Instructions to use MayBashendy/ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run3_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_run3_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_run3_AugV5_k15_task1_organization")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("MayBashendy/ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k15_task1_organization") model = AutoModelForSequenceClassification.from_pretrained("MayBashendy/ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k15_task1_organization", device_map="auto") - Notebooks
- Google Colab
- Kaggle
ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run3_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: 0.6491
- Qwk: 0.7183
- Mse: 0.6491
- Rmse: 0.8057
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 | 5.1446 | 0.0121 | 5.1446 | 2.2682 |
| No log | 0.0476 | 4 | 3.1506 | 0.0863 | 3.1506 | 1.7750 |
| No log | 0.0714 | 6 | 1.9023 | 0.1357 | 1.9023 | 1.3792 |
| No log | 0.0952 | 8 | 1.3680 | 0.1781 | 1.3680 | 1.1696 |
| No log | 0.1190 | 10 | 1.1334 | 0.2275 | 1.1334 | 1.0646 |
| No log | 0.1429 | 12 | 1.2712 | 0.1336 | 1.2712 | 1.1275 |
| No log | 0.1667 | 14 | 1.4122 | 0.0778 | 1.4122 | 1.1884 |
| No log | 0.1905 | 16 | 1.4827 | 0.1887 | 1.4827 | 1.2177 |
| No log | 0.2143 | 18 | 1.3801 | 0.0772 | 1.3801 | 1.1748 |
| No log | 0.2381 | 20 | 1.3021 | 0.1047 | 1.3021 | 1.1411 |
| No log | 0.2619 | 22 | 1.3409 | 0.2409 | 1.3409 | 1.1580 |
| No log | 0.2857 | 24 | 1.1176 | 0.2966 | 1.1176 | 1.0572 |
| No log | 0.3095 | 26 | 1.0910 | 0.2331 | 1.0910 | 1.0445 |
| No log | 0.3333 | 28 | 1.1114 | 0.3017 | 1.1114 | 1.0543 |
| No log | 0.3571 | 30 | 1.0259 | 0.3758 | 1.0259 | 1.0129 |
| No log | 0.3810 | 32 | 0.9925 | 0.4313 | 0.9925 | 0.9962 |
| No log | 0.4048 | 34 | 0.9573 | 0.4251 | 0.9573 | 0.9784 |
| No log | 0.4286 | 36 | 1.0011 | 0.5059 | 1.0011 | 1.0006 |
| No log | 0.4524 | 38 | 0.9951 | 0.5149 | 0.9951 | 0.9976 |
| No log | 0.4762 | 40 | 0.8357 | 0.6212 | 0.8357 | 0.9142 |
| No log | 0.5 | 42 | 1.0293 | 0.4749 | 1.0293 | 1.0146 |
| No log | 0.5238 | 44 | 1.0808 | 0.5195 | 1.0808 | 1.0396 |
| No log | 0.5476 | 46 | 0.7676 | 0.6300 | 0.7676 | 0.8761 |
| No log | 0.5714 | 48 | 1.0353 | 0.5849 | 1.0353 | 1.0175 |
| No log | 0.5952 | 50 | 1.2124 | 0.5432 | 1.2124 | 1.1011 |
| No log | 0.6190 | 52 | 0.8790 | 0.6024 | 0.8790 | 0.9375 |
| No log | 0.6429 | 54 | 0.8100 | 0.6276 | 0.8100 | 0.9000 |
| No log | 0.6667 | 56 | 1.4818 | 0.4390 | 1.4818 | 1.2173 |
| No log | 0.6905 | 58 | 1.4433 | 0.4500 | 1.4433 | 1.2014 |
| No log | 0.7143 | 60 | 0.9042 | 0.5668 | 0.9042 | 0.9509 |
| No log | 0.7381 | 62 | 0.6852 | 0.6377 | 0.6852 | 0.8278 |
| No log | 0.7619 | 64 | 0.8063 | 0.6310 | 0.8063 | 0.8980 |
| No log | 0.7857 | 66 | 0.7562 | 0.6121 | 0.7562 | 0.8696 |
| No log | 0.8095 | 68 | 0.7303 | 0.6319 | 0.7303 | 0.8546 |
| No log | 0.8333 | 70 | 0.8508 | 0.5420 | 0.8508 | 0.9224 |
| No log | 0.8571 | 72 | 1.1166 | 0.5244 | 1.1166 | 1.0567 |
| No log | 0.8810 | 74 | 0.9930 | 0.5646 | 0.9930 | 0.9965 |
| No log | 0.9048 | 76 | 0.7165 | 0.6478 | 0.7165 | 0.8465 |
| No log | 0.9286 | 78 | 0.7395 | 0.6802 | 0.7395 | 0.8600 |
| No log | 0.9524 | 80 | 0.7579 | 0.6873 | 0.7579 | 0.8706 |
| No log | 0.9762 | 82 | 0.6678 | 0.6887 | 0.6678 | 0.8172 |
| No log | 1.0 | 84 | 0.6605 | 0.6977 | 0.6605 | 0.8127 |
