Instructions to use MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run1_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_run1_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_run1_AugV5_k20_task2_organization")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run1_AugV5_k20_task2_organization") model = AutoModelForSequenceClassification.from_pretrained("MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run1_AugV5_k20_task2_organization", device_map="auto") - Notebooks
- Google Colab
- Kaggle
ArabicNewSplits5_FineTuningAraBERT_run1_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: 0.6608
- Qwk: 0.4704
- Mse: 0.6608
- Rmse: 0.8129
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 | 1.1212 | 0.2927 | 1.1212 | 1.0589 |
| No log | 0.5161 | 64 | 1.3156 | 0.2032 | 1.3156 | 1.1470 |
| No log | 0.5323 | 66 | 1.2359 | 0.2161 | 1.2359 | 1.1117 |
| No log | 0.5484 | 68 | 1.3047 | 0.1908 | 1.3047 | 1.1422 |
| No log | 0.5645 | 70 | 1.4789 | 0.1496 | 1.4789 | 1.2161 |
| No log | 0.5806 | 72 | 1.3090 | 0.1507 | 1.3090 | 1.1441 |
| No log | 0.5968 | 74 | 1.3387 | 0.1425 | 1.3387 | 1.1570 |
| No log | 0.6129 | 76 | 1.4266 | 0.1277 | 1.4266 | 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 | 0.8021 | 0.2170 | 0.8021 | 0.8956 |
| No log | 0.6935 | 86 | 0.6766 | 0.4036 | 0.6766 | 0.8226 |
| No log | 0.7097 | 88 | 0.6871 | 0.3876 | 0.6871 | 0.8289 |
| No log | 0.7258 | 90 | 0.8521 | 0.3549 | 0.8521 | 0.9231 |
| No log | 0.7419 | 92 | 1.2113 | 0.2722 | 1.2113 | 1.1006 |
| No log | 0.7581 | 94 | 1.6667 | 0.1882 | 1.6667 | 1.2910 |
| No log | 0.7742 | 96 | 2.0566 | 0.1583 | 2.0566 | 1.4341 |
| No log | 0.7903 | 98 | 1.9401 | 0.1549 | 1.9401 | 1.3929 |
| No log | 0.8065 | 100 | 1.4639 | 0.1972 | 1.4639 | 1.2099 |
| No log | 0.8226 | 102 | 1.2877 | 0.2345 | 1.2877 | 1.1348 |
| No log | 0.8387 | 104 | 1.2354 | 0.2503 | 1.2354 | 1.1115 |
| No log | 0.8548 | 106 | 1.2053 | 0.2423 | 1.2053 | 1.0978 |
| No log | 0.8710 | 108 | 1.0732 | 0.2738 | 1.0732 | 1.0360 |
| No log | 0.8871 | 110 | 0.9593 | 0.3140 | 0.9593 | 0.9794 |
| No log | 0.9032 | 112 | 0.8502 | 0.3670 | 0.8502 | 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 | 1.5918 | 0.2677 | 1.5918 | 1.2616 |
| No log | 1.0 | 124 | 1.9199 | 0.1710 | 1.9199 | 1.3856 |
| No log | 1.0161 | 126 | 1.6202 | 0.2763 | 1.6202 | 1.2729 |
| No log | 1.0323 | 128 | 1.0662 | 0.3062 | 1.0662 | 1.0326 |
| No log | 1.0484 | 130 | 0.7306 | 0.3994 | 0.7306 | 0.8547 |
| 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 | 0.6643 | 0.4576 | 0.6643 | 0.8150 |
| No log | 1.1129 | 138 | 0.9151 | 0.3398 | 0.9151 | 0.9566 |
| No log | 1.1290 | 140 | 1.2573 | 0.2841 | 1.2573 | 1.1213 |
| No log | 1.1452 | 142 | 1.2240 | 0.2769 | 1.2240 | 1.1063 |
| No log | 1.1613 | 144 | 0.9364 | 0.3533 | 0.9364 | 0.9677 |
| No log | 1.1774 | 146 | 0.7298 | 0.4177 | 0.7298 | 0.8543 |
| No log | 1.1935 | 148 | 0.7138 | 0.4173 | 0.7138 | 0.8449 |
| No log | 1.2097 | 150 | 0.7854 | 0.4101 | 0.7854 | 0.8863 |
| No log | 1.2258 | 152 | 0.8191 | 0.4461 | 0.8191 | 0.9051 |
| No log | 1.2419 | 154 | 0.7711 | 0.3790 | 0.7711 | 0.8781 |
| No log | 1.2581 | 156 | 0.7312 | 0.3539 | 0.7312 | 0.8551 |
| No log | 1.2742 | 158 | 0.7121 | 0.4280 | 0.7121 | 0.8439 |
| No log | 1.2903 | 160 | 0.7079 | 0.4422 | 0.7079 | 0.8414 |
| No log | 1.3065 | 162 | 0.7323 | 0.4524 | 0.7323 | 0.8557 |
| No log | 1.3226 | 164 | 0.7585 | 0.4154 | 0.7585 | 0.8709 |
| No log | 1.3387 | 166 | 0.9118 | 0.4237 | 0.9118 | 0.9549 |
| No log | 1.3548 | 168 | 1.3001 | 0.3241 | 1.3001 | 1.1402 |
| No log | 1.3710 | 170 | 1.3348 | 0.3157 | 1.3348 | 1.1553 |
| No log | 1.3871 | 172 | 1.0528 | 0.4070 | 1.0528 | 1.0260 |
| No log | 1.4032 | 174 | 0.7564 | 0.3269 | 0.7564 | 0.8697 |
| No log | 1.4194 | 176 | 0.7165 | 0.4146 | 0.7165 | 0.8465 |
| No log | 1.4355 | 178 | 0.7122 | 0.4316 | 0.7122 | 0.8439 |
| No log | 1.4516 | 180 | 0.7138 | 0.4456 | 0.7138 | 0.8448 |
| No log | 1.4677 | 182 | 0.7146 | 0.4236 | 0.7146 | 0.8454 |
| No log | 1.4839 | 184 | 0.7148 | 0.4534 | 0.7148 | 0.8455 |
| No log | 1.5 | 186 | 0.7475 | 0.4247 | 0.7475 | 0.8646 |
| No log | 1.5161 | 188 | 0.7580 | 0.4210 | 0.7580 | 0.8706 |
| No log | 1.5323 | 190 | 0.7062 | 0.4474 | 0.7062 | 0.8404 |
| No log | 1.5484 | 192 | 0.7148 | 0.4375 | 0.7148 | 0.8455 |
| No log | 1.5645 | 194 | 0.7692 | 0.4263 | 0.7692 | 0.8770 |
| No log | 1.5806 | 196 | 0.7816 | 0.4260 | 0.7816 | 0.8841 |
| No log | 1.5968 | 198 | 0.7953 | 0.4334 | 0.7953 | 0.8918 |
| No log | 1.6129 | 200 | 0.7845 | 0.4371 | 0.7845 | 0.8857 |
| No log | 1.6290 | 202 | 0.7820 | 0.4390 | 0.7820 | 0.8843 |
| No log | 1.6452 | 204 | 0.7384 | 0.4254 | 0.7384 | 0.8593 |
