Instructions to use MayBashendy/ArabicNewSplits4_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k16_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_k16_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_k16_task1_organization")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("MayBashendy/ArabicNewSplits4_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k16_task1_organization") model = AutoModelForSequenceClassification.from_pretrained("MayBashendy/ArabicNewSplits4_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k16_task1_organization", device_map="auto") - Notebooks
- Google Colab
- Kaggle
ArabicNewSplits4_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k16_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: 0.9658
- Qwk: 0.6202
- Mse: 0.9658
- Rmse: 0.9828
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 | 5.0399 | -0.0067 | 5.0399 | 2.2450 |
| No log | 0.0476 | 4 | 3.7809 | 0.0156 | 3.7809 | 1.9445 |
| No log | 0.0714 | 6 | 2.1136 | 0.1119 | 2.1136 | 1.4538 |
| No log | 0.0952 | 8 | 1.8633 | 0.0224 | 1.8633 | 1.3650 |
| No log | 0.1190 | 10 | 1.8971 | -0.0097 | 1.8971 | 1.3774 |
| No log | 0.1429 | 12 | 1.2770 | 0.1587 | 1.2770 | 1.1301 |
| No log | 0.1667 | 14 | 1.2116 | 0.1352 | 1.2116 | 1.1007 |
| No log | 0.1905 | 16 | 1.1948 | 0.1650 | 1.1948 | 1.0931 |
| No log | 0.2143 | 18 | 1.2008 | 0.2028 | 1.2008 | 1.0958 |
| No log | 0.2381 | 20 | 1.2013 | 0.1135 | 1.2013 | 1.0960 |
| No log | 0.2619 | 22 | 1.2484 | 0.0698 | 1.2484 | 1.1173 |
| No log | 0.2857 | 24 | 1.3317 | 0.0872 | 1.3317 | 1.1540 |
| No log | 0.3095 | 26 | 1.3462 | 0.1334 | 1.3462 | 1.1602 |
| No log | 0.3333 | 28 | 1.3364 | 0.1170 | 1.3364 | 1.1560 |
| No log | 0.3571 | 30 | 1.2524 | 0.1629 | 1.2524 | 1.1191 |
| No log | 0.3810 | 32 | 1.2001 | 0.1637 | 1.2001 | 1.0955 |
| No log | 0.4048 | 34 | 1.1520 | 0.1507 | 1.1520 | 1.0733 |
| No log | 0.4286 | 36 | 1.1494 | 0.2835 | 1.1494 | 1.0721 |
| No log | 0.4524 | 38 | 1.1354 | 0.2626 | 1.1354 | 1.0656 |
| No log | 0.4762 | 40 | 1.1177 | 0.3248 | 1.1177 | 1.0572 |
| No log | 0.5 | 42 | 1.0382 | 0.4528 | 1.0382 | 1.0189 |
| No log | 0.5238 | 44 | 0.9563 | 0.5078 | 0.9563 | 0.9779 |
| No log | 0.5476 | 46 | 0.9006 | 0.5076 | 0.9006 | 0.9490 |
| No log | 0.5714 | 48 | 0.8419 | 0.5400 | 0.8419 | 0.9176 |
| No log | 0.5952 | 50 | 0.8310 | 0.5679 | 0.8310 | 0.9116 |
| No log | 0.6190 | 52 | 0.9288 | 0.5697 | 0.9288 | 0.9637 |
| No log | 0.6429 | 54 | 1.1769 | 0.5116 | 1.1769 | 1.0848 |
| No log | 0.6667 | 56 | 1.3440 | 0.3825 | 1.3440 | 1.1593 |
| No log | 0.6905 | 58 | 1.3254 | 0.3974 | 1.3254 | 1.1512 |
| No log | 0.7143 | 60 | 1.0254 | 0.5404 | 1.0254 | 1.0126 |
| No log | 0.7381 | 62 | 0.8629 | 0.6109 | 0.8629 | 0.9289 |
| No log | 0.7619 | 64 | 0.7980 | 0.6147 | 0.7980 | 0.8933 |
| No log | 0.7857 | 66 | 0.9094 | 0.5869 | 0.9094 | 0.9536 |
| No log | 0.8095 | 68 | 1.0255 | 0.5509 | 1.0255 | 1.0127 |
| No log | 0.8333 | 70 | 1.1501 | 0.4946 | 1.1501 | 1.0724 |
| No log | 0.8571 | 72 | 1.2815 | 0.4806 | 1.2815 | 1.1320 |
| No log | 0.8810 | 74 | 1.1309 | 0.5300 | 1.1309 | 1.0635 |
| No log | 0.9048 | 76 | 1.1958 | 0.5259 | 1.1958 | 1.0935 |
| No log | 0.9286 | 78 | 1.3641 | 0.5110 | 1.3641 | 1.1679 |
| No log | 0.9524 | 80 | 1.4918 | 0.5188 | 1.4918 | 1.2214 |
| No log | 0.9762 | 82 | 1.3913 | 0.5705 | 1.3913 | 1.1795 |
| No log | 1.0 | 84 | 1.4824 | 0.5613 | 1.4824 | 1.2175 |
