Instructions to use MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run3_AugV5_k20_task2_organization with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run3_AugV5_k20_task2_organization with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run3_AugV5_k20_task2_organization")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run3_AugV5_k20_task2_organization") model = AutoModelForSequenceClassification.from_pretrained("MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run3_AugV5_k20_task2_organization", device_map="auto") - Notebooks
- Google Colab
- Kaggle
ArabicNewSplits5_FineTuningAraBERT_run3_AugV5_k20_task2_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: 0.6638
- Qwk: 0.4710
- Mse: 0.6638
- Rmse: 0.8148
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 | 0.0161 | 2 | 4.0350 | -0.0279 | 4.0350 | 2.0087 |
| No log | 0.0323 | 4 | 2.0850 | 0.0206 | 2.0850 | 1.4439 |
| No log | 0.0484 | 6 | 1.4482 | 0.0225 | 1.4482 | 1.2034 |
| No log | 0.0645 | 8 | 1.0834 | 0.0220 | 1.0834 | 1.0409 |
| No log | 0.0806 | 10 | 0.9112 | 0.0271 | 0.9112 | 0.9545 |
| No log | 0.0968 | 12 | 0.9118 | 0.0203 | 0.9118 | 0.9549 |
| No log | 0.1129 | 14 | 0.9750 | 0.0 | 0.9750 | 0.9874 |
| No log | 0.1290 | 16 | 1.2488 | 0.0296 | 1.2488 | 1.1175 |
| No log | 0.1452 | 18 | 1.3675 | 0.0224 | 1.3675 | 1.1694 |
| No log | 0.1613 | 20 | 1.1924 | 0.0224 | 1.1924 | 1.0920 |
| No log | 0.1774 | 22 | 1.1080 | 0.0580 | 1.1080 | 1.0526 |
| No log | 0.1935 | 24 | 1.2678 | 0.0580 | 1.2678 | 1.1260 |
| No log | 0.2097 | 26 | 1.3148 | 0.0602 | 1.3148 | 1.1466 |
| No log | 0.2258 | 28 | 1.2846 | 0.0713 | 1.2846 | 1.1334 |
| No log | 0.2419 | 30 | 1.3024 | 0.0958 | 1.3024 | 1.1412 |
| No log | 0.2581 | 32 | 1.1963 | 0.0982 | 1.1963 | 1.0938 |
| No log | 0.2742 | 34 | 0.9298 | 0.0455 | 0.9298 | 0.9642 |
| No log | 0.2903 | 36 | 0.8683 | 0.0989 | 0.8683 | 0.9318 |
| No log | 0.3065 | 38 | 0.7878 | 0.1306 | 0.7878 | 0.8876 |
| No log | 0.3226 | 40 | 0.9229 | 0.0733 | 0.9229 | 0.9607 |
| No log | 0.3387 | 42 | 1.0029 | 0.0593 | 1.0029 | 1.0015 |
| No log | 0.3548 | 44 | 1.1364 | 0.0614 | 1.1364 | 1.0660 |
| No log | 0.3710 | 46 | 1.2256 | 0.1160 | 1.2256 | 1.1071 |
| No log | 0.3871 | 48 | 1.2357 | 0.1316 | 1.2357 | 1.1116 |
| No log | 0.4032 | 50 | 0.9795 | 0.1661 | 0.9795 | 0.9897 |
| No log | 0.4194 | 52 | 0.7922 | 0.2453 | 0.7922 | 0.8900 |
| No log | 0.4355 | 54 | 0.6910 | 0.2988 | 0.6910 | 0.8313 |
| No log | 0.4516 | 56 | 0.6549 | 0.3643 | 0.6549 | 0.8093 |
| No log | 0.4677 | 58 | 0.6557 | 0.3643 | 0.6557 | 0.8098 |
| No log | 0.4839 | 60 | 0.7027 | 0.3391 | 0.7027 | 0.8383 |
| No log | 0.5 | 62 | 1.1214 | 0.2927 | 1.1214 | 1.0590 |
| No log | 0.5161 | 64 | 1.3158 | 0.2032 | 1.3158 | 1.1471 |
| No log | 0.5323 | 66 | 1.2361 | 0.2161 | 1.2361 | 1.1118 |
| No log | 0.5484 | 68 | 1.3048 | 0.1908 | 1.3048 | 1.1423 |
| No log | 0.5645 | 70 | 1.4789 | 0.1496 | 1.4789 | 1.2161 |
| No log | 0.5806 | 72 | 1.3089 | 0.1507 | 1.3089 | 1.1441 |
| No log | 0.5968 | 74 | 1.3386 | 0.1425 | 1.3386 | 1.1570 |
| No log | 0.6129 | 76 | 1.4265 | 0.1277 | 1.4265 | 1.1944 |
| No log | 0.6290 | 78 | 1.4893 | 0.1496 | 1.4893 | 1.2204 |
| No log | 0.6452 | 80 | 1.3345 | 0.1338 | 1.3345 | 1.1552 |
| No log | 0.6613 | 82 | 0.9582 | 0.1991 | 0.9582 | 0.9789 |
| No log | 0.6774 | 84 | 0.8022 | 0.2170 | 0.8022 | 0.8956 |
| No log | 0.6935 | 86 | 0.6767 | 0.4036 | 0.6767 | 0.8226 |
| No log | 0.7097 | 88 | 0.6872 | 0.3876 | 0.6872 | 0.8289 |
| No log | 0.7258 | 90 | 0.8523 | 0.3549 | 0.8523 | 0.9232 |
| No log | 0.7419 | 92 | 1.2114 | 0.2722 | 1.2114 | 1.1006 |
| No log | 0.7581 | 94 | 1.6665 | 0.1882 | 1.6665 | 1.2909 |
| No log | 0.7742 | 96 | 2.0562 | 0.1583 | 2.0562 | 1.4339 |
| No log | 0.7903 | 98 | 1.9395 | 0.1583 | 1.9395 | 1.3927 |
| No log | 0.8065 | 100 | 1.4634 | 0.1972 | 1.4634 | 1.2097 |
| No log | 0.8226 | 102 | 1.2874 | 0.2345 | 1.2874 | 1.1346 |
| No log | 0.8387 | 104 | 1.2353 | 0.2503 | 1.2353 | 1.1114 |
| No log | 0.8548 | 106 | 1.2051 | 0.2423 | 1.2051 | 1.0978 |
| No log | 0.8710 | 108 | 1.0730 | 0.2738 | 1.0730 | 1.0359 |
| No log | 0.8871 | 110 | 0.9592 | 0.3140 | 0.9592 | 0.9794 |
| No log | 0.9032 | 112 | 0.8501 | 0.3670 | 0.8501 | 0.9220 |
| No log | 0.9194 | 114 | 0.7250 | 0.5034 | 0.7250 | 0.8515 |
| No log | 0.9355 | 116 | 0.6533 | 0.4258 | 0.6533 | 0.8083 |
| No log | 0.9516 | 118 | 0.6709 | 0.4347 | 0.6709 | 0.8191 |
| No log | 0.9677 | 120 | 0.8473 | 0.4203 | 0.8473 | 0.9205 |
| No log | 0.9839 | 122 | 1.5916 | 0.2614 | 1.5916 | 1.2616 |
| No log | 1.0 | 124 | 1.9201 | 0.1710 | 1.9201 | 1.3857 |
| No log | 1.0161 | 126 | 1.6207 | 0.2763 | 1.6207 | 1.2731 |
| No log | 1.0323 | 128 | 1.0666 | 0.3062 | 1.0666 | 1.0328 |
| No log | 1.0484 | 130 | 0.7307 | 0.3994 | 0.7307 | 0.8548 |
| No log | 1.0645 | 132 | 0.6591 | 0.4024 | 0.6591 | 0.8118 |
| No log | 1.0806 | 134 | 0.6431 | 0.3838 | 0.6431 | 0.8019 |
| No log | 1.0968 | 136 | 0.6640 | 0.4576 | 0.6640 | 0.8149 |
