Instructions to use MayBashendy/ArabicNewSplits4_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k14_task1_organization with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use MayBashendy/ArabicNewSplits4_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k14_task1_organization with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="MayBashendy/ArabicNewSplits4_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k14_task1_organization")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("MayBashendy/ArabicNewSplits4_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k14_task1_organization") model = AutoModelForSequenceClassification.from_pretrained("MayBashendy/ArabicNewSplits4_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k14_task1_organization", device_map="auto") - Notebooks
- Google Colab
- Kaggle
ArabicNewSplits4_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k14_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: 0.9654
- Qwk: 0.5984
- Mse: 0.9654
- Rmse: 0.9825
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 | 5.2210 | -0.0207 | 5.2210 | 2.2849 |
| No log | 0.0541 | 4 | 3.1688 | 0.0632 | 3.1688 | 1.7801 |
| No log | 0.0811 | 6 | 1.8298 | 0.1259 | 1.8298 | 1.3527 |
| No log | 0.1081 | 8 | 1.5956 | 0.1058 | 1.5956 | 1.2632 |
| No log | 0.1351 | 10 | 1.6539 | 0.0405 | 1.6539 | 1.2860 |
| No log | 0.1622 | 12 | 2.6188 | -0.0269 | 2.6188 | 1.6183 |
| No log | 0.1892 | 14 | 2.3684 | 0.0031 | 2.3684 | 1.5390 |
| No log | 0.2162 | 16 | 1.3537 | 0.1415 | 1.3537 | 1.1635 |
| No log | 0.2432 | 18 | 1.1429 | 0.1999 | 1.1429 | 1.0691 |
| No log | 0.2703 | 20 | 1.2140 | 0.2244 | 1.2140 | 1.1018 |
| No log | 0.2973 | 22 | 1.2559 | 0.2089 | 1.2559 | 1.1207 |
| No log | 0.3243 | 24 | 1.2073 | 0.2586 | 1.2073 | 1.0988 |
| No log | 0.3514 | 26 | 1.1390 | 0.1895 | 1.1390 | 1.0672 |
| No log | 0.3784 | 28 | 1.1211 | 0.2401 | 1.1211 | 1.0588 |
| No log | 0.4054 | 30 | 1.1314 | 0.2560 | 1.1314 | 1.0637 |
| No log | 0.4324 | 32 | 1.1424 | 0.1892 | 1.1424 | 1.0689 |
| No log | 0.4595 | 34 | 1.2028 | 0.1221 | 1.2028 | 1.0967 |
| No log | 0.4865 | 36 | 1.1918 | 0.1123 | 1.1918 | 1.0917 |
| No log | 0.5135 | 38 | 1.2327 | 0.1418 | 1.2327 | 1.1103 |
| No log | 0.5405 | 40 | 1.3284 | 0.1578 | 1.3284 | 1.1526 |
| No log | 0.5676 | 42 | 1.3729 | 0.1704 | 1.3729 | 1.1717 |
| No log | 0.5946 | 44 | 1.3428 | 0.1627 | 1.3428 | 1.1588 |
| No log | 0.6216 | 46 | 1.3331 | 0.2134 | 1.3331 | 1.1546 |
| No log | 0.6486 | 48 | 1.2150 | 0.1939 | 1.2150 | 1.1023 |
| No log | 0.6757 | 50 | 1.1423 | 0.2357 | 1.1423 | 1.0688 |
| No log | 0.7027 | 52 | 1.1266 | 0.3147 | 1.1266 | 1.0614 |
| No log | 0.7297 | 54 | 1.2130 | 0.2443 | 1.2130 | 1.1014 |
| No log | 0.7568 | 56 | 1.3390 | 0.3026 | 1.3390 | 1.1571 |
| No log | 0.7838 | 58 | 1.4910 | 0.3369 | 1.4910 | 1.2210 |
| No log | 0.8108 | 60 | 1.4498 | 0.3394 | 1.4498 | 1.2041 |
| No log | 0.8378 | 62 | 1.2959 | 0.3438 | 1.2959 | 1.1384 |
| No log | 0.8649 | 64 | 1.1686 | 0.4230 | 1.1686 | 1.0810 |