| No log | 1.6613 | 206 | 0.7483 | 0.3623 | 0.7483 | 0.8650 |
| No log | 1.6774 | 208 | 0.8277 | 0.3910 | 0.8277 | 0.9098 |
| No log | 1.6935 | 210 | 0.8560 | 0.3710 | 0.8560 | 0.9252 |
| No log | 1.7097 | 212 | 0.8983 | 0.3604 | 0.8983 | 0.9478 |
| No log | 1.7258 | 214 | 0.9659 | 0.3664 | 0.9659 | 0.9828 |
| No log | 1.7419 | 216 | 0.8765 | 0.3593 | 0.8765 | 0.9362 |
| No log | 1.7581 | 218 | 0.8176 | 0.3965 | 0.8176 | 0.9042 |
| No log | 1.7742 | 220 | 0.8375 | 0.4091 | 0.8375 | 0.9151 |
| No log | 1.7903 | 222 | 0.8317 | 0.3860 | 0.8317 | 0.9120 |
| No log | 1.8065 | 224 | 0.8145 | 0.4147 | 0.8145 | 0.9025 |
| No log | 1.8226 | 226 | 0.9023 | 0.4126 | 0.9023 | 0.9499 |
| No log | 1.8387 | 228 | 1.0872 | 0.3414 | 1.0872 | 1.0427 |
| No log | 1.8548 | 230 | 1.0379 | 0.3808 | 1.0379 | 1.0188 |
| No log | 1.8710 | 232 | 0.9072 | 0.3938 | 0.9072 | 0.9525 |
| No log | 1.8871 | 234 | 0.8688 | 0.3972 | 0.8688 | 0.9321 |
| No log | 1.9032 | 236 | 0.7641 | 0.3932 | 0.7641 | 0.8741 |
| No log | 1.9194 | 238 | 0.7472 | 0.3776 | 0.7472 | 0.8644 |
| No log | 1.9355 | 240 | 0.7856 | 0.3936 | 0.7856 | 0.8863 |
| No log | 1.9516 | 242 | 0.8117 | 0.3963 | 0.8117 | 0.9009 |
| No log | 1.9677 | 244 | 0.8164 | 0.4121 | 0.8164 | 0.9035 |
| No log | 1.9839 | 246 | 0.7844 | 0.3628 | 0.7844 | 0.8857 |
| No log | 2.0 | 248 | 0.7751 | 0.3958 | 0.7751 | 0.8804 |
| No log | 2.0161 | 250 | 0.7893 | 0.3893 | 0.7893 | 0.8884 |
| No log | 2.0323 | 252 | 0.7651 | 0.3888 | 0.7651 | 0.8747 |
| No log | 2.0484 | 254 | 0.7281 | 0.3765 | 0.7281 | 0.8533 |
| No log | 2.0645 | 256 | 0.7341 | 0.3990 | 0.7341 | 0.8568 |
| No log | 2.0806 | 258 | 0.7211 | 0.3963 | 0.7211 | 0.8492 |
| No log | 2.0968 | 260 | 0.6666 | 0.3235 | 0.6666 | 0.8165 |
| No log | 2.1129 | 262 | 0.7230 | 0.4456 | 0.7230 | 0.8503 |
| No log | 2.1290 | 264 | 0.9477 | 0.3316 | 0.9477 | 0.9735 |
| No log | 2.1452 | 266 | 1.1455 | 0.2805 | 1.1455 | 1.0703 |
| No log | 2.1613 | 268 | 1.0653 | 0.3632 | 1.0653 | 1.0321 |
| No log | 2.1774 | 270 | 0.8273 | 0.3399 | 0.8273 | 0.9096 |
| No log | 2.1935 | 272 | 0.6414 | 0.4357 | 0.6414 | 0.8009 |
| No log | 2.2097 | 274 | 0.6313 | 0.3934 | 0.6313 | 0.7945 |
| No log | 2.2258 | 276 | 0.6426 | 0.3792 | 0.6426 | 0.8016 |
| No log | 2.2419 | 278 | 0.6340 | 0.4090 | 0.6340 | 0.7963 |
| No log | 2.2581 | 280 | 0.6909 | 0.4906 | 0.6909 | 0.8312 |
| No log | 2.2742 | 282 | 0.8031 | 0.4417 | 0.8031 | 0.8961 |
| No log | 2.2903 | 284 | 0.8122 | 0.4557 | 0.8122 | 0.9012 |
| No log | 2.3065 | 286 | 0.7315 | 0.4405 | 0.7315 | 0.8553 |
| No log | 2.3226 | 288 | 0.6426 | 0.4839 | 0.6426 | 0.8016 |
| No log | 2.3387 | 290 | 0.6425 | 0.4512 | 0.6425 | 0.8015 |
| No log | 2.3548 | 292 | 0.6548 | 0.4175 | 0.6548 | 0.8092 |
| No log | 2.3710 | 294 | 0.6656 | 0.4242 | 0.6656 | 0.8158 |
| No log | 2.3871 | 296 | 0.7248 | 0.4052 | 0.7248 | 0.8513 |
| No log | 2.4032 | 298 | 0.8424 | 0.4418 | 0.8424 | 0.9178 |
| No log | 2.4194 | 300 | 0.9836 | 0.3842 | 0.9836 | 0.9917 |
| No log | 2.4355 | 302 | 0.9600 | 0.4298 | 0.9600 | 0.9798 |
| No log | 2.4516 | 304 | 0.8092 | 0.4310 | 0.8092 | 0.8995 |
| No log | 2.4677 | 306 | 0.7395 | 0.4062 | 0.7395 | 0.8599 |
| No log | 2.4839 | 308 | 0.6990 | 0.3959 | 0.6990 | 0.8361 |
| No log | 2.5 | 310 | 0.6944 | 0.3717 | 0.6944 | 0.8333 |
| No log | 2.5161 | 312 | 0.7582 | 0.4227 | 0.7582 | 0.8707 |
| No log | 2.5323 | 314 | 0.7197 | 0.4154 | 0.7197 | 0.8484 |
| No log | 2.5484 | 316 | 0.6895 | 0.4049 | 0.6895 | 0.8304 |
| No log | 2.5645 | 318 | 0.6511 | 0.3732 | 0.6511 | 0.8069 |
| No log | 2.5806 | 320 | 0.6474 | 0.3547 | 0.6474 | 0.8046 |
| No log | 2.5968 | 322 | 0.6654 | 0.3884 | 0.6654 | 0.8157 |
| No log | 2.6129 | 324 | 0.6900 | 0.3947 | 0.6900 | 0.8306 |
| No log | 2.6290 | 326 | 0.7249 | 0.3882 | 0.7249 | 0.8514 |
| No log | 2.6452 | 328 | 0.7442 | 0.4041 | 0.7442 | 0.8627 |
| No log | 2.6613 | 330 | 0.7177 | 0.3868 | 0.7177 | 0.8471 |
| No log | 2.6774 | 332 | 0.6982 | 0.3968 | 0.6982 | 0.8356 |
| No log | 2.6935 | 334 | 0.6886 | 0.4283 | 0.6886 | 0.8298 |
| No log | 2.7097 | 336 | 0.6772 | 0.4784 | 0.6772 | 0.8229 |
| No log | 2.7258 | 338 | 0.6642 | 0.4847 | 0.6642 | 0.8150 |
| No log | 2.7419 | 340 | 0.6455 | 0.4847 | 0.6455 | 0.8035 |
| No log | 2.7581 | 342 | 0.6349 | 0.4833 | 0.6349 | 0.7968 |
| No log | 2.7742 | 344 | 0.6085 | 0.5103 | 0.6085 | 0.7801 |
| No log | 2.7903 | 346 | 0.6111 | 0.4520 | 0.6111 | 0.7818 |
| No log | 2.8065 | 348 | 0.6236 | 0.4704 | 0.6236 | 0.7897 |
| No log | 2.8226 | 350 | 0.6375 | 0.5125 | 0.6375 | 0.7985 |
| No log | 2.8387 | 352 | 0.6520 | 0.5129 | 0.6520 | 0.8074 |
| No log | 2.8548 | 354 | 0.6543 | 0.4443 | 0.6543 | 0.8089 |