| No log | 1.1129 | 138 | 0.9144 | 0.3398 | 0.9144 | 0.9563 |
| No log | 1.1290 | 140 | 1.2567 | 0.2841 | 1.2567 | 1.1210 |
| No log | 1.1452 | 142 | 1.2236 | 0.2769 | 1.2236 | 1.1062 |
| No log | 1.1613 | 144 | 0.9362 | 0.3533 | 0.9362 | 0.9676 |
| No log | 1.1774 | 146 | 0.7297 | 0.4177 | 0.7297 | 0.8542 |
| No log | 1.1935 | 148 | 0.7137 | 0.4173 | 0.7137 | 0.8448 |
| No log | 1.2097 | 150 | 0.7854 | 0.4101 | 0.7854 | 0.8862 |
| No log | 1.2258 | 152 | 0.8192 | 0.4461 | 0.8192 | 0.9051 |
| No log | 1.2419 | 154 | 0.7711 | 0.3790 | 0.7711 | 0.8782 |
| No log | 1.2581 | 156 | 0.7312 | 0.3539 | 0.7312 | 0.8551 |
| No log | 1.2742 | 158 | 0.7122 | 0.4280 | 0.7122 | 0.8439 |
| No log | 1.2903 | 160 | 0.7080 | 0.4422 | 0.7080 | 0.8415 |
| No log | 1.3065 | 162 | 0.7324 | 0.4524 | 0.7324 | 0.8558 |
| No log | 1.3226 | 164 | 0.7587 | 0.4154 | 0.7587 | 0.8711 |
| No log | 1.3387 | 166 | 0.9127 | 0.4237 | 0.9127 | 0.9553 |
| No log | 1.3548 | 168 | 1.3016 | 0.3241 | 1.3016 | 1.1409 |
| No log | 1.3710 | 170 | 1.3364 | 0.3157 | 1.3364 | 1.1560 |
| No log | 1.3871 | 172 | 1.0539 | 0.4070 | 1.0539 | 1.0266 |
| No log | 1.4032 | 174 | 0.7568 | 0.3269 | 0.7568 | 0.8699 |
| No log | 1.4194 | 176 | 0.7166 | 0.4146 | 0.7166 | 0.8465 |
| No log | 1.4355 | 178 | 0.7123 | 0.4316 | 0.7123 | 0.8440 |
| No log | 1.4516 | 180 | 0.7139 | 0.4456 | 0.7139 | 0.8449 |
| No log | 1.4677 | 182 | 0.7147 | 0.4236 | 0.7147 | 0.8454 |
| No log | 1.4839 | 184 | 0.7150 | 0.4534 | 0.7150 | 0.8456 |
| No log | 1.5 | 186 | 0.7479 | 0.4247 | 0.7479 | 0.8648 |
| No log | 1.5161 | 188 | 0.7584 | 0.4210 | 0.7584 | 0.8709 |
| No log | 1.5323 | 190 | 0.7064 | 0.4474 | 0.7064 | 0.8405 |
| No log | 1.5484 | 192 | 0.7151 | 0.4375 | 0.7151 | 0.8456 |
| No log | 1.5645 | 194 | 0.7692 | 0.4263 | 0.7692 | 0.8770 |
| No log | 1.5806 | 196 | 0.7817 | 0.4260 | 0.7817 | 0.8842 |
| No log | 1.5968 | 198 | 0.7957 | 0.4335 | 0.7957 | 0.8920 |
| No log | 1.6129 | 200 | 0.7848 | 0.4371 | 0.7848 | 0.8859 |
| No log | 1.6290 | 202 | 0.7819 | 0.4390 | 0.7819 | 0.8843 |
| No log | 1.6452 | 204 | 0.7383 | 0.4254 | 0.7383 | 0.8592 |
| No log | 1.6613 | 206 | 0.7484 | 0.3414 | 0.7484 | 0.8651 |
| No log | 1.6774 | 208 | 0.8281 | 0.3910 | 0.8281 | 0.9100 |
| No log | 1.6935 | 210 | 0.8569 | 0.3710 | 0.8569 | 0.9257 |
| No log | 1.7097 | 212 | 0.8991 | 0.3604 | 0.8991 | 0.9482 |
| No log | 1.7258 | 214 | 0.9660 | 0.3664 | 0.9660 | 0.9829 |
| No log | 1.7419 | 216 | 0.8766 | 0.3593 | 0.8766 | 0.9363 |
| No log | 1.7581 | 218 | 0.8180 | 0.3965 | 0.8180 | 0.9044 |
| No log | 1.7742 | 220 | 0.8378 | 0.4091 | 0.8378 | 0.9153 |
| No log | 1.7903 | 222 | 0.8319 | 0.3860 | 0.8319 | 0.9121 |
| No log | 1.8065 | 224 | 0.8148 | 0.4147 | 0.8148 | 0.9026 |
| No log | 1.8226 | 226 | 0.9029 | 0.4126 | 0.9029 | 0.9502 |
| No log | 1.8387 | 228 | 1.0884 | 0.3414 | 1.0884 | 1.0433 |
| No log | 1.8548 | 230 | 1.0389 | 0.3808 | 1.0389 | 1.0192 |
| No log | 1.8710 | 232 | 0.9076 | 0.3938 | 0.9076 | 0.9527 |
| No log | 1.8871 | 234 | 0.8681 | 0.3972 | 0.8681 | 0.9317 |
| No log | 1.9032 | 236 | 0.7635 | 0.3932 | 0.7635 | 0.8738 |
| No log | 1.9194 | 238 | 0.7465 | 0.3776 | 0.7465 | 0.8640 |
| No log | 1.9355 | 240 | 0.7849 | 0.3936 | 0.7849 | 0.8859 |
| No log | 1.9516 | 242 | 0.8112 | 0.3963 | 0.8112 | 0.9007 |
| No log | 1.9677 | 244 | 0.8164 | 0.4121 | 0.8164 | 0.9035 |
| No log | 1.9839 | 246 | 0.7851 | 0.3628 | 0.7851 | 0.8860 |
| No log | 2.0 | 248 | 0.7757 | 0.3958 | 0.7757 | 0.8808 |
| No log | 2.0161 | 250 | 0.7897 | 0.3893 | 0.7897 | 0.8887 |
| No log | 2.0323 | 252 | 0.7660 | 0.3888 | 0.7660 | 0.8752 |
| No log | 2.0484 | 254 | 0.7291 | 0.3765 | 0.7291 | 0.8538 |
| No log | 2.0645 | 256 | 0.7350 | 0.3990 | 0.7350 | 0.8573 |
| No log | 2.0806 | 258 | 0.7218 | 0.3876 | 0.7218 | 0.8496 |
| No log | 2.0968 | 260 | 0.6670 | 0.3235 | 0.6670 | 0.8167 |
| No log | 2.1129 | 262 | 0.7230 | 0.4456 | 0.7230 | 0.8503 |
| No log | 2.1290 | 264 | 0.9474 | 0.3316 | 0.9474 | 0.9733 |
| No log | 2.1452 | 266 | 1.1451 | 0.2971 | 1.1451 | 1.0701 |
| No log | 2.1613 | 268 | 1.0648 | 0.3632 | 1.0648 | 1.0319 |
| No log | 2.1774 | 270 | 0.8274 | 0.3435 | 0.8274 | 0.9096 |
| No log | 2.1935 | 272 | 0.6414 | 0.4357 | 0.6414 | 0.8009 |
| No log | 2.2097 | 274 | 0.6305 | 0.4100 | 0.6305 | 0.7940 |
| No log | 2.2258 | 276 | 0.6415 | 0.3786 | 0.6415 | 0.8010 |
| No log | 2.2419 | 278 | 0.6336 | 0.4090 | 0.6336 | 0.7960 |
| No log | 2.2581 | 280 | 0.6913 | 0.4691 | 0.6913 | 0.8314 |
| No log | 2.2742 | 282 | 0.8024 | 0.4417 | 0.8024 | 0.8958 |
| No log | 2.2903 | 284 | 0.8100 | 0.4557 | 0.8100 | 0.9000 |
| No log | 2.3065 | 286 | 0.7289 | 0.4405 | 0.7289 | 0.8538 |
| No log | 2.3226 | 288 | 0.6421 | 0.4839 | 0.6421 | 0.8013 |
| No log | 2.3387 | 290 | 0.6433 | 0.4349 | 0.6433 | 0.8021 |
| No log | 2.3548 | 292 | 0.6562 | 0.4175 | 0.6562 | 0.8101 |
| No log | 2.3710 | 294 | 0.6664 | 0.4039 | 0.6664 | 0.8163 |
