Instructions to use MayBashendy/ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run1_AugV5_k16_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_run1_AugV5_k16_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_run1_AugV5_k16_task3_organization")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("MayBashendy/ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run1_AugV5_k16_task3_organization") model = AutoModelForSequenceClassification.from_pretrained("MayBashendy/ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run1_AugV5_k16_task3_organization", device_map="auto") - Notebooks
- Google Colab
- Kaggle
ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run1_AugV5_k16_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: 0.6334
- Qwk: 0.3295
- Mse: 0.6334
- Rmse: 0.7958
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 | 0.0247 | 2 | 3.2706 | 0.0145 | 3.2706 | 1.8085 |
| No log | 0.0494 | 4 | 1.4778 | 0.0255 | 1.4778 | 1.2157 |
| No log | 0.0741 | 6 | 1.0249 | 0.0866 | 1.0249 | 1.0124 |
| No log | 0.0988 | 8 | 0.6939 | 0.0617 | 0.6939 | 0.8330 |
| No log | 0.1235 | 10 | 0.5934 | 0.1667 | 0.5934 | 0.7704 |
| No log | 0.1481 | 12 | 0.5979 | 0.1667 | 0.5979 | 0.7732 |
| No log | 0.1728 | 14 | 0.8431 | 0.1781 | 0.8431 | 0.9182 |
| No log | 0.1975 | 16 | 0.6177 | 0.0933 | 0.6177 | 0.7859 |
| No log | 0.2222 | 18 | 0.6589 | 0.0545 | 0.6589 | 0.8117 |
| No log | 0.2469 | 20 | 0.7836 | 0.1746 | 0.7836 | 0.8852 |
| No log | 0.2716 | 22 | 0.8881 | 0.0741 | 0.8881 | 0.9424 |
| No log | 0.2963 | 24 | 0.6684 | 0.0617 | 0.6684 | 0.8176 |
| No log | 0.3210 | 26 | 0.6445 | 0.0504 | 0.6445 | 0.8028 |
| No log | 0.3457 | 28 | 0.8440 | 0.0769 | 0.8440 | 0.9187 |
| No log | 0.3704 | 30 | 0.7799 | 0.0638 | 0.7799 | 0.8831 |
| No log | 0.3951 | 32 | 0.6675 | 0.1163 | 0.6675 | 0.8170 |
| No log | 0.4198 | 34 | 0.8202 | 0.2074 | 0.8202 | 0.9057 |
| No log | 0.4444 | 36 | 0.7041 | 0.0968 | 0.7041 | 0.8391 |
| No log | 0.4691 | 38 | 0.7211 | 0.1837 | 0.7211 | 0.8492 |
| No log | 0.4938 | 40 | 0.7405 | 0.2381 | 0.7405 | 0.8605 |
| No log | 0.5185 | 42 | 0.7878 | 0.2432 | 0.7878 | 0.8876 |
| No log | 0.5432 | 44 | 0.7583 | 0.2140 | 0.7583 | 0.8708 |
| No log | 0.5679 | 46 | 0.7934 | 0.1515 | 0.7934 | 0.8907 |
| No log | 0.5926 | 48 | 0.8406 | 0.1469 | 0.8406 | 0.9169 |
| No log | 0.6173 | 50 | 0.6859 | 0.1364 | 0.6859 | 0.8282 |
| No log | 0.6420 | 52 | 0.5919 | 0.2632 | 0.5919 | 0.7693 |
| No log | 0.6667 | 54 | 0.9208 | 0.0476 | 0.9208 | 0.9596 |
| No log | 0.6914 | 56 | 0.7030 | 0.2644 | 0.7030 | 0.8385 |
| No log | 0.7160 | 58 | 0.5943 | 0.1176 | 0.5943 | 0.7709 |
| No log | 0.7407 | 60 | 0.5923 | 0.1278 | 0.5923 | 0.7696 |
| No log | 0.7654 | 62 | 0.5825 | 0.0857 | 0.5825 | 0.7632 |
| No log | 0.7901 | 64 | 0.6276 | 0.1053 | 0.6276 | 0.7922 |
| No log | 0.8148 | 66 | 0.8825 | 0.1549 | 0.8825 | 0.9394 |
| No log | 0.8395 | 68 | 0.6715 | 0.2179 | 0.6715 | 0.8194 |
| No log | 0.8642 | 70 | 0.8610 | 0.1453 | 0.8610 | 0.9279 |
| No log | 0.8889 | 72 | 0.7857 | 0.2511 | 0.7857 | 0.8864 |
| No log | 0.9136 | 74 | 0.8496 | 0.2579 | 0.8496 | 0.9218 |
| No log | 0.9383 | 76 | 0.7328 | 0.1919 | 0.7328 | 0.8560 |
| No log | 0.9630 | 78 | 0.8293 | 0.2308 | 0.8293 | 0.9107 |