| No log | 2.8710 | 356 | 0.6689 | 0.4582 | 0.6689 | 0.8178 |
| No log | 2.8871 | 358 | 0.6690 | 0.4747 | 0.6690 | 0.8179 |
| No log | 2.9032 | 360 | 0.6613 | 0.5 | 0.6613 | 0.8132 |
| No log | 2.9194 | 362 | 0.6574 | 0.5255 | 0.6574 | 0.8108 |
| No log | 2.9355 | 364 | 0.6500 | 0.4477 | 0.6500 | 0.8063 |
| No log | 2.9516 | 366 | 0.6868 | 0.4653 | 0.6868 | 0.8287 |
| No log | 2.9677 | 368 | 0.6752 | 0.4653 | 0.6752 | 0.8217 |
| No log | 2.9839 | 370 | 0.6425 | 0.4150 | 0.6425 | 0.8016 |
| No log | 3.0 | 372 | 0.6773 | 0.4294 | 0.6773 | 0.8230 |
| No log | 3.0161 | 374 | 0.7669 | 0.4126 | 0.7669 | 0.8757 |
| No log | 3.0323 | 376 | 0.7888 | 0.4128 | 0.7888 | 0.8881 |
| No log | 3.0484 | 378 | 0.7519 | 0.3970 | 0.7519 | 0.8671 |
| No log | 3.0645 | 380 | 0.7087 | 0.4582 | 0.7087 | 0.8419 |
| No log | 3.0806 | 382 | 0.7148 | 0.4220 | 0.7148 | 0.8455 |
| No log | 3.0968 | 384 | 0.6891 | 0.4502 | 0.6891 | 0.8301 |
| No log | 3.1129 | 386 | 0.6442 | 0.4564 | 0.6442 | 0.8026 |
| No log | 3.1290 | 388 | 0.6755 | 0.4159 | 0.6755 | 0.8219 |
| No log | 3.1452 | 390 | 0.6927 | 0.4016 | 0.6927 | 0.8323 |
| No log | 3.1613 | 392 | 0.6734 | 0.4506 | 0.6734 | 0.8206 |
| No log | 3.1774 | 394 | 0.6897 | 0.5200 | 0.6897 | 0.8305 |
| No log | 3.1935 | 396 | 0.7125 | 0.4811 | 0.7125 | 0.8441 |
| No log | 3.2097 | 398 | 0.7134 | 0.5164 | 0.7134 | 0.8447 |
| No log | 3.2258 | 400 | 0.7193 | 0.4912 | 0.7193 | 0.8481 |
| No log | 3.2419 | 402 | 0.7376 | 0.4793 | 0.7376 | 0.8588 |
| No log | 3.2581 | 404 | 0.7738 | 0.5038 | 0.7738 | 0.8797 |
| No log | 3.2742 | 406 | 0.7948 | 0.5181 | 0.7948 | 0.8915 |
| No log | 3.2903 | 408 | 0.7867 | 0.4776 | 0.7867 | 0.8870 |
| No log | 3.3065 | 410 | 0.7882 | 0.4773 | 0.7882 | 0.8878 |
| No log | 3.3226 | 412 | 0.7662 | 0.4729 | 0.7662 | 0.8753 |
| No log | 3.3387 | 414 | 0.7452 | 0.4704 | 0.7452 | 0.8632 |
| No log | 3.3548 | 416 | 0.7420 | 0.5008 | 0.7420 | 0.8614 |
| No log | 3.3710 | 418 | 0.7382 | 0.5235 | 0.7382 | 0.8592 |
| No log | 3.3871 | 420 | 0.7262 | 0.5139 | 0.7262 | 0.8522 |
| No log | 3.4032 | 422 | 0.7351 | 0.5268 | 0.7351 | 0.8574 |
| No log | 3.4194 | 424 | 0.7138 | 0.5115 | 0.7138 | 0.8449 |
| No log | 3.4355 | 426 | 0.7036 | 0.4859 | 0.7036 | 0.8388 |
| No log | 3.4516 | 428 | 0.7618 | 0.4034 | 0.7618 | 0.8728 |
| No log | 3.4677 | 430 | 0.7933 | 0.4137 | 0.7933 | 0.8907 |
| No log | 3.4839 | 432 | 0.7934 | 0.4134 | 0.7934 | 0.8907 |
| No log | 3.5 | 434 | 0.7505 | 0.4333 | 0.7505 | 0.8663 |
| No log | 3.5161 | 436 | 0.7250 | 0.4277 | 0.7250 | 0.8515 |
| No log | 3.5323 | 438 | 0.7117 | 0.4103 | 0.7117 | 0.8436 |
| No log | 3.5484 | 440 | 0.7016 | 0.4334 | 0.7016 | 0.8376 |
| No log | 3.5645 | 442 | 0.7153 | 0.4392 | 0.7153 | 0.8457 |
| No log | 3.5806 | 444 | 0.7164 | 0.4547 | 0.7164 | 0.8464 |
| No log | 3.5968 | 446 | 0.7056 | 0.4409 | 0.7056 | 0.8400 |
| No log | 3.6129 | 448 | 0.6735 | 0.4769 | 0.6735 | 0.8207 |
| No log | 3.6290 | 450 | 0.6479 | 0.5240 | 0.6479 | 0.8049 |
| No log | 3.6452 | 452 | 0.6419 | 0.5 | 0.6419 | 0.8012 |
| No log | 3.6613 | 454 | 0.6456 | 0.4463 | 0.6456 | 0.8035 |
| No log | 3.6774 | 456 | 0.6689 | 0.4909 | 0.6689 | 0.8179 |
| No log | 3.6935 | 458 | 0.6582 | 0.4646 | 0.6582 | 0.8113 |
| No log | 3.7097 | 460 | 0.6579 | 0.4840 | 0.6579 | 0.8111 |
| No log | 3.7258 | 462 | 0.6598 | 0.5311 | 0.6598 | 0.8123 |
| No log | 3.7419 | 464 | 0.6860 | 0.5339 | 0.6860 | 0.8283 |
| No log | 3.7581 | 466 | 0.6986 | 0.5081 | 0.6986 | 0.8359 |
| No log | 3.7742 | 468 | 0.6749 | 0.5191 | 0.6749 | 0.8215 |
| No log | 3.7903 | 470 | 0.6711 | 0.5108 | 0.6711 | 0.8192 |
| No log | 3.8065 | 472 | 0.6629 | 0.5231 | 0.6629 | 0.8142 |
| No log | 3.8226 | 474 | 0.6620 | 0.5034 | 0.6620 | 0.8136 |
| No log | 3.8387 | 476 | 0.6682 | 0.4330 | 0.6682 | 0.8175 |
| No log | 3.8548 | 478 | 0.6396 | 0.5152 | 0.6396 | 0.7997 |
| No log | 3.8710 | 480 | 0.6520 | 0.4987 | 0.6520 | 0.8075 |
| No log | 3.8871 | 482 | 0.6596 | 0.4997 | 0.6596 | 0.8121 |
| No log | 3.9032 | 484 | 0.6582 | 0.5007 | 0.6582 | 0.8113 |
| No log | 3.9194 | 486 | 0.6528 | 0.5017 | 0.6528 | 0.8080 |
| No log | 3.9355 | 488 | 0.6540 | 0.4662 | 0.6540 | 0.8087 |
| No log | 3.9516 | 490 | 0.6659 | 0.4535 | 0.6659 | 0.8160 |
| No log | 3.9677 | 492 | 0.6442 | 0.4822 | 0.6442 | 0.8026 |
| No log | 3.9839 | 494 | 0.6349 | 0.5110 | 0.6349 | 0.7968 |
| No log | 4.0 | 496 | 0.6962 | 0.4920 | 0.6962 | 0.8344 |
| No log | 4.0161 | 498 | 0.7572 | 0.4530 | 0.7572 | 0.8702 |
| 0.4773 | 4.0323 | 500 | 0.7516 | 0.4678 | 0.7516 | 0.8670 |
| 0.4773 | 4.0484 | 502 | 0.7349 | 0.5066 | 0.7349 | 0.8573 |
| 0.4773 | 4.0645 | 504 | 0.7070 | 0.5383 | 0.7070 | 0.8408 |