| No log | 2.3871 | 296 | 0.7240 | 0.4052 | 0.7240 | 0.8509 |
| No log | 2.4032 | 298 | 0.8390 | 0.4418 | 0.8390 | 0.9160 |
| No log | 2.4194 | 300 | 0.9773 | 0.3815 | 0.9773 | 0.9886 |
| No log | 2.4355 | 302 | 0.9536 | 0.4279 | 0.9536 | 0.9765 |
| No log | 2.4516 | 304 | 0.8055 | 0.4370 | 0.8055 | 0.8975 |
| No log | 2.4677 | 306 | 0.7392 | 0.4062 | 0.7392 | 0.8597 |
| No log | 2.4839 | 308 | 0.6988 | 0.3863 | 0.6988 | 0.8359 |
| No log | 2.5 | 310 | 0.6948 | 0.3717 | 0.6948 | 0.8335 |
| No log | 2.5161 | 312 | 0.7610 | 0.4227 | 0.7610 | 0.8724 |
| No log | 2.5323 | 314 | 0.7227 | 0.3926 | 0.7227 | 0.8501 |
| No log | 2.5484 | 316 | 0.6919 | 0.3913 | 0.6919 | 0.8318 |
| No log | 2.5645 | 318 | 0.6506 | 0.3829 | 0.6506 | 0.8066 |
| No log | 2.5806 | 320 | 0.6458 | 0.3547 | 0.6458 | 0.8036 |
| No log | 2.5968 | 322 | 0.6648 | 0.3884 | 0.6648 | 0.8154 |
| No log | 2.6129 | 324 | 0.6892 | 0.3943 | 0.6892 | 0.8302 |
| No log | 2.6290 | 326 | 0.7262 | 0.3882 | 0.7262 | 0.8522 |
| No log | 2.6452 | 328 | 0.7471 | 0.4264 | 0.7471 | 0.8643 |
| No log | 2.6613 | 330 | 0.7204 | 0.3868 | 0.7204 | 0.8488 |
| No log | 2.6774 | 332 | 0.7006 | 0.3968 | 0.7006 | 0.8370 |
| No log | 2.6935 | 334 | 0.6909 | 0.4283 | 0.6909 | 0.8312 |
| No log | 2.7097 | 336 | 0.6795 | 0.4784 | 0.6795 | 0.8243 |
| No log | 2.7258 | 338 | 0.6656 | 0.4847 | 0.6656 | 0.8159 |
| No log | 2.7419 | 340 | 0.6469 | 0.4833 | 0.6469 | 0.8043 |
| No log | 2.7581 | 342 | 0.6374 | 0.4761 | 0.6374 | 0.7983 |
| No log | 2.7742 | 344 | 0.6094 | 0.5029 | 0.6094 | 0.7806 |
| No log | 2.7903 | 346 | 0.6106 | 0.4708 | 0.6106 | 0.7814 |
| No log | 2.8065 | 348 | 0.6225 | 0.4551 | 0.6225 | 0.7890 |
| No log | 2.8226 | 350 | 0.6385 | 0.5215 | 0.6385 | 0.7991 |
| No log | 2.8387 | 352 | 0.6546 | 0.4987 | 0.6546 | 0.8091 |
| No log | 2.8548 | 354 | 0.6519 | 0.4690 | 0.6519 | 0.8074 |
| No log | 2.8710 | 356 | 0.6656 | 0.4747 | 0.6656 | 0.8158 |
| No log | 2.8871 | 358 | 0.6680 | 0.4733 | 0.6680 | 0.8173 |
| No log | 2.9032 | 360 | 0.6611 | 0.5 | 0.6611 | 0.8131 |
| No log | 2.9194 | 362 | 0.6568 | 0.5255 | 0.6568 | 0.8104 |
| No log | 2.9355 | 364 | 0.6513 | 0.4477 | 0.6513 | 0.8070 |
| No log | 2.9516 | 366 | 0.6888 | 0.4653 | 0.6888 | 0.8300 |
| No log | 2.9677 | 368 | 0.6768 | 0.4653 | 0.6768 | 0.8227 |
| No log | 2.9839 | 370 | 0.6437 | 0.4150 | 0.6437 | 0.8023 |
| No log | 3.0 | 372 | 0.6819 | 0.4294 | 0.6819 | 0.8258 |
| No log | 3.0161 | 374 | 0.7707 | 0.4126 | 0.7707 | 0.8779 |
| No log | 3.0323 | 376 | 0.7854 | 0.4149 | 0.7854 | 0.8862 |
| No log | 3.0484 | 378 | 0.7463 | 0.4051 | 0.7463 | 0.8639 |
| No log | 3.0645 | 380 | 0.7084 | 0.4939 | 0.7084 | 0.8417 |
| No log | 3.0806 | 382 | 0.7127 | 0.4437 | 0.7127 | 0.8442 |
| No log | 3.0968 | 384 | 0.6816 | 0.4483 | 0.6816 | 0.8256 |
| No log | 3.1129 | 386 | 0.6387 | 0.4479 | 0.6387 | 0.7992 |
| No log | 3.1290 | 388 | 0.6737 | 0.4375 | 0.6737 | 0.8208 |
| No log | 3.1452 | 390 | 0.6881 | 0.4013 | 0.6881 | 0.8295 |
| No log | 3.1613 | 392 | 0.6679 | 0.4506 | 0.6679 | 0.8172 |
| No log | 3.1774 | 394 | 0.6875 | 0.5070 | 0.6875 | 0.8292 |
| No log | 3.1935 | 396 | 0.7144 | 0.4811 | 0.7144 | 0.8452 |
| No log | 3.2097 | 398 | 0.7170 | 0.4825 | 0.7170 | 0.8468 |
| No log | 3.2258 | 400 | 0.7225 | 0.4793 | 0.7225 | 0.8500 |
| No log | 3.2419 | 402 | 0.7426 | 0.4799 | 0.7426 | 0.8617 |
| No log | 3.2581 | 404 | 0.7820 | 0.5046 | 0.7820 | 0.8843 |
| No log | 3.2742 | 406 | 0.8034 | 0.5153 | 0.8034 | 0.8963 |
| No log | 3.2903 | 408 | 0.7928 | 0.4781 | 0.7928 | 0.8904 |
| No log | 3.3065 | 410 | 0.7922 | 0.4736 | 0.7922 | 0.8900 |
| No log | 3.3226 | 412 | 0.7695 | 0.4753 | 0.7695 | 0.8772 |
| No log | 3.3387 | 414 | 0.7474 | 0.4863 | 0.7474 | 0.8645 |
| No log | 3.3548 | 416 | 0.7430 | 0.4890 | 0.7430 | 0.8620 |
| No log | 3.3710 | 418 | 0.7397 | 0.4978 | 0.7397 | 0.8601 |
| No log | 3.3871 | 420 | 0.7281 | 0.5129 | 0.7281 | 0.8533 |
| No log | 3.4032 | 422 | 0.7357 | 0.5122 | 0.7357 | 0.8578 |
| No log | 3.4194 | 424 | 0.7165 | 0.5108 | 0.7165 | 0.8465 |
| No log | 3.4355 | 426 | 0.7059 | 0.5009 | 0.7059 | 0.8402 |
| No log | 3.4516 | 428 | 0.7542 | 0.4213 | 0.7542 | 0.8685 |
| No log | 3.4677 | 430 | 0.7801 | 0.4348 | 0.7801 | 0.8832 |
| No log | 3.4839 | 432 | 0.7811 | 0.4348 | 0.7811 | 0.8838 |
| No log | 3.5 | 434 | 0.7463 | 0.4499 | 0.7463 | 0.8639 |
| No log | 3.5161 | 436 | 0.7233 | 0.4318 | 0.7233 | 0.8505 |
| No log | 3.5323 | 438 | 0.7098 | 0.4616 | 0.7098 | 0.8425 |
| No log | 3.5484 | 440 | 0.7004 | 0.4414 | 0.7004 | 0.8369 |
| No log | 3.5645 | 442 | 0.7199 | 0.4390 | 0.7199 | 0.8485 |
| No log | 3.5806 | 444 | 0.7214 | 0.4467 | 0.7214 | 0.8494 |
| No log | 3.5968 | 446 | 0.7096 | 0.4496 | 0.7096 | 0.8424 |
| No log | 3.6129 | 448 | 0.6758 | 0.4769 | 0.6758 | 0.8221 |
| No log | 3.6290 | 450 | 0.6497 | 0.5173 | 0.6497 | 0.8060 |
| No log | 3.6452 | 452 | 0.6436 | 0.5248 | 0.6436 | 0.8022 |
| No log | 3.6613 | 454 | 0.6469 | 0.4608 | 0.6469 | 0.8043 |