| No log | 0.9877 | 80 | 0.8066 | 0.2308 | 0.8066 | 0.8981 |
| No log | 1.0123 | 82 | 0.6806 | 0.1732 | 0.6806 | 0.8250 |
| No log | 1.0370 | 84 | 1.0165 | 0.1186 | 1.0165 | 1.0082 |
| No log | 1.0617 | 86 | 1.1797 | 0.0959 | 1.1797 | 1.0861 |
| No log | 1.0864 | 88 | 0.6460 | 0.1899 | 0.6460 | 0.8037 |
| No log | 1.1111 | 90 | 0.6415 | 0.2090 | 0.6415 | 0.8009 |
| No log | 1.1358 | 92 | 0.6923 | 0.1529 | 0.6923 | 0.8320 |
| No log | 1.1605 | 94 | 0.6524 | 0.2179 | 0.6524 | 0.8077 |
| No log | 1.1852 | 96 | 0.6608 | 0.2179 | 0.6608 | 0.8129 |
| No log | 1.2099 | 98 | 0.8759 | 0.2269 | 0.8759 | 0.9359 |
| No log | 1.2346 | 100 | 0.7789 | 0.3593 | 0.7789 | 0.8825 |
| No log | 1.2593 | 102 | 0.7643 | 0.1256 | 0.7643 | 0.8742 |
| No log | 1.2840 | 104 | 0.7591 | 0.2294 | 0.7591 | 0.8713 |
| No log | 1.3086 | 106 | 1.1617 | 0.1293 | 1.1617 | 1.0778 |
| No log | 1.3333 | 108 | 1.2061 | 0.1389 | 1.2061 | 1.0982 |
| No log | 1.3580 | 110 | 0.6936 | 0.2727 | 0.6936 | 0.8328 |
| No log | 1.3827 | 112 | 0.6676 | 0.2086 | 0.6676 | 0.8171 |
| No log | 1.4074 | 114 | 0.6555 | 0.1638 | 0.6555 | 0.8096 |
| No log | 1.4321 | 116 | 0.6319 | 0.0920 | 0.6319 | 0.7949 |
| No log | 1.4568 | 118 | 0.7368 | 0.2179 | 0.7368 | 0.8583 |
| No log | 1.4815 | 120 | 1.4521 | 0.0189 | 1.4521 | 1.2050 |
| No log | 1.5062 | 122 | 1.1009 | 0.1045 | 1.1009 | 1.0492 |
| No log | 1.5309 | 124 | 0.6045 | 0.0365 | 0.6045 | 0.7775 |
| No log | 1.5556 | 126 | 0.7708 | 0.1925 | 0.7708 | 0.8779 |
| No log | 1.5802 | 128 | 0.8038 | 0.1416 | 0.8038 | 0.8965 |
| No log | 1.6049 | 130 | 0.6036 | 0.1195 | 0.6036 | 0.7769 |
| No log | 1.6296 | 132 | 0.6206 | 0.2516 | 0.6206 | 0.7878 |
| No log | 1.6543 | 134 | 0.6308 | 0.1264 | 0.6308 | 0.7942 |
| No log | 1.6790 | 136 | 0.7748 | 0.1238 | 0.7748 | 0.8802 |
| No log | 1.7037 | 138 | 0.6906 | 0.1746 | 0.6906 | 0.8310 |
| No log | 1.7284 | 140 | 0.6256 | 0.1325 | 0.6256 | 0.7909 |
| No log | 1.7531 | 142 | 0.6420 | 0.1475 | 0.6420 | 0.8013 |
| No log | 1.7778 | 144 | 0.6765 | 0.2086 | 0.6765 | 0.8225 |
| No log | 1.8025 | 146 | 0.6561 | 0.1832 | 0.6561 | 0.8100 |
| No log | 1.8272 | 148 | 0.6949 | 0.3305 | 0.6949 | 0.8336 |
| No log | 1.8519 | 150 | 0.6857 | 0.2079 | 0.6857 | 0.8281 |
| No log | 1.8765 | 152 | 1.1367 | 0.1733 | 1.1367 | 1.0662 |
| No log | 1.9012 | 154 | 0.9513 | 0.2868 | 0.9513 | 0.9753 |
| No log | 1.9259 | 156 | 0.7199 | 0.2920 | 0.7199 | 0.8484 |
| No log | 1.9506 | 158 | 1.0308 | 0.1939 | 1.0308 | 1.0153 |
| No log | 1.9753 | 160 | 0.7850 | 0.2469 | 0.7850 | 0.8860 |
| No log | 2.0 | 162 | 0.8544 | 0.2696 | 0.8544 | 0.9243 |
| No log | 2.0247 | 164 | 1.3257 | 0.1566 | 1.3257 | 1.1514 |
| No log | 2.0494 | 166 | 1.0814 | 0.0335 | 1.0814 | 1.0399 |
| No log | 2.0741 | 168 | 0.6349 | 0.2941 | 0.6349 | 0.7968 |
| No log | 2.0988 | 170 | 0.7664 | 0.2000 | 0.7664 | 0.8755 |
| No log | 2.1235 | 172 | 0.6283 | 0.2000 | 0.6283 | 0.7927 |
| No log | 2.1481 | 174 | 0.8549 | 0.2423 | 0.8549 | 0.9246 |
| No log | 2.1728 | 176 | 1.0000 | 0.0949 | 1.0000 | 1.0000 |
| No log | 2.1975 | 178 | 0.6535 | 0.3617 | 0.6535 | 0.8084 |
| No log | 2.2222 | 180 | 0.5777 | 0.3043 | 0.5777 | 0.7600 |
| No log | 2.2469 | 182 | 0.6220 | 0.2842 | 0.6220 | 0.7887 |
| No log | 2.2716 | 184 | 0.5706 | 0.3191 | 0.5706 | 0.7554 |