| No log | 1.0238 | 86 | 0.6711 | 0.6920 | 0.6711 | 0.8192 |
| No log | 1.0476 | 88 | 0.7246 | 0.6755 | 0.7246 | 0.8512 |
| No log | 1.0714 | 90 | 0.7147 | 0.6847 | 0.7147 | 0.8454 |
| No log | 1.0952 | 92 | 0.6603 | 0.6671 | 0.6603 | 0.8126 |
| No log | 1.1190 | 94 | 0.6623 | 0.6541 | 0.6623 | 0.8138 |
| No log | 1.1429 | 96 | 0.7844 | 0.6698 | 0.7844 | 0.8856 |
| No log | 1.1667 | 98 | 0.8397 | 0.6626 | 0.8397 | 0.9164 |
| No log | 1.1905 | 100 | 0.7322 | 0.6671 | 0.7322 | 0.8557 |
| No log | 1.2143 | 102 | 0.8351 | 0.6702 | 0.8351 | 0.9138 |
| No log | 1.2381 | 104 | 0.9315 | 0.5965 | 0.9315 | 0.9651 |
| No log | 1.2619 | 106 | 0.7635 | 0.6668 | 0.7635 | 0.8738 |
| No log | 1.2857 | 108 | 0.8774 | 0.6332 | 0.8774 | 0.9367 |
| No log | 1.3095 | 110 | 1.1506 | 0.6012 | 1.1506 | 1.0726 |
| No log | 1.3333 | 112 | 1.3685 | 0.5388 | 1.3685 | 1.1698 |
| No log | 1.3571 | 114 | 1.0575 | 0.5751 | 1.0575 | 1.0284 |
| No log | 1.3810 | 116 | 0.6898 | 0.6737 | 0.6898 | 0.8306 |
| No log | 1.4048 | 118 | 0.6565 | 0.6450 | 0.6565 | 0.8103 |
| No log | 1.4286 | 120 | 0.6606 | 0.6604 | 0.6606 | 0.8128 |
| No log | 1.4524 | 122 | 0.9400 | 0.6000 | 0.9400 | 0.9696 |
| No log | 1.4762 | 124 | 1.1555 | 0.5339 | 1.1555 | 1.0750 |
| No log | 1.5 | 126 | 0.9241 | 0.6342 | 0.9241 | 0.9613 |
| No log | 1.5238 | 128 | 0.7161 | 0.6842 | 0.7161 | 0.8462 |
| No log | 1.5476 | 130 | 0.6099 | 0.6787 | 0.6099 | 0.7810 |
| No log | 1.5714 | 132 | 0.6109 | 0.6871 | 0.6109 | 0.7816 |
| No log | 1.5952 | 134 | 0.6343 | 0.6978 | 0.6343 | 0.7964 |
| No log | 1.6190 | 136 | 0.6454 | 0.7042 | 0.6454 | 0.8034 |
| No log | 1.6429 | 138 | 0.7543 | 0.7003 | 0.7543 | 0.8685 |
| No log | 1.6667 | 140 | 0.7236 | 0.7149 | 0.7236 | 0.8507 |
| No log | 1.6905 | 142 | 0.7014 | 0.6683 | 0.7014 | 0.8375 |
| No log | 1.7143 | 144 | 0.7016 | 0.6936 | 0.7016 | 0.8376 |
| No log | 1.7381 | 146 | 0.7104 | 0.6936 | 0.7104 | 0.8429 |
| No log | 1.7619 | 148 | 0.6770 | 0.7078 | 0.6770 | 0.8228 |
| No log | 1.7857 | 150 | 0.6068 | 0.6895 | 0.6068 | 0.7790 |
| No log | 1.8095 | 152 | 0.6161 | 0.6856 | 0.6161 | 0.7849 |
| No log | 1.8333 | 154 | 0.6690 | 0.7411 | 0.6690 | 0.8179 |
| No log | 1.8571 | 156 | 0.8814 | 0.6909 | 0.8814 | 0.9388 |
| No log | 1.8810 | 158 | 1.2003 | 0.5943 | 1.2003 | 1.0956 |
| No log | 1.9048 | 160 | 1.0331 | 0.6214 | 1.0331 | 1.0164 |
| No log | 1.9286 | 162 | 0.7019 | 0.7436 | 0.7019 | 0.8378 |
| No log | 1.9524 | 164 | 0.6415 | 0.7391 | 0.6415 | 0.8010 |
| No log | 1.9762 | 166 | 0.6133 | 0.7388 | 0.6133 | 0.7831 |
| No log | 2.0 | 168 | 0.6306 | 0.7362 | 0.6306 | 0.7941 |
| No log | 2.0238 | 170 | 0.7412 | 0.6934 | 0.7412 | 0.8609 |
| No log | 2.0476 | 172 | 0.8428 | 0.6591 | 0.8428 | 0.9180 |
| No log | 2.0714 | 174 | 0.7122 | 0.6931 | 0.7122 | 0.8439 |
| No log | 2.0952 | 176 | 0.6993 | 0.6864 | 0.6993 | 0.8363 |
| No log | 2.1190 | 178 | 0.6364 | 0.6940 | 0.6364 | 0.7977 |
| No log | 2.1429 | 180 | 0.6180 | 0.6947 | 0.6180 | 0.7862 |
| No log | 2.1667 | 182 | 0.6249 | 0.7460 | 0.6249 | 0.7905 |
| No log | 2.1905 | 184 | 0.6565 | 0.7487 | 0.6565 | 0.8103 |
| No log | 2.2143 | 186 | 0.7298 | 0.7055 | 0.7298 | 0.8543 |
| No log | 2.2381 | 188 | 0.7224 | 0.6951 | 0.7224 | 0.8499 |
| No log | 2.2619 | 190 | 0.7146 | 0.6883 | 0.7146 | 0.8453 |
| No log | 2.2857 | 192 | 0.6224 | 0.7307 | 0.6224 | 0.7889 |
| No log | 2.3095 | 194 | 0.6465 | 0.7097 | 0.6465 | 0.8041 |