| No log | 3.6774 | 456 | 0.6756 | 0.4909 | 0.6756 | 0.8219 |
| No log | 3.6935 | 458 | 0.6735 | 0.4844 | 0.6735 | 0.8207 |
| No log | 3.7097 | 460 | 0.6665 | 0.4884 | 0.6665 | 0.8164 |
| No log | 3.7258 | 462 | 0.6575 | 0.5090 | 0.6575 | 0.8109 |
| No log | 3.7419 | 464 | 0.6977 | 0.4955 | 0.6977 | 0.8353 |
| No log | 3.7581 | 466 | 0.7307 | 0.4350 | 0.7307 | 0.8548 |
| No log | 3.7742 | 468 | 0.6929 | 0.5339 | 0.6929 | 0.8324 |
| No log | 3.7903 | 470 | 0.6836 | 0.5449 | 0.6836 | 0.8268 |
| No log | 3.8065 | 472 | 0.6727 | 0.5339 | 0.6727 | 0.8202 |
| No log | 3.8226 | 474 | 0.6619 | 0.5182 | 0.6619 | 0.8136 |
| No log | 3.8387 | 476 | 0.6601 | 0.5165 | 0.6601 | 0.8124 |
| No log | 3.8548 | 478 | 0.6415 | 0.5199 | 0.6415 | 0.8009 |
| No log | 3.8710 | 480 | 0.6745 | 0.4583 | 0.6745 | 0.8213 |
| No log | 3.8871 | 482 | 0.6803 | 0.4579 | 0.6803 | 0.8248 |
| No log | 3.9032 | 484 | 0.6666 | 0.4835 | 0.6666 | 0.8165 |
| No log | 3.9194 | 486 | 0.6521 | 0.5007 | 0.6521 | 0.8075 |
| No log | 3.9355 | 488 | 0.6478 | 0.5007 | 0.6478 | 0.8049 |
| No log | 3.9516 | 490 | 0.6545 | 0.4656 | 0.6545 | 0.8090 |
| No log | 3.9677 | 492 | 0.6383 | 0.5007 | 0.6383 | 0.7990 |
| No log | 3.9839 | 494 | 0.6391 | 0.4891 | 0.6391 | 0.7994 |
| No log | 4.0 | 496 | 0.6916 | 0.4824 | 0.6916 | 0.8317 |
| No log | 4.0161 | 498 | 0.7359 | 0.4615 | 0.7359 | 0.8578 |
| 0.4772 | 4.0323 | 500 | 0.7224 | 0.4887 | 0.7224 | 0.8499 |
| 0.4772 | 4.0484 | 502 | 0.7059 | 0.5153 | 0.7059 | 0.8401 |
| 0.4772 | 4.0645 | 504 | 0.6919 | 0.5369 | 0.6919 | 0.8318 |
| 0.4772 | 4.0806 | 506 | 0.6917 | 0.4785 | 0.6917 | 0.8317 |
| 0.4772 | 4.0968 | 508 | 0.7299 | 0.4491 | 0.7299 | 0.8544 |
| 0.4772 | 4.1129 | 510 | 0.7866 | 0.4711 | 0.7866 | 0.8869 |
| 0.4772 | 4.1290 | 512 | 0.7956 | 0.4711 | 0.7956 | 0.8920 |
| 0.4772 | 4.1452 | 514 | 0.7366 | 0.4548 | 0.7366 | 0.8583 |
| 0.4772 | 4.1613 | 516 | 0.6955 | 0.4855 | 0.6955 | 0.8340 |
| 0.4772 | 4.1774 | 518 | 0.7257 | 0.5012 | 0.7257 | 0.8519 |
| 0.4772 | 4.1935 | 520 | 0.7191 | 0.4804 | 0.7191 | 0.8480 |
| 0.4772 | 4.2097 | 522 | 0.6752 | 0.5114 | 0.6752 | 0.8217 |
| 0.4772 | 4.2258 | 524 | 0.6581 | 0.4668 | 0.6581 | 0.8112 |
| 0.4772 | 4.2419 | 526 | 0.6887 | 0.4547 | 0.6887 | 0.8299 |
| 0.4772 | 4.2581 | 528 | 0.6985 | 0.4431 | 0.6985 | 0.8357 |
| 0.4772 | 4.2742 | 530 | 0.6866 | 0.4467 | 0.6866 | 0.8286 |
| 0.4772 | 4.2903 | 532 | 0.6560 | 0.4374 | 0.6560 | 0.8100 |
| 0.4772 | 4.3065 | 534 | 0.6254 | 0.5114 | 0.6254 | 0.7908 |
| 0.4772 | 4.3226 | 536 | 0.6262 | 0.5126 | 0.6262 | 0.7913 |
| 0.4772 | 4.3387 | 538 | 0.6103 | 0.5276 | 0.6103 | 0.7812 |
| 0.4772 | 4.3548 | 540 | 0.6094 | 0.4908 | 0.6094 | 0.7806 |
| 0.4772 | 4.3710 | 542 | 0.6120 | 0.5182 | 0.6120 | 0.7823 |
| 0.4772 | 4.3871 | 544 | 0.6277 | 0.5394 | 0.6277 | 0.7923 |
| 0.4772 | 4.4032 | 546 | 0.6367 | 0.4859 | 0.6367 | 0.7979 |
| 0.4772 | 4.4194 | 548 | 0.6345 | 0.5259 | 0.6345 | 0.7965 |
| 0.4772 | 4.4355 | 550 | 0.6338 | 0.5311 | 0.6338 | 0.7961 |
| 0.4772 | 4.4516 | 552 | 0.6272 | 0.5306 | 0.6272 | 0.7920 |
| 0.4772 | 4.4677 | 554 | 0.6228 | 0.4923 | 0.6228 | 0.7892 |
| 0.4772 | 4.4839 | 556 | 0.6253 | 0.4918 | 0.6253 | 0.7908 |
| 0.4772 | 4.5 | 558 | 0.6252 | 0.4584 | 0.6252 | 0.7907 |
| 0.4772 | 4.5161 | 560 | 0.6317 | 0.4808 | 0.6317 | 0.7948 |
| 0.4772 | 4.5323 | 562 | 0.6265 | 0.4808 | 0.6265 | 0.7915 |
| 0.4772 | 4.5484 | 564 | 0.6064 | 0.4555 | 0.6064 | 0.7787 |
| 0.4772 | 4.5645 | 566 | 0.5935 | 0.4305 | 0.5935 | 0.7704 |
| 0.4772 | 4.5806 | 568 | 0.5956 | 0.4591 | 0.5956 | 0.7717 |
| 0.4772 | 4.5968 | 570 | 0.5964 | 0.4686 | 0.5964 | 0.7723 |
| 0.4772 | 4.6129 | 572 | 0.6047 | 0.4396 | 0.6047 | 0.7776 |
| 0.4772 | 4.6290 | 574 | 0.6189 | 0.4582 | 0.6189 | 0.7867 |
| 0.4772 | 4.6452 | 576 | 0.6262 | 0.4749 | 0.6262 | 0.7913 |
| 0.4772 | 4.6613 | 578 | 0.6353 | 0.4806 | 0.6353 | 0.7970 |
| 0.4772 | 4.6774 | 580 | 0.6493 | 0.4890 | 0.6493 | 0.8058 |
| 0.4772 | 4.6935 | 582 | 0.6540 | 0.4640 | 0.6540 | 0.8087 |
| 0.4772 | 4.7097 | 584 | 0.6478 | 0.4814 | 0.6478 | 0.8049 |
| 0.4772 | 4.7258 | 586 | 0.6426 | 0.5009 | 0.6426 | 0.8016 |
| 0.4772 | 4.7419 | 588 | 0.6379 | 0.5232 | 0.6379 | 0.7987 |
| 0.4772 | 4.7581 | 590 | 0.6212 | 0.4854 | 0.6212 | 0.7882 |
| 0.4772 | 4.7742 | 592 | 0.6120 | 0.4735 | 0.6120 | 0.7823 |
| 0.4772 | 4.7903 | 594 | 0.6054 | 0.4914 | 0.6054 | 0.7781 |
| 0.4772 | 4.8065 | 596 | 0.5887 | 0.4751 | 0.5887 | 0.7673 |
| 0.4772 | 4.8226 | 598 | 0.5897 | 0.5023 | 0.5897 | 0.7679 |
| 0.4772 | 4.8387 | 600 | 0.6048 | 0.5058 | 0.6048 | 0.7777 |
| 0.4772 | 4.8548 | 602 | 0.6242 | 0.4835 | 0.6242 | 0.7901 |
| 0.4772 | 4.8710 | 604 | 0.6622 | 0.4861 | 0.6622 | 0.8137 |
| 0.4772 | 4.8871 | 606 | 0.6966 | 0.5054 | 0.6966 | 0.8346 |
| 0.4772 | 4.9032 | 608 | 0.7293 | 0.5089 | 0.7293 | 0.8540 |
| 0.4772 | 4.9194 | 610 | 0.7252 | 0.5081 | 0.7252 | 0.8516 |
| 0.4772 | 4.9355 | 612 | 0.6870 | 0.5177 | 0.6870 | 0.8289 |
