Instructions to use MayBashendy/ASAP_FineTuningBERT_Aug_k35_task1_organization_fold3 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use MayBashendy/ASAP_FineTuningBERT_Aug_k35_task1_organization_fold3 with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="MayBashendy/ASAP_FineTuningBERT_Aug_k35_task1_organization_fold3")# pip install -U transformers accelerate # Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("MayBashendy/ASAP_FineTuningBERT_Aug_k35_task1_organization_fold3") model = AutoModelForSequenceClassification.from_pretrained("MayBashendy/ASAP_FineTuningBERT_Aug_k35_task1_organization_fold3", device_map="auto") - Notebooks
- Google Colab
- Kaggle
ASAP_FineTuningBERT_Aug_k35_task1_organization_fold3
This model is a fine-tuned version of bert-base-uncased on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.5034
- Qwk: 0.5646
- Mse: 0.5034
- Rmse: 0.7095
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: 32
- eval_batch_size: 32
- 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 | 0.0037 | 2 | 11.1322 | 0.0 | 11.1322 | 3.3365 |
| No log | 0.0074 | 4 | 8.9479 | 0.0178 | 8.9479 | 2.9913 |
| No log | 0.0110 | 6 | 7.2247 | 0.0089 | 7.2247 | 2.6879 |
| No log | 0.0147 | 8 | 5.6947 | 0.0 | 5.6947 | 2.3864 |
| No log | 0.0184 | 10 | 4.2869 | 0.0129 | 4.2869 | 2.0705 |
| No log | 0.0221 | 12 | 3.2491 | 0.0147 | 3.2491 | 1.8025 |
| No log | 0.0258 | 14 | 2.4153 | 0.0 | 2.4153 | 1.5541 |
| No log | 0.0295 | 16 | 1.6121 | 0.0080 | 1.6121 | 1.2697 |
| No log | 0.0331 | 18 | 1.2028 | 0.0811 | 1.2028 | 1.0967 |
| No log | 0.0368 | 20 | 0.9696 | 0.0365 | 0.9696 | 0.9847 |
| No log | 0.0405 | 22 | 0.8718 | 0.0102 | 0.8718 | 0.9337 |
| No log | 0.0442 | 24 | 0.8839 | 0.0 | 0.8839 | 0.9401 |
| No log | 0.0479 | 26 | 1.0155 | 0.0 | 1.0155 | 1.0077 |
| No log | 0.0516 | 28 | 0.9472 | 0.0 | 0.9472 | 0.9733 |
| No log | 0.0552 | 30 | 0.9310 | 0.0 | 0.9310 | 0.9649 |
| No log | 0.0589 | 32 | 0.8712 | 0.0009 | 0.8712 | 0.9334 |
| No log | 0.0626 | 34 | 0.8487 | 0.0 | 0.8487 | 0.9212 |
| No log | 0.0663 | 36 | 0.8763 | 0.0 | 0.8763 | 0.9361 |
| No log | 0.0700 | 38 | 0.9159 | 0.0 | 0.9159 | 0.9570 |
| No log | 0.0737 | 40 | 0.8438 | 0.0 | 0.8438 | 0.9186 |
| No log | 0.0773 | 42 | 0.8272 | 0.0 | 0.8272 | 0.9095 |
| No log | 0.0810 | 44 | 0.8218 | 0.0046 | 0.8218 | 0.9066 |
| No log | 0.0847 | 46 | 0.9053 | 0.0 | 0.9053 | 0.9515 |
| No log | 0.0884 | 48 | 0.9309 | 0.0256 | 0.9309 | 0.9648 |
| No log | 0.0921 | 50 | 0.8055 | 0.0166 | 0.8055 | 0.8975 |
| No log | 0.0958 | 52 | 0.7585 | 0.0266 | 0.7585 | 0.8709 |
| No log | 0.0994 | 54 | 0.7388 | 0.0256 | 0.7388 | 0.8595 |
| No log | 0.1031 | 56 | 0.7326 | 0.0256 | 0.7326 | 0.8559 |
| No log | 0.1068 | 58 | 0.7311 | 0.0347 | 0.7311 | 0.8550 |
| No log | 0.1105 | 60 | 0.7371 | 0.0166 | 0.7371 | 0.8586 |
| No log | 0.1142 | 62 | 0.7524 | 0.0166 | 0.7524 | 0.8674 |
| No log | 0.1179 | 64 | 0.7626 | 0.0065 | 0.7626 | 0.8733 |
| No log | 0.1215 | 66 | 0.8105 | 0.0065 | 0.8105 | 0.9003 |
| No log | 0.1252 | 68 | 0.8981 | 0.0681 | 0.8981 | 0.9477 |
| No log | 0.1289 | 70 | 0.8987 | 0.0893 | 0.8987 | 0.9480 |
| No log | 0.1326 | 72 | 0.7894 | 0.0835 | 0.7894 | 0.8885 |
| No log | 0.1363 | 74 | 0.7037 | 0.0524 | 0.7037 | 0.8389 |
| No log | 0.1400 | 76 | 0.7179 | 0.0881 | 0.7179 | 0.8473 |
| No log | 0.1436 | 78 | 0.7790 | 0.1512 | 0.7790 | 0.8826 |
| No log | 0.1473 | 80 | 0.8944 | 0.1976 | 0.8944 | 0.9458 |