| No log | 0.8919 | 66 | 1.1655 | 0.4605 | 1.1655 | 1.0796 |
| No log | 0.9189 | 68 | 1.1763 | 0.4566 | 1.1763 | 1.0846 |
| No log | 0.9459 | 70 | 1.1576 | 0.4562 | 1.1576 | 1.0759 |
| No log | 0.9730 | 72 | 1.1322 | 0.4862 | 1.1322 | 1.0640 |
| No log | 1.0 | 74 | 1.0429 | 0.5614 | 1.0429 | 1.0212 |
| No log | 1.0270 | 76 | 1.0272 | 0.5349 | 1.0272 | 1.0135 |
| No log | 1.0541 | 78 | 1.0488 | 0.5036 | 1.0488 | 1.0241 |
| No log | 1.0811 | 80 | 1.1451 | 0.5131 | 1.1451 | 1.0701 |
| No log | 1.1081 | 82 | 1.2335 | 0.4956 | 1.2335 | 1.1106 |
| No log | 1.1351 | 84 | 1.1559 | 0.5093 | 1.1559 | 1.0751 |
| No log | 1.1622 | 86 | 1.1290 | 0.4903 | 1.1290 | 1.0626 |
| No log | 1.1892 | 88 | 1.1791 | 0.4618 | 1.1791 | 1.0859 |
| No log | 1.2162 | 90 | 1.0972 | 0.4762 | 1.0972 | 1.0475 |
| No log | 1.2432 | 92 | 1.1468 | 0.4787 | 1.1468 | 1.0709 |
| No log | 1.2703 | 94 | 1.4749 | 0.4376 | 1.4749 | 1.2145 |
| No log | 1.2973 | 96 | 1.6267 | 0.4261 | 1.6267 | 1.2754 |
| No log | 1.3243 | 98 | 1.4615 | 0.4517 | 1.4615 | 1.2089 |
| No log | 1.3514 | 100 | 1.1877 | 0.5074 | 1.1877 | 1.0898 |
| No log | 1.3784 | 102 | 1.2016 | 0.5075 | 1.2016 | 1.0962 |
| No log | 1.4054 | 104 | 1.4769 | 0.4421 | 1.4769 | 1.2153 |
| No log | 1.4324 | 106 | 1.6591 | 0.3634 | 1.6591 | 1.2881 |
| No log | 1.4595 | 108 | 1.7272 | 0.3737 | 1.7272 | 1.3142 |
| No log | 1.4865 | 110 | 1.7091 | 0.3984 | 1.7091 | 1.3073 |
| No log | 1.5135 | 112 | 1.6134 | 0.4510 | 1.6134 | 1.2702 |
| No log | 1.5405 | 114 | 1.4846 | 0.4826 | 1.4846 | 1.2184 |
| No log | 1.5676 | 116 | 1.4443 | 0.4692 | 1.4443 | 1.2018 |
| No log | 1.5946 | 118 | 1.2868 | 0.4775 | 1.2868 | 1.1344 |
| No log | 1.6216 | 120 | 1.1284 | 0.4678 | 1.1284 | 1.0622 |
| No log | 1.6486 | 122 | 1.1403 | 0.4540 | 1.1403 | 1.0679 |
| No log | 1.6757 | 124 | 1.2972 | 0.4410 | 1.2972 | 1.1390 |
| No log | 1.7027 | 126 | 1.3946 | 0.5011 | 1.3946 | 1.1809 |
| No log | 1.7297 | 128 | 1.3902 | 0.5062 | 1.3902 | 1.1791 |
| No log | 1.7568 | 130 | 1.4417 | 0.4286 | 1.4417 | 1.2007 |
| No log | 1.7838 | 132 | 1.4275 | 0.4264 | 1.4275 | 1.1948 |
| No log | 1.8108 | 134 | 1.4079 | 0.4319 | 1.4079 | 1.1865 |
| No log | 1.8378 | 136 | 1.3486 | 0.4400 | 1.3486 | 1.1613 |
| No log | 1.8649 | 138 | 1.2279 | 0.4829 | 1.2279 | 1.1081 |
| No log | 1.8919 | 140 | 1.2488 | 0.5062 | 1.2488 | 1.1175 |
| No log | 1.9189 | 142 | 1.4785 | 0.4914 | 1.4785 | 1.2159 |
| No log | 1.9459 | 144 | 1.6343 | 0.4786 | 1.6343 | 1.2784 |
| No log | 1.9730 | 146 | 1.6071 | 0.4775 | 1.6071 | 1.2677 |
| No log | 2.0 | 148 | 1.3419 | 0.5428 | 1.3419 | 1.1584 |
| No log | 2.0270 | 150 | 1.2952 | 0.5521 | 1.2952 | 1.1381 |
| No log | 2.0541 | 152 | 1.2188 | 0.5768 | 1.2188 | 1.1040 |
| No log | 2.0811 | 154 | 1.0798 | 0.6335 | 1.0798 | 1.0391 |
| No log | 2.1081 | 156 | 1.1395 | 0.6262 | 1.1395 | 1.0675 |
| No log | 2.1351 | 158 | 1.3002 | 0.6011 | 1.3002 | 1.1403 |
| No log | 2.1622 | 160 | 1.3200 | 0.5912 | 1.3200 | 1.1489 |
| No log | 2.1892 | 162 | 1.2147 | 0.5743 | 1.2147 | 1.1021 |
| No log | 2.2162 | 164 | 1.2199 | 0.5397 | 1.2199 | 1.1045 |
