Instructions to use MayBashendy/ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k17_task3_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_task3_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_task3_organization")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("MayBashendy/ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k17_task3_organization") model = AutoModelForSequenceClassification.from_pretrained("MayBashendy/ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k17_task3_organization", device_map="auto") - Notebooks
- Google Colab
- Kaggle
ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k17_task3_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: 0.4549
- Qwk: 0.5307
- Mse: 0.4549
- Rmse: 0.6745
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 | 0.0235 | 2 | 3.0050 | 0.0147 | 3.0050 | 1.7335 |
| No log | 0.0471 | 4 | 1.4762 | 0.0255 | 1.4762 | 1.2150 |
| No log | 0.0706 | 6 | 0.8684 | 0.1588 | 0.8684 | 0.9319 |
| No log | 0.0941 | 8 | 0.5915 | -0.0159 | 0.5915 | 0.7691 |
| No log | 0.1176 | 10 | 0.5962 | 0.0569 | 0.5962 | 0.7721 |
| No log | 0.1412 | 12 | 0.7456 | 0.1238 | 0.7456 | 0.8635 |
| No log | 0.1647 | 14 | 1.7216 | 0.0289 | 1.7216 | 1.3121 |
| No log | 0.1882 | 16 | 0.7939 | 0.1416 | 0.7939 | 0.8910 |
| No log | 0.2118 | 18 | 0.5553 | 0.0569 | 0.5553 | 0.7452 |
| No log | 0.2353 | 20 | 0.5895 | 0.0 | 0.5895 | 0.7678 |
| No log | 0.2588 | 22 | 0.6627 | 0.0769 | 0.6627 | 0.8141 |
| No log | 0.2824 | 24 | 0.5641 | 0.0569 | 0.5641 | 0.7510 |
| No log | 0.3059 | 26 | 0.9036 | 0.0431 | 0.9036 | 0.9506 |
| No log | 0.3294 | 28 | 1.4783 | 0.0 | 1.4783 | 1.2159 |
| No log | 0.3529 | 30 | 1.2968 | 0.0 | 1.2968 | 1.1388 |
| No log | 0.3765 | 32 | 0.9589 | 0.0 | 0.9589 | 0.9793 |
| No log | 0.4 | 34 | 0.7388 | 0.1919 | 0.7388 | 0.8595 |
| No log | 0.4235 | 36 | 0.6525 | 0.0569 | 0.6525 | 0.8078 |
| No log | 0.4471 | 38 | 0.6293 | 0.3580 | 0.6293 | 0.7933 |
| No log | 0.4706 | 40 | 0.8132 | 0.1667 | 0.8132 | 0.9018 |
| No log | 0.4941 | 42 | 0.6855 | 0.3237 | 0.6855 | 0.8280 |
| No log | 0.5176 | 44 | 0.5657 | 0.3684 | 0.5657 | 0.7521 |
| No log | 0.5412 | 46 | 0.5211 | 0.0476 | 0.5211 | 0.7219 |
| No log | 0.5647 | 48 | 0.5364 | 0.1206 | 0.5364 | 0.7324 |
| No log | 0.5882 | 50 | 0.7309 | 0.2453 | 0.7309 | 0.8550 |
| No log | 0.6118 | 52 | 1.3235 | 0.1141 | 1.3235 | 1.1504 |
| No log | 0.6353 | 54 | 0.7263 | 0.2709 | 0.7263 | 0.8522 |
| No log | 0.6588 | 56 | 0.6699 | 0.1325 | 0.6699 | 0.8185 |
| No log | 0.6824 | 58 | 0.6007 | 0.2370 | 0.6007 | 0.7751 |
| No log | 0.7059 | 60 | 0.9387 | 0.1822 | 0.9387 | 0.9688 |
| No log | 0.7294 | 62 | 0.8431 | 0.2287 | 0.8431 | 0.9182 |
| No log | 0.7529 | 64 | 0.5972 | 0.3520 | 0.5972 | 0.7728 |
| No log | 0.7765 | 66 | 0.6420 | 0.2432 | 0.6420 | 0.8013 |
| No log | 0.8 | 68 | 0.6242 | 0.3043 | 0.6242 | 0.7901 |
| No log | 0.8235 | 70 | 0.6384 | 0.3191 | 0.6384 | 0.7990 |
| No log | 0.8471 | 72 | 0.7627 | 0.2000 | 0.7627 | 0.8733 |
| No log | 0.8706 | 74 | 0.7247 | 0.2000 | 0.7247 | 0.8513 |
| No log | 0.8941 | 76 | 0.7962 | 0.2692 | 0.7962 | 0.8923 |
| No log | 0.9176 | 78 | 0.7903 | 0.3091 | 0.7903 | 0.8890 |
| No log | 0.9412 | 80 | 0.7516 | 0.2696 | 0.7516 | 0.8670 |
| No log | 0.9647 | 82 | 0.7657 | 0.2217 | 0.7657 | 0.8750 |
| No log | 0.9882 | 84 | 1.3451 | 0.0993 | 1.3451 | 1.1598 |
| No log | 1.0118 | 86 | 1.6056 | 0.0413 | 1.6056 | 1.2671 |