| No log | 1.0238 | 86 | 1.6853 | 0.5241 | 1.6853 | 1.2982 |
| No log | 1.0476 | 88 | 1.7195 | 0.4946 | 1.7195 | 1.3113 |
| No log | 1.0714 | 90 | 1.5463 | 0.5014 | 1.5463 | 1.2435 |
| No log | 1.0952 | 92 | 1.0389 | 0.5675 | 1.0389 | 1.0193 |
| No log | 1.1190 | 94 | 0.9003 | 0.6105 | 0.9003 | 0.9488 |
| No log | 1.1429 | 96 | 0.9742 | 0.5522 | 0.9742 | 0.9870 |
| No log | 1.1667 | 98 | 1.1660 | 0.5468 | 1.1660 | 1.0798 |
| No log | 1.1905 | 100 | 1.3980 | 0.5264 | 1.3980 | 1.1824 |
| No log | 1.2143 | 102 | 1.5706 | 0.4979 | 1.5706 | 1.2532 |
| No log | 1.2381 | 104 | 1.2949 | 0.5630 | 1.2949 | 1.1379 |
| No log | 1.2619 | 106 | 0.9517 | 0.5852 | 0.9517 | 0.9755 |
| No log | 1.2857 | 108 | 0.7999 | 0.6511 | 0.7999 | 0.8944 |
| No log | 1.3095 | 110 | 0.8653 | 0.6127 | 0.8653 | 0.9302 |
| No log | 1.3333 | 112 | 1.2519 | 0.5427 | 1.2519 | 1.1189 |
| No log | 1.3571 | 114 | 1.6421 | 0.4574 | 1.6421 | 1.2814 |
| No log | 1.3810 | 116 | 1.5384 | 0.4625 | 1.5384 | 1.2403 |
| No log | 1.4048 | 118 | 1.3863 | 0.4837 | 1.3863 | 1.1774 |
| No log | 1.4286 | 120 | 1.2172 | 0.5191 | 1.2172 | 1.1033 |
| No log | 1.4524 | 122 | 1.2218 | 0.5229 | 1.2218 | 1.1054 |
| No log | 1.4762 | 124 | 1.1190 | 0.5463 | 1.1190 | 1.0579 |
| No log | 1.5 | 126 | 0.9366 | 0.5734 | 0.9366 | 0.9678 |
| No log | 1.5238 | 128 | 1.0100 | 0.5588 | 1.0100 | 1.0050 |
| No log | 1.5476 | 130 | 1.2315 | 0.5782 | 1.2315 | 1.1097 |
| No log | 1.5714 | 132 | 1.6194 | 0.5070 | 1.6194 | 1.2726 |
| No log | 1.5952 | 134 | 1.7543 | 0.4918 | 1.7543 | 1.3245 |
| No log | 1.6190 | 136 | 1.5144 | 0.5344 | 1.5144 | 1.2306 |
| No log | 1.6429 | 138 | 1.0177 | 0.6300 | 1.0177 | 1.0088 |
| No log | 1.6667 | 140 | 0.8616 | 0.6505 | 0.8616 | 0.9282 |
| No log | 1.6905 | 142 | 0.9792 | 0.6116 | 0.9792 | 0.9896 |
| No log | 1.7143 | 144 | 1.1182 | 0.5583 | 1.1182 | 1.0575 |
| No log | 1.7381 | 146 | 1.2327 | 0.5141 | 1.2327 | 1.1103 |
| No log | 1.7619 | 148 | 1.1131 | 0.5171 | 1.1131 | 1.0550 |
| No log | 1.7857 | 150 | 0.9594 | 0.5581 | 0.9594 | 0.9795 |
| No log | 1.8095 | 152 | 0.9474 | 0.5591 | 0.9474 | 0.9733 |
| No log | 1.8333 | 154 | 1.1879 | 0.5264 | 1.1879 | 1.0899 |
| No log | 1.8571 | 156 | 1.5540 | 0.5177 | 1.5540 | 1.2466 |
| No log | 1.8810 | 158 | 1.4815 | 0.5434 | 1.4815 | 1.2172 |
| No log | 1.9048 | 160 | 1.0590 | 0.5961 | 1.0590 | 1.0291 |
| No log | 1.9286 | 162 | 0.8381 | 0.6739 | 0.8381 | 0.9155 |
| No log | 1.9524 | 164 | 0.8572 | 0.6730 | 0.8572 | 0.9259 |
| No log | 1.9762 | 166 | 1.0140 | 0.6234 | 1.0140 | 1.0070 |
| No log | 2.0 | 168 | 1.0715 | 0.6168 | 1.0715 | 1.0351 |
| No log | 2.0238 | 170 | 1.1900 | 0.6099 | 1.1900 | 1.0909 |
| No log | 2.0476 | 172 | 1.0411 | 0.6032 | 1.0411 | 1.0204 |
| No log | 2.0714 | 174 | 0.9781 | 0.6215 | 0.9781 | 0.9890 |
| No log | 2.0952 | 176 | 1.1052 | 0.5642 | 1.1052 | 1.0513 |
| No log | 2.1190 | 178 | 1.3282 | 0.5384 | 1.3282 | 1.1525 |
| No log | 2.1429 | 180 | 1.5662 | 0.4926 | 1.5662 | 1.2515 |
| No log | 2.1667 | 182 | 1.5263 | 0.4851 | 1.5263 | 1.2354 |
| No log | 2.1905 | 184 | 1.2554 | 0.5501 | 1.2554 | 1.1204 |
| No log | 2.2143 | 186 | 1.0540 | 0.5821 | 1.0540 | 1.0266 |
| No log | 2.2381 | 188 | 1.0567 | 0.5891 | 1.0567 | 1.0279 |
| No log | 2.2619 | 190 | 1.2962 | 0.5501 | 1.2962 | 1.1385 |
| No log | 2.2857 | 192 | 1.6128 | 0.4636 | 1.6128 | 1.2700 |