| No log | 2.2963 | 186 | 0.6070 | 0.3469 | 0.6070 | 0.7791 |
| No log | 2.3210 | 188 | 0.7385 | 0.2811 | 0.7385 | 0.8593 |
| No log | 2.3457 | 190 | 0.6876 | 0.3905 | 0.6876 | 0.8292 |
| No log | 2.3704 | 192 | 0.5455 | 0.3089 | 0.5455 | 0.7386 |
| No log | 2.3951 | 194 | 0.5729 | 0.3016 | 0.5729 | 0.7569 |
| No log | 2.4198 | 196 | 0.5443 | 0.3224 | 0.5443 | 0.7377 |
| No log | 2.4444 | 198 | 0.6699 | 0.3171 | 0.6699 | 0.8185 |
| No log | 2.4691 | 200 | 0.6840 | 0.2871 | 0.6840 | 0.8270 |
| No log | 2.4938 | 202 | 0.8064 | 0.2681 | 0.8064 | 0.8980 |
| No log | 2.5185 | 204 | 0.6420 | 0.3263 | 0.6420 | 0.8013 |
| No log | 2.5432 | 206 | 0.5728 | 0.3136 | 0.5728 | 0.7568 |
| No log | 2.5679 | 208 | 0.5837 | 0.2381 | 0.5837 | 0.7640 |
| No log | 2.5926 | 210 | 0.6714 | 0.36 | 0.6714 | 0.8194 |
| No log | 2.6173 | 212 | 1.3787 | 0.1573 | 1.3787 | 1.1742 |
| No log | 2.6420 | 214 | 1.6658 | 0.1784 | 1.6658 | 1.2907 |
| No log | 2.6667 | 216 | 1.0086 | 0.1765 | 1.0086 | 1.0043 |
| No log | 2.6914 | 218 | 0.6100 | 0.3978 | 0.6100 | 0.7810 |
| No log | 2.7160 | 220 | 0.6307 | 0.3661 | 0.6307 | 0.7942 |
| No log | 2.7407 | 222 | 0.8203 | 0.2143 | 0.8203 | 0.9057 |
| No log | 2.7654 | 224 | 1.3321 | 0.1153 | 1.3321 | 1.1542 |
| No log | 2.7901 | 226 | 1.1853 | 0.0850 | 1.1853 | 1.0887 |
| No log | 2.8148 | 228 | 0.7648 | 0.2146 | 0.7648 | 0.8746 |
| No log | 2.8395 | 230 | 0.5865 | 0.2911 | 0.5865 | 0.7658 |
| No log | 2.8642 | 232 | 0.5982 | 0.2911 | 0.5982 | 0.7734 |
| No log | 2.8889 | 234 | 0.7384 | 0.2153 | 0.7384 | 0.8593 |
| No log | 2.9136 | 236 | 1.2023 | 0.0831 | 1.2023 | 1.0965 |
| No log | 2.9383 | 238 | 1.2391 | 0.0588 | 1.2391 | 1.1131 |
| No log | 2.9630 | 240 | 0.8000 | 0.1481 | 0.8000 | 0.8945 |
| No log | 2.9877 | 242 | 0.5927 | 0.3086 | 0.5927 | 0.7699 |
| No log | 3.0123 | 244 | 0.5935 | 0.3659 | 0.5935 | 0.7704 |
| No log | 3.0370 | 246 | 0.6447 | 0.2941 | 0.6447 | 0.8029 |
| No log | 3.0617 | 248 | 0.8114 | 0.1481 | 0.8114 | 0.9008 |
| No log | 3.0864 | 250 | 0.9813 | 0.1605 | 0.9813 | 0.9906 |
| No log | 3.1111 | 252 | 0.7476 | 0.2709 | 0.7476 | 0.8647 |
| No log | 3.1358 | 254 | 0.7153 | 0.2157 | 0.7153 | 0.8458 |
| No log | 3.1605 | 256 | 0.7925 | 0.2709 | 0.7925 | 0.8902 |
| No log | 3.1852 | 258 | 0.8100 | 0.1675 | 0.8100 | 0.9000 |
| No log | 3.2099 | 260 | 0.9737 | 0.1504 | 0.9737 | 0.9868 |
| No log | 3.2346 | 262 | 0.7968 | 0.1287 | 0.7968 | 0.8927 |
| No log | 3.2593 | 264 | 0.6791 | 0.2821 | 0.6791 | 0.8241 |
| No log | 3.2840 | 266 | 0.6744 | 0.3369 | 0.6744 | 0.8212 |
| No log | 3.3086 | 268 | 0.8353 | 0.0955 | 0.8353 | 0.9139 |
| No log | 3.3333 | 270 | 0.9576 | 0.0407 | 0.9576 | 0.9786 |
| No log | 3.3580 | 272 | 0.9224 | -0.0046 | 0.9224 | 0.9604 |
| No log | 3.3827 | 274 | 0.7147 | 0.2766 | 0.7147 | 0.8454 |
| No log | 3.4074 | 276 | 0.6922 | 0.2464 | 0.6922 | 0.8320 |
| No log | 3.4321 | 278 | 0.6711 | 0.3061 | 0.6711 | 0.8192 |
| No log | 3.4568 | 280 | 0.7094 | 0.2086 | 0.7094 | 0.8423 |
| No log | 3.4815 | 282 | 0.7248 | 0.2086 | 0.7248 | 0.8513 |
| No log | 3.5062 | 284 | 0.6903 | 0.2086 | 0.6903 | 0.8308 |
| No log | 3.5309 | 286 | 0.6496 | 0.2090 | 0.6496 | 0.8060 |
| No log | 3.5556 | 288 | 0.7152 | 0.25 | 0.7152 | 0.8457 |
| No log | 3.5802 | 290 | 0.6628 | 0.2086 | 0.6628 | 0.8141 |