| No log | 2.3333 | 196 | 0.7060 | 0.6737 | 0.7060 | 0.8402 |
| No log | 2.3571 | 198 | 0.7246 | 0.6820 | 0.7246 | 0.8513 |
| No log | 2.3810 | 200 | 0.7286 | 0.6827 | 0.7286 | 0.8536 |
| No log | 2.4048 | 202 | 0.6520 | 0.7175 | 0.6520 | 0.8075 |
| No log | 2.4286 | 204 | 0.6797 | 0.6873 | 0.6797 | 0.8244 |
| No log | 2.4524 | 206 | 0.6100 | 0.7362 | 0.6100 | 0.7811 |
| No log | 2.4762 | 208 | 0.6267 | 0.6836 | 0.6267 | 0.7917 |
| No log | 2.5 | 210 | 0.6269 | 0.7480 | 0.6269 | 0.7917 |
| No log | 2.5238 | 212 | 0.7352 | 0.7319 | 0.7352 | 0.8575 |
| No log | 2.5476 | 214 | 0.8201 | 0.7278 | 0.8201 | 0.9056 |
| No log | 2.5714 | 216 | 0.7341 | 0.7412 | 0.7341 | 0.8568 |
| No log | 2.5952 | 218 | 0.6685 | 0.7283 | 0.6685 | 0.8176 |
| No log | 2.6190 | 220 | 0.6683 | 0.7361 | 0.6683 | 0.8175 |
| No log | 2.6429 | 222 | 0.8126 | 0.7017 | 0.8126 | 0.9014 |
| No log | 2.6667 | 224 | 0.9902 | 0.6149 | 0.9902 | 0.9951 |
| No log | 2.6905 | 226 | 0.8575 | 0.6492 | 0.8575 | 0.9260 |
| No log | 2.7143 | 228 | 0.6935 | 0.7002 | 0.6935 | 0.8328 |
| No log | 2.7381 | 230 | 0.6481 | 0.7099 | 0.6481 | 0.8050 |
| No log | 2.7619 | 232 | 0.6884 | 0.7301 | 0.6884 | 0.8297 |
| No log | 2.7857 | 234 | 0.6743 | 0.7412 | 0.6743 | 0.8212 |
| No log | 2.8095 | 236 | 0.6528 | 0.7543 | 0.6528 | 0.8080 |
| No log | 2.8333 | 238 | 0.7903 | 0.6967 | 0.7903 | 0.8890 |
| No log | 2.8571 | 240 | 0.9135 | 0.6514 | 0.9135 | 0.9557 |
| No log | 2.8810 | 242 | 0.8474 | 0.6675 | 0.8474 | 0.9206 |
| No log | 2.9048 | 244 | 0.8427 | 0.6583 | 0.8427 | 0.9180 |
| No log | 2.9286 | 246 | 0.8454 | 0.6633 | 0.8454 | 0.9195 |
| No log | 2.9524 | 248 | 0.8441 | 0.6651 | 0.8441 | 0.9187 |
| No log | 2.9762 | 250 | 0.8676 | 0.6692 | 0.8676 | 0.9314 |
| No log | 3.0 | 252 | 1.0509 | 0.6061 | 1.0509 | 1.0251 |
| No log | 3.0238 | 254 | 1.0400 | 0.6146 | 1.0400 | 1.0198 |
| No log | 3.0476 | 256 | 0.8026 | 0.6836 | 0.8026 | 0.8959 |
| No log | 3.0714 | 258 | 0.6344 | 0.7379 | 0.6344 | 0.7965 |
| No log | 3.0952 | 260 | 0.6087 | 0.7356 | 0.6087 | 0.7802 |
| No log | 3.1190 | 262 | 0.6406 | 0.7281 | 0.6406 | 0.8004 |
| No log | 3.1429 | 264 | 0.8898 | 0.6268 | 0.8898 | 0.9433 |
| No log | 3.1667 | 266 | 1.3123 | 0.5000 | 1.3123 | 1.1456 |
| No log | 3.1905 | 268 | 1.3917 | 0.5024 | 1.3917 | 1.1797 |
| No log | 3.2143 | 270 | 1.1059 | 0.5635 | 1.1059 | 1.0516 |
| No log | 3.2381 | 272 | 0.7285 | 0.7001 | 0.7285 | 0.8535 |
| No log | 3.2619 | 274 | 0.6341 | 0.7402 | 0.6341 | 0.7963 |
| No log | 3.2857 | 276 | 0.6208 | 0.7465 | 0.6208 | 0.7879 |
| No log | 3.3095 | 278 | 0.7432 | 0.7130 | 0.7432 | 0.8621 |
| No log | 3.3333 | 280 | 1.0090 | 0.6475 | 1.0090 | 1.0045 |
| No log | 3.3571 | 282 | 1.0723 | 0.6019 | 1.0723 | 1.0355 |
| No log | 3.3810 | 284 | 0.9556 | 0.6276 | 0.9556 | 0.9775 |
| No log | 3.4048 | 286 | 0.7606 | 0.7045 | 0.7606 | 0.8721 |
| No log | 3.4286 | 288 | 0.6587 | 0.7309 | 0.6587 | 0.8116 |
| No log | 3.4524 | 290 | 0.6509 | 0.7352 | 0.6509 | 0.8068 |
| No log | 3.4762 | 292 | 0.6603 | 0.7340 | 0.6603 | 0.8126 |
| No log | 3.5 | 294 | 0.7315 | 0.7228 | 0.7315 | 0.8553 |
| No log | 3.5238 | 296 | 0.8887 | 0.6291 | 0.8887 | 0.9427 |
| No log | 3.5476 | 298 | 0.8826 | 0.6380 | 0.8826 | 0.9395 |
| No log | 3.5714 | 300 | 0.7243 | 0.7228 | 0.7243 | 0.8510 |
| No log | 3.5952 | 302 | 0.6717 | 0.7403 | 0.6717 | 0.8196 |