| No log | 2.3095 | 194 | 1.5735 | 0.4636 | 1.5735 | 1.2544 |
| No log | 2.3333 | 196 | 1.3415 | 0.5282 | 1.3415 | 1.1582 |
| No log | 2.3571 | 198 | 1.0141 | 0.5799 | 1.0141 | 1.0070 |
| No log | 2.3810 | 200 | 0.8621 | 0.6021 | 0.8621 | 0.9285 |
| No log | 2.4048 | 202 | 0.8886 | 0.6254 | 0.8886 | 0.9427 |
| No log | 2.4286 | 204 | 1.0248 | 0.5949 | 1.0248 | 1.0123 |
| No log | 2.4524 | 206 | 1.2082 | 0.5493 | 1.2082 | 1.0992 |
| No log | 2.4762 | 208 | 1.1990 | 0.5501 | 1.1990 | 1.0950 |
| No log | 2.5 | 210 | 1.1603 | 0.5677 | 1.1603 | 1.0772 |
| No log | 2.5238 | 212 | 1.2286 | 0.5833 | 1.2286 | 1.1084 |
| No log | 2.5476 | 214 | 1.1252 | 0.5823 | 1.1252 | 1.0608 |
| No log | 2.5714 | 216 | 1.0940 | 0.5924 | 1.0940 | 1.0460 |
| No log | 2.5952 | 218 | 1.0029 | 0.6045 | 1.0029 | 1.0014 |
| No log | 2.6190 | 220 | 0.9130 | 0.6397 | 0.9130 | 0.9555 |
| No log | 2.6429 | 222 | 0.7725 | 0.7168 | 0.7725 | 0.8789 |
| No log | 2.6667 | 224 | 0.7039 | 0.7277 | 0.7039 | 0.8390 |
| No log | 2.6905 | 226 | 0.8282 | 0.7178 | 0.8282 | 0.9101 |
| No log | 2.7143 | 228 | 1.0457 | 0.6734 | 1.0457 | 1.0226 |
| No log | 2.7381 | 230 | 1.0707 | 0.6652 | 1.0707 | 1.0347 |
| No log | 2.7619 | 232 | 0.9248 | 0.6988 | 0.9248 | 0.9617 |
| No log | 2.7857 | 234 | 0.8726 | 0.6978 | 0.8726 | 0.9342 |
| No log | 2.8095 | 236 | 0.8331 | 0.7140 | 0.8331 | 0.9127 |
| No log | 2.8333 | 238 | 0.9022 | 0.6837 | 0.9022 | 0.9498 |
| No log | 2.8571 | 240 | 1.1015 | 0.6721 | 1.1015 | 1.0495 |
| No log | 2.8810 | 242 | 1.1213 | 0.6409 | 1.1213 | 1.0589 |
| No log | 2.9048 | 244 | 0.8912 | 0.6508 | 0.8912 | 0.9440 |
| No log | 2.9286 | 246 | 0.7724 | 0.7122 | 0.7724 | 0.8788 |
| No log | 2.9524 | 248 | 0.7625 | 0.7166 | 0.7625 | 0.8732 |
| No log | 2.9762 | 250 | 0.8059 | 0.6811 | 0.8059 | 0.8977 |
| No log | 3.0 | 252 | 0.8003 | 0.6811 | 0.8003 | 0.8946 |
| No log | 3.0238 | 254 | 0.9357 | 0.6557 | 0.9357 | 0.9673 |
| No log | 3.0476 | 256 | 1.2408 | 0.5895 | 1.2408 | 1.1139 |
| No log | 3.0714 | 258 | 1.2733 | 0.5635 | 1.2733 | 1.1284 |
| No log | 3.0952 | 260 | 1.0633 | 0.6024 | 1.0633 | 1.0312 |
| No log | 3.1190 | 262 | 0.7665 | 0.6554 | 0.7665 | 0.8755 |
| No log | 3.1429 | 264 | 0.6797 | 0.7479 | 0.6797 | 0.8245 |
| No log | 3.1667 | 266 | 0.7098 | 0.7419 | 0.7098 | 0.8425 |
| No log | 3.1905 | 268 | 0.8701 | 0.6644 | 0.8701 | 0.9328 |
| No log | 3.2143 | 270 | 1.0936 | 0.6350 | 1.0936 | 1.0457 |
| No log | 3.2381 | 272 | 1.0727 | 0.6520 | 1.0727 | 1.0357 |
| No log | 3.2619 | 274 | 1.0659 | 0.6681 | 1.0659 | 1.0324 |
| No log | 3.2857 | 276 | 0.9531 | 0.6542 | 0.9531 | 0.9763 |
| No log | 3.3095 | 278 | 0.8935 | 0.6658 | 0.8935 | 0.9453 |
| No log | 3.3333 | 280 | 0.8405 | 0.6652 | 0.8405 | 0.9168 |
| No log | 3.3571 | 282 | 0.8788 | 0.6404 | 0.8788 | 0.9375 |
| No log | 3.3810 | 284 | 0.8438 | 0.6385 | 0.8438 | 0.9186 |
| No log | 3.4048 | 286 | 0.8133 | 0.6662 | 0.8133 | 0.9018 |
| No log | 3.4286 | 288 | 0.6810 | 0.7382 | 0.6810 | 0.8252 |
| No log | 3.4524 | 290 | 0.6370 | 0.7299 | 0.6370 | 0.7981 |
| No log | 3.4762 | 292 | 0.6394 | 0.7490 | 0.6394 | 0.7996 |
| No log | 3.5 | 294 | 0.6847 | 0.7292 | 0.6847 | 0.8275 |
| No log | 3.5238 | 296 | 0.8717 | 0.6504 | 0.8717 | 0.9337 |
| No log | 3.5476 | 298 | 1.1084 | 0.5803 | 1.1084 | 1.0528 |
| No log | 3.5714 | 300 | 1.3262 | 0.5345 | 1.3262 | 1.1516 |
| No log | 3.5952 | 302 | 1.2981 | 0.5290 | 1.2981 | 1.1393 |