| No log | 3.6049 | 292 | 0.6316 | 0.2865 | 0.6316 | 0.7947 |
| No log | 3.6296 | 294 | 0.6034 | 0.3636 | 0.6034 | 0.7768 |
| No log | 3.6543 | 296 | 0.6264 | 0.3258 | 0.6264 | 0.7915 |
| No log | 3.6790 | 298 | 0.6434 | 0.3224 | 0.6434 | 0.8021 |
| No log | 3.7037 | 300 | 0.7114 | 0.2079 | 0.7114 | 0.8434 |
| No log | 3.7284 | 302 | 0.6266 | 0.3295 | 0.6266 | 0.7916 |
| No log | 3.7531 | 304 | 0.6089 | 0.3297 | 0.6089 | 0.7803 |
| No log | 3.7778 | 306 | 0.5939 | 0.3412 | 0.5939 | 0.7706 |
| No log | 3.8025 | 308 | 0.6337 | 0.2090 | 0.6337 | 0.7961 |
| No log | 3.8272 | 310 | 0.8625 | 0.1211 | 0.8625 | 0.9287 |
| No log | 3.8519 | 312 | 0.8365 | 0.1211 | 0.8365 | 0.9146 |
| No log | 3.8765 | 314 | 0.6339 | 0.3407 | 0.6339 | 0.7962 |
| No log | 3.9012 | 316 | 0.5603 | 0.3924 | 0.5603 | 0.7485 |
| No log | 3.9259 | 318 | 0.5560 | 0.3292 | 0.5560 | 0.7456 |
| No log | 3.9506 | 320 | 0.6257 | 0.3684 | 0.6257 | 0.7910 |
| No log | 3.9753 | 322 | 0.9626 | 0.1250 | 0.9626 | 0.9811 |
| No log | 4.0 | 324 | 1.2520 | 0.1420 | 1.2520 | 1.1189 |
| No log | 4.0247 | 326 | 1.0531 | 0.1882 | 1.0531 | 1.0262 |
| No log | 4.0494 | 328 | 0.7027 | 0.2475 | 0.7027 | 0.8383 |
| No log | 4.0741 | 330 | 0.6563 | 0.2780 | 0.6563 | 0.8101 |
| No log | 4.0988 | 332 | 0.6974 | 0.2475 | 0.6974 | 0.8351 |
| No log | 4.1235 | 334 | 0.8438 | 0.1852 | 0.8438 | 0.9186 |
| No log | 4.1481 | 336 | 0.8084 | 0.1538 | 0.8084 | 0.8991 |
| No log | 4.1728 | 338 | 0.6055 | 0.4220 | 0.6055 | 0.7781 |
| No log | 4.1975 | 340 | 0.5871 | 0.3103 | 0.5871 | 0.7662 |
| No log | 4.2222 | 342 | 0.5731 | 0.3208 | 0.5731 | 0.7571 |
| No log | 4.2469 | 344 | 0.5913 | 0.3412 | 0.5913 | 0.7690 |
| No log | 4.2716 | 346 | 0.6137 | 0.2683 | 0.6137 | 0.7834 |
| No log | 4.2963 | 348 | 0.5849 | 0.2208 | 0.5849 | 0.7648 |
| No log | 4.3210 | 350 | 0.5791 | 0.3865 | 0.5791 | 0.7610 |
| No log | 4.3457 | 352 | 0.6120 | 0.2201 | 0.6120 | 0.7823 |
| No log | 4.3704 | 354 | 0.6283 | 0.1716 | 0.6283 | 0.7927 |
| No log | 4.3951 | 356 | 0.6282 | 0.2090 | 0.6282 | 0.7926 |
| No log | 4.4198 | 358 | 0.6473 | 0.2527 | 0.6473 | 0.8046 |
| No log | 4.4444 | 360 | 0.6146 | 0.3171 | 0.6146 | 0.7839 |
| No log | 4.4691 | 362 | 0.6263 | 0.2749 | 0.6263 | 0.7914 |
| No log | 4.4938 | 364 | 0.6576 | 0.2865 | 0.6576 | 0.8109 |
| No log | 4.5185 | 366 | 0.6663 | 0.2787 | 0.6663 | 0.8163 |
| No log | 4.5432 | 368 | 0.7730 | 0.1759 | 0.7730 | 0.8792 |
| No log | 4.5679 | 370 | 0.7785 | 0.1340 | 0.7785 | 0.8823 |
| No log | 4.5926 | 372 | 0.7605 | 0.1340 | 0.7605 | 0.8721 |
| No log | 4.6173 | 374 | 0.6826 | 0.2914 | 0.6826 | 0.8262 |
| No log | 4.6420 | 376 | 0.6486 | 0.3659 | 0.6486 | 0.8053 |
| No log | 4.6667 | 378 | 0.6366 | 0.3659 | 0.6366 | 0.7979 |
| No log | 4.6914 | 380 | 0.6417 | 0.35 | 0.6417 | 0.8011 |
| No log | 4.7160 | 382 | 0.6279 | 0.3208 | 0.6279 | 0.7924 |
| No log | 4.7407 | 384 | 0.6353 | 0.3659 | 0.6353 | 0.7970 |
| No log | 4.7654 | 386 | 0.7093 | 0.1285 | 0.7093 | 0.8422 |
| No log | 4.7901 | 388 | 0.7478 | 0.0899 | 0.7478 | 0.8648 |
| No log | 4.8148 | 390 | 0.6596 | 0.2457 | 0.6596 | 0.8121 |
| No log | 4.8395 | 392 | 0.6382 | 0.2970 | 0.6382 | 0.7989 |
| No log | 4.8642 | 394 | 0.6266 | 0.3563 | 0.6266 | 0.7916 |