| 0.4772 | 4.9516 | 614 | 0.6552 | 0.5143 | 0.6552 | 0.8095 |
| 0.4772 | 4.9677 | 616 | 0.6309 | 0.5031 | 0.6309 | 0.7943 |
| 0.4772 | 4.9839 | 618 | 0.6144 | 0.4894 | 0.6144 | 0.7839 |
| 0.4772 | 5.0 | 620 | 0.6005 | 0.5538 | 0.6005 | 0.7749 |
| 0.4772 | 5.0161 | 622 | 0.5936 | 0.5443 | 0.5936 | 0.7705 |
| 0.4772 | 5.0323 | 624 | 0.5930 | 0.5350 | 0.5930 | 0.7701 |
| 0.4772 | 5.0484 | 626 | 0.6004 | 0.5446 | 0.6004 | 0.7749 |
| 0.4772 | 5.0645 | 628 | 0.6156 | 0.5692 | 0.6156 | 0.7846 |
| 0.4772 | 5.0806 | 630 | 0.6392 | 0.5391 | 0.6392 | 0.7995 |
| 0.4772 | 5.0968 | 632 | 0.6547 | 0.5524 | 0.6547 | 0.8091 |
| 0.4772 | 5.1129 | 634 | 0.6568 | 0.5688 | 0.6568 | 0.8104 |
| 0.4772 | 5.1290 | 636 | 0.6521 | 0.5585 | 0.6521 | 0.8076 |
| 0.4772 | 5.1452 | 638 | 0.6406 | 0.5728 | 0.6406 | 0.8004 |
| 0.4772 | 5.1613 | 640 | 0.6530 | 0.4821 | 0.6530 | 0.8081 |
| 0.4772 | 5.1774 | 642 | 0.6439 | 0.4840 | 0.6439 | 0.8024 |
| 0.4772 | 5.1935 | 644 | 0.6370 | 0.5457 | 0.6370 | 0.7981 |
| 0.4772 | 5.2097 | 646 | 0.6516 | 0.5604 | 0.6516 | 0.8072 |
| 0.4772 | 5.2258 | 648 | 0.6801 | 0.4823 | 0.6801 | 0.8247 |
| 0.4772 | 5.2419 | 650 | 0.6748 | 0.4823 | 0.6748 | 0.8214 |
| 0.4772 | 5.2581 | 652 | 0.6484 | 0.5351 | 0.6484 | 0.8052 |
| 0.4772 | 5.2742 | 654 | 0.6189 | 0.5735 | 0.6189 | 0.7867 |
| 0.4772 | 5.2903 | 656 | 0.5933 | 0.5262 | 0.5933 | 0.7703 |
| 0.4772 | 5.3065 | 658 | 0.5898 | 0.4825 | 0.5898 | 0.7680 |
| 0.4772 | 5.3226 | 660 | 0.6081 | 0.4763 | 0.6081 | 0.7798 |
| 0.4772 | 5.3387 | 662 | 0.6170 | 0.4506 | 0.6170 | 0.7855 |
| 0.4772 | 5.3548 | 664 | 0.6060 | 0.4952 | 0.6060 | 0.7785 |
| 0.4772 | 5.3710 | 666 | 0.6062 | 0.5145 | 0.6062 | 0.7786 |
| 0.4772 | 5.3871 | 668 | 0.6136 | 0.5649 | 0.6136 | 0.7833 |
| 0.4772 | 5.4032 | 670 | 0.6329 | 0.5585 | 0.6329 | 0.7955 |
| 0.4772 | 5.4194 | 672 | 0.6391 | 0.5631 | 0.6391 | 0.7994 |
| 0.4772 | 5.4355 | 674 | 0.6562 | 0.5130 | 0.6562 | 0.8101 |
| 0.4772 | 5.4516 | 676 | 0.6785 | 0.4566 | 0.6785 | 0.8237 |
| 0.4772 | 5.4677 | 678 | 0.6719 | 0.4570 | 0.6719 | 0.8197 |
| 0.4772 | 5.4839 | 680 | 0.6488 | 0.4982 | 0.6488 | 0.8055 |
| 0.4772 | 5.5 | 682 | 0.6298 | 0.5425 | 0.6298 | 0.7936 |
| 0.4772 | 5.5161 | 684 | 0.6254 | 0.5332 | 0.6254 | 0.7908 |
| 0.4772 | 5.5323 | 686 | 0.6276 | 0.5728 | 0.6276 | 0.7922 |
| 0.4772 | 5.5484 | 688 | 0.6267 | 0.5552 | 0.6267 | 0.7916 |
| 0.4772 | 5.5645 | 690 | 0.6339 | 0.5115 | 0.6339 | 0.7962 |
| 0.4772 | 5.5806 | 692 | 0.6421 | 0.5363 | 0.6421 | 0.8013 |
| 0.4772 | 5.5968 | 694 | 0.6546 | 0.5585 | 0.6546 | 0.8091 |
| 0.4772 | 5.6129 | 696 | 0.6779 | 0.4957 | 0.6779 | 0.8233 |
| 0.4772 | 5.6290 | 698 | 0.6943 | 0.5003 | 0.6943 | 0.8332 |
| 0.4772 | 5.6452 | 700 | 0.6817 | 0.4931 | 0.6817 | 0.8256 |
| 0.4772 | 5.6613 | 702 | 0.6438 | 0.5029 | 0.6438 | 0.8023 |
| 0.4772 | 5.6774 | 704 | 0.6180 | 0.5466 | 0.6180 | 0.7861 |
| 0.4772 | 5.6935 | 706 | 0.6314 | 0.4843 | 0.6314 | 0.7946 |
| 0.4772 | 5.7097 | 708 | 0.6364 | 0.4848 | 0.6364 | 0.7977 |
| 0.4772 | 5.7258 | 710 | 0.6405 | 0.4848 | 0.6405 | 0.8003 |
| 0.4772 | 5.7419 | 712 | 0.6385 | 0.5217 | 0.6385 | 0.7991 |
| 0.4772 | 5.7581 | 714 | 0.6350 | 0.5170 | 0.6350 | 0.7969 |
| 0.4772 | 5.7742 | 716 | 0.6272 | 0.5232 | 0.6272 | 0.7920 |
| 0.4772 | 5.7903 | 718 | 0.6260 | 0.4836 | 0.6260 | 0.7912 |
| 0.4772 | 5.8065 | 720 | 0.6290 | 0.4816 | 0.6290 | 0.7931 |
| 0.4772 | 5.8226 | 722 | 0.6216 | 0.4952 | 0.6216 | 0.7884 |
| 0.4772 | 5.8387 | 724 | 0.6296 | 0.4997 | 0.6296 | 0.7935 |
| 0.4772 | 5.8548 | 726 | 0.6441 | 0.4988 | 0.6441 | 0.8025 |
| 0.4772 | 5.8710 | 728 | 0.6614 | 0.4997 | 0.6614 | 0.8133 |
| 0.4772 | 5.8871 | 730 | 0.6766 | 0.4763 | 0.6766 | 0.8226 |
| 0.4772 | 5.9032 | 732 | 0.6857 | 0.4566 | 0.6857 | 0.8281 |
| 0.4772 | 5.9194 | 734 | 0.6789 | 0.4963 | 0.6789 | 0.8239 |
| 0.4772 | 5.9355 | 736 | 0.6651 | 0.4661 | 0.6651 | 0.8156 |
| 0.4772 | 5.9516 | 738 | 0.6498 | 0.5332 | 0.6498 | 0.8061 |
| 0.4772 | 5.9677 | 740 | 0.6395 | 0.5218 | 0.6395 | 0.7997 |
| 0.4772 | 5.9839 | 742 | 0.6284 | 0.5218 | 0.6284 | 0.7927 |
| 0.4772 | 6.0 | 744 | 0.6220 | 0.5 | 0.6220 | 0.7887 |
| 0.4772 | 6.0161 | 746 | 0.6101 | 0.5362 | 0.6101 | 0.7811 |
| 0.4772 | 6.0323 | 748 | 0.5979 | 0.5589 | 0.5979 | 0.7732 |
| 0.4772 | 6.0484 | 750 | 0.5955 | 0.5390 | 0.5955 | 0.7717 |
| 0.4772 | 6.0645 | 752 | 0.5971 | 0.5306 | 0.5971 | 0.7727 |
| 0.4772 | 6.0806 | 754 | 0.6061 | 0.5055 | 0.6061 | 0.7786 |
| 0.4772 | 6.0968 | 756 | 0.5999 | 0.5065 | 0.5999 | 0.7745 |
| 0.4772 | 6.1129 | 758 | 0.5996 | 0.5084 | 0.5996 | 0.7743 |
| 0.4772 | 6.1290 | 760 | 0.6110 | 0.5208 | 0.6110 | 0.7817 |
| 0.4772 | 6.1452 | 762 | 0.6137 | 0.5452 | 0.6137 | 0.7834 |
| 0.4772 | 6.1613 | 764 | 0.6254 | 0.5190 | 0.6254 | 0.7908 |
| 0.4772 | 6.1774 | 766 | 0.6409 | 0.5588 | 0.6409 | 0.8006 |
| 0.4772 | 6.1935 | 768 | 0.6457 | 0.5038 | 0.6457 | 0.8035 |
| 0.4772 | 6.2097 | 770 | 0.6382 | 0.5409 | 0.6382 | 0.7989 |
| 0.4772 | 6.2258 | 772 | 0.6292 | 0.5762 | 0.6292 | 0.7933 |