| No log | 3.6190 | 304 | 1.0854 | 0.5783 | 1.0854 | 1.0418 |
| No log | 3.6429 | 306 | 1.0031 | 0.5867 | 1.0031 | 1.0015 |
| No log | 3.6667 | 308 | 1.0355 | 0.5890 | 1.0355 | 1.0176 |
| No log | 3.6905 | 310 | 1.0532 | 0.5879 | 1.0532 | 1.0263 |
| No log | 3.7143 | 312 | 1.0484 | 0.5952 | 1.0484 | 1.0239 |
| No log | 3.7381 | 314 | 1.0867 | 0.6029 | 1.0867 | 1.0425 |
| No log | 3.7619 | 316 | 1.1461 | 0.6018 | 1.1461 | 1.0706 |
| No log | 3.7857 | 318 | 1.0428 | 0.5949 | 1.0428 | 1.0212 |
| No log | 3.8095 | 320 | 0.9140 | 0.6040 | 0.9140 | 0.9560 |
| No log | 3.8333 | 322 | 0.7831 | 0.6719 | 0.7831 | 0.8849 |
| No log | 3.8571 | 324 | 0.7664 | 0.6647 | 0.7664 | 0.8754 |
| No log | 3.8810 | 326 | 0.8320 | 0.6373 | 0.8320 | 0.9121 |
| No log | 3.9048 | 328 | 0.9811 | 0.5952 | 0.9811 | 0.9905 |
| No log | 3.9286 | 330 | 1.0745 | 0.5949 | 1.0745 | 1.0366 |
| No log | 3.9524 | 332 | 1.0189 | 0.6046 | 1.0189 | 1.0094 |
| No log | 3.9762 | 334 | 0.8802 | 0.6738 | 0.8802 | 0.9382 |
| No log | 4.0 | 336 | 0.8414 | 0.6840 | 0.8414 | 0.9173 |
| No log | 4.0238 | 338 | 0.8849 | 0.6581 | 0.8849 | 0.9407 |
| No log | 4.0476 | 340 | 1.0005 | 0.5877 | 1.0005 | 1.0003 |
| No log | 4.0714 | 342 | 1.2297 | 0.5666 | 1.2297 | 1.1089 |
| No log | 4.0952 | 344 | 1.3690 | 0.5501 | 1.3690 | 1.1701 |
| No log | 4.1190 | 346 | 1.4850 | 0.5456 | 1.4850 | 1.2186 |
| No log | 4.1429 | 348 | 1.4102 | 0.5357 | 1.4102 | 1.1875 |
| No log | 4.1667 | 350 | 1.2063 | 0.5198 | 1.2063 | 1.0983 |
| No log | 4.1905 | 352 | 1.0886 | 0.5362 | 1.0886 | 1.0434 |
| No log | 4.2143 | 354 | 1.1624 | 0.5145 | 1.1624 | 1.0782 |
| No log | 4.2381 | 356 | 1.3111 | 0.4946 | 1.3111 | 1.1450 |
| No log | 4.2619 | 358 | 1.3602 | 0.4899 | 1.3602 | 1.1663 |
| No log | 4.2857 | 360 | 1.2562 | 0.4952 | 1.2562 | 1.1208 |
| No log | 4.3095 | 362 | 1.2058 | 0.5321 | 1.2058 | 1.0981 |
| No log | 4.3333 | 364 | 1.1929 | 0.5314 | 1.1929 | 1.0922 |
| No log | 4.3571 | 366 | 1.2715 | 0.5094 | 1.2715 | 1.1276 |
| No log | 4.3810 | 368 | 1.2276 | 0.5337 | 1.2276 | 1.1080 |
| No log | 4.4048 | 370 | 1.2421 | 0.5259 | 1.2421 | 1.1145 |
| No log | 4.4286 | 372 | 1.2359 | 0.5363 | 1.2359 | 1.1117 |
| No log | 4.4524 | 374 | 1.1622 | 0.5352 | 1.1622 | 1.0781 |
| No log | 4.4762 | 376 | 1.0082 | 0.5443 | 1.0082 | 1.0041 |
| No log | 4.5 | 378 | 0.8984 | 0.5770 | 0.8984 | 0.9478 |
| No log | 4.5238 | 380 | 0.8987 | 0.5805 | 0.8987 | 0.9480 |
| No log | 4.5476 | 382 | 0.9904 | 0.5673 | 0.9904 | 0.9952 |
| No log | 4.5714 | 384 | 1.1234 | 0.5567 | 1.1234 | 1.0599 |
| No log | 4.5952 | 386 | 1.1220 | 0.5919 | 1.1220 | 1.0593 |
| No log | 4.6190 | 388 | 1.0785 | 0.5940 | 1.0785 | 1.0385 |
| No log | 4.6429 | 390 | 1.0005 | 0.5910 | 1.0005 | 1.0003 |
| No log | 4.6667 | 392 | 0.8703 | 0.6033 | 0.8703 | 0.9329 |
| No log | 4.6905 | 394 | 0.7848 | 0.6442 | 0.7848 | 0.8859 |
| No log | 4.7143 | 396 | 0.8001 | 0.6511 | 0.8001 | 0.8945 |
| No log | 4.7381 | 398 | 0.9231 | 0.6043 | 0.9231 | 0.9608 |
| No log | 4.7619 | 400 | 1.0550 | 0.6150 | 1.0550 | 1.0272 |
| No log | 4.7857 | 402 | 1.0434 | 0.6258 | 1.0434 | 1.0215 |
| No log | 4.8095 | 404 | 0.9905 | 0.6210 | 0.9905 | 0.9952 |
| No log | 4.8333 | 406 | 0.9407 | 0.5963 | 0.9407 | 0.9699 |
| No log | 4.8571 | 408 | 0.9191 | 0.5926 | 0.9191 | 0.9587 |
| No log | 4.8810 | 410 | 0.9471 | 0.5873 | 0.9471 | 0.9732 |