| No log | 4.8889 | 396 | 0.6526 | 0.2093 | 0.6526 | 0.8078 |
| No log | 4.9136 | 398 | 0.6748 | 0.0838 | 0.6748 | 0.8215 |
| No log | 4.9383 | 400 | 0.6213 | 0.2593 | 0.6213 | 0.7882 |
| No log | 4.9630 | 402 | 0.5822 | 0.3208 | 0.5822 | 0.7630 |
| No log | 4.9877 | 404 | 0.5896 | 0.2611 | 0.5896 | 0.7678 |
| No log | 5.0123 | 406 | 0.5758 | 0.3208 | 0.5758 | 0.7588 |
| No log | 5.0370 | 408 | 0.5810 | 0.2883 | 0.5810 | 0.7622 |
| No log | 5.0617 | 410 | 0.6048 | 0.3054 | 0.6048 | 0.7777 |
| No log | 5.0864 | 412 | 0.6843 | 0.1746 | 0.6843 | 0.8272 |
| No log | 5.1111 | 414 | 0.7094 | 0.1746 | 0.7094 | 0.8423 |
| No log | 5.1358 | 416 | 0.6536 | 0.2527 | 0.6536 | 0.8084 |
| No log | 5.1605 | 418 | 0.6451 | 0.2090 | 0.6451 | 0.8032 |
| No log | 5.1852 | 420 | 0.6764 | 0.2513 | 0.6764 | 0.8224 |
| No log | 5.2099 | 422 | 0.6795 | 0.2088 | 0.6795 | 0.8243 |
| No log | 5.2346 | 424 | 0.6699 | 0.2090 | 0.6699 | 0.8185 |
| No log | 5.2593 | 426 | 0.6555 | 0.3295 | 0.6555 | 0.8096 |
| No log | 5.2840 | 428 | 0.6919 | 0.2090 | 0.6919 | 0.8318 |
| No log | 5.3086 | 430 | 0.7951 | 0.1456 | 0.7951 | 0.8917 |
| No log | 5.3333 | 432 | 0.7674 | 0.1443 | 0.7674 | 0.8760 |
| No log | 5.3580 | 434 | 0.6477 | 0.2558 | 0.6477 | 0.8048 |
| No log | 5.3827 | 436 | 0.6230 | 0.3054 | 0.6230 | 0.7893 |
| No log | 5.4074 | 438 | 0.6334 | 0.2558 | 0.6334 | 0.7959 |
| No log | 5.4321 | 440 | 0.6549 | 0.2086 | 0.6549 | 0.8093 |
| No log | 5.4568 | 442 | 0.6390 | 0.2432 | 0.6390 | 0.7994 |
| No log | 5.4815 | 444 | 0.6246 | 0.2432 | 0.6246 | 0.7903 |
| No log | 5.5062 | 446 | 0.6242 | 0.2432 | 0.6242 | 0.7900 |
| No log | 5.5309 | 448 | 0.6007 | 0.4083 | 0.6007 | 0.7750 |
| No log | 5.5556 | 450 | 0.6054 | 0.3407 | 0.6054 | 0.7781 |
| No log | 5.5802 | 452 | 0.5958 | 0.4033 | 0.5958 | 0.7719 |
| No log | 5.6049 | 454 | 0.6072 | 0.2096 | 0.6072 | 0.7792 |
| No log | 5.6296 | 456 | 0.6528 | 0.1658 | 0.6528 | 0.8080 |
| No log | 5.6543 | 458 | 0.6045 | 0.2096 | 0.6045 | 0.7775 |
| No log | 5.6790 | 460 | 0.5808 | 0.35 | 0.5808 | 0.7621 |
| No log | 5.7037 | 462 | 0.5826 | 0.2099 | 0.5826 | 0.7633 |
| No log | 5.7284 | 464 | 0.5926 | 0.2096 | 0.5926 | 0.7698 |
| No log | 5.7531 | 466 | 0.5798 | 0.2099 | 0.5798 | 0.7614 |
| No log | 5.7778 | 468 | 0.5876 | 0.2096 | 0.5876 | 0.7665 |
| No log | 5.8025 | 470 | 0.5949 | 0.2558 | 0.5949 | 0.7713 |
| No log | 5.8272 | 472 | 0.6366 | 0.1658 | 0.6366 | 0.7979 |
| No log | 5.8519 | 474 | 0.6338 | 0.1658 | 0.6338 | 0.7961 |
| No log | 5.8765 | 476 | 0.5945 | 0.2941 | 0.5945 | 0.7710 |
| No log | 5.9012 | 478 | 0.5985 | 0.3636 | 0.5985 | 0.7736 |
| No log | 5.9259 | 480 | 0.6218 | 0.2000 | 0.6218 | 0.7885 |
| No log | 5.9506 | 482 | 0.6059 | 0.3333 | 0.6059 | 0.7784 |
| No log | 5.9753 | 484 | 0.5970 | 0.2109 | 0.5970 | 0.7727 |
| No log | 6.0 | 486 | 0.6317 | 0.2201 | 0.6317 | 0.7948 |
| No log | 6.0247 | 488 | 0.6272 | 0.2201 | 0.6272 | 0.7920 |
| No log | 6.0494 | 490 | 0.5980 | 0.2109 | 0.5980 | 0.7733 |
| No log | 6.0741 | 492 | 0.6438 | 0.1667 | 0.6438 | 0.8024 |
| No log | 6.0988 | 494 | 0.6602 | 0.1088 | 0.6602 | 0.8125 |
| No log | 6.1235 | 496 | 0.6297 | 0.2093 | 0.6297 | 0.7936 |
| No log | 6.1481 | 498 | 0.6035 | 0.1549 | 0.6035 | 0.7768 |
| 0.3918 | 6.1728 | 500 | 0.6009 | 0.1549 | 0.6009 | 0.7752 |