| No log | 2.2432 | 166 | 1.0799 | 0.5752 | 1.0799 | 1.0392 |
| No log | 2.2703 | 168 | 0.9024 | 0.5802 | 0.9024 | 0.9499 |
| No log | 2.2973 | 170 | 0.9949 | 0.5888 | 0.9949 | 0.9975 |
| No log | 2.3243 | 172 | 1.2605 | 0.5215 | 1.2605 | 1.1227 |
| No log | 2.3514 | 174 | 1.3177 | 0.5307 | 1.3177 | 1.1479 |
| No log | 2.3784 | 176 | 1.2552 | 0.5625 | 1.2552 | 1.1203 |
| No log | 2.4054 | 178 | 1.2438 | 0.5653 | 1.2438 | 1.1153 |
| No log | 2.4324 | 180 | 1.2302 | 0.5829 | 1.2302 | 1.1091 |
| No log | 2.4595 | 182 | 1.1443 | 0.6022 | 1.1443 | 1.0697 |
| No log | 2.4865 | 184 | 1.3236 | 0.5549 | 1.3236 | 1.1505 |
| No log | 2.5135 | 186 | 1.2735 | 0.5329 | 1.2735 | 1.1285 |
| No log | 2.5405 | 188 | 1.3205 | 0.5460 | 1.3205 | 1.1491 |
| No log | 2.5676 | 190 | 1.2794 | 0.5550 | 1.2794 | 1.1311 |
| No log | 2.5946 | 192 | 1.0138 | 0.5957 | 1.0138 | 1.0069 |
| No log | 2.6216 | 194 | 0.9412 | 0.6249 | 0.9412 | 0.9701 |
| No log | 2.6486 | 196 | 1.0043 | 0.5878 | 1.0043 | 1.0022 |
| No log | 2.6757 | 198 | 1.0424 | 0.5656 | 1.0424 | 1.0210 |
| No log | 2.7027 | 200 | 0.8670 | 0.6124 | 0.8670 | 0.9311 |
| No log | 2.7297 | 202 | 0.8925 | 0.6115 | 0.8925 | 0.9447 |
| No log | 2.7568 | 204 | 1.1269 | 0.5576 | 1.1269 | 1.0615 |
| No log | 2.7838 | 206 | 1.5435 | 0.4810 | 1.5435 | 1.2424 |
| No log | 2.8108 | 208 | 1.6581 | 0.4250 | 1.6581 | 1.2877 |
| No log | 2.8378 | 210 | 1.4602 | 0.4628 | 1.4602 | 1.2084 |
| No log | 2.8649 | 212 | 1.1216 | 0.5360 | 1.1216 | 1.0591 |
| No log | 2.8919 | 214 | 0.8356 | 0.6674 | 0.8356 | 0.9141 |
| No log | 2.9189 | 216 | 0.8163 | 0.6607 | 0.8163 | 0.9035 |
| No log | 2.9459 | 218 | 0.9805 | 0.5879 | 0.9805 | 0.9902 |
| No log | 2.9730 | 220 | 1.2773 | 0.5408 | 1.2773 | 1.1302 |
| No log | 3.0 | 222 | 1.6903 | 0.4649 | 1.6903 | 1.3001 |
| No log | 3.0270 | 224 | 1.8213 | 0.4443 | 1.8213 | 1.3495 |
| No log | 3.0541 | 226 | 1.6059 | 0.4430 | 1.6059 | 1.2672 |
| No log | 3.0811 | 228 | 1.1709 | 0.5028 | 1.1709 | 1.0821 |
| No log | 3.1081 | 230 | 0.8192 | 0.5968 | 0.8192 | 0.9051 |
| No log | 3.1351 | 232 | 0.7499 | 0.6192 | 0.7499 | 0.8660 |
| No log | 3.1622 | 234 | 0.7535 | 0.6704 | 0.7535 | 0.8680 |
| No log | 3.1892 | 236 | 0.9088 | 0.6196 | 0.9088 | 0.9533 |
| No log | 3.2162 | 238 | 1.2199 | 0.5372 | 1.2199 | 1.1045 |
| No log | 3.2432 | 240 | 1.4063 | 0.5123 | 1.4063 | 1.1859 |
| No log | 3.2703 | 242 | 1.3414 | 0.5127 | 1.3414 | 1.1582 |
| No log | 3.2973 | 244 | 1.1155 | 0.5504 | 1.1155 | 1.0562 |
| No log | 3.3243 | 246 | 0.9049 | 0.6401 | 0.9049 | 0.9513 |
| No log | 3.3514 | 248 | 0.8386 | 0.6368 | 0.8386 | 0.9158 |
| No log | 3.3784 | 250 | 0.8623 | 0.6265 | 0.8623 | 0.9286 |
| No log | 3.4054 | 252 | 0.9512 | 0.6013 | 0.9512 | 0.9753 |
| No log | 3.4324 | 254 | 1.0928 | 0.5588 | 1.0928 | 1.0454 |
| No log | 3.4595 | 256 | 1.1769 | 0.5012 | 1.1769 | 1.0848 |
| No log | 3.4865 | 258 | 1.1656 | 0.5181 | 1.1656 | 1.0796 |
| No log | 3.5135 | 260 | 1.0852 | 0.5489 | 1.0852 | 1.0418 |