| No log | 4.9048 | 412 | 1.0162 | 0.5824 | 1.0162 | 1.0081 |
| No log | 4.9286 | 414 | 0.9845 | 0.5991 | 0.9845 | 0.9922 |
| No log | 4.9524 | 416 | 0.9609 | 0.6029 | 0.9609 | 0.9802 |
| No log | 4.9762 | 418 | 0.9398 | 0.6418 | 0.9398 | 0.9694 |
| No log | 5.0 | 420 | 0.9905 | 0.6062 | 0.9905 | 0.9952 |
| No log | 5.0238 | 422 | 1.0731 | 0.5869 | 1.0731 | 1.0359 |
| No log | 5.0476 | 424 | 1.0670 | 0.5794 | 1.0670 | 1.0330 |
| No log | 5.0714 | 426 | 0.9512 | 0.5688 | 0.9512 | 0.9753 |
| No log | 5.0952 | 428 | 0.7978 | 0.6486 | 0.7978 | 0.8932 |
| No log | 5.1190 | 430 | 0.6874 | 0.7169 | 0.6874 | 0.8291 |
| No log | 5.1429 | 432 | 0.6776 | 0.7401 | 0.6776 | 0.8232 |
| No log | 5.1667 | 434 | 0.7373 | 0.6664 | 0.7373 | 0.8586 |
| No log | 5.1905 | 436 | 0.9150 | 0.5581 | 0.9150 | 0.9566 |
| No log | 5.2143 | 438 | 1.0899 | 0.5558 | 1.0899 | 1.0440 |
| No log | 5.2381 | 440 | 1.2143 | 0.5363 | 1.2143 | 1.1020 |
| No log | 5.2619 | 442 | 1.3035 | 0.5274 | 1.3035 | 1.1417 |
| No log | 5.2857 | 444 | 1.2645 | 0.5248 | 1.2645 | 1.1245 |
| No log | 5.3095 | 446 | 1.1705 | 0.5422 | 1.1705 | 1.0819 |
| No log | 5.3333 | 448 | 1.0085 | 0.5944 | 1.0085 | 1.0042 |
| No log | 5.3571 | 450 | 0.8669 | 0.6390 | 0.8669 | 0.9311 |
| No log | 5.3810 | 452 | 0.8640 | 0.6519 | 0.8640 | 0.9295 |
| No log | 5.4048 | 454 | 0.9094 | 0.6438 | 0.9094 | 0.9536 |
| No log | 5.4286 | 456 | 0.9150 | 0.6438 | 0.9150 | 0.9565 |
| No log | 5.4524 | 458 | 0.8548 | 0.6508 | 0.8548 | 0.9245 |
| No log | 5.4762 | 460 | 0.8706 | 0.6405 | 0.8706 | 0.9331 |
| No log | 5.5 | 462 | 0.9436 | 0.6117 | 0.9436 | 0.9714 |
| No log | 5.5238 | 464 | 1.0392 | 0.5944 | 1.0392 | 1.0194 |
| No log | 5.5476 | 466 | 1.0621 | 0.5952 | 1.0621 | 1.0306 |
| No log | 5.5714 | 468 | 1.0177 | 0.6342 | 1.0177 | 1.0088 |
| No log | 5.5952 | 470 | 1.0542 | 0.6342 | 1.0542 | 1.0267 |
| No log | 5.6190 | 472 | 1.0639 | 0.6342 | 1.0639 | 1.0315 |
| No log | 5.6429 | 474 | 1.0209 | 0.6470 | 1.0209 | 1.0104 |
| No log | 5.6667 | 476 | 1.0836 | 0.6342 | 1.0836 | 1.0409 |
| No log | 5.6905 | 478 | 1.0798 | 0.6264 | 1.0798 | 1.0391 |
| No log | 5.7143 | 480 | 0.9977 | 0.6420 | 0.9977 | 0.9988 |
| No log | 5.7381 | 482 | 0.9533 | 0.6540 | 0.9533 | 0.9764 |
| No log | 5.7619 | 484 | 0.9771 | 0.6356 | 0.9771 | 0.9885 |
| No log | 5.7857 | 486 | 1.0447 | 0.6342 | 1.0447 | 1.0221 |
| No log | 5.8095 | 488 | 1.0752 | 0.6355 | 1.0752 | 1.0369 |
| No log | 5.8333 | 490 | 0.9902 | 0.6583 | 0.9902 | 0.9951 |
| No log | 5.8571 | 492 | 0.9252 | 0.6508 | 0.9252 | 0.9619 |
| No log | 5.8810 | 494 | 0.9442 | 0.6589 | 0.9442 | 0.9717 |
| No log | 5.9048 | 496 | 1.0357 | 0.6412 | 1.0357 | 1.0177 |
| No log | 5.9286 | 498 | 1.0451 | 0.6425 | 1.0451 | 1.0223 |
| 0.4648 | 5.9524 | 500 | 1.0140 | 0.6463 | 1.0140 | 1.0070 |
| 0.4648 | 5.9762 | 502 | 0.9177 | 0.6497 | 0.9177 | 0.9580 |
| 0.4648 | 6.0 | 504 | 0.8857 | 0.6478 | 0.8857 | 0.9411 |
| 0.4648 | 6.0238 | 506 | 0.8996 | 0.6411 | 0.8996 | 0.9485 |
| 0.4648 | 6.0476 | 508 | 0.9210 | 0.6445 | 0.9210 | 0.9597 |
| 0.4648 | 6.0714 | 510 | 0.8792 | 0.6500 | 0.8792 | 0.9377 |
| 0.4648 | 6.0952 | 512 | 0.7989 | 0.6262 | 0.7989 | 0.8938 |
| 0.4648 | 6.1190 | 514 | 0.7872 | 0.6262 | 0.7872 | 0.8873 |
| 0.4648 | 6.1429 | 516 | 0.8566 | 0.6420 | 0.8566 | 0.9255 |
| 0.4648 | 6.1667 | 518 | 1.0219 | 0.6117 | 1.0219 | 1.0109 |
| 0.4648 | 6.1905 | 520 | 1.2000 | 0.5389 | 1.2000 | 1.0955 |