| No log | 3.6190 | 304 | 0.7075 | 0.7169 | 0.7075 | 0.8411 |
| No log | 3.6429 | 306 | 0.8114 | 0.6830 | 0.8114 | 0.9008 |
| No log | 3.6667 | 308 | 0.8890 | 0.6063 | 0.8890 | 0.9429 |
| No log | 3.6905 | 310 | 0.8443 | 0.6275 | 0.8443 | 0.9188 |
| No log | 3.7143 | 312 | 0.7561 | 0.7120 | 0.7561 | 0.8696 |
| No log | 3.7381 | 314 | 0.8128 | 0.6671 | 0.8128 | 0.9015 |
| No log | 3.7619 | 316 | 0.9230 | 0.6319 | 0.9230 | 0.9607 |
| No log | 3.7857 | 318 | 0.8473 | 0.6471 | 0.8473 | 0.9205 |
| No log | 3.8095 | 320 | 0.7577 | 0.6935 | 0.7577 | 0.8704 |
| No log | 3.8333 | 322 | 0.7590 | 0.6839 | 0.7590 | 0.8712 |
| No log | 3.8571 | 324 | 0.8029 | 0.6819 | 0.8029 | 0.8960 |
| No log | 3.8810 | 326 | 0.9057 | 0.6436 | 0.9057 | 0.9517 |
| No log | 3.9048 | 328 | 1.0256 | 0.5929 | 1.0256 | 1.0127 |
| No log | 3.9286 | 330 | 1.0332 | 0.6094 | 1.0332 | 1.0165 |
| No log | 3.9524 | 332 | 0.9079 | 0.6462 | 0.9079 | 0.9528 |
| No log | 3.9762 | 334 | 0.7381 | 0.6691 | 0.7381 | 0.8591 |
| No log | 4.0 | 336 | 0.7477 | 0.6550 | 0.7477 | 0.8647 |
| No log | 4.0238 | 338 | 0.7913 | 0.6660 | 0.7913 | 0.8895 |
| No log | 4.0476 | 340 | 0.9067 | 0.6624 | 0.9067 | 0.9522 |
| No log | 4.0714 | 342 | 0.9836 | 0.6512 | 0.9836 | 0.9918 |
| No log | 4.0952 | 344 | 0.8830 | 0.6574 | 0.8830 | 0.9397 |
| No log | 4.1190 | 346 | 0.8592 | 0.6678 | 0.8592 | 0.9269 |
| No log | 4.1429 | 348 | 0.8330 | 0.6608 | 0.8330 | 0.9127 |
| No log | 4.1667 | 350 | 0.7368 | 0.6947 | 0.7368 | 0.8584 |
| No log | 4.1905 | 352 | 0.7580 | 0.6782 | 0.7580 | 0.8706 |
| No log | 4.2143 | 354 | 0.8294 | 0.6498 | 0.8294 | 0.9107 |
| No log | 4.2381 | 356 | 0.8520 | 0.6296 | 0.8520 | 0.9230 |
| No log | 4.2619 | 358 | 0.8297 | 0.6304 | 0.8297 | 0.9109 |
| No log | 4.2857 | 360 | 0.7741 | 0.6652 | 0.7741 | 0.8798 |
| No log | 4.3095 | 362 | 0.8540 | 0.6186 | 0.8540 | 0.9241 |
| No log | 4.3333 | 364 | 0.8091 | 0.6678 | 0.8091 | 0.8995 |
| No log | 4.3571 | 366 | 0.6927 | 0.7159 | 0.6927 | 0.8323 |
| No log | 4.3810 | 368 | 0.6832 | 0.7075 | 0.6832 | 0.8266 |
| No log | 4.4048 | 370 | 0.6960 | 0.7173 | 0.6960 | 0.8343 |
| No log | 4.4286 | 372 | 0.7838 | 0.6698 | 0.7838 | 0.8853 |
| No log | 4.4524 | 374 | 0.8106 | 0.6541 | 0.8106 | 0.9003 |
| No log | 4.4762 | 376 | 0.8174 | 0.6581 | 0.8174 | 0.9041 |
| No log | 4.5 | 378 | 0.8479 | 0.6508 | 0.8479 | 0.9208 |
| No log | 4.5238 | 380 | 0.9086 | 0.6447 | 0.9086 | 0.9532 |
| No log | 4.5476 | 382 | 1.0275 | 0.6071 | 1.0275 | 1.0137 |
| No log | 4.5714 | 384 | 1.0424 | 0.6071 | 1.0424 | 1.0210 |
| No log | 4.5952 | 386 | 0.9552 | 0.6259 | 0.9552 | 0.9774 |
| No log | 4.6190 | 388 | 0.8657 | 0.6447 | 0.8657 | 0.9304 |
| No log | 4.6429 | 390 | 0.8681 | 0.6377 | 0.8681 | 0.9317 |
| No log | 4.6667 | 392 | 0.8391 | 0.6432 | 0.8391 | 0.9160 |
| No log | 4.6905 | 394 | 0.8424 | 0.6503 | 0.8424 | 0.9178 |
| No log | 4.7143 | 396 | 0.8778 | 0.6254 | 0.8778 | 0.9369 |
| No log | 4.7381 | 398 | 0.8104 | 0.6545 | 0.8104 | 0.9002 |
| No log | 4.7619 | 400 | 0.7149 | 0.6965 | 0.7149 | 0.8455 |
| No log | 4.7857 | 402 | 0.6284 | 0.7276 | 0.6284 | 0.7927 |
| No log | 4.8095 | 404 | 0.6137 | 0.7262 | 0.6137 | 0.7834 |
| No log | 4.8333 | 406 | 0.6178 | 0.7234 | 0.6178 | 0.7860 |
| No log | 4.8571 | 408 | 0.6559 | 0.7441 | 0.6559 | 0.8099 |
| No log | 4.8810 | 410 | 0.6662 | 0.7441 | 0.6662 | 0.8162 |
