.4054 | 696 | 0.9578 | 0.6597 | 0.9578 | 0.9787 |
| 0.3429 | 9.4324 | 698 | 0.9575 | 0.6597 | 0.9575 | 0.9785 |
| 0.3429 | 9.4595 | 700 | 0.9584 | 0.6680 | 0.9584 | 0.9790 |
| 0.3429 | 9.4865 | 702 | 0.9549 | 0.6680 | 0.9549 | 0.9772 |
| 0.3429 | 9.5135 | 704 | 0.9483 | 0.6680 | 0.9483 | 0.9738 |
| 0.3429 | 9.5405 | 706 | 0.9406 | 0.6771 | 0.9406 | 0.9699 |
| 0.3429 | 9.5676 | 708 | 0.9358 | 0.6713 | 0.9358 | 0.9674 |
| 0.3429 | 9.5946 | 710 | 0.9357 | 0.6713 | 0.9357 | 0.9673 |
| 0.3429 | 9.6216 | 712 | 0.9322 | 0.6713 | 0.9322 | 0.9655 |
| 0.3429 | 9.6486 | 714 | 0.9253 | 0.6713 | 0.9253 | 0.9619 |
| 0.3429 | 9.6757 | 716 | 0.9181 | 0.6771 | 0.9181 | 0.9582 |
| 0.3429 | 9.7027 | 718 | 0.9140 | 0.6771 | 0.9140 | 0.9560 |
| 0.3429 | 9.7297 | 720 | 0.9127 | 0.6812 | 0.9127 | 0.9554 |
| 0.3429 | 9.7568 | 722 | 0.9117 | 0.6812 | 0.9117 | 0.9548 |
| 0.3429 | 9.7838 | 724 | 0.9122 | 0.6893 | 0.9122 | 0.9551 |
| 0.3429 | 9.8108 | 726 | 0.9146 | 0.6893 | 0.9146 | 0.9563 |
| 0.3429 | 9.8378 | 728 | 0.9175 | 0.6893 | 0.9175 | 0.9578 |
| 0.3429 | 9.8649 | 730 | 0.9196 | 0.6893 | 0.9196 | 0.9590 |
| 0.3429 | 9.8919 | 732 | 0.9208 | 0.6875 | 0.9208 | 0.9596 |
| 0.3429 | 9.9189 | 734 | 0.9221 | 0.6875 | 0.9221 | 0.9603 |
| 0.3429 | 9.9459 | 736 | 0.9241 | 0.6875 | 0.9241 | 0.9613 |
| 0.3429 | 9.9730 | 738 | 0.9256 | 0.6875 | 0.9256 | 0.9621 |
| 0.3429 | 10.0 | 740 | 0.9261 | 0.6875 | 0.9261 | 0.9624 |
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_k19_task5_organization
Base model
aubmindlab/bert-base-arabertv02