| 0.4648 | 6.2143 | 522 | 1.2670 | 0.5407 | 1.2670 | 1.1256 |
| 0.4648 | 6.2381 | 524 | 1.2135 | 0.5382 | 1.2135 | 1.1016 |
| 0.4648 | 6.2619 | 526 | 1.0659 | 0.5576 | 1.0659 | 1.0324 |
| 0.4648 | 6.2857 | 528 | 0.9249 | 0.6061 | 0.9249 | 0.9617 |
| 0.4648 | 6.3095 | 530 | 0.8707 | 0.6205 | 0.8707 | 0.9331 |
| 0.4648 | 6.3333 | 532 | 0.8834 | 0.6411 | 0.8834 | 0.9399 |
| 0.4648 | 6.3571 | 534 | 0.8780 | 0.6411 | 0.8780 | 0.9370 |
| 0.4648 | 6.3810 | 536 | 0.9502 | 0.6323 | 0.9502 | 0.9748 |
| 0.4648 | 6.4048 | 538 | 1.0710 | 0.5975 | 1.0710 | 1.0349 |
| 0.4648 | 6.4286 | 540 | 1.2536 | 0.5658 | 1.2536 | 1.1196 |
| 0.4648 | 6.4524 | 542 | 1.3606 | 0.5702 | 1.3606 | 1.1665 |
| 0.4648 | 6.4762 | 544 | 1.3377 | 0.5702 | 1.3377 | 1.1566 |
| 0.4648 | 6.5 | 546 | 1.2115 | 0.5389 | 1.2115 | 1.1007 |
| 0.4648 | 6.5238 | 548 | 1.0488 | 0.5986 | 1.0488 | 1.0241 |
| 0.4648 | 6.5476 | 550 | 0.9044 | 0.6323 | 0.9044 | 0.9510 |
| 0.4648 | 6.5714 | 552 | 0.8561 | 0.6371 | 0.8561 | 0.9253 |
| 0.4648 | 6.5952 | 554 | 0.8925 | 0.6283 | 0.8925 | 0.9447 |
| 0.4648 | 6.6190 | 556 | 0.9748 | 0.6027 | 0.9748 | 0.9873 |
| 0.4648 | 6.6429 | 558 | 1.0594 | 0.5975 | 1.0594 | 1.0293 |
| 0.4648 | 6.6667 | 560 | 1.1175 | 0.5657 | 1.1175 | 1.0571 |
| 0.4648 | 6.6905 | 562 | 1.0916 | 0.5811 | 1.0916 | 1.0448 |
| 0.4648 | 6.7143 | 564 | 1.0645 | 0.5975 | 1.0645 | 1.0318 |
| 0.4648 | 6.7381 | 566 | 1.0040 | 0.6039 | 1.0040 | 1.0020 |
| 0.4648 | 6.7619 | 568 | 0.9534 | 0.6138 | 0.9534 | 0.9764 |
| 0.4648 | 6.7857 | 570 | 0.9571 | 0.6138 | 0.9571 | 0.9783 |
| 0.4648 | 6.8095 | 572 | 1.0005 | 0.6125 | 1.0005 | 1.0003 |
| 0.4648 | 6.8333 | 574 | 1.0489 | 0.5946 | 1.0489 | 1.0242 |
| 0.4648 | 6.8571 | 576 | 1.0343 | 0.6113 | 1.0343 | 1.0170 |
| 0.4648 | 6.8810 | 578 | 1.0115 | 0.6182 | 1.0115 | 1.0057 |
| 0.4648 | 6.9048 | 580 | 1.0066 | 0.6195 | 1.0066 | 1.0033 |
| 0.4648 | 6.9286 | 582 | 0.9878 | 0.6182 | 0.9878 | 0.9939 |
| 0.4648 | 6.9524 | 584 | 0.9334 | 0.6343 | 0.9334 | 0.9661 |
| 0.4648 | 6.9762 | 586 | 0.9028 | 0.6431 | 0.9028 | 0.9502 |
| 0.4648 | 7.0 | 588 | 0.8772 | 0.6431 | 0.8772 | 0.9366 |
| 0.4648 | 7.0238 | 590 | 0.8470 | 0.6459 | 0.8470 | 0.9203 |
| 0.4648 | 7.0476 | 592 | 0.8496 | 0.6474 | 0.8496 | 0.9217 |
| 0.4648 | 7.0714 | 594 | 0.8770 | 0.6445 | 0.8770 | 0.9365 |
| 0.4648 | 7.0952 | 596 | 0.9338 | 0.6276 | 0.9338 | 0.9663 |
| 0.4648 | 7.1190 | 598 | 0.9838 | 0.6177 | 0.9838 | 0.9919 |
| 0.4648 | 7.1429 | 600 | 1.0614 | 0.6355 | 1.0614 | 1.0302 |
| 0.4648 | 7.1667 | 602 | 1.0973 | 0.6355 | 1.0973 | 1.0475 |
| 0.4648 | 7.1905 | 604 | 1.0561 | 0.6430 | 1.0561 | 1.0277 |
| 0.4648 | 7.2143 | 606 | 0.9795 | 0.6177 | 0.9795 | 0.9897 |
| 0.4648 | 7.2381 | 608 | 0.8890 | 0.6358 | 0.8890 | 0.9429 |
| 0.4648 | 7.2619 | 610 | 0.8387 | 0.6373 | 0.8387 | 0.9158 |
| 0.4648 | 7.2857 | 612 | 0.8424 | 0.6373 | 0.8424 | 0.9178 |
| 0.4648 | 7.3095 | 614 | 0.8939 | 0.6197 | 0.8939 | 0.9455 |
| 0.4648 | 7.3333 | 616 | 0.9897 | 0.6202 | 0.9897 | 0.9949 |
| 0.4648 | 7.3571 | 618 | 1.1103 | 0.6073 | 1.1103 | 1.0537 |
| 0.4648 | 7.3810 | 620 | 1.1603 | 0.5871 | 1.1603 | 1.0772 |
| 0.4648 | 7.4048 | 622 | 1.1643 | 0.5801 | 1.1643 | 1.0790 |
| 0.4648 | 7.4286 | 624 | 1.1113 | 0.6005 | 1.1113 | 1.0542 |
| 0.4648 | 7.4524 | 626 | 1.0214 | 0.6190 | 1.0214 | 1.0106 |
| 0.4648 | 7.4762 | 628 | 0.9374 | 0.6107 | 0.9374 | 0.9682 |