| No log | 1.0353 | 88 | 1.0651 | 0.2165 | 1.0651 | 1.0321 |
| No log | 1.0588 | 90 | 0.6891 | 0.2549 | 0.6891 | 0.8301 |
| No log | 1.0824 | 92 | 0.6416 | 0.2577 | 0.6416 | 0.8010 |
| No log | 1.1059 | 94 | 1.1754 | 0.1549 | 1.1754 | 1.0841 |
| No log | 1.1294 | 96 | 1.0718 | 0.1212 | 1.0718 | 1.0353 |
| No log | 1.1529 | 98 | 0.6036 | 0.1910 | 0.6036 | 0.7769 |
| No log | 1.1765 | 100 | 0.6235 | 0.1823 | 0.6235 | 0.7896 |
| No log | 1.2 | 102 | 0.7742 | 0.2941 | 0.7742 | 0.8799 |
| No log | 1.2235 | 104 | 1.1657 | 0.1541 | 1.1657 | 1.0797 |
| No log | 1.2471 | 106 | 0.8766 | 0.2389 | 0.8766 | 0.9362 |
| No log | 1.2706 | 108 | 0.6155 | 0.2251 | 0.6155 | 0.7845 |
| No log | 1.2941 | 110 | 0.6821 | 0.2621 | 0.6821 | 0.8259 |
| No log | 1.3176 | 112 | 0.8867 | 0.2922 | 0.8867 | 0.9416 |
| No log | 1.3412 | 114 | 0.7438 | 0.2919 | 0.7438 | 0.8624 |
| No log | 1.3647 | 116 | 0.8921 | 0.2459 | 0.8921 | 0.9445 |
| No log | 1.3882 | 118 | 0.7572 | 0.1933 | 0.7572 | 0.8702 |
| No log | 1.4118 | 120 | 0.9912 | 0.3410 | 0.9912 | 0.9956 |
| No log | 1.4353 | 122 | 0.9451 | 0.2711 | 0.9451 | 0.9722 |
| No log | 1.4588 | 124 | 0.9764 | 0.2775 | 0.9764 | 0.9881 |
| No log | 1.4824 | 126 | 0.8721 | 0.2621 | 0.8721 | 0.9339 |
| No log | 1.5059 | 128 | 0.7405 | 0.0980 | 0.7405 | 0.8605 |
| No log | 1.5294 | 130 | 0.7372 | 0.2563 | 0.7372 | 0.8586 |
| No log | 1.5529 | 132 | 0.7195 | 0.2917 | 0.7195 | 0.8482 |
| No log | 1.5765 | 134 | 0.7827 | 0.2850 | 0.7827 | 0.8847 |
| No log | 1.6 | 136 | 0.8131 | 0.2850 | 0.8131 | 0.9017 |
| No log | 1.6235 | 138 | 1.1331 | 0.1781 | 1.1331 | 1.0645 |
| No log | 1.6471 | 140 | 1.8377 | 0.0949 | 1.8377 | 1.3556 |
| No log | 1.6706 | 142 | 1.0677 | 0.2000 | 1.0677 | 1.0333 |
| No log | 1.6941 | 144 | 0.7047 | 0.2239 | 0.7047 | 0.8394 |
| No log | 1.7176 | 146 | 0.7183 | 0.2077 | 0.7183 | 0.8475 |
| No log | 1.7412 | 148 | 0.6667 | 0.2527 | 0.6667 | 0.8165 |
| No log | 1.7647 | 150 | 1.3964 | 0.0891 | 1.3964 | 1.1817 |
| No log | 1.7882 | 152 | 1.2294 | 0.1079 | 1.2294 | 1.1088 |
| No log | 1.8118 | 154 | 0.5939 | 0.3333 | 0.5939 | 0.7706 |
| No log | 1.8353 | 156 | 0.6135 | 0.2083 | 0.6135 | 0.7832 |
| No log | 1.8588 | 158 | 0.6033 | 0.2558 | 0.6033 | 0.7767 |
| No log | 1.8824 | 160 | 1.1695 | 0.1079 | 1.1695 | 1.0814 |
| No log | 1.9059 | 162 | 1.1556 | 0.1014 | 1.1556 | 1.0750 |
| No log | 1.9294 | 164 | 0.6159 | 0.4105 | 0.6159 | 0.7848 |
| No log | 1.9529 | 166 | 0.8433 | 0.2432 | 0.8433 | 0.9183 |
| No log | 1.9765 | 168 | 0.7936 | 0.2797 | 0.7936 | 0.8908 |
| No log | 2.0 | 170 | 0.6895 | 0.3704 | 0.6895 | 0.8304 |
| No log | 2.0235 | 172 | 1.3753 | 0.1911 | 1.3753 | 1.1727 |
| No log | 2.0471 | 174 | 1.2038 | 0.2201 | 1.2038 | 1.0972 |
| No log | 2.0706 | 176 | 0.7066 | 0.3973 | 0.7066 | 0.8406 |
| No log | 2.0941 | 178 | 0.7056 | 0.3973 | 0.7056 | 0.8400 |
| No log | 2.1176 | 180 | 0.8881 | 0.2070 | 0.8881 | 0.9424 |
| No log | 2.1412 | 182 | 0.6386 | 0.3488 | 0.6386 | 0.7991 |
| No log | 2.1647 | 184 | 0.6324 | 0.2621 | 0.6324 | 0.7952 |
| No log | 2.1882 | 186 | 0.6690 | 0.3035 | 0.6690 | 0.8179 |
| No log | 2.2118 | 188 | 0.6028 | 0.2174 | 0.6028 | 0.7764 |
| No log | 2.2353 | 190 | 0.6143 | 0.2444 | 0.6143 | 0.7838 |
| No log | 2.2588 | 192 | 0.6014 | 0.3224 | 0.6014 | 0.7755 |
| No log | 2.2824 | 194 | 0.6457 | 0.2994 | 0.6457 | 0.8035 |
| No log | 2.3059 | 196 | 0.7480 | 0.2830 | 0.7480 | 0.8649 |