| 0.4772 | 6.2419 | 774 | 0.6342 | 0.5226 | 0.6342 | 0.7964 |
| 0.4772 | 6.2581 | 776 | 0.6450 | 0.4816 | 0.6450 | 0.8031 |
| 0.4772 | 6.2742 | 778 | 0.6566 | 0.4852 | 0.6566 | 0.8103 |
| 0.4772 | 6.2903 | 780 | 0.6551 | 0.5041 | 0.6551 | 0.8094 |
| 0.4772 | 6.3065 | 782 | 0.6537 | 0.4799 | 0.6537 | 0.8085 |
| 0.4772 | 6.3226 | 784 | 0.6643 | 0.4329 | 0.6643 | 0.8150 |
| 0.4772 | 6.3387 | 786 | 0.6653 | 0.4490 | 0.6653 | 0.8156 |
| 0.4772 | 6.3548 | 788 | 0.6489 | 0.4997 | 0.6489 | 0.8055 |
| 0.4772 | 6.3710 | 790 | 0.6453 | 0.5285 | 0.6453 | 0.8033 |
| 0.4772 | 6.3871 | 792 | 0.6527 | 0.5208 | 0.6527 | 0.8079 |
| 0.4772 | 6.4032 | 794 | 0.6496 | 0.5208 | 0.6496 | 0.8060 |
| 0.4772 | 6.4194 | 796 | 0.6466 | 0.4819 | 0.6466 | 0.8041 |
| 0.4772 | 6.4355 | 798 | 0.6487 | 0.4812 | 0.6487 | 0.8054 |
| 0.4772 | 6.4516 | 800 | 0.6604 | 0.5272 | 0.6604 | 0.8127 |
| 0.4772 | 6.4677 | 802 | 0.6891 | 0.5183 | 0.6891 | 0.8301 |
| 0.4772 | 6.4839 | 804 | 0.7235 | 0.4423 | 0.7235 | 0.8506 |
| 0.4772 | 6.5 | 806 | 0.7592 | 0.4365 | 0.7592 | 0.8713 |
| 0.4772 | 6.5161 | 808 | 0.7621 | 0.4324 | 0.7621 | 0.8730 |
| 0.4772 | 6.5323 | 810 | 0.7487 | 0.4306 | 0.7487 | 0.8653 |
| 0.4772 | 6.5484 | 812 | 0.7127 | 0.4944 | 0.7127 | 0.8442 |
| 0.4772 | 6.5645 | 814 | 0.6857 | 0.4912 | 0.6857 | 0.8281 |
| 0.4772 | 6.5806 | 816 | 0.6697 | 0.5006 | 0.6697 | 0.8183 |
| 0.4772 | 6.5968 | 818 | 0.6549 | 0.5123 | 0.6549 | 0.8093 |
| 0.4772 | 6.6129 | 820 | 0.6564 | 0.5134 | 0.6564 | 0.8102 |
| 0.4772 | 6.6290 | 822 | 0.6671 | 0.5123 | 0.6671 | 0.8167 |
| 0.4772 | 6.6452 | 824 | 0.6707 | 0.4991 | 0.6707 | 0.8190 |
| 0.4772 | 6.6613 | 826 | 0.6627 | 0.4965 | 0.6627 | 0.8140 |
| 0.4772 | 6.6774 | 828 | 0.6534 | 0.5218 | 0.6534 | 0.8084 |
| 0.4772 | 6.6935 | 830 | 0.6468 | 0.5218 | 0.6468 | 0.8042 |
| 0.4772 | 6.7097 | 832 | 0.6503 | 0.5010 | 0.6503 | 0.8064 |
| 0.4772 | 6.7258 | 834 | 0.6747 | 0.4782 | 0.6747 | 0.8214 |
| 0.4772 | 6.7419 | 836 | 0.7028 | 0.4543 | 0.7028 | 0.8383 |
| 0.4772 | 6.7581 | 838 | 0.7209 | 0.4725 | 0.7209 | 0.8491 |
| 0.4772 | 6.7742 | 840 | 0.7148 | 0.4739 | 0.7148 | 0.8454 |
| 0.4772 | 6.7903 | 842 | 0.6926 | 0.4849 | 0.6926 | 0.8322 |
| 0.4772 | 6.8065 | 844 | 0.6738 | 0.4859 | 0.6738 | 0.8209 |
| 0.4772 | 6.8226 | 846 | 0.6665 | 0.4819 | 0.6665 | 0.8164 |
| 0.4772 | 6.8387 | 848 | 0.6607 | 0.5534 | 0.6607 | 0.8128 |
| 0.4772 | 6.8548 | 850 | 0.6539 | 0.5125 | 0.6539 | 0.8086 |
| 0.4772 | 6.8710 | 852 | 0.6384 | 0.5257 | 0.6384 | 0.7990 |
| 0.4772 | 6.8871 | 854 | 0.6256 | 0.5157 | 0.6256 | 0.7909 |
| 0.4772 | 6.9032 | 856 | 0.6238 | 0.5047 | 0.6238 | 0.7898 |
| 0.4772 | 6.9194 | 858 | 0.6366 | 0.4672 | 0.6366 | 0.7979 |
| 0.4772 | 6.9355 | 860 | 0.6543 | 0.4475 | 0.6543 | 0.8089 |
| 0.4772 | 6.9516 | 862 | 0.6563 | 0.4600 | 0.6563 | 0.8101 |
| 0.4772 | 6.9677 | 864 | 0.6447 | 0.4562 | 0.6447 | 0.8029 |
| 0.4772 | 6.9839 | 866 | 0.6512 | 0.4330 | 0.6512 | 0.8070 |
| 0.4772 | 7.0 | 868 | 0.6498 | 0.4517 | 0.6498 | 0.8061 |
| 0.4772 | 7.0161 | 870 | 0.6407 | 0.5060 | 0.6407 | 0.8005 |
| 0.4772 | 7.0323 | 872 | 0.6342 | 0.5015 | 0.6342 | 0.7964 |
| 0.4772 | 7.0484 | 874 | 0.6343 | 0.4716 | 0.6343 | 0.7964 |
| 0.4772 | 7.0645 | 876 | 0.6431 | 0.4799 | 0.6431 | 0.8020 |
| 0.4772 | 7.0806 | 878 | 0.6554 | 0.5502 | 0.6554 | 0.8095 |
| 0.4772 | 7.0968 | 880 | 0.6671 | 0.5108 | 0.6671 | 0.8168 |
| 0.4772 | 7.1129 | 882 | 0.6822 | 0.5202 | 0.6822 | 0.8260 |
| 0.4772 | 7.1290 | 884 | 0.6948 | 0.4807 | 0.6948 | 0.8336 |
| 0.4772 | 7.1452 | 886 | 0.7155 | 0.4617 | 0.7155 | 0.8459 |
| 0.4772 | 7.1613 | 888 | 0.7274 | 0.4646 | 0.7274 | 0.8529 |
| 0.4772 | 7.1774 | 890 | 0.7149 | 0.4661 | 0.7149 | 0.8455 |
| 0.4772 | 7.1935 | 892 | 0.7046 | 0.4699 | 0.7046 | 0.8394 |
| 0.4772 | 7.2097 | 894 | 0.6979 | 0.4860 | 0.6979 | 0.8354 |
| 0.4772 | 7.2258 | 896 | 0.7032 | 0.4860 | 0.7032 | 0.8386 |
| 0.4772 | 7.2419 | 898 | 0.7168 | 0.4699 | 0.7168 | 0.8466 |
| 0.4772 | 7.2581 | 900 | 0.7387 | 0.4463 | 0.7387 | 0.8595 |
| 0.4772 | 7.2742 | 902 | 0.7580 | 0.4463 | 0.7580 | 0.8706 |
| 0.4772 | 7.2903 | 904 | 0.7650 | 0.4250 | 0.7650 | 0.8746 |
| 0.4772 | 7.3065 | 906 | 0.7587 | 0.4403 | 0.7587 | 0.8710 |
| 0.4772 | 7.3226 | 908 | 0.7395 | 0.4699 | 0.7395 | 0.8600 |
| 0.4772 | 7.3387 | 910 | 0.7214 | 0.4871 | 0.7214 | 0.8494 |
| 0.4772 | 7.3548 | 912 | 0.7046 | 0.4863 | 0.7046 | 0.8394 |
| 0.4772 | 7.3710 | 914 | 0.6954 | 0.4458 | 0.6954 | 0.8339 |
| 0.4772 | 7.3871 | 916 | 0.6991 | 0.4943 | 0.6991 | 0.8361 |
| 0.4772 | 7.4032 | 918 | 0.7030 | 0.4982 | 0.7030 | 0.8384 |
| 0.4772 | 7.4194 | 920 | 0.6965 | 0.4850 | 0.6965 | 0.8346 |
| 0.4772 | 7.4355 | 922 | 0.6933 | 0.4850 | 0.6933 | 0.8327 |
| 0.4772 | 7.4516 | 924 | 0.6828 | 0.4900 | 0.6828 | 0.8263 |
| 0.4772 | 7.4677 | 926 | 0.6664 | 0.5208 | 0.6664 | 0.8163 |
| 0.4772 | 7.4839 | 928 | 0.6567 | 0.5098 | 0.6567 | 0.8104 |
| 0.4772 | 7.5 | 930 | 0.6545 | 0.4874 | 0.6545 | 0.8090 |