| No log | 3.5405 | 262 | 1.0180 | 0.5820 | 1.0180 | 1.0090 |
| No log | 3.5676 | 264 | 1.0689 | 0.5870 | 1.0689 | 1.0339 |
| No log | 3.5946 | 266 | 1.2786 | 0.5571 | 1.2786 | 1.1307 |
| No log | 3.6216 | 268 | 1.2963 | 0.5311 | 1.2963 | 1.1385 |
| No log | 3.6486 | 270 | 1.1151 | 0.5509 | 1.1151 | 1.0560 |
| No log | 3.6757 | 272 | 0.8483 | 0.6480 | 0.8483 | 0.9210 |
| No log | 3.7027 | 274 | 0.7626 | 0.6601 | 0.7626 | 0.8732 |
| No log | 3.7297 | 276 | 0.8126 | 0.6153 | 0.8126 | 0.9015 |
| No log | 3.7568 | 278 | 0.9528 | 0.5860 | 0.9528 | 0.9761 |
| No log | 3.7838 | 280 | 1.0810 | 0.5187 | 1.0810 | 1.0397 |
| No log | 3.8108 | 282 | 1.0382 | 0.5824 | 1.0382 | 1.0189 |
| No log | 3.8378 | 284 | 0.8914 | 0.6228 | 0.8914 | 0.9441 |
| No log | 3.8649 | 286 | 0.7902 | 0.6456 | 0.7902 | 0.8889 |
| No log | 3.8919 | 288 | 0.8226 | 0.6400 | 0.8226 | 0.9070 |
| No log | 3.9189 | 290 | 0.9121 | 0.6204 | 0.9121 | 0.9550 |
| No log | 3.9459 | 292 | 1.1476 | 0.5642 | 1.1476 | 1.0713 |
| No log | 3.9730 | 294 | 1.2273 | 0.5416 | 1.2273 | 1.1078 |
| No log | 4.0 | 296 | 1.1787 | 0.5648 | 1.1787 | 1.0857 |
| No log | 4.0270 | 298 | 1.0854 | 0.5518 | 1.0854 | 1.0418 |
| No log | 4.0541 | 300 | 0.9209 | 0.5772 | 0.9209 | 0.9596 |
| No log | 4.0811 | 302 | 0.8248 | 0.5620 | 0.8248 | 0.9082 |
| No log | 4.1081 | 304 | 0.8297 | 0.5842 | 0.8297 | 0.9109 |
| No log | 4.1351 | 306 | 0.8900 | 0.5861 | 0.8900 | 0.9434 |
| No log | 4.1622 | 308 | 1.0290 | 0.6028 | 1.0290 | 1.0144 |
| No log | 4.1892 | 310 | 1.1157 | 0.5929 | 1.1157 | 1.0563 |
| No log | 4.2162 | 312 | 1.1966 | 0.5505 | 1.1966 | 1.0939 |
| No log | 4.2432 | 314 | 1.1029 | 0.5929 | 1.1029 | 1.0502 |
| No log | 4.2703 | 316 | 0.9759 | 0.6143 | 0.9759 | 0.9879 |
| No log | 4.2973 | 318 | 0.9733 | 0.5918 | 0.9733 | 0.9866 |
| No log | 4.3243 | 320 | 0.9974 | 0.5834 | 0.9974 | 0.9987 |
| No log | 4.3514 | 322 | 1.1018 | 0.5873 | 1.1018 | 1.0497 |
| No log | 4.3784 | 324 | 1.2426 | 0.5359 | 1.2426 | 1.1147 |
| No log | 4.4054 | 326 | 1.1861 | 0.5409 | 1.1861 | 1.0891 |
| No log | 4.4324 | 328 | 1.0309 | 0.5983 | 1.0309 | 1.0154 |
| No log | 4.4595 | 330 | 0.8876 | 0.6016 | 0.8876 | 0.9421 |
| No log | 4.4865 | 332 | 0.8415 | 0.6085 | 0.8415 | 0.9173 |
| No log | 4.5135 | 334 | 0.8601 | 0.5893 | 0.8601 | 0.9274 |
| No log | 4.5405 | 336 | 0.9187 | 0.5846 | 0.9187 | 0.9585 |
| No log | 4.5676 | 338 | 0.8870 | 0.6038 | 0.8870 | 0.9418 |
| No log | 4.5946 | 340 | 0.9173 | 0.5939 | 0.9173 | 0.9577 |
| No log | 4.6216 | 342 | 0.9433 | 0.5982 | 0.9433 | 0.9712 |
| No log | 4.6486 | 344 | 1.0425 | 0.5904 | 1.0425 | 1.0210 |
| No log | 4.6757 | 346 | 1.0437 | 0.5878 | 1.0437 | 1.0216 |
| No log | 4.7027 | 348 | 0.8944 | 0.6172 | 0.8944 | 0.9457 |
| No log | 4.7297 | 350 | 0.7484 | 0.6817 | 0.7484 | 0.8651 |
| No log | 4.7568 | 352 | 0.7012 | 0.6831 | 0.7012 | 0.8374 |
| No log | 4.7838 | 354 | 0.7106 | 0.7067 | 0.7106 | 0.8430 |
| No log | 4.8108 | 356 | 0.7916 | 0.6314 | 0.7916 | 0.8897 |
| No log | 4.8378 | 358 | 0.9226 | 0.5727 | 0.9226 | 0.9605 |