| No log | 4.9048 | 412 | 0.7555 | 0.7006 | 0.7555 | 0.8692 |
| No log | 4.9286 | 414 | 0.8016 | 0.6861 | 0.8016 | 0.8953 |
| No log | 4.9524 | 416 | 0.7620 | 0.6964 | 0.7620 | 0.8730 |
| No log | 4.9762 | 418 | 0.7418 | 0.6934 | 0.7418 | 0.8613 |
| No log | 5.0 | 420 | 0.7979 | 0.6669 | 0.7979 | 0.8933 |
| No log | 5.0238 | 422 | 0.7935 | 0.6669 | 0.7935 | 0.8908 |
| No log | 5.0476 | 424 | 0.7590 | 0.6805 | 0.7590 | 0.8712 |
| No log | 5.0714 | 426 | 0.7570 | 0.6805 | 0.7570 | 0.8701 |
| No log | 5.0952 | 428 | 0.7544 | 0.6846 | 0.7544 | 0.8686 |
| No log | 5.1190 | 430 | 0.7837 | 0.6625 | 0.7837 | 0.8853 |
| No log | 5.1429 | 432 | 0.7210 | 0.6928 | 0.7210 | 0.8491 |
| No log | 5.1667 | 434 | 0.7041 | 0.7021 | 0.7041 | 0.8391 |
| No log | 5.1905 | 436 | 0.7090 | 0.6963 | 0.7090 | 0.8420 |
| No log | 5.2143 | 438 | 0.6749 | 0.7440 | 0.6749 | 0.8215 |
| No log | 5.2381 | 440 | 0.6812 | 0.7299 | 0.6812 | 0.8253 |
| No log | 5.2619 | 442 | 0.7092 | 0.6861 | 0.7092 | 0.8421 |
| No log | 5.2857 | 444 | 0.7956 | 0.6609 | 0.7956 | 0.8920 |
| No log | 5.3095 | 446 | 0.7953 | 0.6575 | 0.7953 | 0.8918 |
| No log | 5.3333 | 448 | 0.7714 | 0.6527 | 0.7714 | 0.8783 |
| No log | 5.3571 | 450 | 0.7147 | 0.6824 | 0.7147 | 0.8454 |
| No log | 5.3810 | 452 | 0.6554 | 0.7027 | 0.6554 | 0.8096 |
| No log | 5.4048 | 454 | 0.6550 | 0.6983 | 0.6550 | 0.8093 |
| No log | 5.4286 | 456 | 0.6762 | 0.7125 | 0.6762 | 0.8223 |
| No log | 5.4524 | 458 | 0.7295 | 0.6779 | 0.7295 | 0.8541 |
| No log | 5.4762 | 460 | 0.7808 | 0.6714 | 0.7808 | 0.8836 |
| No log | 5.5 | 462 | 0.7829 | 0.6698 | 0.7829 | 0.8848 |
| No log | 5.5238 | 464 | 0.7730 | 0.6738 | 0.7730 | 0.8792 |
| No log | 5.5476 | 466 | 0.8251 | 0.6685 | 0.8251 | 0.9084 |
| No log | 5.5714 | 468 | 0.8383 | 0.6759 | 0.8383 | 0.9156 |
| No log | 5.5952 | 470 | 0.9030 | 0.6391 | 0.9030 | 0.9503 |
| No log | 5.6190 | 472 | 0.9247 | 0.6088 | 0.9247 | 0.9616 |
| No log | 5.6429 | 474 | 0.9760 | 0.6006 | 0.9760 | 0.9879 |
| No log | 5.6667 | 476 | 0.9074 | 0.6176 | 0.9074 | 0.9526 |
| No log | 5.6905 | 478 | 0.8405 | 0.6185 | 0.8405 | 0.9168 |
| No log | 5.7143 | 480 | 0.7777 | 0.6531 | 0.7777 | 0.8819 |
| No log | 5.7381 | 482 | 0.7554 | 0.6735 | 0.7554 | 0.8692 |
| No log | 5.7619 | 484 | 0.8009 | 0.6560 | 0.8009 | 0.8949 |
| No log | 5.7857 | 486 | 0.9478 | 0.6100 | 0.9478 | 0.9736 |
| No log | 5.8095 | 488 | 1.0601 | 0.6067 | 1.0601 | 1.0296 |
| No log | 5.8333 | 490 | 1.0126 | 0.6019 | 1.0126 | 1.0063 |
| No log | 5.8571 | 492 | 0.8935 | 0.6631 | 0.8935 | 0.9452 |
| No log | 5.8810 | 494 | 0.7436 | 0.6715 | 0.7436 | 0.8623 |
| No log | 5.9048 | 496 | 0.6821 | 0.7470 | 0.6821 | 0.8259 |
| No log | 5.9286 | 498 | 0.6904 | 0.7237 | 0.6904 | 0.8309 |
| 0.4375 | 5.9524 | 500 | 0.8055 | 0.6593 | 0.8055 | 0.8975 |
| 0.4375 | 5.9762 | 502 | 0.9235 | 0.6452 | 0.9235 | 0.9610 |
| 0.4375 | 6.0 | 504 | 1.0388 | 0.6225 | 1.0388 | 1.0192 |
| 0.4375 | 6.0238 | 506 | 1.1874 | 0.5971 | 1.1874 | 1.0897 |
| 0.4375 | 6.0476 | 508 | 1.1702 | 0.6079 | 1.1702 | 1.0818 |
| 0.4375 | 6.0714 | 510 | 0.9939 | 0.6304 | 0.9939 | 0.9970 |
| 0.4375 | 6.0952 | 512 | 0.8181 | 0.6824 | 0.8181 | 0.9045 |
| 0.4375 | 6.1190 | 514 | 0.6808 | 0.7379 | 0.6808 | 0.8251 |
| 0.4375 | 6.1429 | 516 | 0.6409 | 0.7613 | 0.6409 | 0.8006 |
| 0.4375 | 6.1667 | 518 | 0.6588 | 0.7590 | 0.6588 | 0.8116 |