| 0.4772 | 7.5161 | 932 | 0.6710 | 0.4737 | 0.6710 | 0.8192 |
| 0.4772 | 7.5323 | 934 | 0.6935 | 0.4413 | 0.6935 | 0.8328 |
| 0.4772 | 7.5484 | 936 | 0.6987 | 0.4475 | 0.6987 | 0.8359 |
| 0.4772 | 7.5645 | 938 | 0.6920 | 0.4413 | 0.6920 | 0.8319 |
| 0.4772 | 7.5806 | 940 | 0.6774 | 0.4411 | 0.6774 | 0.8231 |
| 0.4772 | 7.5968 | 942 | 0.6650 | 0.4840 | 0.6650 | 0.8155 |
| 0.4772 | 7.6129 | 944 | 0.6660 | 0.4585 | 0.6660 | 0.8161 |
| 0.4772 | 7.6290 | 946 | 0.6782 | 0.5158 | 0.6782 | 0.8235 |
| 0.4772 | 7.6452 | 948 | 0.6902 | 0.4845 | 0.6902 | 0.8308 |
| 0.4772 | 7.6613 | 950 | 0.6963 | 0.4663 | 0.6963 | 0.8344 |
| 0.4772 | 7.6774 | 952 | 0.6961 | 0.4663 | 0.6961 | 0.8343 |
| 0.4772 | 7.6935 | 954 | 0.6894 | 0.4928 | 0.6894 | 0.8303 |
| 0.4772 | 7.7097 | 956 | 0.6732 | 0.5147 | 0.6732 | 0.8205 |
| 0.4772 | 7.7258 | 958 | 0.6673 | 0.4867 | 0.6673 | 0.8169 |
| 0.4772 | 7.7419 | 960 | 0.6703 | 0.4828 | 0.6703 | 0.8187 |
| 0.4772 | 7.7581 | 962 | 0.6686 | 0.4766 | 0.6686 | 0.8177 |
| 0.4772 | 7.7742 | 964 | 0.6659 | 0.4848 | 0.6659 | 0.8160 |
| 0.4772 | 7.7903 | 966 | 0.6636 | 0.4586 | 0.6636 | 0.8146 |
| 0.4772 | 7.8065 | 968 | 0.6671 | 0.4724 | 0.6671 | 0.8168 |
| 0.4772 | 7.8226 | 970 | 0.6659 | 0.4848 | 0.6659 | 0.8160 |
| 0.4772 | 7.8387 | 972 | 0.6630 | 0.4690 | 0.6630 | 0.8142 |
| 0.4772 | 7.8548 | 974 | 0.6592 | 0.4701 | 0.6592 | 0.8119 |
| 0.4772 | 7.8710 | 976 | 0.6537 | 0.4891 | 0.6537 | 0.8085 |
| 0.4772 | 7.8871 | 978 | 0.6519 | 0.5017 | 0.6519 | 0.8074 |
| 0.4772 | 7.9032 | 980 | 0.6604 | 0.4869 | 0.6604 | 0.8127 |
| 0.4772 | 7.9194 | 982 | 0.6632 | 0.4804 | 0.6632 | 0.8143 |
| 0.4772 | 7.9355 | 984 | 0.6656 | 0.4881 | 0.6656 | 0.8158 |
| 0.4772 | 7.9516 | 986 | 0.6677 | 0.4881 | 0.6677 | 0.8171 |
| 0.4772 | 7.9677 | 988 | 0.6633 | 0.5520 | 0.6633 | 0.8144 |
| 0.4772 | 7.9839 | 990 | 0.6654 | 0.4667 | 0.6654 | 0.8157 |
| 0.4772 | 8.0 | 992 | 0.6703 | 0.4949 | 0.6703 | 0.8187 |
| 0.4772 | 8.0161 | 994 | 0.6736 | 0.5085 | 0.6736 | 0.8207 |
| 0.4772 | 8.0323 | 996 | 0.6779 | 0.5085 | 0.6779 | 0.8233 |
| 0.4772 | 8.0484 | 998 | 0.6836 | 0.5039 | 0.6836 | 0.8268 |
| 0.0735 | 8.0645 | 1000 | 0.6886 | 0.4654 | 0.6886 | 0.8298 |
| 0.0735 | 8.0806 | 1002 | 0.6912 | 0.4659 | 0.6912 | 0.8314 |
| 0.0735 | 8.0968 | 1004 | 0.6878 | 0.4791 | 0.6878 | 0.8293 |
| 0.0735 | 8.1129 | 1006 | 0.6826 | 0.4791 | 0.6826 | 0.8262 |
| 0.0735 | 8.1290 | 1008 | 0.6812 | 0.4937 | 0.6812 | 0.8253 |
| 0.0735 | 8.1452 | 1010 | 0.6750 | 0.4786 | 0.6750 | 0.8216 |
| 0.0735 | 8.1613 | 1012 | 0.6678 | 0.4905 | 0.6678 | 0.8172 |
| 0.0735 | 8.1774 | 1014 | 0.6614 | 0.5137 | 0.6614 | 0.8133 |
| 0.0735 | 8.1935 | 1016 | 0.6551 | 0.5019 | 0.6551 | 0.8094 |
| 0.0735 | 8.2097 | 1018 | 0.6538 | 0.5074 | 0.6538 | 0.8086 |
| 0.0735 | 8.2258 | 1020 | 0.6540 | 0.5074 | 0.6540 | 0.8087 |
| 0.0735 | 8.2419 | 1022 | 0.6541 | 0.5084 | 0.6541 | 0.8088 |
| 0.0735 | 8.2581 | 1024 | 0.6538 | 0.5084 | 0.6538 | 0.8086 |
| 0.0735 | 8.2742 | 1026 | 0.6535 | 0.5084 | 0.6535 | 0.8084 |
| 0.0735 | 8.2903 | 1028 | 0.6509 | 0.5 | 0.6509 | 0.8068 |
| 0.0735 | 8.3065 | 1030 | 0.6485 | 0.5 | 0.6485 | 0.8053 |
| 0.0735 | 8.3226 | 1032 | 0.6491 | 0.5498 | 0.6491 | 0.8057 |
| 0.0735 | 8.3387 | 1034 | 0.6515 | 0.4974 | 0.6515 | 0.8072 |
| 0.0735 | 8.3548 | 1036 | 0.6526 | 0.5534 | 0.6526 | 0.8078 |
| 0.0735 | 8.3710 | 1038 | 0.6535 | 0.5534 | 0.6535 | 0.8084 |
| 0.0735 | 8.3871 | 1040 | 0.6550 | 0.5306 | 0.6550 | 0.8093 |
| 0.0735 | 8.4032 | 1042 | 0.6564 | 0.5306 | 0.6564 | 0.8102 |
| 0.0735 | 8.4194 | 1044 | 0.6599 | 0.5148 | 0.6599 | 0.8123 |
| 0.0735 | 8.4355 | 1046 | 0.6644 | 0.5130 | 0.6644 | 0.8151 |
| 0.0735 | 8.4516 | 1048 | 0.6710 | 0.4966 | 0.6710 | 0.8191 |
| 0.0735 | 8.4677 | 1050 | 0.6799 | 0.4713 | 0.6799 | 0.8246 |
| 0.0735 | 8.4839 | 1052 | 0.6906 | 0.4707 | 0.6906 | 0.8310 |
| 0.0735 | 8.5 | 1054 | 0.6970 | 0.4598 | 0.6970 | 0.8348 |
| 0.0735 | 8.5161 | 1056 | 0.6991 | 0.4598 | 0.6991 | 0.8361 |
| 0.0735 | 8.5323 | 1058 | 0.7001 | 0.4474 | 0.7001 | 0.8367 |
| 0.0735 | 8.5484 | 1060 | 0.6987 | 0.4707 | 0.6987 | 0.8359 |
| 0.0735 | 8.5645 | 1062 | 0.6973 | 0.4713 | 0.6973 | 0.8351 |
| 0.0735 | 8.5806 | 1064 | 0.6971 | 0.4878 | 0.6971 | 0.8349 |
| 0.0735 | 8.5968 | 1066 | 0.6966 | 0.4886 | 0.6966 | 0.8346 |
| 0.0735 | 8.6129 | 1068 | 0.6928 | 0.4836 | 0.6928 | 0.8323 |
| 0.0735 | 8.6290 | 1070 | 0.6898 | 0.4886 | 0.6898 | 0.8305 |
| 0.0735 | 8.6452 | 1072 | 0.6858 | 0.4939 | 0.6858 | 0.8281 |
| 0.0735 | 8.6613 | 1074 | 0.6835 | 0.4939 | 0.6835 | 0.8268 |
| 0.0735 | 8.6774 | 1076 | 0.6842 | 0.4939 | 0.6842 | 0.8272 |
| 0.0735 | 8.6935 | 1078 | 0.6868 | 0.4638 | 0.6868 | 0.8288 |
| 0.0735 | 8.7097 | 1080 | 0.6848 | 0.4557 | 0.6848 | 0.8275 |
| 0.0735 | 8.7258 | 1082 | 0.6824 | 0.4786 | 0.6824 | 0.8261 |
| 0.0735 | 8.7419 | 1084 | 0.6839 | 0.4957 | 0.6839 | 0.8270 |
| 0.0735 | 8.7581 | 1086 | 0.6874 | 0.4836 | 0.6874 | 0.8291 |
| 0.0735 | 8.7742 | 1088 | 0.6904 | 0.4855 | 0.6904 | 0.8309 |