| No log | 4.8649 | 360 | 1.1024 | 0.5686 | 1.1024 | 1.0499 |
| No log | 4.8919 | 362 | 1.1644 | 0.5541 | 1.1644 | 1.0791 |
| No log | 4.9189 | 364 | 1.0651 | 0.5681 | 1.0651 | 1.0320 |
| No log | 4.9459 | 366 | 0.9236 | 0.5773 | 0.9236 | 0.9610 |
| No log | 4.9730 | 368 | 0.9195 | 0.5960 | 0.9195 | 0.9589 |
| No log | 5.0 | 370 | 1.0216 | 0.5691 | 1.0216 | 1.0107 |
| No log | 5.0270 | 372 | 1.0943 | 0.5427 | 1.0943 | 1.0461 |
| No log | 5.0541 | 374 | 1.1432 | 0.5346 | 1.1432 | 1.0692 |
| No log | 5.0811 | 376 | 1.0679 | 0.5417 | 1.0679 | 1.0334 |
| No log | 5.1081 | 378 | 0.9246 | 0.5836 | 0.9246 | 0.9615 |
| No log | 5.1351 | 380 | 0.8522 | 0.5904 | 0.8522 | 0.9232 |
| No log | 5.1622 | 382 | 0.8514 | 0.5952 | 0.8514 | 0.9227 |
| No log | 5.1892 | 384 | 0.9479 | 0.5926 | 0.9479 | 0.9736 |
| No log | 5.2162 | 386 | 0.9711 | 0.6049 | 0.9711 | 0.9855 |
| No log | 5.2432 | 388 | 1.0072 | 0.5947 | 1.0072 | 1.0036 |
| No log | 5.2703 | 390 | 1.0073 | 0.6027 | 1.0073 | 1.0036 |
| No log | 5.2973 | 392 | 0.9190 | 0.6283 | 0.9190 | 0.9587 |
| No log | 5.3243 | 394 | 0.8937 | 0.6277 | 0.8937 | 0.9453 |
| No log | 5.3514 | 396 | 0.9187 | 0.6329 | 0.9187 | 0.9585 |
| No log | 5.3784 | 398 | 1.0216 | 0.5979 | 1.0216 | 1.0108 |
| No log | 5.4054 | 400 | 1.1449 | 0.5534 | 1.1449 | 1.0700 |
| No log | 5.4324 | 402 | 1.1108 | 0.5806 | 1.1108 | 1.0539 |
| No log | 5.4595 | 404 | 0.9791 | 0.6070 | 0.9791 | 0.9895 |
| No log | 5.4865 | 406 | 0.8701 | 0.6110 | 0.8701 | 0.9328 |
| No log | 5.5135 | 408 | 0.7937 | 0.6440 | 0.7937 | 0.8909 |
| No log | 5.5405 | 410 | 0.7964 | 0.6509 | 0.7964 | 0.8924 |
| No log | 5.5676 | 412 | 0.8723 | 0.6257 | 0.8723 | 0.9340 |
| No log | 5.5946 | 414 | 1.0209 | 0.5991 | 1.0209 | 1.0104 |
| No log | 5.6216 | 416 | 1.1581 | 0.5720 | 1.1581 | 1.0761 |
| No log | 5.6486 | 418 | 1.1598 | 0.5781 | 1.1598 | 1.0769 |
| No log | 5.6757 | 420 | 1.0987 | 0.5845 | 1.0987 | 1.0482 |
| No log | 5.7027 | 422 | 1.0449 | 0.6092 | 1.0449 | 1.0222 |
| No log | 5.7297 | 424 | 0.9049 | 0.6014 | 0.9049 | 0.9512 |
| No log | 5.7568 | 426 | 0.8087 | 0.6808 | 0.8087 | 0.8993 |
| No log | 5.7838 | 428 | 0.8016 | 0.6637 | 0.8016 | 0.8953 |
| No log | 5.8108 | 430 | 0.8810 | 0.6082 | 0.8810 | 0.9386 |
| No log | 5.8378 | 432 | 0.9721 | 0.5954 | 0.9721 | 0.9859 |
| No log | 5.8649 | 434 | 1.0022 | 0.5759 | 1.0022 | 1.0011 |
| No log | 5.8919 | 436 | 1.0255 | 0.5714 | 1.0255 | 1.0127 |
| No log | 5.9189 | 438 | 0.9915 | 0.6027 | 0.9915 | 0.9958 |
| No log | 5.9459 | 440 | 0.9171 | 0.6152 | 0.9171 | 0.9576 |
| No log | 5.9730 | 442 | 0.8636 | 0.6270 | 0.8636 | 0.9293 |
| No log | 6.0 | 444 | 0.8121 | 0.6596 | 0.8121 | 0.9012 |
| No log | 6.0270 | 446 | 0.8075 | 0.6620 | 0.8075 | 0.8986 |
| No log | 6.0541 | 448 | 0.8239 | 0.6347 | 0.8239 | 0.9077 |
| No log | 6.0811 | 450 | 0.8589 | 0.6268 | 0.8589 | 0.9268 |
| No log | 6.1081 | 452 | 0.9063 | 0.6055 | 0.9063 | 0.9520 |
| No log | 6.1351 | 454 | 0.8726 | 0.5998 | 0.8726 | 0.9341 |
| No log | 6.1622 | 456 | 0.8341 | 0.6171 | 0.8341 | 0.9133 |