| No log | 2.3294 | 198 | 0.6306 | 0.2432 | 0.6306 | 0.7941 |
| No log | 2.3529 | 200 | 0.6454 | 0.2762 | 0.6454 | 0.8034 |
| No log | 2.3765 | 202 | 0.6429 | 0.3860 | 0.6429 | 0.8018 |
| No log | 2.4 | 204 | 0.9570 | 0.2527 | 0.9570 | 0.9783 |
| No log | 2.4235 | 206 | 1.0994 | 0.2453 | 1.0994 | 1.0485 |
| No log | 2.4471 | 208 | 0.8355 | 0.2340 | 0.8355 | 0.9141 |
| No log | 2.4706 | 210 | 0.6532 | 0.3271 | 0.6532 | 0.8082 |
| No log | 2.4941 | 212 | 0.6363 | 0.4 | 0.6363 | 0.7977 |
| No log | 2.5176 | 214 | 0.8287 | 0.2069 | 0.8287 | 0.9103 |
| No log | 2.5412 | 216 | 0.8175 | 0.2069 | 0.8175 | 0.9041 |
| No log | 2.5647 | 218 | 0.8070 | 0.1786 | 0.8070 | 0.8983 |
| No log | 2.5882 | 220 | 0.6536 | 0.2475 | 0.6536 | 0.8085 |
| No log | 2.6118 | 222 | 0.5843 | 0.3898 | 0.5843 | 0.7644 |
| No log | 2.6353 | 224 | 0.7049 | 0.2727 | 0.7049 | 0.8396 |
| No log | 2.6588 | 226 | 0.7490 | 0.2727 | 0.7490 | 0.8655 |
| No log | 2.6824 | 228 | 0.6147 | 0.4098 | 0.6147 | 0.7840 |
| No log | 2.7059 | 230 | 0.9212 | 0.2062 | 0.9212 | 0.9598 |
| No log | 2.7294 | 232 | 0.8596 | 0.2066 | 0.8596 | 0.9271 |
| No log | 2.7529 | 234 | 0.6350 | 0.5025 | 0.6350 | 0.7969 |
| No log | 2.7765 | 236 | 0.9204 | 0.2066 | 0.9204 | 0.9593 |
| No log | 2.8 | 238 | 0.8770 | 0.1795 | 0.8770 | 0.9365 |
| No log | 2.8235 | 240 | 0.6049 | 0.4098 | 0.6049 | 0.7777 |
| No log | 2.8471 | 242 | 0.6089 | 0.3061 | 0.6089 | 0.7803 |
| No log | 2.8706 | 244 | 0.6108 | 0.3412 | 0.6108 | 0.7815 |
| No log | 2.8941 | 246 | 0.6448 | 0.2593 | 0.6448 | 0.8030 |
| No log | 2.9176 | 248 | 0.5832 | 0.3953 | 0.5832 | 0.7637 |
| No log | 2.9412 | 250 | 0.5961 | 0.3684 | 0.5961 | 0.7721 |
| No log | 2.9647 | 252 | 0.6839 | 0.2000 | 0.6839 | 0.8270 |
| No log | 2.9882 | 254 | 0.6284 | 0.2965 | 0.6284 | 0.7927 |
| No log | 3.0118 | 256 | 0.5629 | 0.4924 | 0.5629 | 0.7503 |
| No log | 3.0353 | 258 | 0.5454 | 0.4709 | 0.5454 | 0.7385 |
| No log | 3.0588 | 260 | 0.5803 | 0.3548 | 0.5803 | 0.7618 |
| No log | 3.0824 | 262 | 0.7623 | 0.1560 | 0.7623 | 0.8731 |
| No log | 3.1059 | 264 | 0.7255 | 0.1238 | 0.7255 | 0.8517 |
| No log | 3.1294 | 266 | 0.5013 | 0.3865 | 0.5013 | 0.7080 |
| No log | 3.1529 | 268 | 0.5711 | 0.3191 | 0.5711 | 0.7557 |
| No log | 3.1765 | 270 | 0.5615 | 0.2865 | 0.5615 | 0.7493 |
| No log | 3.2 | 272 | 0.5088 | 0.2749 | 0.5088 | 0.7133 |
| No log | 3.2235 | 274 | 0.5751 | 0.2766 | 0.5751 | 0.7584 |
| No log | 3.2471 | 276 | 0.5623 | 0.3149 | 0.5623 | 0.7499 |
| No log | 3.2706 | 278 | 0.6821 | 0.2453 | 0.6821 | 0.8259 |
| No log | 3.2941 | 280 | 0.9163 | 0.1938 | 0.9163 | 0.9572 |
| No log | 3.3176 | 282 | 0.7175 | 0.2442 | 0.7175 | 0.8471 |
| No log | 3.3412 | 284 | 0.5302 | 0.4157 | 0.5302 | 0.7281 |
| No log | 3.3647 | 286 | 0.5677 | 0.3161 | 0.5677 | 0.7534 |
| No log | 3.3882 | 288 | 0.5119 | 0.4157 | 0.5119 | 0.7154 |
| No log | 3.4118 | 290 | 0.6281 | 0.3016 | 0.6281 | 0.7925 |
| No log | 3.4353 | 292 | 0.6078 | 0.3073 | 0.6078 | 0.7796 |
| No log | 3.4588 | 294 | 0.5277 | 0.3631 | 0.5277 | 0.7264 |
| No log | 3.4824 | 296 | 0.5054 | 0.4884 | 0.5054 | 0.7109 |
| No log | 3.5059 | 298 | 0.5132 | 0.4033 | 0.5132 | 0.7164 |
| No log | 3.5294 | 300 | 0.5630 | 0.3149 | 0.5630 | 0.7504 |
| No log | 3.5529 | 302 | 0.5163 | 0.3913 | 0.5163 | 0.7185 |
| No log | 3.5765 | 304 | 0.5136 | 0.4217 | 0.5136 | 0.7166 |
| No log | 3.6 | 306 | 0.5332 | 0.35 | 0.5332 | 0.7302 |