| 0.0735 | 8.7903 | 1090 | 0.6937 | 0.4848 | 0.6937 | 0.8329 |
| 0.0735 | 8.8065 | 1092 | 0.6965 | 0.4848 | 0.6965 | 0.8346 |
| 0.0735 | 8.8226 | 1094 | 0.6972 | 0.4855 | 0.6972 | 0.8350 |
| 0.0735 | 8.8387 | 1096 | 0.6975 | 0.4534 | 0.6975 | 0.8351 |
| 0.0735 | 8.8548 | 1098 | 0.6965 | 0.4534 | 0.6965 | 0.8346 |
| 0.0735 | 8.8710 | 1100 | 0.6929 | 0.4795 | 0.6929 | 0.8324 |
| 0.0735 | 8.8871 | 1102 | 0.6882 | 0.4795 | 0.6882 | 0.8296 |
| 0.0735 | 8.9032 | 1104 | 0.6844 | 0.4795 | 0.6844 | 0.8273 |
| 0.0735 | 8.9194 | 1106 | 0.6821 | 0.4942 | 0.6821 | 0.8259 |
| 0.0735 | 8.9355 | 1108 | 0.6793 | 0.4942 | 0.6793 | 0.8242 |
| 0.0735 | 8.9516 | 1110 | 0.6768 | 0.4855 | 0.6768 | 0.8227 |
| 0.0735 | 8.9677 | 1112 | 0.6753 | 0.5038 | 0.6753 | 0.8218 |
| 0.0735 | 8.9839 | 1114 | 0.6764 | 0.4956 | 0.6764 | 0.8225 |
| 0.0735 | 9.0 | 1116 | 0.6749 | 0.4956 | 0.6749 | 0.8215 |
| 0.0735 | 9.0161 | 1118 | 0.6751 | 0.5038 | 0.6751 | 0.8216 |
| 0.0735 | 9.0323 | 1120 | 0.6752 | 0.5038 | 0.6752 | 0.8217 |
| 0.0735 | 9.0484 | 1122 | 0.6725 | 0.4975 | 0.6725 | 0.8201 |
| 0.0735 | 9.0645 | 1124 | 0.6703 | 0.4975 | 0.6703 | 0.8187 |
| 0.0735 | 9.0806 | 1126 | 0.6696 | 0.5038 | 0.6696 | 0.8183 |
| 0.0735 | 9.0968 | 1128 | 0.6684 | 0.5038 | 0.6684 | 0.8176 |
| 0.0735 | 9.1129 | 1130 | 0.6664 | 0.5038 | 0.6664 | 0.8163 |
| 0.0735 | 9.1290 | 1132 | 0.6621 | 0.5339 | 0.6621 | 0.8137 |
| 0.0735 | 9.1452 | 1134 | 0.6598 | 0.5339 | 0.6598 | 0.8123 |
| 0.0735 | 9.1613 | 1136 | 0.6595 | 0.5103 | 0.6595 | 0.8121 |
| 0.0735 | 9.1774 | 1138 | 0.6612 | 0.4799 | 0.6612 | 0.8132 |
| 0.0735 | 9.1935 | 1140 | 0.6626 | 0.4799 | 0.6626 | 0.8140 |
| 0.0735 | 9.2097 | 1142 | 0.6665 | 0.4926 | 0.6665 | 0.8164 |
| 0.0735 | 9.2258 | 1144 | 0.6705 | 0.4836 | 0.6705 | 0.8189 |
| 0.0735 | 9.2419 | 1146 | 0.6728 | 0.4836 | 0.6728 | 0.8202 |
| 0.0735 | 9.2581 | 1148 | 0.6748 | 0.4836 | 0.6748 | 0.8214 |
| 0.0735 | 9.2742 | 1150 | 0.6755 | 0.4704 | 0.6755 | 0.8219 |
| 0.0735 | 9.2903 | 1152 | 0.6773 | 0.4704 | 0.6773 | 0.8230 |
| 0.0735 | 9.3065 | 1154 | 0.6775 | 0.4704 | 0.6775 | 0.8231 |
| 0.0735 | 9.3226 | 1156 | 0.6767 | 0.4704 | 0.6767 | 0.8226 |
| 0.0735 | 9.3387 | 1158 | 0.6754 | 0.4704 | 0.6754 | 0.8218 |
| 0.0735 | 9.3548 | 1160 | 0.6742 | 0.4704 | 0.6742 | 0.8211 |
| 0.0735 | 9.3710 | 1162 | 0.6728 | 0.4704 | 0.6728 | 0.8202 |
| 0.0735 | 9.3871 | 1164 | 0.6715 | 0.4704 | 0.6715 | 0.8194 |
| 0.0735 | 9.4032 | 1166 | 0.6699 | 0.4704 | 0.6699 | 0.8185 |
| 0.0735 | 9.4194 | 1168 | 0.6674 | 0.4710 | 0.6674 | 0.8169 |
| 0.0735 | 9.4355 | 1170 | 0.6658 | 0.4792 | 0.6658 | 0.8160 |
| 0.0735 | 9.4516 | 1172 | 0.6638 | 0.5103 | 0.6638 | 0.8147 |
| 0.0735 | 9.4677 | 1174 | 0.6628 | 0.5103 | 0.6628 | 0.8141 |
| 0.0735 | 9.4839 | 1176 | 0.6626 | 0.5122 | 0.6626 | 0.8140 |
| 0.0735 | 9.5 | 1178 | 0.6615 | 0.5103 | 0.6615 | 0.8133 |
| 0.0735 | 9.5161 | 1180 | 0.6604 | 0.5103 | 0.6604 | 0.8127 |
| 0.0735 | 9.5323 | 1182 | 0.6590 | 0.5349 | 0.6590 | 0.8118 |
| 0.0735 | 9.5484 | 1184 | 0.6575 | 0.5265 | 0.6575 | 0.8109 |
| 0.0735 | 9.5645 | 1186 | 0.6553 | 0.5349 | 0.6553 | 0.8095 |
| 0.0735 | 9.5806 | 1188 | 0.6538 | 0.5070 | 0.6538 | 0.8086 |
| 0.0735 | 9.5968 | 1190 | 0.6529 | 0.5003 | 0.6529 | 0.8080 |
| 0.0735 | 9.6129 | 1192 | 0.6525 | 0.5101 | 0.6525 | 0.8078 |
| 0.0735 | 9.6290 | 1194 | 0.6529 | 0.5101 | 0.6529 | 0.8080 |
| 0.0735 | 9.6452 | 1196 | 0.6536 | 0.5257 | 0.6536 | 0.8084 |
| 0.0735 | 9.6613 | 1198 | 0.6541 | 0.5003 | 0.6541 | 0.8088 |
| 0.0735 | 9.6774 | 1200 | 0.6549 | 0.5145 | 0.6549 | 0.8093 |
| 0.0735 | 9.6935 | 1202 | 0.6556 | 0.5126 | 0.6556 | 0.8097 |
| 0.0735 | 9.7097 | 1204 | 0.6569 | 0.5103 | 0.6569 | 0.8105 |
| 0.0735 | 9.7258 | 1206 | 0.6581 | 0.5103 | 0.6581 | 0.8112 |
| 0.0735 | 9.7419 | 1208 | 0.6593 | 0.5103 | 0.6593 | 0.8120 |
| 0.0735 | 9.7581 | 1210 | 0.6608 | 0.5103 | 0.6608 | 0.8129 |
| 0.0735 | 9.7742 | 1212 | 0.6623 | 0.4799 | 0.6623 | 0.8138 |
| 0.0735 | 9.7903 | 1214 | 0.6634 | 0.4792 | 0.6634 | 0.8145 |
| 0.0735 | 9.8065 | 1216 | 0.6639 | 0.4710 | 0.6639 | 0.8148 |
| 0.0735 | 9.8226 | 1218 | 0.6642 | 0.4710 | 0.6642 | 0.8150 |
| 0.0735 | 9.8387 | 1220 | 0.6644 | 0.4710 | 0.6644 | 0.8151 |
| 0.0735 | 9.8548 | 1222 | 0.6642 | 0.4710 | 0.6642 | 0.8150 |
| 0.0735 | 9.8710 | 1224 | 0.6642 | 0.4704 | 0.6642 | 0.8150 |
| 0.0735 | 9.8871 | 1226 | 0.6645 | 0.4704 | 0.6645 | 0.8152 |
| 0.0735 | 9.9032 | 1228 | 0.6646 | 0.4704 | 0.6646 | 0.8152 |
| 0.0735 | 9.9194 | 1230 | 0.6646 | 0.4704 | 0.6646 | 0.8152 |
| 0.0735 | 9.9355 | 1232 | 0.6643 | 0.4704 | 0.6643 | 0.8151 |
| 0.0735 | 9.9516 | 1234 | 0.6641 | 0.4710 | 0.6641 | 0.8149 |
| 0.0735 | 9.9677 | 1236 | 0.6639 | 0.4710 | 0.6639 | 0.8148 |
| 0.0735 | 9.9839 | 1238 | 0.6638 | 0.4710 | 0.6638 | 0.8148 |
| 0.0735 | 10.0 | 1240 | 0.6638 | 0.4710 | 0.6638 | 0.8148 |
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/ArabicNewSplits5_FineTuningAraBERT_run3_AugV5_k20_task2_organization
Base model
aubmindlab/bert-base-arabertv02