| No log | 6.1892 | 458 | 0.8276 | 0.6228 | 0.8276 | 0.9097 |
| No log | 6.2162 | 460 | 0.7937 | 0.6531 | 0.7937 | 0.8909 |
| No log | 6.2432 | 462 | 0.7600 | 0.6647 | 0.7600 | 0.8718 |
| No log | 6.2703 | 464 | 0.7703 | 0.6718 | 0.7703 | 0.8777 |
| No log | 6.2973 | 466 | 0.8152 | 0.6737 | 0.8152 | 0.9029 |
| No log | 6.3243 | 468 | 0.8871 | 0.6215 | 0.8871 | 0.9419 |
| No log | 6.3514 | 470 | 0.9488 | 0.6215 | 0.9488 | 0.9741 |
| No log | 6.3784 | 472 | 0.9717 | 0.6176 | 0.9717 | 0.9857 |
| No log | 6.4054 | 474 | 0.9325 | 0.6230 | 0.9325 | 0.9657 |
| No log | 6.4324 | 476 | 0.8629 | 0.6594 | 0.8629 | 0.9289 |
| No log | 6.4595 | 478 | 0.8422 | 0.6574 | 0.8422 | 0.9177 |
| No log | 6.4865 | 480 | 0.8433 | 0.6617 | 0.8433 | 0.9183 |
| No log | 6.5135 | 482 | 0.8734 | 0.6437 | 0.8734 | 0.9346 |
| No log | 6.5405 | 484 | 0.9241 | 0.6137 | 0.9241 | 0.9613 |
| No log | 6.5676 | 486 | 1.0206 | 0.5975 | 1.0206 | 1.0103 |
| No log | 6.5946 | 488 | 1.1167 | 0.5793 | 1.1167 | 1.0567 |
| No log | 6.6216 | 490 | 1.1702 | 0.5389 | 1.1702 | 1.0817 |
| No log | 6.6486 | 492 | 1.1703 | 0.5389 | 1.1703 | 1.0818 |
| No log | 6.6757 | 494 | 1.1617 | 0.5541 | 1.1617 | 1.0778 |
| No log | 6.7027 | 496 | 1.1158 | 0.5989 | 1.1158 | 1.0563 |
| No log | 6.7297 | 498 | 1.0359 | 0.6138 | 1.0359 | 1.0178 |
| 0.4702 | 6.7568 | 500 | 0.9771 | 0.6315 | 0.9771 | 0.9885 |
| 0.4702 | 6.7838 | 502 | 1.0022 | 0.6350 | 1.0022 | 1.0011 |
| 0.4702 | 6.8108 | 504 | 1.0466 | 0.6284 | 1.0466 | 1.0231 |
| 0.4702 | 6.8378 | 506 | 1.0608 | 0.6284 | 1.0608 | 1.0300 |
| 0.4702 | 6.8649 | 508 | 1.0340 | 0.6125 | 1.0340 | 1.0168 |
| 0.4702 | 6.8919 | 510 | 0.9933 | 0.6113 | 0.9933 | 0.9966 |
| 0.4702 | 6.9189 | 512 | 0.9351 | 0.6141 | 0.9351 | 0.9670 |
| 0.4702 | 6.9459 | 514 | 0.8986 | 0.6567 | 0.8986 | 0.9479 |
| 0.4702 | 6.9730 | 516 | 0.8762 | 0.6744 | 0.8762 | 0.9360 |
| 0.4702 | 7.0 | 518 | 0.8758 | 0.6744 | 0.8758 | 0.9358 |
| 0.4702 | 7.0270 | 520 | 0.9336 | 0.6154 | 0.9336 | 0.9662 |
| 0.4702 | 7.0541 | 522 | 1.0292 | 0.6045 | 1.0292 | 1.0145 |
| 0.4702 | 7.0811 | 524 | 1.1011 | 0.5862 | 1.1011 | 1.0493 |
| 0.4702 | 7.1081 | 526 | 1.0979 | 0.5862 | 1.0979 | 1.0478 |
| 0.4702 | 7.1351 | 528 | 1.0411 | 0.6029 | 1.0411 | 1.0204 |
| 0.4702 | 7.1622 | 530 | 0.9361 | 0.6289 | 0.9361 | 0.9675 |
| 0.4702 | 7.1892 | 532 | 0.8840 | 0.6622 | 0.8840 | 0.9402 |
| 0.4702 | 7.2162 | 534 | 0.8830 | 0.6560 | 0.8830 | 0.9397 |
| 0.4702 | 7.2432 | 536 | 0.9281 | 0.6484 | 0.9281 | 0.9634 |
| 0.4702 | 7.2703 | 538 | 0.9649 | 0.6365 | 0.9649 | 0.9823 |
| 0.4702 | 7.2973 | 540 | 0.9567 | 0.6357 | 0.9567 | 0.9781 |
| 0.4702 | 7.3243 | 542 | 0.9216 | 0.6387 | 0.9216 | 0.9600 |
| 0.4702 | 7.3514 | 544 | 0.8855 | 0.6467 | 0.8855 | 0.9410 |
| 0.4702 | 7.3784 | 546 | 0.8416 | 0.6598 | 0.8416 | 0.9174 |
| 0.4702 | 7.4054 | 548 | 0.8300 | 0.6696 | 0.8300 | 0.9111 |
| 0.4702 | 7.4324 | 550 | 0.8247 | 0.6696 | 0.8247 | 0.9082 |
| 0.4702 | 7.4595 | 552 | 0.8502 | 0.6426 | 0.8502 | 0.9221 |
| 0.4702 | 7.4865 | 554 | 0.8581 | 0.6541 | 0.8581 | 0.9263 |