| 0.3918 | 6.1975 | 502 | 0.6023 | 0.2109 | 0.6023 | 0.7761 |
| 0.3918 | 6.2222 | 504 | 0.6099 | 0.1667 | 0.6099 | 0.7810 |
| 0.3918 | 6.2469 | 506 | 0.6201 | 0.2215 | 0.6201 | 0.7875 |
| 0.3918 | 6.2716 | 508 | 0.6314 | 0.2215 | 0.6314 | 0.7946 |
| 0.3918 | 6.2963 | 510 | 0.6173 | 0.2632 | 0.6173 | 0.7857 |
| 0.3918 | 6.3210 | 512 | 0.6207 | 0.2632 | 0.6207 | 0.7878 |
| 0.3918 | 6.3457 | 514 | 0.6280 | 0.2632 | 0.6280 | 0.7925 |
| 0.3918 | 6.3704 | 516 | 0.6704 | 0.1732 | 0.6704 | 0.8188 |
| 0.3918 | 6.3951 | 518 | 0.7145 | 0.1323 | 0.7145 | 0.8453 |
| 0.3918 | 6.4198 | 520 | 0.6557 | 0.2090 | 0.6557 | 0.8098 |
| 0.3918 | 6.4444 | 522 | 0.6078 | 0.3464 | 0.6078 | 0.7796 |
| 0.3918 | 6.4691 | 524 | 0.6045 | 0.3333 | 0.6045 | 0.7775 |
| 0.3918 | 6.4938 | 526 | 0.6069 | 0.3464 | 0.6069 | 0.7790 |
| 0.3918 | 6.5185 | 528 | 0.6502 | 0.2184 | 0.6502 | 0.8063 |
| 0.3918 | 6.5432 | 530 | 0.6329 | 0.2575 | 0.6329 | 0.7956 |
| 0.3918 | 6.5679 | 532 | 0.6220 | 0.2485 | 0.6220 | 0.7887 |
| 0.3918 | 6.5926 | 534 | 0.6056 | 0.3865 | 0.6056 | 0.7782 |
| 0.3918 | 6.6173 | 536 | 0.5989 | 0.3333 | 0.5989 | 0.7739 |
| 0.3918 | 6.6420 | 538 | 0.6083 | 0.3865 | 0.6083 | 0.7799 |
| 0.3918 | 6.6667 | 540 | 0.6769 | 0.1364 | 0.6769 | 0.8227 |
| 0.3918 | 6.6914 | 542 | 0.7488 | 0.1020 | 0.7488 | 0.8653 |
| 0.3918 | 6.7160 | 544 | 0.7262 | 0.0968 | 0.7262 | 0.8521 |
| 0.3918 | 6.7407 | 546 | 0.6335 | 0.1628 | 0.6335 | 0.7959 |
| 0.3918 | 6.7654 | 548 | 0.6193 | 0.3333 | 0.6193 | 0.7869 |
| 0.3918 | 6.7901 | 550 | 0.6248 | 0.2832 | 0.6248 | 0.7904 |
| 0.3918 | 6.8148 | 552 | 0.6544 | 0.1638 | 0.6544 | 0.8090 |
| 0.3918 | 6.8395 | 554 | 0.6462 | 0.1638 | 0.6462 | 0.8039 |
| 0.3918 | 6.8642 | 556 | 0.6136 | 0.3333 | 0.6136 | 0.7833 |
| 0.3918 | 6.8889 | 558 | 0.6000 | 0.3208 | 0.6000 | 0.7746 |
| 0.3918 | 6.9136 | 560 | 0.5953 | 0.3464 | 0.5953 | 0.7715 |
| 0.3918 | 6.9383 | 562 | 0.6006 | 0.3418 | 0.6006 | 0.7750 |
| 0.3918 | 6.9630 | 564 | 0.6212 | 0.1220 | 0.6212 | 0.7882 |
| 0.3918 | 6.9877 | 566 | 0.6086 | 0.25 | 0.6086 | 0.7801 |
| 0.3918 | 7.0123 | 568 | 0.6110 | 0.25 | 0.6110 | 0.7816 |
| 0.3918 | 7.0370 | 570 | 0.6439 | 0.1285 | 0.6439 | 0.8024 |
| 0.3918 | 7.0617 | 572 | 0.6390 | 0.2090 | 0.6390 | 0.7994 |
| 0.3918 | 7.0864 | 574 | 0.6418 | 0.2090 | 0.6418 | 0.8012 |
| 0.3918 | 7.1111 | 576 | 0.6455 | 0.1264 | 0.6455 | 0.8034 |
| 0.3918 | 7.1358 | 578 | 0.6255 | 0.1617 | 0.6255 | 0.7909 |
| 0.3918 | 7.1605 | 580 | 0.6139 | 0.2632 | 0.6139 | 0.7835 |
| 0.3918 | 7.1852 | 582 | 0.6355 | 0.1243 | 0.6355 | 0.7972 |
| 0.3918 | 7.2099 | 584 | 0.6499 | 0.1243 | 0.6499 | 0.8062 |
| 0.3918 | 7.2346 | 586 | 0.6413 | 0.1243 | 0.6413 | 0.8008 |
| 0.3918 | 7.2593 | 588 | 0.6023 | 0.2653 | 0.6023 | 0.7761 |
| 0.3918 | 7.2840 | 590 | 0.5986 | 0.3580 | 0.5986 | 0.7737 |
| 0.3918 | 7.3086 | 592 | 0.6226 | 0.1667 | 0.6226 | 0.7890 |
| 0.3918 | 7.3333 | 594 | 0.6191 | 0.1667 | 0.6191 | 0.7868 |
| 0.3918 | 7.3580 | 596 | 0.6001 | 0.3580 | 0.6001 | 0.7747 |
| 0.3918 | 7.3827 | 598 | 0.6153 | 0.2575 | 0.6153 | 0.7844 |
| 0.3918 | 7.4074 | 600 | 0.6302 | 0.2093 | 0.6302 | 0.7939 |
| 0.3918 | 7.4321 | 602 | 0.6430 | 0.2093 | 0.6430 | 0.8019 |
| 0.3918 | 7.4568 | 604 | 0.6744 | 0.2513 | 0.6744 | 0.8212 |