| 0.4773 | 4.0806 | 506 | 0.6941 | 0.4631 | 0.6941 | 0.8331 |
| 0.4773 | 4.0968 | 508 | 0.7482 | 0.4650 | 0.7482 | 0.8650 |
| 0.4773 | 4.1129 | 510 | 0.8141 | 0.4816 | 0.8141 | 0.9023 |
| 0.4773 | 4.1290 | 512 | 0.8067 | 0.4889 | 0.8067 | 0.8982 |
| 0.4773 | 4.1452 | 514 | 0.7366 | 0.4401 | 0.7366 | 0.8583 |
| 0.4773 | 4.1613 | 516 | 0.6982 | 0.4456 | 0.6982 | 0.8356 |
| 0.4773 | 4.1774 | 518 | 0.7271 | 0.4798 | 0.7271 | 0.8527 |
| 0.4773 | 4.1935 | 520 | 0.7141 | 0.4591 | 0.7141 | 0.8450 |
| 0.4773 | 4.2097 | 522 | 0.6642 | 0.4819 | 0.6642 | 0.8150 |
| 0.4773 | 4.2258 | 524 | 0.6413 | 0.5013 | 0.6413 | 0.8008 |
| 0.4773 | 4.2419 | 526 | 0.6646 | 0.4354 | 0.6646 | 0.8152 |
| 0.4773 | 4.2581 | 528 | 0.6771 | 0.4265 | 0.6771 | 0.8229 |
| 0.4773 | 4.2742 | 530 | 0.6640 | 0.4308 | 0.6640 | 0.8149 |
| 0.4773 | 4.2903 | 532 | 0.6371 | 0.4463 | 0.6371 | 0.7982 |
| 0.4773 | 4.3065 | 534 | 0.6168 | 0.5049 | 0.6168 | 0.7854 |
| 0.4773 | 4.3226 | 536 | 0.6248 | 0.4944 | 0.6248 | 0.7904 |
| 0.4773 | 4.3387 | 538 | 0.6082 | 0.5465 | 0.6082 | 0.7799 |
| 0.4773 | 4.3548 | 540 | 0.6096 | 0.5133 | 0.6096 | 0.7808 |
| 0.4773 | 4.3710 | 542 | 0.6205 | 0.5397 | 0.6205 | 0.7877 |
| 0.4773 | 4.3871 | 544 | 0.6409 | 0.5297 | 0.6409 | 0.8006 |
| 0.4773 | 4.4032 | 546 | 0.6494 | 0.4871 | 0.6494 | 0.8059 |
| 0.4773 | 4.4194 | 548 | 0.6445 | 0.5265 | 0.6445 | 0.8028 |
| 0.4773 | 4.4355 | 550 | 0.6414 | 0.5278 | 0.6414 | 0.8009 |
| 0.4773 | 4.4516 | 552 | 0.6348 | 0.4933 | 0.6348 | 0.7967 |
| 0.4773 | 4.4677 | 554 | 0.6290 | 0.4787 | 0.6290 | 0.7931 |
| 0.4773 | 4.4839 | 556 | 0.6387 | 0.4584 | 0.6387 | 0.7992 |
| 0.4773 | 4.5 | 558 | 0.6418 | 0.4579 | 0.6418 | 0.8011 |
| 0.4773 | 4.5161 | 560 | 0.6474 | 0.4402 | 0.6474 | 0.8046 |
| 0.4773 | 4.5323 | 562 | 0.6364 | 0.4494 | 0.6364 | 0.7977 |
| 0.4773 | 4.5484 | 564 | 0.6116 | 0.4538 | 0.6116 | 0.7821 |
| 0.4773 | 4.5645 | 566 | 0.6042 | 0.4773 | 0.6042 | 0.7773 |
| 0.4773 | 4.5806 | 568 | 0.6130 | 0.4790 | 0.6130 | 0.7829 |
| 0.4773 | 4.5968 | 570 | 0.6121 | 0.4790 | 0.6121 | 0.7824 |
| 0.4773 | 4.6129 | 572 | 0.6105 | 0.4879 | 0.6105 | 0.7813 |
| 0.4773 | 4.6290 | 574 | 0.6265 | 0.4793 | 0.6265 | 0.7915 |
| 0.4773 | 4.6452 | 576 | 0.6360 | 0.4690 | 0.6360 | 0.7975 |
| 0.4773 | 4.6613 | 578 | 0.6453 | 0.4517 | 0.6453 | 0.8033 |
| 0.4773 | 4.6774 | 580 | 0.6561 | 0.4514 | 0.6561 | 0.8100 |
| 0.4773 | 4.6935 | 582 | 0.6541 | 0.4514 | 0.6541 | 0.8088 |
| 0.4773 | 4.7097 | 584 | 0.6429 | 0.4901 | 0.6429 | 0.8018 |
| 0.4773 | 4.7258 | 586 | 0.6374 | 0.5066 | 0.6374 | 0.7984 |
| 0.4773 | 4.7419 | 588 | 0.6325 | 0.5130 | 0.6325 | 0.7953 |
| 0.4773 | 4.7581 | 590 | 0.6158 | 0.4790 | 0.6158 | 0.7847 |
| 0.4773 | 4.7742 | 592 | 0.6064 | 0.4874 | 0.6064 | 0.7787 |
| 0.4773 | 4.7903 | 594 | 0.5982 | 0.4970 | 0.5982 | 0.7734 |
| 0.4773 | 4.8065 | 596 | 0.5850 | 0.5085 | 0.5850 | 0.7649 |
| 0.4773 | 4.8226 | 598 | 0.5886 | 0.4854 | 0.5886 | 0.7672 |
| 0.4773 | 4.8387 | 600 | 0.6050 | 0.4994 | 0.6050 | 0.7778 |
| 0.4773 | 4.8548 | 602 | 0.6231 | 0.4835 | 0.6231 | 0.7894 |
| 0.4773 | 4.8710 | 604 | 0.6584 | 0.5253 | 0.6584 | 0.8114 |
| 0.4773 | 4.8871 | 606 | 0.6923 | 0.5303 | 0.6923 | 0.8320 |
| 0.4773 | 4.9032 | 608 | 0.7219 | 0.5175 | 0.7219 | 0.8496 |
| 0.4773 | 4.9194 | 610 | 0.7185 | 0.5060 | 0.7185 | 0.8476 |
| 0.4773 | 4.9355 | 612 | 0.6835 | 0.5321 | 0.6835 | 0.8267 |
| 0.4773 | 4.9516 | 614 | 0.6549 | 0.5231 | 0.6549 | 0.8093 |
| 0.4773 | 4.9677 | 616 | 0.6324 | 0.5270 | 0.6324 | 0.7952 |
| 0.4773 | 4.9839 | 618 | 0.6176 | 0.5571 | 0.6176 | 0.7859 |
| 0.4773 | 5.0 | 620 | 0.6046 | 0.5712 | 0.6046 | 0.7775 |
| 0.4773 | 5.0161 | 622 | 0.5994 | 0.5722 | 0.5994 | 0.7742 |
| 0.4773 | 5.0323 | 624 | 0.6023 | 0.5536 | 0.6023 | 0.7761 |
| 0.4773 | 5.0484 | 626 | 0.6135 | 0.5346 | 0.6135 | 0.7833 |
| 0.4773 | 5.0645 | 628 | 0.6330 | 0.5332 | 0.6330 | 0.7956 |
| 0.4773 | 5.0806 | 630 | 0.6597 | 0.5217 | 0.6597 | 0.8122 |
| 0.4773 | 5.0968 | 632 | 0.6777 | 0.5421 | 0.6777 | 0.8232 |
| 0.4773 | 5.1129 | 634 | 0.6796 | 0.5697 | 0.6796 | 0.8244 |
| 0.4773 | 5.1290 | 636 | 0.6722 | 0.5758 | 0.6722 | 0.8199 |
| 0.4773 | 5.1452 | 638 | 0.6674 | 0.4867 | 0.6674 | 0.8169 |
| 0.4773 | 5.1613 | 640 | 0.6839 | 0.4714 | 0.6839 | 0.8270 |
| 0.4773 | 5.1774 | 642 | 0.6664 | 0.4761 | 0.6664 | 0.8164 |
| 0.4773 | 5.1935 | 644 | 0.6488 | 0.5171 | 0.6488 | 0.8055 |
| 0.4773 | 5.2097 | 646 | 0.6485 | 0.5966 | 0.6485 | 0.8053 |
| 0.4773 | 5.2258 | 648 | 0.6720 | 0.5332 | 0.6720 | 0.8197 |
| 0.4773 | 5.2419 | 650 | 0.6716 | 0.5208 | 0.6716 | 0.8195 |
| 0.4773 | 5.2581 | 652 | 0.6536 | 0.5203 | 0.6536 | 0.8085 |
| 0.4773 | 5.2742 | 654 | 0.6286 | 0.5749 | 0.6286 | 0.7929 |