| 0.4702 | 7.5135 | 556 | 0.8636 | 0.6431 | 0.8636 | 0.9293 |
| 0.4702 | 7.5405 | 558 | 0.9192 | 0.6098 | 0.9192 | 0.9587 |
| 0.4702 | 7.5676 | 560 | 0.9867 | 0.6158 | 0.9867 | 0.9933 |
| 0.4702 | 7.5946 | 562 | 0.9879 | 0.6116 | 0.9879 | 0.9939 |
| 0.4702 | 7.6216 | 564 | 0.9266 | 0.6098 | 0.9266 | 0.9626 |
| 0.4702 | 7.6486 | 566 | 0.8569 | 0.6352 | 0.8569 | 0.9257 |
| 0.4702 | 7.6757 | 568 | 0.8086 | 0.6766 | 0.8086 | 0.8992 |
| 0.4702 | 7.7027 | 570 | 0.7577 | 0.6791 | 0.7577 | 0.8705 |
| 0.4702 | 7.7297 | 572 | 0.7540 | 0.6791 | 0.7540 | 0.8683 |
| 0.4702 | 7.7568 | 574 | 0.7863 | 0.6751 | 0.7863 | 0.8868 |
| 0.4702 | 7.7838 | 576 | 0.8472 | 0.6331 | 0.8472 | 0.9204 |
| 0.4702 | 7.8108 | 578 | 0.9258 | 0.6012 | 0.9258 | 0.9622 |
| 0.4702 | 7.8378 | 580 | 0.9876 | 0.6062 | 0.9876 | 0.9938 |
| 0.4702 | 7.8649 | 582 | 1.0429 | 0.6133 | 1.0429 | 1.0212 |
| 0.4702 | 7.8919 | 584 | 1.0679 | 0.6121 | 1.0679 | 1.0334 |
| 0.4702 | 7.9189 | 586 | 1.0446 | 0.6133 | 1.0446 | 1.0220 |
| 0.4702 | 7.9459 | 588 | 0.9985 | 0.6185 | 0.9985 | 0.9993 |
| 0.4702 | 7.9730 | 590 | 0.9447 | 0.6267 | 0.9447 | 0.9720 |
| 0.4702 | 8.0 | 592 | 0.8841 | 0.6428 | 0.8841 | 0.9403 |
| 0.4702 | 8.0270 | 594 | 0.8355 | 0.6662 | 0.8355 | 0.9140 |
| 0.4702 | 8.0541 | 596 | 0.8293 | 0.6662 | 0.8293 | 0.9107 |
| 0.4702 | 8.0811 | 598 | 0.8454 | 0.6662 | 0.8454 | 0.9195 |
| 0.4702 | 8.1081 | 600 | 0.8607 | 0.6486 | 0.8607 | 0.9277 |
| 0.4702 | 8.1351 | 602 | 0.8849 | 0.6435 | 0.8849 | 0.9407 |
| 0.4702 | 8.1622 | 604 | 0.9044 | 0.6406 | 0.9044 | 0.9510 |
| 0.4702 | 8.1892 | 606 | 0.9150 | 0.6406 | 0.9150 | 0.9565 |
| 0.4702 | 8.2162 | 608 | 0.9188 | 0.6466 | 0.9188 | 0.9585 |
| 0.4702 | 8.2432 | 610 | 0.9193 | 0.6385 | 0.9193 | 0.9588 |
| 0.4702 | 8.2703 | 612 | 0.9135 | 0.6325 | 0.9135 | 0.9558 |
| 0.4702 | 8.2973 | 614 | 0.9229 | 0.6352 | 0.9229 | 0.9607 |
| 0.4702 | 8.3243 | 616 | 0.9290 | 0.6379 | 0.9290 | 0.9638 |
| 0.4702 | 8.3514 | 618 | 0.9219 | 0.6461 | 0.9219 | 0.9601 |
| 0.4702 | 8.3784 | 620 | 0.9205 | 0.6461 | 0.9205 | 0.9594 |
| 0.4702 | 8.4054 | 622 | 0.9310 | 0.6392 | 0.9310 | 0.9649 |
| 0.4702 | 8.4324 | 624 | 0.9499 | 0.6172 | 0.9499 | 0.9746 |
| 0.4702 | 8.4595 | 626 | 0.9584 | 0.6172 | 0.9584 | 0.9790 |
| 0.4702 | 8.4865 | 628 | 0.9589 | 0.6099 | 0.9589 | 0.9792 |
| 0.4702 | 8.5135 | 630 | 0.9811 | 0.6087 | 0.9811 | 0.9905 |
| 0.4702 | 8.5405 | 632 | 1.0107 | 0.6080 | 1.0107 | 1.0053 |
| 0.4702 | 8.5676 | 634 | 1.0376 | 0.5959 | 1.0376 | 1.0187 |
| 0.4702 | 8.5946 | 636 | 1.0271 | 0.5970 | 1.0271 | 1.0134 |
| 0.4702 | 8.6216 | 638 | 1.0233 | 0.5970 | 1.0233 | 1.0116 |
| 0.4702 | 8.6486 | 640 | 1.0027 | 0.5970 | 1.0027 | 1.0013 |
| 0.4702 | 8.6757 | 642 | 0.9903 | 0.6055 | 0.9903 | 0.9951 |
| 0.4702 | 8.7027 | 644 | 0.9657 | 0.6282 | 0.9657 | 0.9827 |
| 0.4702 | 8.7297 | 646 | 0.9335 | 0.6351 | 0.9335 | 0.9662 |
| 0.4702 | 8.7568 | 648 | 0.9094 | 0.6311 | 0.9094 | 0.9536 |
| 0.4702 | 8.7838 | 650 | 0.9015 | 0.6277 | 0.9015 | 0.9495 |
| 0.4702 | 8.8108 | 652 | 0.9117 | 0.6264 | 0.9117 | 0.9548 |