| 0.3918 | 7.4815 | 606 | 0.7004 | 0.2513 | 0.7004 | 0.8369 |
| 0.3918 | 7.5062 | 608 | 0.7189 | 0.1753 | 0.7189 | 0.8479 |
| 0.3918 | 7.5309 | 610 | 0.7065 | 0.2513 | 0.7065 | 0.8405 |
| 0.3918 | 7.5556 | 612 | 0.7034 | 0.2513 | 0.7034 | 0.8387 |
| 0.3918 | 7.5802 | 614 | 0.6883 | 0.2513 | 0.6883 | 0.8296 |
| 0.3918 | 7.6049 | 616 | 0.6741 | 0.2842 | 0.6741 | 0.8210 |
| 0.3918 | 7.6296 | 618 | 0.6478 | 0.2865 | 0.6478 | 0.8049 |
| 0.3918 | 7.6543 | 620 | 0.6228 | 0.2457 | 0.6228 | 0.7892 |
| 0.3918 | 7.6790 | 622 | 0.6175 | 0.2941 | 0.6175 | 0.7858 |
| 0.3918 | 7.7037 | 624 | 0.6051 | 0.4217 | 0.6051 | 0.7779 |
| 0.3918 | 7.7284 | 626 | 0.6135 | 0.3455 | 0.6135 | 0.7833 |
| 0.3918 | 7.7531 | 628 | 0.6614 | 0.1264 | 0.6614 | 0.8133 |
| 0.3918 | 7.7778 | 630 | 0.6845 | 0.1364 | 0.6845 | 0.8273 |
| 0.3918 | 7.8025 | 632 | 0.6576 | 0.1264 | 0.6576 | 0.8109 |
| 0.3918 | 7.8272 | 634 | 0.6205 | 0.2457 | 0.6205 | 0.7877 |
| 0.3918 | 7.8519 | 636 | 0.5920 | 0.3846 | 0.5920 | 0.7694 |
| 0.3918 | 7.8765 | 638 | 0.5848 | 0.3580 | 0.5848 | 0.7647 |
| 0.3918 | 7.9012 | 640 | 0.5847 | 0.3580 | 0.5847 | 0.7647 |
| 0.3918 | 7.9259 | 642 | 0.5897 | 0.3548 | 0.5897 | 0.7679 |
| 0.3918 | 7.9506 | 644 | 0.5885 | 0.3659 | 0.5885 | 0.7672 |
| 0.3918 | 7.9753 | 646 | 0.5923 | 0.3609 | 0.5923 | 0.7696 |
| 0.3918 | 8.0 | 648 | 0.6012 | 0.35 | 0.6012 | 0.7754 |
| 0.3918 | 8.0247 | 650 | 0.6063 | 0.2970 | 0.6063 | 0.7787 |
| 0.3918 | 8.0494 | 652 | 0.6159 | 0.2941 | 0.6159 | 0.7848 |
| 0.3918 | 8.0741 | 654 | 0.6331 | 0.1724 | 0.6331 | 0.7957 |
| 0.3918 | 8.0988 | 656 | 0.6330 | 0.0877 | 0.6330 | 0.7956 |
| 0.3918 | 8.1235 | 658 | 0.6088 | 0.2941 | 0.6088 | 0.7803 |
| 0.3918 | 8.1481 | 660 | 0.5919 | 0.3455 | 0.5919 | 0.7693 |
| 0.3918 | 8.1728 | 662 | 0.5842 | 0.3865 | 0.5842 | 0.7643 |
| 0.3918 | 8.1975 | 664 | 0.5745 | 0.3789 | 0.5745 | 0.7579 |
| 0.3918 | 8.2222 | 666 | 0.5702 | 0.3789 | 0.5702 | 0.7551 |
| 0.3918 | 8.2469 | 668 | 0.5688 | 0.3789 | 0.5688 | 0.7542 |
| 0.3918 | 8.2716 | 670 | 0.5739 | 0.3924 | 0.5739 | 0.7575 |
| 0.3918 | 8.2963 | 672 | 0.5835 | 0.3810 | 0.5835 | 0.7638 |
| 0.3918 | 8.3210 | 674 | 0.6162 | 0.2195 | 0.6162 | 0.7850 |
| 0.3918 | 8.3457 | 676 | 0.6506 | 0.0877 | 0.6506 | 0.8066 |
| 0.3918 | 8.3704 | 678 | 0.6753 | 0.0909 | 0.6753 | 0.8218 |
| 0.3918 | 8.3951 | 680 | 0.6575 | 0.0909 | 0.6575 | 0.8109 |
| 0.3918 | 8.4198 | 682 | 0.6249 | 0.2941 | 0.6249 | 0.7905 |
| 0.3918 | 8.4444 | 684 | 0.6034 | 0.3295 | 0.6034 | 0.7768 |
| 0.3918 | 8.4691 | 686 | 0.5943 | 0.3684 | 0.5943 | 0.7709 |
| 0.3918 | 8.4938 | 688 | 0.5920 | 0.3659 | 0.5920 | 0.7694 |
| 0.3918 | 8.5185 | 690 | 0.5946 | 0.3609 | 0.5946 | 0.7711 |
| 0.3918 | 8.5432 | 692 | 0.5989 | 0.3735 | 0.5989 | 0.7739 |
| 0.3918 | 8.5679 | 694 | 0.6074 | 0.3295 | 0.6074 | 0.7794 |
| 0.3918 | 8.5926 | 696 | 0.6382 | 0.2457 | 0.6382 | 0.7989 |
| 0.3918 | 8.6173 | 698 | 0.6772 | 0.2088 | 0.6772 | 0.8229 |
| 0.3918 | 8.6420 | 700 | 0.6811 | 0.2088 | 0.6811 | 0.8253 |
| 0.3918 | 8.6667 | 702 | 0.6617 | 0.2090 | 0.6617 | 0.8135 |
| 0.3918 | 8.6914 | 704 | 0.6371 | 0.2941 | 0.6371 | 0.7982 |
| 0.3918 | 8.7160 | 706 | 0.6244 | 0.3295 | 0.6244 | 0.7902 |
| 0.3918 | 8.7407 | 708 | 0.6172 | 0.3295 | 0.6172 | 0.7856 |
| 0.3918 | 8.7654 | 710 | 0.6148 | 0.3295 | 0.6148 | 0.7841 |