| No log | 3.6235 | 308 | 0.5333 | 0.35 | 0.5333 | 0.7303 |
| No log | 3.6471 | 310 | 0.5309 | 0.3258 | 0.5309 | 0.7287 |
| No log | 3.6706 | 312 | 0.5871 | 0.2471 | 0.5871 | 0.7662 |
| No log | 3.6941 | 314 | 0.5534 | 0.2575 | 0.5534 | 0.7439 |
| No log | 3.7176 | 316 | 0.5217 | 0.2883 | 0.5217 | 0.7223 |
| No log | 3.7412 | 318 | 0.5220 | 0.2883 | 0.5220 | 0.7225 |
| No log | 3.7647 | 320 | 0.5266 | 0.2558 | 0.5266 | 0.7257 |
| No log | 3.7882 | 322 | 0.5399 | 0.3778 | 0.5399 | 0.7347 |
| No log | 3.8118 | 324 | 0.6519 | 0.2709 | 0.6519 | 0.8074 |
| No log | 3.8353 | 326 | 0.8813 | 0.2374 | 0.8813 | 0.9388 |
| No log | 3.8588 | 328 | 0.7330 | 0.2632 | 0.7330 | 0.8562 |
| No log | 3.8824 | 330 | 0.5778 | 0.4819 | 0.5778 | 0.7601 |
| No log | 3.9059 | 332 | 0.5830 | 0.3623 | 0.5830 | 0.7635 |
| No log | 3.9294 | 334 | 0.5489 | 0.4583 | 0.5489 | 0.7409 |
| No log | 3.9529 | 336 | 0.5882 | 0.3575 | 0.5882 | 0.7670 |
| No log | 3.9765 | 338 | 0.6529 | 0.3200 | 0.6529 | 0.8080 |
| No log | 4.0 | 340 | 0.5613 | 0.4709 | 0.5613 | 0.7492 |
| No log | 4.0235 | 342 | 0.5420 | 0.4667 | 0.5420 | 0.7362 |
| No log | 4.0471 | 344 | 0.5936 | 0.4171 | 0.5936 | 0.7705 |
| No log | 4.0706 | 346 | 0.5896 | 0.3803 | 0.5896 | 0.7678 |
| No log | 4.0941 | 348 | 0.6515 | 0.3514 | 0.6515 | 0.8071 |
| No log | 4.1176 | 350 | 0.6451 | 0.3333 | 0.6451 | 0.8032 |
| No log | 4.1412 | 352 | 0.6016 | 0.4393 | 0.6016 | 0.7756 |
| No log | 4.1647 | 354 | 0.5917 | 0.4393 | 0.5917 | 0.7692 |
| No log | 4.1882 | 356 | 0.6834 | 0.3982 | 0.6834 | 0.8267 |
| No log | 4.2118 | 358 | 0.6858 | 0.3761 | 0.6858 | 0.8281 |
| No log | 4.2353 | 360 | 0.6240 | 0.3744 | 0.6240 | 0.7900 |
| No log | 4.2588 | 362 | 0.5351 | 0.4824 | 0.5351 | 0.7315 |
| No log | 4.2824 | 364 | 0.5595 | 0.3089 | 0.5595 | 0.7480 |
| No log | 4.3059 | 366 | 0.5399 | 0.3882 | 0.5399 | 0.7348 |
| No log | 4.3294 | 368 | 0.5868 | 0.3990 | 0.5868 | 0.7660 |
| No log | 4.3529 | 370 | 0.7030 | 0.1845 | 0.7030 | 0.8385 |
| No log | 4.3765 | 372 | 0.6525 | 0.2850 | 0.6525 | 0.8078 |
| No log | 4.4 | 374 | 0.5470 | 0.3371 | 0.5470 | 0.7396 |
| No log | 4.4235 | 376 | 0.5086 | 0.4667 | 0.5086 | 0.7132 |
| No log | 4.4471 | 378 | 0.5091 | 0.4286 | 0.5091 | 0.7135 |
| No log | 4.4706 | 380 | 0.5253 | 0.4152 | 0.5253 | 0.7248 |
| No log | 4.4941 | 382 | 0.5736 | 0.3371 | 0.5736 | 0.7574 |
| No log | 4.5176 | 384 | 0.5260 | 0.4762 | 0.5260 | 0.7252 |
| No log | 4.5412 | 386 | 0.4952 | 0.4783 | 0.4952 | 0.7037 |
| No log | 4.5647 | 388 | 0.5013 | 0.5080 | 0.5013 | 0.7080 |
| No log | 4.5882 | 390 | 0.4747 | 0.5111 | 0.4747 | 0.6890 |
| No log | 4.6118 | 392 | 0.5164 | 0.3882 | 0.5164 | 0.7186 |
| No log | 4.6353 | 394 | 0.4856 | 0.5862 | 0.4856 | 0.6969 |
| No log | 4.6588 | 396 | 0.4678 | 0.5556 | 0.4678 | 0.6840 |
| No log | 4.6824 | 398 | 0.4698 | 0.5556 | 0.4698 | 0.6854 |
| No log | 4.7059 | 400 | 0.4981 | 0.5754 | 0.4981 | 0.7058 |
| No log | 4.7294 | 402 | 0.5116 | 0.5217 | 0.5116 | 0.7153 |
| No log | 4.7529 | 404 | 0.5480 | 0.3927 | 0.5480 | 0.7403 |
| No log | 4.7765 | 406 | 0.5739 | 0.24 | 0.5739 | 0.7576 |
| No log | 4.8 | 408 | 0.5233 | 0.4583 | 0.5233 | 0.7234 |
| No log | 4.8235 | 410 | 0.4838 | 0.5556 | 0.4838 | 0.6956 |
| No log | 4.8471 | 412 | 0.5427 | 0.4286 | 0.5427 | 0.7367 |
| No log | 4.8706 | 414 | 0.5322 | 0.4518 | 0.5322 | 0.7295 |