| 0.4773 | 5.2903 | 656 | 0.5993 | 0.5568 | 0.5993 | 0.7741 |
| 0.4773 | 5.3065 | 658 | 0.5952 | 0.4812 | 0.5952 | 0.7715 |
| 0.4773 | 5.3226 | 660 | 0.6238 | 0.4095 | 0.6238 | 0.7898 |
| 0.4773 | 5.3387 | 662 | 0.6422 | 0.4371 | 0.6422 | 0.8014 |
| 0.4773 | 5.3548 | 664 | 0.6298 | 0.4422 | 0.6298 | 0.7936 |
| 0.4773 | 5.3710 | 666 | 0.6175 | 0.4838 | 0.6175 | 0.7858 |
| 0.4773 | 5.3871 | 668 | 0.6160 | 0.5535 | 0.6160 | 0.7848 |
| 0.4773 | 5.4032 | 670 | 0.6482 | 0.5086 | 0.6482 | 0.8051 |
| 0.4773 | 5.4194 | 672 | 0.6672 | 0.5228 | 0.6672 | 0.8168 |
| 0.4773 | 5.4355 | 674 | 0.6638 | 0.5305 | 0.6638 | 0.8147 |
| 0.4773 | 5.4516 | 676 | 0.6585 | 0.5551 | 0.6585 | 0.8115 |
| 0.4773 | 5.4677 | 678 | 0.6564 | 0.5461 | 0.6564 | 0.8102 |
| 0.4773 | 5.4839 | 680 | 0.6485 | 0.5551 | 0.6485 | 0.8053 |
| 0.4773 | 5.5 | 682 | 0.6355 | 0.5430 | 0.6355 | 0.7972 |
| 0.4773 | 5.5161 | 684 | 0.6255 | 0.5319 | 0.6255 | 0.7909 |
| 0.4773 | 5.5323 | 686 | 0.6213 | 0.5397 | 0.6213 | 0.7882 |
| 0.4773 | 5.5484 | 688 | 0.6200 | 0.5707 | 0.6200 | 0.7874 |
| 0.4773 | 5.5645 | 690 | 0.6310 | 0.5308 | 0.6310 | 0.7943 |
| 0.4773 | 5.5806 | 692 | 0.6380 | 0.5551 | 0.6380 | 0.7988 |
| 0.4773 | 5.5968 | 694 | 0.6521 | 0.5331 | 0.6521 | 0.8075 |
| 0.4773 | 5.6129 | 696 | 0.6806 | 0.5065 | 0.6806 | 0.8250 |
| 0.4773 | 5.6290 | 698 | 0.7036 | 0.4830 | 0.7036 | 0.8388 |
| 0.4773 | 5.6452 | 700 | 0.6925 | 0.4661 | 0.6925 | 0.8322 |
| 0.4773 | 5.6613 | 702 | 0.6535 | 0.5196 | 0.6535 | 0.8084 |
| 0.4773 | 5.6774 | 704 | 0.6218 | 0.5518 | 0.6218 | 0.7886 |
| 0.4773 | 5.6935 | 706 | 0.6332 | 0.5063 | 0.6332 | 0.7957 |
| 0.4773 | 5.7097 | 708 | 0.6392 | 0.4890 | 0.6392 | 0.7995 |
| 0.4773 | 5.7258 | 710 | 0.6427 | 0.4901 | 0.6427 | 0.8017 |
| 0.4773 | 5.7419 | 712 | 0.6404 | 0.4710 | 0.6404 | 0.8002 |
| 0.4773 | 5.7581 | 714 | 0.6422 | 0.4814 | 0.6422 | 0.8014 |
| 0.4773 | 5.7742 | 716 | 0.6415 | 0.4875 | 0.6415 | 0.8009 |
| 0.4773 | 5.7903 | 718 | 0.6454 | 0.4554 | 0.6454 | 0.8034 |
| 0.4773 | 5.8065 | 720 | 0.6492 | 0.4757 | 0.6492 | 0.8057 |
| 0.4773 | 5.8226 | 722 | 0.6397 | 0.4763 | 0.6397 | 0.7998 |
| 0.4773 | 5.8387 | 724 | 0.6455 | 0.4757 | 0.6455 | 0.8035 |
| 0.4773 | 5.8548 | 726 | 0.6596 | 0.4750 | 0.6596 | 0.8121 |
| 0.4773 | 5.8710 | 728 | 0.6665 | 0.4630 | 0.6665 | 0.8164 |
| 0.4773 | 5.8871 | 730 | 0.6718 | 0.4630 | 0.6718 | 0.8196 |
| 0.4773 | 5.9032 | 732 | 0.6811 | 0.4630 | 0.6811 | 0.8253 |
| 0.4773 | 5.9194 | 734 | 0.6775 | 0.4375 | 0.6775 | 0.8231 |
| 0.4773 | 5.9355 | 736 | 0.6695 | 0.5234 | 0.6695 | 0.8182 |
| 0.4773 | 5.9516 | 738 | 0.6613 | 0.5970 | 0.6613 | 0.8132 |
| 0.4773 | 5.9677 | 740 | 0.6576 | 0.5303 | 0.6576 | 0.8109 |
| 0.4773 | 5.9839 | 742 | 0.6498 | 0.5322 | 0.6498 | 0.8061 |
| 0.4773 | 6.0 | 744 | 0.6430 | 0.5255 | 0.6430 | 0.8019 |
| 0.4773 | 6.0161 | 746 | 0.6256 | 0.5898 | 0.6256 | 0.7910 |
| 0.4773 | 6.0323 | 748 | 0.6094 | 0.5951 | 0.6094 | 0.7807 |
| 0.4773 | 6.0484 | 750 | 0.6061 | 0.5848 | 0.6061 | 0.7785 |
| 0.4773 | 6.0645 | 752 | 0.6066 | 0.5420 | 0.6066 | 0.7788 |
| 0.4773 | 6.0806 | 754 | 0.6155 | 0.5092 | 0.6155 | 0.7845 |
| 0.4773 | 6.0968 | 756 | 0.6102 | 0.4915 | 0.6102 | 0.7812 |
| 0.4773 | 6.1129 | 758 | 0.6052 | 0.4935 | 0.6052 | 0.7779 |
| 0.4773 | 6.1290 | 760 | 0.6123 | 0.4981 | 0.6123 | 0.7825 |
| 0.4773 | 6.1452 | 762 | 0.6099 | 0.5244 | 0.6099 | 0.7809 |
| 0.4773 | 6.1613 | 764 | 0.6145 | 0.5484 | 0.6145 | 0.7839 |
| 0.4773 | 6.1774 | 766 | 0.6334 | 0.5507 | 0.6334 | 0.7959 |
| 0.4773 | 6.1935 | 768 | 0.6482 | 0.4920 | 0.6482 | 0.8051 |
| 0.4773 | 6.2097 | 770 | 0.6482 | 0.5059 | 0.6482 | 0.8051 |
| 0.4773 | 6.2258 | 772 | 0.6337 | 0.5426 | 0.6337 | 0.7960 |
| 0.4773 | 6.2419 | 774 | 0.6250 | 0.5616 | 0.6250 | 0.7906 |
| 0.4773 | 6.2581 | 776 | 0.6303 | 0.5208 | 0.6303 | 0.7939 |
| 0.4773 | 6.2742 | 778 | 0.6473 | 0.4701 | 0.6473 | 0.8046 |
| 0.4773 | 6.2903 | 780 | 0.6607 | 0.4718 | 0.6607 | 0.8128 |
| 0.4773 | 6.3065 | 782 | 0.6696 | 0.4202 | 0.6696 | 0.8183 |
| 0.4773 | 6.3226 | 784 | 0.6698 | 0.4116 | 0.6698 | 0.8184 |
| 0.4773 | 6.3387 | 786 | 0.6588 | 0.4372 | 0.6588 | 0.8117 |
| 0.4773 | 6.3548 | 788 | 0.6359 | 0.4756 | 0.6359 | 0.7975 |
| 0.4773 | 6.3710 | 790 | 0.6324 | 0.5272 | 0.6324 | 0.7952 |
| 0.4773 | 6.3871 | 792 | 0.6454 | 0.5208 | 0.6454 | 0.8034 |
| 0.4773 | 6.4032 | 794 | 0.6513 | 0.5208 | 0.6513 | 0.8071 |
| 0.4773 | 6.4194 | 796 | 0.6573 | 0.4946 | 0.6573 | 0.8107 |
| 0.4773 | 6.4355 | 798 | 0.6662 | 0.4966 | 0.6662 | 0.8162 |
| 0.4773 | 6.4516 | 800 | 0.6758 | 0.5208 | 0.6758 | 0.8221 |
| 0.4773 | 6.4677 | 802 | 0.6964 | 0.4980 | 0.6964 | 0.8345 |