| 0.3918 | 8.7901 | 712 | 0.6180 | 0.3295 | 0.6180 | 0.7861 |
| 0.3918 | 8.8148 | 714 | 0.6166 | 0.3295 | 0.6166 | 0.7852 |
| 0.3918 | 8.8395 | 716 | 0.6202 | 0.3295 | 0.6202 | 0.7875 |
| 0.3918 | 8.8642 | 718 | 0.6219 | 0.3295 | 0.6219 | 0.7886 |
| 0.3918 | 8.8889 | 720 | 0.6330 | 0.3295 | 0.6330 | 0.7956 |
| 0.3918 | 8.9136 | 722 | 0.6372 | 0.2941 | 0.6372 | 0.7983 |
| 0.3918 | 8.9383 | 724 | 0.6346 | 0.3295 | 0.6346 | 0.7966 |
| 0.3918 | 8.9630 | 726 | 0.6279 | 0.3295 | 0.6279 | 0.7924 |
| 0.3918 | 8.9877 | 728 | 0.6333 | 0.3295 | 0.6333 | 0.7958 |
| 0.3918 | 9.0123 | 730 | 0.6326 | 0.3295 | 0.6326 | 0.7953 |
| 0.3918 | 9.0370 | 732 | 0.6326 | 0.2941 | 0.6326 | 0.7954 |
| 0.3918 | 9.0617 | 734 | 0.6327 | 0.2941 | 0.6327 | 0.7954 |
| 0.3918 | 9.0864 | 736 | 0.6419 | 0.2914 | 0.6419 | 0.8012 |
| 0.3918 | 9.1111 | 738 | 0.6346 | 0.2914 | 0.6346 | 0.7966 |
| 0.3918 | 9.1358 | 740 | 0.6208 | 0.3295 | 0.6208 | 0.7879 |
| 0.3918 | 9.1605 | 742 | 0.6112 | 0.3295 | 0.6112 | 0.7818 |
| 0.3918 | 9.1852 | 744 | 0.6085 | 0.3295 | 0.6085 | 0.7801 |
| 0.3918 | 9.2099 | 746 | 0.6082 | 0.3295 | 0.6082 | 0.7799 |
| 0.3918 | 9.2346 | 748 | 0.6053 | 0.3295 | 0.6053 | 0.7780 |
| 0.3918 | 9.2593 | 750 | 0.6069 | 0.3295 | 0.6069 | 0.7791 |
| 0.3918 | 9.2840 | 752 | 0.6091 | 0.3295 | 0.6091 | 0.7804 |
| 0.3918 | 9.3086 | 754 | 0.6163 | 0.3295 | 0.6163 | 0.7850 |
| 0.3918 | 9.3333 | 756 | 0.6203 | 0.3295 | 0.6203 | 0.7876 |
| 0.3918 | 9.3580 | 758 | 0.6283 | 0.2914 | 0.6283 | 0.7926 |
| 0.3918 | 9.3827 | 760 | 0.6282 | 0.3258 | 0.6282 | 0.7926 |
| 0.3918 | 9.4074 | 762 | 0.6261 | 0.3295 | 0.6261 | 0.7913 |
| 0.3918 | 9.4321 | 764 | 0.6268 | 0.3295 | 0.6268 | 0.7917 |
| 0.3918 | 9.4568 | 766 | 0.6252 | 0.3295 | 0.6252 | 0.7907 |
| 0.3918 | 9.4815 | 768 | 0.6228 | 0.3295 | 0.6228 | 0.7892 |
| 0.3918 | 9.5062 | 770 | 0.6220 | 0.3295 | 0.6220 | 0.7887 |
| 0.3918 | 9.5309 | 772 | 0.6214 | 0.3295 | 0.6214 | 0.7883 |
| 0.3918 | 9.5556 | 774 | 0.6245 | 0.3295 | 0.6245 | 0.7902 |
| 0.3918 | 9.5802 | 776 | 0.6243 | 0.3295 | 0.6243 | 0.7902 |
| 0.3918 | 9.6049 | 778 | 0.6212 | 0.3295 | 0.6212 | 0.7882 |
| 0.3918 | 9.6296 | 780 | 0.6181 | 0.3295 | 0.6181 | 0.7862 |
| 0.3918 | 9.6543 | 782 | 0.6174 | 0.3295 | 0.6174 | 0.7858 |
| 0.3918 | 9.6790 | 784 | 0.6167 | 0.3295 | 0.6167 | 0.7853 |
| 0.3918 | 9.7037 | 786 | 0.6172 | 0.3295 | 0.6172 | 0.7856 |
| 0.3918 | 9.7284 | 788 | 0.6196 | 0.3295 | 0.6196 | 0.7871 |
| 0.3918 | 9.7531 | 790 | 0.6214 | 0.3295 | 0.6214 | 0.7883 |
| 0.3918 | 9.7778 | 792 | 0.6236 | 0.3295 | 0.6236 | 0.7897 |
| 0.3918 | 9.8025 | 794 | 0.6257 | 0.3295 | 0.6257 | 0.7910 |
| 0.3918 | 9.8272 | 796 | 0.6269 | 0.3295 | 0.6269 | 0.7918 |
| 0.3918 | 9.8519 | 798 | 0.6284 | 0.3295 | 0.6284 | 0.7927 |
| 0.3918 | 9.8765 | 800 | 0.6309 | 0.3295 | 0.6309 | 0.7943 |
| 0.3918 | 9.9012 | 802 | 0.6327 | 0.3295 | 0.6327 | 0.7954 |
| 0.3918 | 9.9259 | 804 | 0.6332 | 0.3295 | 0.6332 | 0.7958 |
| 0.3918 | 9.9506 | 806 | 0.6337 | 0.3295 | 0.6337 | 0.7960 |
| 0.3918 | 9.9753 | 808 | 0.6336 | 0.3295 | 0.6336 | 0.7960 |
| 0.3918 | 10.0 | 810 | 0.6334 | 0.3295 | 0.6334 | 0.7958 |
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_run1_AugV5_k16_task3_organization
Base model
aubmindlab/bert-base-arabertv02