| No log | 4.8941 | 416 | 0.4753 | 0.5307 | 0.4753 | 0.6894 |
| No log | 4.9176 | 418 | 0.4953 | 0.2766 | 0.4953 | 0.7037 |
| No log | 4.9412 | 420 | 0.5332 | 0.2967 | 0.5332 | 0.7302 |
| No log | 4.9647 | 422 | 0.4824 | 0.35 | 0.4824 | 0.6946 |
| No log | 4.9882 | 424 | 0.4663 | 0.3548 | 0.4663 | 0.6829 |
| No log | 5.0118 | 426 | 0.4661 | 0.4556 | 0.4661 | 0.6827 |
| No log | 5.0353 | 428 | 0.5227 | 0.4475 | 0.5227 | 0.7230 |
| No log | 5.0588 | 430 | 0.5020 | 0.4419 | 0.5020 | 0.7085 |
| No log | 5.0824 | 432 | 0.4638 | 0.3789 | 0.4638 | 0.6810 |
| No log | 5.1059 | 434 | 0.4793 | 0.4762 | 0.4793 | 0.6923 |
| No log | 5.1294 | 436 | 0.4726 | 0.4839 | 0.4726 | 0.6875 |
| No log | 5.1529 | 438 | 0.5045 | 0.5417 | 0.5045 | 0.7102 |
| No log | 5.1765 | 440 | 0.4969 | 0.5417 | 0.4969 | 0.7049 |
| No log | 5.2 | 442 | 0.4902 | 0.4162 | 0.4902 | 0.7001 |
| No log | 5.2235 | 444 | 0.6060 | 0.2646 | 0.6060 | 0.7784 |
| No log | 5.2471 | 446 | 0.5930 | 0.3303 | 0.5930 | 0.7701 |
| No log | 5.2706 | 448 | 0.4822 | 0.4350 | 0.4822 | 0.6944 |
| No log | 5.2941 | 450 | 0.5192 | 0.3641 | 0.5192 | 0.7206 |
| No log | 5.3176 | 452 | 0.5476 | 0.3575 | 0.5476 | 0.7400 |
| No log | 5.3412 | 454 | 0.4784 | 0.5368 | 0.4784 | 0.6916 |
| No log | 5.3647 | 456 | 0.5005 | 0.4682 | 0.5005 | 0.7074 |
| No log | 5.3882 | 458 | 0.5387 | 0.2994 | 0.5387 | 0.7340 |
| No log | 5.4118 | 460 | 0.4768 | 0.5088 | 0.4768 | 0.6905 |
| No log | 5.4353 | 462 | 0.4927 | 0.4667 | 0.4927 | 0.7020 |
| No log | 5.4588 | 464 | 0.5436 | 0.3333 | 0.5436 | 0.7373 |
| No log | 5.4824 | 466 | 0.4845 | 0.4667 | 0.4845 | 0.6961 |
| No log | 5.5059 | 468 | 0.4677 | 0.5862 | 0.4677 | 0.6839 |
| No log | 5.5294 | 470 | 0.4845 | 0.4762 | 0.4845 | 0.6960 |
| No log | 5.5529 | 472 | 0.4539 | 0.5862 | 0.4539 | 0.6737 |
| No log | 5.5765 | 474 | 0.4521 | 0.4220 | 0.4521 | 0.6724 |
| No log | 5.6 | 476 | 0.4465 | 0.5556 | 0.4465 | 0.6682 |
| No log | 5.6235 | 478 | 0.4450 | 0.5706 | 0.4450 | 0.6670 |
| No log | 5.6471 | 480 | 0.4457 | 0.5556 | 0.4457 | 0.6676 |
| No log | 5.6706 | 482 | 0.4601 | 0.4762 | 0.4601 | 0.6783 |
| No log | 5.6941 | 484 | 0.4441 | 0.5556 | 0.4441 | 0.6664 |
| No log | 5.7176 | 486 | 0.4797 | 0.4607 | 0.4797 | 0.6926 |
| No log | 5.7412 | 488 | 0.5123 | 0.3684 | 0.5123 | 0.7157 |
| No log | 5.7647 | 490 | 0.4775 | 0.4725 | 0.4775 | 0.6910 |
| No log | 5.7882 | 492 | 0.4565 | 0.5706 | 0.4565 | 0.6756 |
| No log | 5.8118 | 494 | 0.5149 | 0.5464 | 0.5149 | 0.7176 |
| No log | 5.8353 | 496 | 0.5226 | 0.5464 | 0.5226 | 0.7229 |
| No log | 5.8588 | 498 | 0.4789 | 0.5892 | 0.4789 | 0.6920 |
| 0.4287 | 5.8824 | 500 | 0.4659 | 0.5556 | 0.4659 | 0.6826 |
| 0.4287 | 5.9059 | 502 | 0.4640 | 0.6129 | 0.4640 | 0.6812 |
| 0.4287 | 5.9294 | 504 | 0.4598 | 0.5745 | 0.4598 | 0.6781 |
| 0.4287 | 5.9529 | 506 | 0.4592 | 0.5745 | 0.4592 | 0.6777 |
| 0.4287 | 5.9765 | 508 | 0.4543 | 0.5847 | 0.4543 | 0.6740 |
| 0.4287 | 6.0 | 510 | 0.4592 | 0.4725 | 0.4592 | 0.6776 |
| 0.4287 | 6.0235 | 512 | 0.4664 | 0.4860 | 0.4664 | 0.6829 |
| 0.4287 | 6.0471 | 514 | 0.4664 | 0.5745 | 0.4664 | 0.6829 |
| 0.4287 | 6.0706 | 516 | 0.4801 | 0.5979 | 0.4801 | 0.6929 |
| 0.4287 | 6.0941 | 518 | 0.4846 | 0.5833 | 0.4846 | 0.6961 |
| 0.4287 | 6.1176 | 520 | 0.4809 | 0.5745 | 0.4809 | 0.6935 |
| 0.4287 | 6.1412 | 522 | 0.4838 | 0.5459 | 0.4838 | 0.6956 |
| 0.4287 | 6.1647 | 524 | 0.4860 | 0.5833 | 0.4860 | 0.6972 |