| 0.4648 | 7.5 | 630 | 0.9031 | 0.6210 | 0.9031 | 0.9503 |
| 0.4648 | 7.5238 | 632 | 0.9150 | 0.6107 | 0.9150 | 0.9566 |
| 0.4648 | 7.5476 | 634 | 0.9470 | 0.6199 | 0.9470 | 0.9731 |
| 0.4648 | 7.5714 | 636 | 0.9865 | 0.6133 | 0.9865 | 0.9932 |
| 0.4648 | 7.5952 | 638 | 1.0257 | 0.6054 | 1.0257 | 1.0128 |
| 0.4648 | 7.6190 | 640 | 1.0593 | 0.6043 | 1.0593 | 1.0292 |
| 0.4648 | 7.6429 | 642 | 1.0552 | 0.6043 | 1.0552 | 1.0272 |
| 0.4648 | 7.6667 | 644 | 1.0056 | 0.6133 | 1.0056 | 1.0028 |
| 0.4648 | 7.6905 | 646 | 0.9846 | 0.6133 | 0.9846 | 0.9923 |
| 0.4648 | 7.7143 | 648 | 0.9781 | 0.6133 | 0.9781 | 0.9890 |
| 0.4648 | 7.7381 | 650 | 0.9867 | 0.6054 | 0.9867 | 0.9933 |
| 0.4648 | 7.7619 | 652 | 1.0136 | 0.5929 | 1.0136 | 1.0068 |
| 0.4648 | 7.7857 | 654 | 0.9988 | 0.5929 | 0.9988 | 0.9994 |
| 0.4648 | 7.8095 | 656 | 0.9904 | 0.5929 | 0.9904 | 0.9952 |
| 0.4648 | 7.8333 | 658 | 0.9740 | 0.6117 | 0.9740 | 0.9869 |
| 0.4648 | 7.8571 | 660 | 0.9585 | 0.6221 | 0.9585 | 0.9791 |
| 0.4648 | 7.8810 | 662 | 0.9558 | 0.6130 | 0.9558 | 0.9777 |
| 0.4648 | 7.9048 | 664 | 0.9388 | 0.6130 | 0.9388 | 0.9689 |
| 0.4648 | 7.9286 | 666 | 0.9138 | 0.6130 | 0.9138 | 0.9560 |
| 0.4648 | 7.9524 | 668 | 0.8713 | 0.6398 | 0.8713 | 0.9335 |
| 0.4648 | 7.9762 | 670 | 0.8379 | 0.6508 | 0.8379 | 0.9154 |
| 0.4648 | 8.0 | 672 | 0.8215 | 0.6440 | 0.8215 | 0.9063 |
| 0.4648 | 8.0238 | 674 | 0.8325 | 0.6445 | 0.8325 | 0.9124 |
| 0.4648 | 8.0476 | 676 | 0.8533 | 0.6358 | 0.8533 | 0.9237 |
| 0.4648 | 8.0714 | 678 | 0.8869 | 0.6358 | 0.8869 | 0.9418 |
| 0.4648 | 8.0952 | 680 | 0.8969 | 0.6358 | 0.8969 | 0.9471 |
| 0.4648 | 8.1190 | 682 | 0.9162 | 0.6331 | 0.9162 | 0.9572 |
| 0.4648 | 8.1429 | 684 | 0.9474 | 0.6427 | 0.9474 | 0.9733 |
| 0.4648 | 8.1667 | 686 | 1.0034 | 0.6495 | 1.0034 | 1.0017 |
| 0.4648 | 8.1905 | 688 | 1.0372 | 0.6443 | 1.0372 | 1.0184 |
| 0.4648 | 8.2143 | 690 | 1.0306 | 0.6443 | 1.0306 | 1.0152 |
| 0.4648 | 8.2381 | 692 | 1.0019 | 0.6264 | 1.0019 | 1.0010 |
| 0.4648 | 8.2619 | 694 | 0.9574 | 0.6289 | 0.9574 | 0.9785 |
| 0.4648 | 8.2857 | 696 | 0.9334 | 0.6289 | 0.9334 | 0.9661 |
| 0.4648 | 8.3095 | 698 | 0.9161 | 0.6289 | 0.9161 | 0.9571 |
| 0.4648 | 8.3333 | 700 | 0.8928 | 0.6289 | 0.8928 | 0.9449 |
| 0.4648 | 8.3571 | 702 | 0.8929 | 0.6288 | 0.8929 | 0.9450 |
| 0.4648 | 8.3810 | 704 | 0.8809 | 0.6197 | 0.8809 | 0.9386 |
| 0.4648 | 8.4048 | 706 | 0.8502 | 0.6170 | 0.8502 | 0.9221 |
| 0.4648 | 8.4286 | 708 | 0.8382 | 0.6183 | 0.8382 | 0.9156 |
| 0.4648 | 8.4524 | 710 | 0.8404 | 0.6165 | 0.8404 | 0.9167 |
| 0.4648 | 8.4762 | 712 | 0.8520 | 0.6152 | 0.8520 | 0.9230 |
| 0.4648 | 8.5 | 714 | 0.8827 | 0.6245 | 0.8827 | 0.9395 |
| 0.4648 | 8.5238 | 716 | 0.9032 | 0.6220 | 0.9032 | 0.9504 |
| 0.4648 | 8.5476 | 718 | 0.9100 | 0.6220 | 0.9100 | 0.9539 |
| 0.4648 | 8.5714 | 720 | 0.8966 | 0.6232 | 0.8966 | 0.9469 |
| 0.4648 | 8.5952 | 722 | 0.8734 | 0.6245 | 0.8734 | 0.9345 |
| 0.4648 | 8.6190 | 724 | 0.8522 | 0.6240 | 0.8522 | 0.9231 |
| 0.4648 | 8.6429 | 726 | 0.8455 | 0.6325 | 0.8455 | 0.9195 |
| 0.4648 | 8.6667 | 728 | 0.8544 | 0.6331 | 0.8544 | 0.9243 |
| 0.4648 | 8.6905 | 730 | 0.8702 | 0.6331 | 0.8702 | 0.9328 |
| 0.4648 | 8.7143 | 732 | 0.8884 | 0.6289 | 0.8884 | 0.9425 |
| 0.4648 | 8.7381 | 734 | 0.9095 | 0.6289 | 0.9095 | 0.9537 |
| 0.4648 | 8.7619 | 736 | 0.9238 | 0.6289 | 0.9238 | 0.9611 |
| 0.4648 | 8.7857 | 738 | 0.9515 | 0.6289 | 0.9515 | 0.9754 |