| 0.4702 | 8.8378 | 654 | 0.9224 | 0.6271 | 0.9224 | 0.9604 |
| 0.4702 | 8.8649 | 656 | 0.9517 | 0.6351 | 0.9517 | 0.9755 |
| 0.4702 | 8.8919 | 658 | 0.9907 | 0.6010 | 0.9907 | 0.9953 |
| 0.4702 | 8.9189 | 660 | 1.0341 | 0.5959 | 1.0341 | 1.0169 |
| 0.4702 | 8.9459 | 662 | 1.0476 | 0.5948 | 1.0476 | 1.0235 |
| 0.4702 | 8.9730 | 664 | 1.0457 | 0.6017 | 1.0457 | 1.0226 |
| 0.4702 | 9.0 | 666 | 1.0390 | 0.6028 | 1.0390 | 1.0193 |
| 0.4702 | 9.0270 | 668 | 1.0246 | 0.5993 | 1.0246 | 1.0122 |
| 0.4702 | 9.0541 | 670 | 0.9924 | 0.6004 | 0.9924 | 0.9962 |
| 0.4702 | 9.0811 | 672 | 0.9535 | 0.6087 | 0.9535 | 0.9765 |
| 0.4702 | 9.1081 | 674 | 0.9289 | 0.6271 | 0.9289 | 0.9638 |
| 0.4702 | 9.1351 | 676 | 0.9225 | 0.6271 | 0.9225 | 0.9605 |
| 0.4702 | 9.1622 | 678 | 0.9207 | 0.6238 | 0.9207 | 0.9595 |
| 0.4702 | 9.1892 | 680 | 0.9342 | 0.6271 | 0.9342 | 0.9665 |
| 0.4702 | 9.2162 | 682 | 0.9479 | 0.6177 | 0.9479 | 0.9736 |
| 0.4702 | 9.2432 | 684 | 0.9581 | 0.6177 | 0.9581 | 0.9788 |
| 0.4702 | 9.2703 | 686 | 0.9640 | 0.6108 | 0.9640 | 0.9818 |
| 0.4702 | 9.2973 | 688 | 0.9646 | 0.6108 | 0.9646 | 0.9821 |
| 0.4702 | 9.3243 | 690 | 0.9712 | 0.6108 | 0.9712 | 0.9855 |
| 0.4702 | 9.3514 | 692 | 0.9800 | 0.6022 | 0.9800 | 0.9900 |
| 0.4702 | 9.3784 | 694 | 0.9779 | 0.6022 | 0.9779 | 0.9889 |
| 0.4702 | 9.4054 | 696 | 0.9842 | 0.5999 | 0.9842 | 0.9921 |
| 0.4702 | 9.4324 | 698 | 0.9879 | 0.5999 | 0.9879 | 0.9939 |
| 0.4702 | 9.4595 | 700 | 0.9902 | 0.5999 | 0.9902 | 0.9951 |
| 0.4702 | 9.4865 | 702 | 0.9937 | 0.6010 | 0.9937 | 0.9969 |
| 0.4702 | 9.5135 | 704 | 0.9996 | 0.5973 | 0.9996 | 0.9998 |
| 0.4702 | 9.5405 | 706 | 1.0004 | 0.5984 | 1.0004 | 1.0002 |
| 0.4702 | 9.5676 | 708 | 1.0026 | 0.5984 | 1.0026 | 1.0013 |
| 0.4702 | 9.5946 | 710 | 0.9994 | 0.5915 | 0.9994 | 0.9997 |
| 0.4702 | 9.6216 | 712 | 0.9900 | 0.5915 | 0.9900 | 0.9950 |
| 0.4702 | 9.6486 | 714 | 0.9819 | 0.5915 | 0.9819 | 0.9909 |
| 0.4702 | 9.6757 | 716 | 0.9766 | 0.5984 | 0.9766 | 0.9882 |
| 0.4702 | 9.7027 | 718 | 0.9754 | 0.5984 | 0.9754 | 0.9876 |
| 0.4702 | 9.7297 | 720 | 0.9772 | 0.5984 | 0.9772 | 0.9885 |
| 0.4702 | 9.7568 | 722 | 0.9770 | 0.5984 | 0.9770 | 0.9884 |
| 0.4702 | 9.7838 | 724 | 0.9726 | 0.5984 | 0.9726 | 0.9862 |
| 0.4702 | 9.8108 | 726 | 0.9697 | 0.5984 | 0.9697 | 0.9847 |
| 0.4702 | 9.8378 | 728 | 0.9698 | 0.5984 | 0.9698 | 0.9848 |
| 0.4702 | 9.8649 | 730 | 0.9707 | 0.5984 | 0.9707 | 0.9852 |
| 0.4702 | 9.8919 | 732 | 0.9710 | 0.5984 | 0.9710 | 0.9854 |
| 0.4702 | 9.9189 | 734 | 0.9696 | 0.5984 | 0.9696 | 0.9847 |
| 0.4702 | 9.9459 | 736 | 0.9674 | 0.5984 | 0.9674 | 0.9836 |
| 0.4702 | 9.9730 | 738 | 0.9662 | 0.5984 | 0.9662 | 0.9829 |
| 0.4702 | 10.0 | 740 | 0.9654 | 0.5984 | 0.9654 | 0.9825 |
Framework versions
- Transformers 4.44.2
- Pytorch 2.4.0+cu118
- Datasets 2.21.0
- Tokenizers 0.19.1
- Downloads last month
- 5
Model tree for MayBashendy/ArabicNewSplits4_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k14_task1_organization
Base model
aubmindlab/bert-base-arabertv02