| 0.4287 | 6.1882 | 526 | 0.4930 | 0.5368 | 0.4930 | 0.7021 |
| 0.4287 | 6.2118 | 528 | 0.4819 | 0.5979 | 0.4819 | 0.6942 |
| 0.4287 | 6.2353 | 530 | 0.4798 | 0.5556 | 0.4798 | 0.6927 |
| 0.4287 | 6.2588 | 532 | 0.4901 | 0.4860 | 0.4901 | 0.7001 |
| 0.4287 | 6.2824 | 534 | 0.5272 | 0.3953 | 0.5272 | 0.7261 |
| 0.4287 | 6.3059 | 536 | 0.5071 | 0.4353 | 0.5071 | 0.7121 |
| 0.4287 | 6.3294 | 538 | 0.4741 | 0.5556 | 0.4741 | 0.6885 |
| 0.4287 | 6.3529 | 540 | 0.5105 | 0.4286 | 0.5105 | 0.7145 |
| 0.4287 | 6.3765 | 542 | 0.5209 | 0.4475 | 0.5209 | 0.7218 |
| 0.4287 | 6.4 | 544 | 0.4791 | 0.5307 | 0.4791 | 0.6922 |
| 0.4287 | 6.4235 | 546 | 0.4812 | 0.5088 | 0.4812 | 0.6937 |
| 0.4287 | 6.4471 | 548 | 0.5672 | 0.3369 | 0.5672 | 0.7532 |
| 0.4287 | 6.4706 | 550 | 0.5970 | 0.2593 | 0.5970 | 0.7727 |
| 0.4287 | 6.4941 | 552 | 0.5343 | 0.3778 | 0.5343 | 0.7309 |
| 0.4287 | 6.5176 | 554 | 0.4781 | 0.5706 | 0.4781 | 0.6914 |
| 0.4287 | 6.5412 | 556 | 0.5119 | 0.4227 | 0.5119 | 0.7155 |
| 0.4287 | 6.5647 | 558 | 0.5336 | 0.4112 | 0.5336 | 0.7305 |
| 0.4287 | 6.5882 | 560 | 0.4976 | 0.4725 | 0.4976 | 0.7054 |
| 0.4287 | 6.6118 | 562 | 0.4753 | 0.4802 | 0.4753 | 0.6894 |
| 0.4287 | 6.6353 | 564 | 0.5016 | 0.4682 | 0.5016 | 0.7082 |
| 0.4287 | 6.6588 | 566 | 0.5192 | 0.4012 | 0.5192 | 0.7205 |
| 0.4287 | 6.6824 | 568 | 0.5059 | 0.4682 | 0.5059 | 0.7113 |
| 0.4287 | 6.7059 | 570 | 0.4873 | 0.4725 | 0.4873 | 0.6981 |
| 0.4287 | 6.7294 | 572 | 0.4765 | 0.4802 | 0.4765 | 0.6903 |
| 0.4287 | 6.7529 | 574 | 0.4807 | 0.5847 | 0.4807 | 0.6934 |
| 0.4287 | 6.7765 | 576 | 0.4835 | 0.5847 | 0.4835 | 0.6954 |
| 0.4287 | 6.8 | 578 | 0.4783 | 0.5111 | 0.4783 | 0.6916 |
| 0.4287 | 6.8235 | 580 | 0.4765 | 0.4802 | 0.4765 | 0.6903 |
| 0.4287 | 6.8471 | 582 | 0.4744 | 0.4802 | 0.4744 | 0.6888 |
| 0.4287 | 6.8706 | 584 | 0.4641 | 0.4802 | 0.4641 | 0.6813 |
| 0.4287 | 6.8941 | 586 | 0.4617 | 0.5111 | 0.4617 | 0.6795 |
| 0.4287 | 6.9176 | 588 | 0.4574 | 0.4802 | 0.4574 | 0.6763 |
| 0.4287 | 6.9412 | 590 | 0.4547 | 0.4802 | 0.4547 | 0.6743 |
| 0.4287 | 6.9647 | 592 | 0.4522 | 0.5111 | 0.4522 | 0.6724 |
| 0.4287 | 6.9882 | 594 | 0.4565 | 0.4943 | 0.4565 | 0.6756 |
| 0.4287 | 7.0118 | 596 | 0.4758 | 0.4545 | 0.4758 | 0.6898 |
| 0.4287 | 7.0353 | 598 | 0.4835 | 0.4545 | 0.4835 | 0.6953 |
| 0.4287 | 7.0588 | 600 | 0.4958 | 0.4682 | 0.4958 | 0.7041 |
| 0.4287 | 7.0824 | 602 | 0.5379 | 0.3446 | 0.5379 | 0.7334 |
| 0.4287 | 7.1059 | 604 | 0.5520 | 0.3369 | 0.5520 | 0.7430 |
| 0.4287 | 7.1294 | 606 | 0.5529 | 0.3369 | 0.5529 | 0.7435 |
| 0.4287 | 7.1529 | 608 | 0.5089 | 0.4682 | 0.5089 | 0.7134 |
| 0.4287 | 7.1765 | 610 | 0.4767 | 0.5459 | 0.4767 | 0.6904 |
| 0.4287 | 7.2 | 612 | 0.4725 | 0.5459 | 0.4725 | 0.6874 |
| 0.4287 | 7.2235 | 614 | 0.4726 | 0.5459 | 0.4726 | 0.6874 |
| 0.4287 | 7.2471 | 616 | 0.4680 | 0.5459 | 0.4680 | 0.6841 |
| 0.4287 | 7.2706 | 618 | 0.4645 | 0.5699 | 0.4645 | 0.6816 |
| 0.4287 | 7.2941 | 620 | 0.4657 | 0.5556 | 0.4657 | 0.6824 |
| 0.4287 | 7.3176 | 622 | 0.4583 | 0.5410 | 0.4583 | 0.6770 |
| 0.4287 | 7.3412 | 624 | 0.4539 | 0.5706 | 0.4539 | 0.6737 |
| 0.4287 | 7.3647 | 626 | 0.4628 | 0.4682 | 0.4628 | 0.6803 |
| 0.4287 | 7.3882 | 628 | 0.4779 | 0.3882 | 0.4779 | 0.6913 |
| 0.4287 | 7.4118 | 630 | 0.4634 | 0.4682 | 0.4634 | 0.6808 |
| 0.4287 | 7.4353 | 632 | 0.4452 | 0.5706 | 0.4452 | 0.6673 |
| 0.4287 | 7.4588 | 634 | 0.4443 | 0.5847 | 0.4443 | 0.6665 |