| 0.4773 | 6.4839 | 804 | 0.7113 | 0.4602 | 0.7113 | 0.8434 |
| 0.4773 | 6.5 | 806 | 0.7302 | 0.4622 | 0.7302 | 0.8545 |
| 0.4773 | 6.5161 | 808 | 0.7224 | 0.4487 | 0.7224 | 0.8499 |
| 0.4773 | 6.5323 | 810 | 0.7052 | 0.4487 | 0.7052 | 0.8397 |
| 0.4773 | 6.5484 | 812 | 0.6717 | 0.4890 | 0.6717 | 0.8195 |
| 0.4773 | 6.5645 | 814 | 0.6480 | 0.5006 | 0.6480 | 0.8050 |
| 0.4773 | 6.5806 | 816 | 0.6329 | 0.4981 | 0.6329 | 0.7955 |
| 0.4773 | 6.5968 | 818 | 0.6240 | 0.4964 | 0.6240 | 0.7899 |
| 0.4773 | 6.6129 | 820 | 0.6289 | 0.4907 | 0.6289 | 0.7930 |
| 0.4773 | 6.6290 | 822 | 0.6431 | 0.4899 | 0.6431 | 0.8019 |
| 0.4773 | 6.6452 | 824 | 0.6549 | 0.5115 | 0.6549 | 0.8093 |
| 0.4773 | 6.6613 | 826 | 0.6583 | 0.5082 | 0.6583 | 0.8114 |
| 0.4773 | 6.6774 | 828 | 0.6577 | 0.5270 | 0.6577 | 0.8110 |
| 0.4773 | 6.6935 | 830 | 0.6539 | 0.5031 | 0.6539 | 0.8086 |
| 0.4773 | 6.7097 | 832 | 0.6550 | 0.5144 | 0.6550 | 0.8093 |
| 0.4773 | 6.7258 | 834 | 0.6609 | 0.4982 | 0.6609 | 0.8130 |
| 0.4773 | 6.7419 | 836 | 0.6788 | 0.4946 | 0.6788 | 0.8239 |
| 0.4773 | 6.7581 | 838 | 0.6952 | 0.4606 | 0.6952 | 0.8338 |
| 0.4773 | 6.7742 | 840 | 0.6893 | 0.4685 | 0.6893 | 0.8302 |
| 0.4773 | 6.7903 | 842 | 0.6697 | 0.5223 | 0.6697 | 0.8184 |
| 0.4773 | 6.8065 | 844 | 0.6544 | 0.4966 | 0.6544 | 0.8090 |
| 0.4773 | 6.8226 | 846 | 0.6490 | 0.5229 | 0.6490 | 0.8056 |
| 0.4773 | 6.8387 | 848 | 0.6440 | 0.5273 | 0.6440 | 0.8025 |
| 0.4773 | 6.8548 | 850 | 0.6371 | 0.4794 | 0.6371 | 0.7982 |
| 0.4773 | 6.8710 | 852 | 0.6248 | 0.5007 | 0.6248 | 0.7904 |
| 0.4773 | 6.8871 | 854 | 0.6152 | 0.4743 | 0.6152 | 0.7844 |
| 0.4773 | 6.9032 | 856 | 0.6091 | 0.5360 | 0.6091 | 0.7804 |
| 0.4773 | 6.9194 | 858 | 0.6171 | 0.4950 | 0.6171 | 0.7856 |
| 0.4773 | 6.9355 | 860 | 0.6336 | 0.4583 | 0.6336 | 0.7960 |
| 0.4773 | 6.9516 | 862 | 0.6403 | 0.4583 | 0.6403 | 0.8002 |
| 0.4773 | 6.9677 | 864 | 0.6375 | 0.4666 | 0.6375 | 0.7984 |
| 0.4773 | 6.9839 | 866 | 0.6485 | 0.4583 | 0.6485 | 0.8053 |
| 0.4773 | 7.0 | 868 | 0.6523 | 0.4793 | 0.6523 | 0.8077 |
| 0.4773 | 7.0161 | 870 | 0.6478 | 0.5068 | 0.6478 | 0.8049 |
| 0.4773 | 7.0323 | 872 | 0.6409 | 0.5112 | 0.6409 | 0.8006 |
| 0.4773 | 7.0484 | 874 | 0.6410 | 0.5046 | 0.6410 | 0.8006 |
| 0.4773 | 7.0645 | 876 | 0.6466 | 0.5199 | 0.6466 | 0.8041 |
| 0.4773 | 7.0806 | 878 | 0.6579 | 0.5470 | 0.6579 | 0.8111 |
| 0.4773 | 7.0968 | 880 | 0.6649 | 0.5297 | 0.6649 | 0.8154 |
| 0.4773 | 7.1129 | 882 | 0.6729 | 0.4897 | 0.6729 | 0.8203 |
| 0.4773 | 7.1290 | 884 | 0.6822 | 0.5257 | 0.6822 | 0.8260 |
| 0.4773 | 7.1452 | 886 | 0.7053 | 0.4744 | 0.7053 | 0.8398 |
| 0.4773 | 7.1613 | 888 | 0.7285 | 0.4425 | 0.7285 | 0.8535 |
| 0.4773 | 7.1774 | 890 | 0.7248 | 0.4430 | 0.7248 | 0.8513 |
| 0.4773 | 7.1935 | 892 | 0.7212 | 0.4430 | 0.7212 | 0.8492 |
| 0.4773 | 7.2097 | 894 | 0.7128 | 0.4527 | 0.7128 | 0.8443 |
| 0.4773 | 7.2258 | 896 | 0.7159 | 0.4744 | 0.7159 | 0.8461 |
| 0.4773 | 7.2419 | 898 | 0.7261 | 0.4621 | 0.7261 | 0.8521 |
| 0.4773 | 7.2581 | 900 | 0.7441 | 0.4423 | 0.7441 | 0.8626 |
| 0.4773 | 7.2742 | 902 | 0.7600 | 0.4678 | 0.7600 | 0.8718 |
| 0.4773 | 7.2903 | 904 | 0.7670 | 0.4678 | 0.7670 | 0.8758 |
| 0.4773 | 7.3065 | 906 | 0.7621 | 0.4964 | 0.7621 | 0.8730 |
| 0.4773 | 7.3226 | 908 | 0.7464 | 0.4860 | 0.7464 | 0.8640 |
| 0.4773 | 7.3387 | 910 | 0.7308 | 0.4817 | 0.7308 | 0.8549 |
| 0.4773 | 7.3548 | 912 | 0.7170 | 0.5 | 0.7170 | 0.8467 |
| 0.4773 | 7.3710 | 914 | 0.7035 | 0.4969 | 0.7035 | 0.8387 |
| 0.4773 | 7.3871 | 916 | 0.6973 | 0.4962 | 0.6973 | 0.8351 |
| 0.4773 | 7.4032 | 918 | 0.6980 | 0.5006 | 0.6980 | 0.8355 |
| 0.4773 | 7.4194 | 920 | 0.6980 | 0.5096 | 0.6980 | 0.8355 |
| 0.4773 | 7.4355 | 922 | 0.7042 | 0.4673 | 0.7042 | 0.8391 |
| 0.4773 | 7.4516 | 924 | 0.7011 | 0.4673 | 0.7011 | 0.8373 |
| 0.4773 | 7.4677 | 926 | 0.6840 | 0.4972 | 0.6840 | 0.8270 |
| 0.4773 | 7.4839 | 928 | 0.6627 | 0.5296 | 0.6627 | 0.8141 |
| 0.4773 | 7.5 | 930 | 0.6444 | 0.5599 | 0.6444 | 0.8028 |
| 0.4773 | 7.5161 | 932 | 0.6479 | 0.5264 | 0.6479 | 0.8049 |
| 0.4773 | 7.5323 | 934 | 0.6759 | 0.4941 | 0.6759 | 0.8221 |
| 0.4773 | 7.5484 | 936 | 0.6952 | 0.4473 | 0.6952 | 0.8338 |
| 0.4773 | 7.5645 | 938 | 0.7011 | 0.4490 | 0.7011 | 0.8373 |
| 0.4773 | 7.5806 | 940 | 0.6945 | 0.4370 | 0.6945 | 0.8334 |
| 0.4773 | 7.5968 | 942 | 0.6808 | 0.4997 | 0.6808 | 0.8251 |
| 0.4773 | 7.6129 | 944 | 0.6737 | 0.4899 | 0.6737 | 0.8208 |
| 0.4773 | 7.6290 | 946 | 0.6852 | 0.5125 | 0.6852 | 0.8278 |
| 0.4773 | 7.6452 | 948 | 0.7030 | 0.5034 | 0.7030 | 0.8384 |
| 0.4773 | 7.6613 | 950 | 0.7151 | 0.4668 | 0.7151 | 0.8456 |
| 0.4773 | 7.6774 | 952 | 0.7207 | 0.4538 | 0.7207 | 0.8489 |
| 0.4773 | 7.6935 | 954 | 0.7142 | 0.4668 | 0.7142 | 0.8451 |