| 0.4648 | 8.8095 | 740 | 0.9802 | 0.6207 | 0.9802 | 0.9900 |
| 0.4648 | 8.8333 | 742 | 0.9884 | 0.6207 | 0.9884 | 0.9942 |
| 0.4648 | 8.8571 | 744 | 1.0045 | 0.6207 | 1.0045 | 1.0022 |
| 0.4648 | 8.8810 | 746 | 1.0212 | 0.6121 | 1.0212 | 1.0105 |
| 0.4648 | 8.9048 | 748 | 1.0300 | 0.6109 | 1.0300 | 1.0149 |
| 0.4648 | 8.9286 | 750 | 1.0186 | 0.6121 | 1.0186 | 1.0093 |
| 0.4648 | 8.9524 | 752 | 0.9957 | 0.6207 | 0.9957 | 0.9978 |
| 0.4648 | 8.9762 | 754 | 0.9805 | 0.6207 | 0.9805 | 0.9902 |
| 0.4648 | 9.0 | 756 | 0.9809 | 0.6207 | 0.9809 | 0.9904 |
| 0.4648 | 9.0238 | 758 | 0.9738 | 0.6220 | 0.9738 | 0.9868 |
| 0.4648 | 9.0476 | 760 | 0.9582 | 0.6220 | 0.9582 | 0.9789 |
| 0.4648 | 9.0714 | 762 | 0.9349 | 0.6220 | 0.9349 | 0.9669 |
| 0.4648 | 9.0952 | 764 | 0.9044 | 0.6289 | 0.9044 | 0.9510 |
| 0.4648 | 9.1190 | 766 | 0.8896 | 0.6289 | 0.8896 | 0.9432 |
| 0.4648 | 9.1429 | 768 | 0.8914 | 0.6289 | 0.8914 | 0.9441 |
| 0.4648 | 9.1667 | 770 | 0.9019 | 0.6289 | 0.9019 | 0.9497 |
| 0.4648 | 9.1905 | 772 | 0.9222 | 0.6289 | 0.9222 | 0.9603 |
| 0.4648 | 9.2143 | 774 | 0.9494 | 0.6289 | 0.9494 | 0.9744 |
| 0.4648 | 9.2381 | 776 | 0.9705 | 0.6289 | 0.9705 | 0.9851 |
| 0.4648 | 9.2619 | 778 | 0.9924 | 0.6202 | 0.9924 | 0.9962 |
| 0.4648 | 9.2857 | 780 | 0.9949 | 0.6190 | 0.9949 | 0.9974 |
| 0.4648 | 9.3095 | 782 | 0.9823 | 0.6202 | 0.9823 | 0.9911 |
| 0.4648 | 9.3333 | 784 | 0.9747 | 0.6202 | 0.9747 | 0.9872 |
| 0.4648 | 9.3571 | 786 | 0.9700 | 0.6202 | 0.9700 | 0.9849 |
| 0.4648 | 9.3810 | 788 | 0.9637 | 0.6202 | 0.9637 | 0.9817 |
| 0.4648 | 9.4048 | 790 | 0.9525 | 0.6202 | 0.9525 | 0.9760 |
| 0.4648 | 9.4286 | 792 | 0.9499 | 0.6289 | 0.9499 | 0.9746 |
| 0.4648 | 9.4524 | 794 | 0.9442 | 0.6289 | 0.9442 | 0.9717 |
| 0.4648 | 9.4762 | 796 | 0.9418 | 0.6289 | 0.9418 | 0.9705 |
| 0.4648 | 9.5 | 798 | 0.9372 | 0.6289 | 0.9372 | 0.9681 |
| 0.4648 | 9.5238 | 800 | 0.9319 | 0.6289 | 0.9319 | 0.9653 |
| 0.4648 | 9.5476 | 802 | 0.9315 | 0.6289 | 0.9315 | 0.9652 |
| 0.4648 | 9.5714 | 804 | 0.9269 | 0.6289 | 0.9269 | 0.9627 |
| 0.4648 | 9.5952 | 806 | 0.9260 | 0.6289 | 0.9260 | 0.9623 |
| 0.4648 | 9.6190 | 808 | 0.9320 | 0.6289 | 0.9320 | 0.9654 |
| 0.4648 | 9.6429 | 810 | 0.9423 | 0.6289 | 0.9423 | 0.9707 |
| 0.4648 | 9.6667 | 812 | 0.9525 | 0.6289 | 0.9525 | 0.9759 |
| 0.4648 | 9.6905 | 814 | 0.9618 | 0.6289 | 0.9618 | 0.9807 |
| 0.4648 | 9.7143 | 816 | 0.9699 | 0.6202 | 0.9699 | 0.9848 |
| 0.4648 | 9.7381 | 818 | 0.9754 | 0.6202 | 0.9754 | 0.9876 |
| 0.4648 | 9.7619 | 820 | 0.9781 | 0.6202 | 0.9781 | 0.9890 |
| 0.4648 | 9.7857 | 822 | 0.9765 | 0.6202 | 0.9765 | 0.9882 |
| 0.4648 | 9.8095 | 824 | 0.9751 | 0.6202 | 0.9751 | 0.9875 |
| 0.4648 | 9.8333 | 826 | 0.9716 | 0.6202 | 0.9716 | 0.9857 |
| 0.4648 | 9.8571 | 828 | 0.9687 | 0.6202 | 0.9687 | 0.9842 |
| 0.4648 | 9.8810 | 830 | 0.9680 | 0.6202 | 0.9680 | 0.9839 |
| 0.4648 | 9.9048 | 832 | 0.9676 | 0.6202 | 0.9676 | 0.9837 |
| 0.4648 | 9.9286 | 834 | 0.9674 | 0.6202 | 0.9674 | 0.9835 |
| 0.4648 | 9.9524 | 836 | 0.9667 | 0.6202 | 0.9667 | 0.9832 |
| 0.4648 | 9.9762 | 838 | 0.9661 | 0.6202 | 0.9661 | 0.9829 |
| 0.4648 | 10.0 | 840 | 0.9658 | 0.6202 | 0.9658 | 0.9828 |
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/ArabicNewSplits4_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k16_task1_organization
Base model
aubmindlab/bert-base-arabertv02