| 0.4287 | 7.4824 | 636 | 0.4447 | 0.6 | 0.4447 | 0.6669 |
| 0.4287 | 7.5059 | 638 | 0.4468 | 0.6 | 0.4468 | 0.6685 |
| 0.4287 | 7.5294 | 640 | 0.4579 | 0.5307 | 0.4579 | 0.6767 |
| 0.4287 | 7.5529 | 642 | 0.4607 | 0.5307 | 0.4607 | 0.6787 |
| 0.4287 | 7.5765 | 644 | 0.4594 | 0.5307 | 0.4594 | 0.6778 |
| 0.4287 | 7.6 | 646 | 0.4692 | 0.4545 | 0.4692 | 0.6850 |
| 0.4287 | 7.6235 | 648 | 0.4690 | 0.4682 | 0.4690 | 0.6848 |
| 0.4287 | 7.6471 | 650 | 0.4570 | 0.5088 | 0.4570 | 0.6760 |
| 0.4287 | 7.6706 | 652 | 0.4434 | 0.4943 | 0.4434 | 0.6658 |
| 0.4287 | 7.6941 | 654 | 0.4377 | 0.5847 | 0.4377 | 0.6616 |
| 0.4287 | 7.7176 | 656 | 0.4379 | 0.5847 | 0.4379 | 0.6618 |
| 0.4287 | 7.7412 | 658 | 0.4367 | 0.5847 | 0.4367 | 0.6608 |
| 0.4287 | 7.7647 | 660 | 0.4385 | 0.6 | 0.4385 | 0.6622 |
| 0.4287 | 7.7882 | 662 | 0.4491 | 0.5706 | 0.4491 | 0.6701 |
| 0.4287 | 7.8118 | 664 | 0.4525 | 0.5706 | 0.4525 | 0.6727 |
| 0.4287 | 7.8353 | 666 | 0.4501 | 0.5604 | 0.4501 | 0.6709 |
| 0.4287 | 7.8588 | 668 | 0.4394 | 0.6 | 0.4394 | 0.6629 |
| 0.4287 | 7.8824 | 670 | 0.4345 | 0.6 | 0.4345 | 0.6591 |
| 0.4287 | 7.9059 | 672 | 0.4449 | 0.5604 | 0.4449 | 0.6670 |
| 0.4287 | 7.9294 | 674 | 0.4579 | 0.5307 | 0.4579 | 0.6767 |
| 0.4287 | 7.9529 | 676 | 0.4896 | 0.4824 | 0.4896 | 0.6997 |
| 0.4287 | 7.9765 | 678 | 0.5179 | 0.4222 | 0.5179 | 0.7196 |
| 0.4287 | 8.0 | 680 | 0.5083 | 0.4222 | 0.5083 | 0.7129 |
| 0.4287 | 8.0235 | 682 | 0.4749 | 0.4682 | 0.4749 | 0.6891 |
| 0.4287 | 8.0471 | 684 | 0.4395 | 0.5307 | 0.4395 | 0.6630 |
| 0.4287 | 8.0706 | 686 | 0.4323 | 0.5706 | 0.4323 | 0.6575 |
| 0.4287 | 8.0941 | 688 | 0.4290 | 0.6 | 0.4290 | 0.6550 |
| 0.4287 | 8.1176 | 690 | 0.4313 | 0.6 | 0.4313 | 0.6567 |
| 0.4287 | 8.1412 | 692 | 0.4394 | 0.5604 | 0.4394 | 0.6629 |
| 0.4287 | 8.1647 | 694 | 0.4389 | 0.5892 | 0.4389 | 0.6625 |
| 0.4287 | 8.1882 | 696 | 0.4430 | 0.5892 | 0.4430 | 0.6656 |
| 0.4287 | 8.2118 | 698 | 0.4536 | 0.5307 | 0.4536 | 0.6735 |
| 0.4287 | 8.2353 | 700 | 0.4821 | 0.4682 | 0.4821 | 0.6943 |
| 0.4287 | 8.2588 | 702 | 0.4987 | 0.4682 | 0.4987 | 0.7062 |
| 0.4287 | 8.2824 | 704 | 0.4871 | 0.4682 | 0.4871 | 0.6979 |
| 0.4287 | 8.3059 | 706 | 0.4597 | 0.5307 | 0.4597 | 0.6780 |
| 0.4287 | 8.3294 | 708 | 0.4534 | 0.5459 | 0.4534 | 0.6734 |
| 0.4287 | 8.3529 | 710 | 0.4522 | 0.5604 | 0.4522 | 0.6725 |
| 0.4287 | 8.3765 | 712 | 0.4481 | 0.5604 | 0.4481 | 0.6694 |
| 0.4287 | 8.4 | 714 | 0.4459 | 0.5604 | 0.4459 | 0.6677 |
| 0.4287 | 8.4235 | 716 | 0.4436 | 0.5604 | 0.4436 | 0.6660 |
| 0.4287 | 8.4471 | 718 | 0.4381 | 0.5604 | 0.4381 | 0.6619 |
| 0.4287 | 8.4706 | 720 | 0.4356 | 0.5604 | 0.4356 | 0.6600 |
| 0.4287 | 8.4941 | 722 | 0.4343 | 0.5604 | 0.4343 | 0.6590 |
| 0.4287 | 8.5176 | 724 | 0.4328 | 0.5847 | 0.4328 | 0.6579 |
| 0.4287 | 8.5412 | 726 | 0.4329 | 0.5847 | 0.4329 | 0.6579 |
| 0.4287 | 8.5647 | 728 | 0.4344 | 0.4860 | 0.4344 | 0.6591 |
| 0.4287 | 8.5882 | 730 | 0.4388 | 0.4860 | 0.4388 | 0.6625 |
| 0.4287 | 8.6118 | 732 | 0.4404 | 0.4860 | 0.4404 | 0.6636 |
| 0.4287 | 8.6353 | 734 | 0.4398 | 0.4860 | 0.4398 | 0.6632 |
| 0.4287 | 8.6588 | 736 | 0.4431 | 0.4860 | 0.4431 | 0.6657 |
| 0.4287 | 8.6824 | 738 | 0.4423 | 0.4725 | 0.4423 | 0.6650 |
| 0.4287 | 8.7059 | 740 | 0.4382 | 0.5745 | 0.4382 | 0.6620 |
| 0.4287 | 8.7294 | 742 | 0.4370 | 0.5847 | 0.4370 | 0.6611 |
| 0.4287 | 8.7529 | 744 | 0.4382 | 0.5847 | 0.4382 | 0.6619 |