| 0.4773 | 7.7097 | 956 | 0.6896 | 0.4981 | 0.6896 | 0.8304 |
| 0.4773 | 7.7258 | 958 | 0.6699 | 0.4761 | 0.6699 | 0.8185 |
| 0.4773 | 7.7419 | 960 | 0.6659 | 0.4976 | 0.6659 | 0.8160 |
| 0.4773 | 7.7581 | 962 | 0.6648 | 0.4976 | 0.6648 | 0.8153 |
| 0.4773 | 7.7742 | 964 | 0.6627 | 0.5063 | 0.6627 | 0.8141 |
| 0.4773 | 7.7903 | 966 | 0.6616 | 0.5003 | 0.6616 | 0.8134 |
| 0.4773 | 7.8065 | 968 | 0.6653 | 0.4985 | 0.6653 | 0.8157 |
| 0.4773 | 7.8226 | 970 | 0.6644 | 0.4939 | 0.6644 | 0.8151 |
| 0.4773 | 7.8387 | 972 | 0.6647 | 0.4957 | 0.6647 | 0.8153 |
| 0.4773 | 7.8548 | 974 | 0.6639 | 0.5021 | 0.6639 | 0.8148 |
| 0.4773 | 7.8710 | 976 | 0.6658 | 0.4737 | 0.6658 | 0.8160 |
| 0.4773 | 7.8871 | 978 | 0.6774 | 0.4945 | 0.6774 | 0.8231 |
| 0.4773 | 7.9032 | 980 | 0.6974 | 0.4731 | 0.6974 | 0.8351 |
| 0.4773 | 7.9194 | 982 | 0.7004 | 0.4883 | 0.7004 | 0.8369 |
| 0.4773 | 7.9355 | 984 | 0.6951 | 0.4731 | 0.6951 | 0.8337 |
| 0.4773 | 7.9516 | 986 | 0.6884 | 0.4853 | 0.6884 | 0.8297 |
| 0.4773 | 7.9677 | 988 | 0.6763 | 0.4845 | 0.6763 | 0.8224 |
| 0.4773 | 7.9839 | 990 | 0.6756 | 0.4819 | 0.6756 | 0.8220 |
| 0.4773 | 8.0 | 992 | 0.6802 | 0.4910 | 0.6802 | 0.8248 |
| 0.4773 | 8.0161 | 994 | 0.6856 | 0.5217 | 0.6856 | 0.8280 |
| 0.4773 | 8.0323 | 996 | 0.6919 | 0.5217 | 0.6919 | 0.8318 |
| 0.4773 | 8.0484 | 998 | 0.6988 | 0.4953 | 0.6988 | 0.8359 |
| 0.0754 | 8.0645 | 1000 | 0.7038 | 0.5064 | 0.7038 | 0.8389 |
| 0.0754 | 8.0806 | 1002 | 0.7082 | 0.5064 | 0.7082 | 0.8415 |
| 0.0754 | 8.0968 | 1004 | 0.7074 | 0.5064 | 0.7074 | 0.8411 |
| 0.0754 | 8.1129 | 1006 | 0.7047 | 0.5064 | 0.7047 | 0.8395 |
| 0.0754 | 8.1290 | 1008 | 0.7051 | 0.5343 | 0.7051 | 0.8397 |
| 0.0754 | 8.1452 | 1010 | 0.6972 | 0.5267 | 0.6972 | 0.8350 |
| 0.0754 | 8.1613 | 1012 | 0.6866 | 0.5477 | 0.6866 | 0.8286 |
| 0.0754 | 8.1774 | 1014 | 0.6754 | 0.5234 | 0.6754 | 0.8218 |
| 0.0754 | 8.1935 | 1016 | 0.6647 | 0.5199 | 0.6647 | 0.8153 |
| 0.0754 | 8.2097 | 1018 | 0.6640 | 0.5202 | 0.6640 | 0.8148 |
| 0.0754 | 8.2258 | 1020 | 0.6661 | 0.5044 | 0.6661 | 0.8162 |
| 0.0754 | 8.2419 | 1022 | 0.6670 | 0.5044 | 0.6670 | 0.8167 |
| 0.0754 | 8.2581 | 1024 | 0.6663 | 0.5044 | 0.6663 | 0.8163 |
| 0.0754 | 8.2742 | 1026 | 0.6652 | 0.4816 | 0.6652 | 0.8156 |
| 0.0754 | 8.2903 | 1028 | 0.6602 | 0.5055 | 0.6602 | 0.8125 |
| 0.0754 | 8.3065 | 1030 | 0.6552 | 0.5450 | 0.6552 | 0.8095 |
| 0.0754 | 8.3226 | 1032 | 0.6520 | 0.5861 | 0.6520 | 0.8075 |
| 0.0754 | 8.3387 | 1034 | 0.6512 | 0.5730 | 0.6512 | 0.8070 |
| 0.0754 | 8.3548 | 1036 | 0.6486 | 0.5727 | 0.6486 | 0.8053 |
| 0.0754 | 8.3710 | 1038 | 0.6463 | 0.5730 | 0.6463 | 0.8039 |
| 0.0754 | 8.3871 | 1040 | 0.6453 | 0.5648 | 0.6453 | 0.8033 |
| 0.0754 | 8.4032 | 1042 | 0.6457 | 0.5339 | 0.6457 | 0.8036 |
| 0.0754 | 8.4194 | 1044 | 0.6490 | 0.5483 | 0.6490 | 0.8056 |
| 0.0754 | 8.4355 | 1046 | 0.6542 | 0.5163 | 0.6542 | 0.8088 |
| 0.0754 | 8.4516 | 1048 | 0.6602 | 0.5028 | 0.6602 | 0.8125 |
| 0.0754 | 8.4677 | 1050 | 0.6692 | 0.5018 | 0.6692 | 0.8180 |
| 0.0754 | 8.4839 | 1052 | 0.6786 | 0.4629 | 0.6786 | 0.8238 |
| 0.0754 | 8.5 | 1054 | 0.6832 | 0.4629 | 0.6832 | 0.8266 |
| 0.0754 | 8.5161 | 1056 | 0.6842 | 0.4629 | 0.6842 | 0.8272 |
| 0.0754 | 8.5323 | 1058 | 0.6858 | 0.4629 | 0.6858 | 0.8281 |
| 0.0754 | 8.5484 | 1060 | 0.6854 | 0.4852 | 0.6854 | 0.8279 |
| 0.0754 | 8.5645 | 1062 | 0.6853 | 0.4805 | 0.6853 | 0.8278 |
| 0.0754 | 8.5806 | 1064 | 0.6870 | 0.4886 | 0.6870 | 0.8289 |
| 0.0754 | 8.5968 | 1066 | 0.6875 | 0.4886 | 0.6875 | 0.8291 |
| 0.0754 | 8.6129 | 1068 | 0.6856 | 0.4897 | 0.6856 | 0.8280 |
| 0.0754 | 8.6290 | 1070 | 0.6851 | 0.4798 | 0.6851 | 0.8277 |
| 0.0754 | 8.6452 | 1072 | 0.6819 | 0.4840 | 0.6819 | 0.8258 |
| 0.0754 | 8.6613 | 1074 | 0.6801 | 0.4779 | 0.6801 | 0.8247 |
| 0.0754 | 8.6774 | 1076 | 0.6825 | 0.4779 | 0.6825 | 0.8261 |
| 0.0754 | 8.6935 | 1078 | 0.6867 | 0.4693 | 0.6867 | 0.8287 |
| 0.0754 | 8.7097 | 1080 | 0.6857 | 0.4693 | 0.6857 | 0.8281 |
| 0.0754 | 8.7258 | 1082 | 0.6849 | 0.4633 | 0.6849 | 0.8276 |
| 0.0754 | 8.7419 | 1084 | 0.6868 | 0.4959 | 0.6868 | 0.8287 |
| 0.0754 | 8.7581 | 1086 | 0.6908 | 0.5112 | 0.6908 | 0.8311 |
| 0.0754 | 8.7742 | 1088 | 0.6934 | 0.5122 | 0.6934 | 0.8327 |
| 0.0754 | 8.7903 | 1090 | 0.6966 | 0.4968 | 0.6966 | 0.8346 |
| 0.0754 | 8.8065 | 1092 | 0.6990 | 0.4892 | 0.6990 | 0.8361 |
| 0.0754 | 8.8226 | 1094 | 0.6991 | 0.4976 | 0.6991 | 0.8361 |
| 0.0754 | 8.8387 | 1096 | 0.6984 | 0.4994 | 0.6984 | 0.8357 |
| 0.0754 | 8.8548 | 1098 | 0.6965 | 0.4935 | 0.6965 | 0.8346 |
| 0.0754 | 8.8710 | 1100 | 0.6926 | 0.4976 | 0.6926 | 0.8322 |
| 0.0754 | 8.8871 | 1102 | 0.6873 | 0.4976 | 0.6873 | 0.8290 |