| 0.4375 | 6.1905 | 520 | 0.7485 | 0.6932 | 0.7485 | 0.8652 |
| 0.4375 | 6.2143 | 522 | 0.8007 | 0.6804 | 0.8007 | 0.8948 |
| 0.4375 | 6.2381 | 524 | 0.8304 | 0.6541 | 0.8304 | 0.9113 |
| 0.4375 | 6.2619 | 526 | 0.8091 | 0.6631 | 0.8091 | 0.8995 |
| 0.4375 | 6.2857 | 528 | 0.7392 | 0.6844 | 0.7392 | 0.8598 |
| 0.4375 | 6.3095 | 530 | 0.6753 | 0.7004 | 0.6753 | 0.8218 |
| 0.4375 | 6.3333 | 532 | 0.6687 | 0.7197 | 0.6687 | 0.8178 |
| 0.4375 | 6.3571 | 534 | 0.6940 | 0.6844 | 0.6940 | 0.8331 |
| 0.4375 | 6.3810 | 536 | 0.7276 | 0.6708 | 0.7276 | 0.8530 |
| 0.4375 | 6.4048 | 538 | 0.7923 | 0.6569 | 0.7923 | 0.8901 |
| 0.4375 | 6.4286 | 540 | 0.8160 | 0.6477 | 0.8160 | 0.9033 |
| 0.4375 | 6.4524 | 542 | 0.8069 | 0.6484 | 0.8069 | 0.8983 |
| 0.4375 | 6.4762 | 544 | 0.7372 | 0.6874 | 0.7372 | 0.8586 |
| 0.4375 | 6.5 | 546 | 0.7041 | 0.6909 | 0.7041 | 0.8391 |
| 0.4375 | 6.5238 | 548 | 0.7543 | 0.6833 | 0.7543 | 0.8685 |
| 0.4375 | 6.5476 | 550 | 0.8457 | 0.6541 | 0.8457 | 0.9196 |
| 0.4375 | 6.5714 | 552 | 0.9743 | 0.6427 | 0.9743 | 0.9871 |
| 0.4375 | 6.5952 | 554 | 0.9620 | 0.6519 | 0.9620 | 0.9808 |
| 0.4375 | 6.6190 | 556 | 0.8499 | 0.6605 | 0.8499 | 0.9219 |
| 0.4375 | 6.6429 | 558 | 0.6908 | 0.7292 | 0.6908 | 0.8311 |
| 0.4375 | 6.6667 | 560 | 0.6240 | 0.7574 | 0.6240 | 0.7899 |
| 0.4375 | 6.6905 | 562 | 0.6186 | 0.7597 | 0.6186 | 0.7865 |
| 0.4375 | 6.7143 | 564 | 0.6462 | 0.7334 | 0.6462 | 0.8039 |
| 0.4375 | 6.7381 | 566 | 0.6953 | 0.7253 | 0.6953 | 0.8338 |
| 0.4375 | 6.7619 | 568 | 0.7272 | 0.6719 | 0.7272 | 0.8528 |
| 0.4375 | 6.7857 | 570 | 0.7338 | 0.6712 | 0.7338 | 0.8566 |
| 0.4375 | 6.8095 | 572 | 0.6993 | 0.7098 | 0.6993 | 0.8362 |
| 0.4375 | 6.8333 | 574 | 0.6792 | 0.7207 | 0.6792 | 0.8242 |
| 0.4375 | 6.8571 | 576 | 0.6348 | 0.7323 | 0.6348 | 0.7968 |
| 0.4375 | 6.8810 | 578 | 0.6332 | 0.7387 | 0.6332 | 0.7958 |
| 0.4375 | 6.9048 | 580 | 0.6662 | 0.7323 | 0.6662 | 0.8162 |
| 0.4375 | 6.9286 | 582 | 0.7381 | 0.6744 | 0.7381 | 0.8591 |
| 0.4375 | 6.9524 | 584 | 0.7659 | 0.6778 | 0.7659 | 0.8752 |
| 0.4375 | 6.9762 | 586 | 0.7473 | 0.6744 | 0.7473 | 0.8644 |
| 0.4375 | 7.0 | 588 | 0.7190 | 0.7080 | 0.7190 | 0.8479 |
| 0.4375 | 7.0238 | 590 | 0.6522 | 0.7307 | 0.6522 | 0.8076 |
| 0.4375 | 7.0476 | 592 | 0.5895 | 0.7615 | 0.5895 | 0.7678 |
| 0.4375 | 7.0714 | 594 | 0.5700 | 0.7304 | 0.5700 | 0.7550 |
| 0.4375 | 7.0952 | 596 | 0.5694 | 0.7104 | 0.5694 | 0.7546 |
| 0.4375 | 7.1190 | 598 | 0.5819 | 0.7314 | 0.5819 | 0.7629 |
| 0.4375 | 7.1429 | 600 | 0.6302 | 0.6810 | 0.6302 | 0.7939 |
| 0.4375 | 7.1667 | 602 | 0.7216 | 0.6965 | 0.7216 | 0.8495 |
| 0.4375 | 7.1905 | 604 | 0.8082 | 0.6617 | 0.8082 | 0.8990 |
| 0.4375 | 7.2143 | 606 | 0.8901 | 0.6350 | 0.8901 | 0.9435 |
| 0.4375 | 7.2381 | 608 | 0.8873 | 0.6393 | 0.8873 | 0.9420 |
| 0.4375 | 7.2619 | 610 | 0.8304 | 0.6564 | 0.8304 | 0.9113 |
| 0.4375 | 7.2857 | 612 | 0.7568 | 0.6704 | 0.7568 | 0.8699 |
| 0.4375 | 7.3095 | 614 | 0.6936 | 0.7162 | 0.6936 | 0.8328 |
| 0.4375 | 7.3333 | 616 | 0.6335 | 0.7188 | 0.6335 | 0.7960 |
| 0.4375 | 7.3571 | 618 | 0.6029 | 0.7346 | 0.6029 | 0.7764 |
| 0.4375 | 7.3810 | 620 | 0.5916 | 0.7410 | 0.5916 | 0.7692 |
| 0.4375 | 7.4048 | 622 | 0.5723 | 0.7602 | 0.5723 | 0.7565 |
| 0.4375 | 7.4286 | 624 | 0.5745 | 0.7602 | 0.5745 | 0.7579 |
| 0.4375 | 7.4524 | 626 | 0.5890 | 0.7368 | 0.5890 | 0.7675 |