| 0.4287 | 8.7765 | 746 | 0.4425 | 0.5745 | 0.4425 | 0.6652 |
| 0.4287 | 8.8 | 748 | 0.4542 | 0.4860 | 0.4542 | 0.6740 |
| 0.4287 | 8.8235 | 750 | 0.4700 | 0.4860 | 0.4700 | 0.6856 |
| 0.4287 | 8.8471 | 752 | 0.4756 | 0.4682 | 0.4756 | 0.6897 |
| 0.4287 | 8.8706 | 754 | 0.4771 | 0.4545 | 0.4771 | 0.6907 |
| 0.4287 | 8.8941 | 756 | 0.4700 | 0.4860 | 0.4700 | 0.6856 |
| 0.4287 | 8.9176 | 758 | 0.4582 | 0.5604 | 0.4582 | 0.6769 |
| 0.4287 | 8.9412 | 760 | 0.4534 | 0.5459 | 0.4534 | 0.6734 |
| 0.4287 | 8.9647 | 762 | 0.4506 | 0.5745 | 0.4506 | 0.6713 |
| 0.4287 | 8.9882 | 764 | 0.4503 | 0.5745 | 0.4503 | 0.6710 |
| 0.4287 | 9.0118 | 766 | 0.4500 | 0.5745 | 0.4500 | 0.6708 |
| 0.4287 | 9.0353 | 768 | 0.4534 | 0.5604 | 0.4534 | 0.6733 |
| 0.4287 | 9.0588 | 770 | 0.4630 | 0.5604 | 0.4630 | 0.6804 |
| 0.4287 | 9.0824 | 772 | 0.4695 | 0.5307 | 0.4695 | 0.6852 |
| 0.4287 | 9.1059 | 774 | 0.4727 | 0.4682 | 0.4727 | 0.6876 |
| 0.4287 | 9.1294 | 776 | 0.4734 | 0.4682 | 0.4734 | 0.6880 |
| 0.4287 | 9.1529 | 778 | 0.4657 | 0.4545 | 0.4657 | 0.6824 |
| 0.4287 | 9.1765 | 780 | 0.4525 | 0.5604 | 0.4525 | 0.6727 |
| 0.4287 | 9.2 | 782 | 0.4477 | 0.5604 | 0.4477 | 0.6691 |
| 0.4287 | 9.2235 | 784 | 0.4454 | 0.5604 | 0.4454 | 0.6674 |
| 0.4287 | 9.2471 | 786 | 0.4426 | 0.5604 | 0.4426 | 0.6653 |
| 0.4287 | 9.2706 | 788 | 0.4409 | 0.5604 | 0.4409 | 0.6640 |
| 0.4287 | 9.2941 | 790 | 0.4406 | 0.5604 | 0.4406 | 0.6638 |
| 0.4287 | 9.3176 | 792 | 0.4426 | 0.5604 | 0.4426 | 0.6653 |
| 0.4287 | 9.3412 | 794 | 0.4444 | 0.5604 | 0.4444 | 0.6666 |
| 0.4287 | 9.3647 | 796 | 0.4452 | 0.5604 | 0.4452 | 0.6673 |
| 0.4287 | 9.3882 | 798 | 0.4444 | 0.5604 | 0.4444 | 0.6667 |
| 0.4287 | 9.4118 | 800 | 0.4435 | 0.5604 | 0.4435 | 0.6660 |
| 0.4287 | 9.4353 | 802 | 0.4428 | 0.5556 | 0.4428 | 0.6654 |
| 0.4287 | 9.4588 | 804 | 0.4420 | 0.5556 | 0.4420 | 0.6648 |
| 0.4287 | 9.4824 | 806 | 0.4425 | 0.5556 | 0.4425 | 0.6652 |
| 0.4287 | 9.5059 | 808 | 0.4433 | 0.5556 | 0.4433 | 0.6658 |
| 0.4287 | 9.5294 | 810 | 0.4438 | 0.5556 | 0.4438 | 0.6662 |
| 0.4287 | 9.5529 | 812 | 0.4450 | 0.5556 | 0.4450 | 0.6671 |
| 0.4287 | 9.5765 | 814 | 0.4468 | 0.5556 | 0.4468 | 0.6684 |
| 0.4287 | 9.6 | 816 | 0.4486 | 0.5459 | 0.4486 | 0.6698 |
| 0.4287 | 9.6235 | 818 | 0.4507 | 0.5307 | 0.4507 | 0.6713 |
| 0.4287 | 9.6471 | 820 | 0.4544 | 0.5307 | 0.4544 | 0.6741 |
| 0.4287 | 9.6706 | 822 | 0.4581 | 0.5307 | 0.4581 | 0.6769 |
| 0.4287 | 9.6941 | 824 | 0.4608 | 0.4545 | 0.4608 | 0.6788 |
| 0.4287 | 9.7176 | 826 | 0.4625 | 0.4545 | 0.4625 | 0.6800 |
| 0.4287 | 9.7412 | 828 | 0.4615 | 0.5307 | 0.4615 | 0.6793 |
| 0.4287 | 9.7647 | 830 | 0.4607 | 0.5307 | 0.4607 | 0.6787 |
| 0.4287 | 9.7882 | 832 | 0.4598 | 0.5307 | 0.4598 | 0.6781 |
| 0.4287 | 9.8118 | 834 | 0.4590 | 0.5307 | 0.4590 | 0.6775 |
| 0.4287 | 9.8353 | 836 | 0.4585 | 0.5307 | 0.4585 | 0.6771 |
| 0.4287 | 9.8588 | 838 | 0.4578 | 0.5307 | 0.4578 | 0.6766 |
| 0.4287 | 9.8824 | 840 | 0.4570 | 0.5307 | 0.4570 | 0.6760 |
| 0.4287 | 9.9059 | 842 | 0.4561 | 0.5307 | 0.4561 | 0.6754 |
| 0.4287 | 9.9294 | 844 | 0.4555 | 0.5307 | 0.4555 | 0.6749 |
| 0.4287 | 9.9529 | 846 | 0.4553 | 0.5307 | 0.4553 | 0.6747 |
| 0.4287 | 9.9765 | 848 | 0.4550 | 0.5307 | 0.4550 | 0.6746 |
| 0.4287 | 10.0 | 850 | 0.4549 | 0.5307 | 0.4549 | 0.6745 |
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_task3_organization
Base model
aubmindlab/bert-base-arabertv02