| 0.0754 | 8.9032 | 1104 | 0.6824 | 0.5122 | 0.6824 | 0.8261 |
| 0.0754 | 8.9194 | 1106 | 0.6787 | 0.5122 | 0.6787 | 0.8238 |
| 0.0754 | 8.9355 | 1108 | 0.6749 | 0.5122 | 0.6749 | 0.8215 |
| 0.0754 | 8.9516 | 1110 | 0.6722 | 0.5045 | 0.6722 | 0.8199 |
| 0.0754 | 8.9677 | 1112 | 0.6713 | 0.5105 | 0.6713 | 0.8193 |
| 0.0754 | 8.9839 | 1114 | 0.6723 | 0.5105 | 0.6723 | 0.8200 |
| 0.0754 | 9.0 | 1116 | 0.6707 | 0.5115 | 0.6707 | 0.8189 |
| 0.0754 | 9.0161 | 1118 | 0.6713 | 0.5205 | 0.6713 | 0.8193 |
| 0.0754 | 9.0323 | 1120 | 0.6723 | 0.5223 | 0.6723 | 0.8200 |
| 0.0754 | 9.0484 | 1122 | 0.6706 | 0.5519 | 0.6706 | 0.8189 |
| 0.0754 | 9.0645 | 1124 | 0.6690 | 0.5519 | 0.6690 | 0.8179 |
| 0.0754 | 9.0806 | 1126 | 0.6691 | 0.5519 | 0.6691 | 0.8180 |
| 0.0754 | 9.0968 | 1128 | 0.6681 | 0.5519 | 0.6681 | 0.8174 |
| 0.0754 | 9.1129 | 1130 | 0.6657 | 0.5519 | 0.6657 | 0.8159 |
| 0.0754 | 9.1290 | 1132 | 0.6611 | 0.5519 | 0.6611 | 0.8131 |
| 0.0754 | 9.1452 | 1134 | 0.6585 | 0.5582 | 0.6585 | 0.8115 |
| 0.0754 | 9.1613 | 1136 | 0.6583 | 0.5423 | 0.6583 | 0.8113 |
| 0.0754 | 9.1774 | 1138 | 0.6603 | 0.5108 | 0.6603 | 0.8126 |
| 0.0754 | 9.1935 | 1140 | 0.6626 | 0.4786 | 0.6626 | 0.8140 |
| 0.0754 | 9.2097 | 1142 | 0.6674 | 0.4982 | 0.6674 | 0.8170 |
| 0.0754 | 9.2258 | 1144 | 0.6708 | 0.4982 | 0.6708 | 0.8190 |
| 0.0754 | 9.2419 | 1146 | 0.6718 | 0.4954 | 0.6718 | 0.8196 |
| 0.0754 | 9.2581 | 1148 | 0.6724 | 0.4894 | 0.6724 | 0.8200 |
| 0.0754 | 9.2742 | 1150 | 0.6721 | 0.4779 | 0.6721 | 0.8198 |
| 0.0754 | 9.2903 | 1152 | 0.6723 | 0.4779 | 0.6723 | 0.8199 |
| 0.0754 | 9.3065 | 1154 | 0.6710 | 0.4859 | 0.6710 | 0.8191 |
| 0.0754 | 9.3226 | 1156 | 0.6690 | 0.4859 | 0.6690 | 0.8179 |
| 0.0754 | 9.3387 | 1158 | 0.6670 | 0.4859 | 0.6670 | 0.8167 |
| 0.0754 | 9.3548 | 1160 | 0.6650 | 0.4859 | 0.6650 | 0.8155 |
| 0.0754 | 9.3710 | 1162 | 0.6633 | 0.4859 | 0.6633 | 0.8144 |
| 0.0754 | 9.3871 | 1164 | 0.6617 | 0.4867 | 0.6617 | 0.8135 |
| 0.0754 | 9.4032 | 1166 | 0.6601 | 0.4867 | 0.6601 | 0.8125 |
| 0.0754 | 9.4194 | 1168 | 0.6579 | 0.4867 | 0.6579 | 0.8111 |
| 0.0754 | 9.4355 | 1170 | 0.6569 | 0.4874 | 0.6569 | 0.8105 |
| 0.0754 | 9.4516 | 1172 | 0.6551 | 0.5339 | 0.6551 | 0.8094 |
| 0.0754 | 9.4677 | 1174 | 0.6541 | 0.5275 | 0.6541 | 0.8088 |
| 0.0754 | 9.4839 | 1176 | 0.6539 | 0.5423 | 0.6539 | 0.8086 |
| 0.0754 | 9.5 | 1178 | 0.6528 | 0.5423 | 0.6528 | 0.8080 |
| 0.0754 | 9.5161 | 1180 | 0.6523 | 0.5486 | 0.6523 | 0.8076 |
| 0.0754 | 9.5323 | 1182 | 0.6512 | 0.5486 | 0.6512 | 0.8070 |
| 0.0754 | 9.5484 | 1184 | 0.6502 | 0.5486 | 0.6502 | 0.8063 |
| 0.0754 | 9.5645 | 1186 | 0.6483 | 0.5647 | 0.6483 | 0.8052 |
| 0.0754 | 9.5806 | 1188 | 0.6469 | 0.5582 | 0.6469 | 0.8043 |
| 0.0754 | 9.5968 | 1190 | 0.6463 | 0.5582 | 0.6463 | 0.8039 |
| 0.0754 | 9.6129 | 1192 | 0.6462 | 0.5582 | 0.6462 | 0.8039 |
| 0.0754 | 9.6290 | 1194 | 0.6472 | 0.5582 | 0.6472 | 0.8045 |
| 0.0754 | 9.6452 | 1196 | 0.6482 | 0.5582 | 0.6482 | 0.8051 |
| 0.0754 | 9.6613 | 1198 | 0.6495 | 0.5582 | 0.6495 | 0.8059 |
| 0.0754 | 9.6774 | 1200 | 0.6507 | 0.5582 | 0.6507 | 0.8067 |
| 0.0754 | 9.6935 | 1202 | 0.6513 | 0.5582 | 0.6513 | 0.8070 |
| 0.0754 | 9.7097 | 1204 | 0.6526 | 0.5423 | 0.6526 | 0.8078 |
| 0.0754 | 9.7258 | 1206 | 0.6537 | 0.5423 | 0.6537 | 0.8085 |
| 0.0754 | 9.7419 | 1208 | 0.6549 | 0.5486 | 0.6549 | 0.8092 |
| 0.0754 | 9.7581 | 1210 | 0.6564 | 0.5339 | 0.6564 | 0.8102 |
| 0.0754 | 9.7742 | 1212 | 0.6581 | 0.4874 | 0.6581 | 0.8112 |
| 0.0754 | 9.7903 | 1214 | 0.6594 | 0.4874 | 0.6594 | 0.8120 |
| 0.0754 | 9.8065 | 1216 | 0.6601 | 0.4874 | 0.6601 | 0.8125 |
| 0.0754 | 9.8226 | 1218 | 0.6607 | 0.4874 | 0.6607 | 0.8128 |
| 0.0754 | 9.8387 | 1220 | 0.6610 | 0.4786 | 0.6610 | 0.8130 |
| 0.0754 | 9.8548 | 1222 | 0.6610 | 0.4704 | 0.6610 | 0.8130 |
| 0.0754 | 9.8710 | 1224 | 0.6611 | 0.4704 | 0.6611 | 0.8131 |
| 0.0754 | 9.8871 | 1226 | 0.6614 | 0.4704 | 0.6614 | 0.8133 |
| 0.0754 | 9.9032 | 1228 | 0.6616 | 0.4704 | 0.6616 | 0.8134 |
| 0.0754 | 9.9194 | 1230 | 0.6616 | 0.4704 | 0.6616 | 0.8134 |
| 0.0754 | 9.9355 | 1232 | 0.6614 | 0.4704 | 0.6614 | 0.8132 |
| 0.0754 | 9.9516 | 1234 | 0.6611 | 0.4704 | 0.6611 | 0.8131 |
| 0.0754 | 9.9677 | 1236 | 0.6609 | 0.4704 | 0.6609 | 0.8130 |
| 0.0754 | 9.9839 | 1238 | 0.6608 | 0.4704 | 0.6608 | 0.8129 |
| 0.0754 | 10.0 | 1240 | 0.6608 | 0.4704 | 0.6608 | 0.8129 |
Framework versions
- Transformers 4.44.2
- Pytorch 2.4.0+cu118
- Datasets 2.21.0
- Tokenizers 0.19.1
- Downloads last month
- 2
Model tree for MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run1_AugV5_k20_task2_organization
Base model
aubmindlab/bert-base-arabertv02