| 0.4375 | 7.4762 | 628 | 0.6304 | 0.7069 | 0.6304 | 0.7940 |
| 0.4375 | 7.5 | 630 | 0.6692 | 0.6961 | 0.6692 | 0.8180 |
| 0.4375 | 7.5238 | 632 | 0.6842 | 0.6915 | 0.6842 | 0.8272 |
| 0.4375 | 7.5476 | 634 | 0.7311 | 0.6749 | 0.7311 | 0.8550 |
| 0.4375 | 7.5714 | 636 | 0.7715 | 0.6571 | 0.7715 | 0.8783 |
| 0.4375 | 7.5952 | 638 | 0.7887 | 0.6591 | 0.7887 | 0.8881 |
| 0.4375 | 7.6190 | 640 | 0.7608 | 0.6579 | 0.7608 | 0.8722 |
| 0.4375 | 7.6429 | 642 | 0.7417 | 0.6623 | 0.7417 | 0.8612 |
| 0.4375 | 7.6667 | 644 | 0.7138 | 0.6845 | 0.7138 | 0.8448 |
| 0.4375 | 7.6905 | 646 | 0.7152 | 0.6845 | 0.7152 | 0.8457 |
| 0.4375 | 7.7143 | 648 | 0.7006 | 0.6897 | 0.7006 | 0.8370 |
| 0.4375 | 7.7381 | 650 | 0.7062 | 0.6826 | 0.7062 | 0.8404 |
| 0.4375 | 7.7619 | 652 | 0.7064 | 0.6737 | 0.7064 | 0.8405 |
| 0.4375 | 7.7857 | 654 | 0.7122 | 0.6692 | 0.7122 | 0.8439 |
| 0.4375 | 7.8095 | 656 | 0.7292 | 0.6647 | 0.7292 | 0.8540 |
| 0.4375 | 7.8333 | 658 | 0.7279 | 0.6692 | 0.7279 | 0.8532 |
| 0.4375 | 7.8571 | 660 | 0.7327 | 0.6581 | 0.7327 | 0.8560 |
| 0.4375 | 7.8810 | 662 | 0.7353 | 0.6581 | 0.7353 | 0.8575 |
| 0.4375 | 7.9048 | 664 | 0.7263 | 0.6581 | 0.7263 | 0.8523 |
| 0.4375 | 7.9286 | 666 | 0.7053 | 0.6857 | 0.7053 | 0.8398 |
| 0.4375 | 7.9524 | 668 | 0.6772 | 0.6961 | 0.6772 | 0.8229 |
| 0.4375 | 7.9762 | 670 | 0.6400 | 0.7117 | 0.6400 | 0.8000 |
| 0.4375 | 8.0 | 672 | 0.6324 | 0.7183 | 0.6324 | 0.7953 |
| 0.4375 | 8.0238 | 674 | 0.6377 | 0.7183 | 0.6377 | 0.7986 |
| 0.4375 | 8.0476 | 676 | 0.6650 | 0.7018 | 0.6650 | 0.8155 |
| 0.4375 | 8.0714 | 678 | 0.7101 | 0.6672 | 0.7101 | 0.8426 |
| 0.4375 | 8.0952 | 680 | 0.7434 | 0.6581 | 0.7434 | 0.8622 |
| 0.4375 | 8.1190 | 682 | 0.7756 | 0.6481 | 0.7756 | 0.8807 |
| 0.4375 | 8.1429 | 684 | 0.7595 | 0.6498 | 0.7595 | 0.8715 |
| 0.4375 | 8.1667 | 686 | 0.7156 | 0.6573 | 0.7156 | 0.8460 |
| 0.4375 | 8.1905 | 688 | 0.6911 | 0.6850 | 0.6911 | 0.8313 |
| 0.4375 | 8.2143 | 690 | 0.6723 | 0.6999 | 0.6723 | 0.8199 |
| 0.4375 | 8.2381 | 692 | 0.6551 | 0.7006 | 0.6551 | 0.8094 |
| 0.4375 | 8.2619 | 694 | 0.6320 | 0.7136 | 0.6320 | 0.7950 |
| 0.4375 | 8.2857 | 696 | 0.6306 | 0.7136 | 0.6306 | 0.7941 |
| 0.4375 | 8.3095 | 698 | 0.6182 | 0.7234 | 0.6182 | 0.7863 |
| 0.4375 | 8.3333 | 700 | 0.6176 | 0.7234 | 0.6176 | 0.7859 |
| 0.4375 | 8.3571 | 702 | 0.6135 | 0.7234 | 0.6135 | 0.7832 |
| 0.4375 | 8.3810 | 704 | 0.6138 | 0.7301 | 0.6138 | 0.7835 |
| 0.4375 | 8.4048 | 706 | 0.6312 | 0.7234 | 0.6312 | 0.7945 |
| 0.4375 | 8.4286 | 708 | 0.6478 | 0.7234 | 0.6478 | 0.8049 |
| 0.4375 | 8.4524 | 710 | 0.6826 | 0.6902 | 0.6826 | 0.8262 |
| 0.4375 | 8.4762 | 712 | 0.7157 | 0.6672 | 0.7157 | 0.8460 |
| 0.4375 | 8.5 | 714 | 0.7237 | 0.6672 | 0.7237 | 0.8507 |
| 0.4375 | 8.5238 | 716 | 0.7042 | 0.6857 | 0.7042 | 0.8392 |
| 0.4375 | 8.5476 | 718 | 0.6817 | 0.6902 | 0.6817 | 0.8257 |
| 0.4375 | 8.5714 | 720 | 0.6733 | 0.7006 | 0.6733 | 0.8206 |
| 0.4375 | 8.5952 | 722 | 0.6737 | 0.7063 | 0.6737 | 0.8208 |
| 0.4375 | 8.6190 | 724 | 0.6852 | 0.6857 | 0.6852 | 0.8278 |
| 0.4375 | 8.6429 | 726 | 0.6884 | 0.6890 | 0.6884 | 0.8297 |
| 0.4375 | 8.6667 | 728 | 0.6857 | 0.7063 | 0.6857 | 0.8281 |
| 0.4375 | 8.6905 | 730 | 0.6691 | 0.7063 | 0.6691 | 0.8180 |
| 0.4375 | 8.7143 | 732 | 0.6657 | 0.7063 | 0.6657 | 0.8159 |
| 0.4375 | 8.7381 | 734 | 0.6580 | 0.7131 | 0.6580 | 0.8112 |
| 0.4375 | 8.7619 | 736 | 0.6384 | 0.7175 | 0.6384 | 0.7990 |
| 0.4375 | 8.7857 | 738 | 0.6311 | 0.7160 | 0.6311 | 0.7944 |
| 0.4375 | 8.8095 | 740 | 0.6267 | 0.7202 | 0.6267 | 0.7916 |
| 0.4375 | 8.8333 | 742 | 0.6294 | 0.7181 | 0.6294 | 0.7934 |
| 0.4375 | 8.8571 | 744 | 0.6406 | 0.7117 | 0.6406 | 0.8004 |
| 0.4375 | 8.8810 | 746 | 0.6570 | 0.7087 | 0.6570 | 0.8105 |
| 0.4375 | 8.9048 | 748 | 0.6738 | 0.7018 | 0.6738 | 0.8209 |
| 0.4375 | 8.9286 | 750 | 0.6820 | 0.6948 | 0.6820 | 0.8258 |
| 0.4375 | 8.9524 | 752 | 0.6878 | 0.6948 | 0.6878 | 0.8294 |
| 0.4375 | 8.9762 | 754 | 0.6981 | 0.6948 | 0.6981 | 0.8355 |
| 0.4375 | 9.0 | 756 | 0.6977 | 0.6948 | 0.6977 | 0.8353 |
| 0.4375 | 9.0238 | 758 | 0.6886 | 0.6948 | 0.6886 | 0.8298 |
| 0.4375 | 9.0476 | 760 | 0.6725 | 0.6935 | 0.6725 | 0.8200 |
| 0.4375 | 9.0714 | 762 | 0.6636 | 0.6935 | 0.6636 | 0.8146 |
| 0.4375 | 9.0952 | 764 | 0.6504 | 0.7005 | 0.6504 | 0.8065 |
| 0.4375 | 9.1190 | 766 | 0.6379 | 0.7005 | 0.6379 | 0.7987 |
| 0.4375 | 9.1429 | 768 | 0.6280 | 0.7137 | 0.6280 | 0.7925 |
| 0.4375 | 9.1667 | 770 | 0.6329 | 0.7117 | 0.6329 | 0.7955 |
| 0.4375 | 9.1905 | 772 | 0.6446 | 0.7005 | 0.6446 | 0.8029 |
| 0.4375 | 9.2143 | 774 | 0.6568 | 0.7005 | 0.6568 | 0.8104 |
| 0.4375 | 9.2381 | 776 | 0.6735 | 0.7005 | 0.6735 | 0.8207 |
| 0.4375 | 9.2619 | 778 | 0.6904 | 0.6935 | 0.6904 | 0.8309 |
| 0.4375 | 9.2857 | 780 | 0.7029 | 0.6935 | 0.7029 | 0.8384 |
| 0.4375 | 9.3095 | 782 | 0.7106 | 0.6833 | 0.7106 | 0.8429 |
| 0.4375 | 9.3333 | 784 | 0.7094 | 0.6833 | 0.7094 | 0.8423 |
| 0.4375 | 9.3571 | 786 | 0.7030 | 0.7005 | 0.7030 | 0.8384 |
| 0.4375 | 9.3810 | 788 | 0.6910 | 0.7073 | 0.6910 | 0.8312 |
| 0.4375 | 9.4048 | 790 | 0.6799 | 0.7140 | 0.6799 | 0.8246 |
| 0.4375 | 9.4286 | 792 | 0.6682 | 0.7140 | 0.6682 | 0.8174 |
| 0.4375 | 9.4524 | 794 | 0.6616 | 0.7140 | 0.6616 | 0.8134 |
| 0.4375 | 9.4762 | 796 | 0.6555 | 0.7140 | 0.6555 | 0.8096 |
| 0.4375 | 9.5 | 798 | 0.6551 | 0.7183 | 0.6551 | 0.8094 |
| 0.4375 | 9.5238 | 800 | 0.6599 | 0.7140 | 0.6599 | 0.8123 |
| 0.4375 | 9.5476 | 802 | 0.6627 | 0.7140 | 0.6627 | 0.8140 |
| 0.4375 | 9.5714 | 804 | 0.6636 | 0.7183 | 0.6636 | 0.8146 |
| 0.4375 | 9.5952 | 806 | 0.6579 | 0.7183 | 0.6579 | 0.8111 |
| 0.4375 | 9.6190 | 808 | 0.6532 | 0.7183 | 0.6532 | 0.8082 |
| 0.4375 | 9.6429 | 810 | 0.6473 | 0.7307 | 0.6473 | 0.8045 |
| 0.4375 | 9.6667 | 812 | 0.6457 | 0.7307 | 0.6457 | 0.8036 |
| 0.4375 | 9.6905 | 814 | 0.6426 | 0.7292 | 0.6426 | 0.8017 |
| 0.4375 | 9.7143 | 816 | 0.6409 | 0.7307 | 0.6409 | 0.8006 |
| 0.4375 | 9.7381 | 818 | 0.6407 | 0.7307 | 0.6407 | 0.8005 |
| 0.4375 | 9.7619 | 820 | 0.6388 | 0.7307 | 0.6388 | 0.7992 |
| 0.4375 | 9.7857 | 822 | 0.6395 | 0.7307 | 0.6395 | 0.7997 |
| 0.4375 | 9.8095 | 824 | 0.6431 | 0.7183 | 0.6431 | 0.8020 |
| 0.4375 | 9.8333 | 826 | 0.6452 | 0.7183 | 0.6452 | 0.8032 |
| 0.4375 | 9.8571 | 828 | 0.6461 | 0.7183 | 0.6461 | 0.8038 |
| 0.4375 | 9.8810 | 830 | 0.6474 | 0.7183 | 0.6474 | 0.8046 |
| 0.4375 | 9.9048 | 832 | 0.6480 | 0.7183 | 0.6480 | 0.8050 |
| 0.4375 | 9.9286 | 834 | 0.6477 | 0.7183 | 0.6477 | 0.8048 |
| 0.4375 | 9.9524 | 836 | 0.6479 | 0.7183 | 0.6479 | 0.8049 |
| 0.4375 | 9.9762 | 838 | 0.6487 | 0.7183 | 0.6487 | 0.8054 |
| 0.4375 | 10.0 | 840 | 0.6491 | 0.7183 | 0.6491 | 0.8057 |
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_k15_task1_organization
Base model
aubmindlab/bert-base-arabertv02