| No log | 0.1510 | 82 | 0.7104 | 0.1549 | 0.7104 | 0.8429 |
| No log | 0.1547 | 84 | 0.6126 | 0.3040 | 0.6126 | 0.7827 |
| No log | 0.1584 | 86 | 0.6177 | 0.3048 | 0.6177 | 0.7860 |
| No log | 0.1621 | 88 | 0.7665 | 0.1862 | 0.7665 | 0.8755 |
| No log | 0.1657 | 90 | 0.8434 | 0.1987 | 0.8434 | 0.9183 |
| No log | 0.1694 | 92 | 0.7562 | 0.1789 | 0.7562 | 0.8696 |
| No log | 0.1731 | 94 | 0.7912 | 0.1986 | 0.7912 | 0.8895 |
| No log | 0.1768 | 96 | 0.9786 | 0.1951 | 0.9786 | 0.9892 |
| No log | 0.1805 | 98 | 0.8793 | 0.2093 | 0.8793 | 0.9377 |
| No log | 0.1842 | 100 | 0.6371 | 0.2199 | 0.6371 | 0.7982 |
| No log | 0.1878 | 102 | 0.6978 | 0.1142 | 0.6978 | 0.8354 |
| No log | 0.1915 | 104 | 0.8161 | 0.0229 | 0.8161 | 0.9034 |
| No log | 0.1952 | 106 | 1.1411 | 0.0166 | 1.1411 | 1.0682 |
| No log | 0.1989 | 108 | 1.1772 | 0.0229 | 1.1772 | 1.0850 |
| No log | 0.2026 | 110 | 0.9426 | 0.0229 | 0.9426 | 0.9709 |
| No log | 0.2063 | 112 | 0.7716 | 0.0329 | 0.7716 | 0.8784 |
| No log | 0.2099 | 114 | 0.7114 | 0.0553 | 0.7114 | 0.8434 |
| No log | 0.2136 | 116 | 0.6750 | 0.1197 | 0.6750 | 0.8216 |
| No log | 0.2173 | 118 | 0.6671 | 0.1998 | 0.6671 | 0.8168 |
| No log | 0.2210 | 120 | 0.6705 | 0.3273 | 0.6705 | 0.8188 |
| No log | 0.2247 | 122 | 0.6507 | 0.2151 | 0.6507 | 0.8067 |
| No log | 0.2284 | 124 | 0.6991 | 0.0897 | 0.6991 | 0.8361 |
| No log | 0.2320 | 126 | 0.6702 | 0.0958 | 0.6702 | 0.8187 |
| No log | 0.2357 | 128 | 0.6427 | 0.2920 | 0.6427 | 0.8017 |
| No log | 0.2394 | 130 | 0.6403 | 0.3342 | 0.6403 | 0.8002 |
| No log | 0.2431 | 132 | 0.6311 | 0.3310 | 0.6311 | 0.7944 |
| No log | 0.2468 | 134 | 0.6246 | 0.3595 | 0.6246 | 0.7903 |
| No log | 0.2505 | 136 | 0.6393 | 0.4150 | 0.6393 | 0.7996 |
| No log | 0.2541 | 138 | 0.7557 | 0.2941 | 0.7557 | 0.8693 |
| No log | 0.2578 | 140 | 1.1392 | 0.0604 | 1.1392 | 1.0673 |
| No log | 0.2615 | 142 | 1.0940 | 0.0868 | 1.0940 | 1.0460 |
| No log | 0.2652 | 144 | 0.7448 | 0.3387 | 0.7448 | 0.8630 |
| No log | 0.2689 | 146 | 0.6381 | 0.3872 | 0.6381 | 0.7988 |
| No log | 0.2726 | 148 | 0.6369 | 0.2998 | 0.6369 | 0.7981 |
| No log | 0.2762 | 150 | 0.6548 | 0.4105 | 0.6548 | 0.8092 |
| No log | 0.2799 | 152 | 0.6766 | 0.4005 | 0.6766 | 0.8225 |
| No log | 0.2836 | 154 | 0.7213 | 0.4245 | 0.7213 | 0.8493 |
| No log | 0.2873 | 156 | 0.6716 | 0.4126 | 0.6716 | 0.8195 |
| No log | 0.2910 | 158 | 0.6277 | 0.4028 | 0.6277 | 0.7923 |
| No log | 0.2947 | 160 | 0.6266 | 0.4271 | 0.6266 | 0.7916 |
| No log | 0.2983 | 162 | 0.7021 | 0.3983 | 0.7021 | 0.8379 |
| No log | 0.3020 | 164 | 0.7667 | 0.4279 | 0.7667 | 0.8756 |
| No log | 0.3057 | 166 | 0.6567 | 0.4362 | 0.6567 | 0.8104 |
| No log | 0.3094 | 168 | 0.6144 | 0.4421 | 0.6144 | 0.7838 |
| No log | 0.3131 | 170 | 0.5865 | 0.3782 | 0.5865 | 0.7658 |
| No log | 0.3168 | 172 | 0.6049 | 0.4430 | 0.6049 | 0.7777 |
| No log | 0.3204 | 174 | 0.6049 | 0.4432 | 0.6049 | 0.7777 |
| No log | 0.3241 | 176 | 0.6212 | 0.4531 | 0.6212 | 0.7882 |
| No log | 0.3278 | 178 | 0.5902 | 0.4548 | 0.5902 | 0.7682 |
| No log | 0.3315 | 180 | 0.5834 | 0.4259 | 0.5834 | 0.7638 |
| No log | 0.3352 | 182 | 0.5880 | 0.4212 | 0.5880 | 0.7668 |
| No log | 0.3389 | 184 | 0.6226 | 0.4633 | 0.6226 | 0.7890 |
| No log | 0.3425 | 186 | 0.6378 | 0.4677 | 0.6378 | 0.7986 |
| No log | 0.3462 | 188 | 0.6281 | 0.4616 | 0.6281 | 0.7926 |
| No log | 0.3499 | 190 | 0.6020 | 0.4579 | 0.6020 | 0.7759 |
| No log | 0.3536 | 192 | 0.6518 | 0.4480 | 0.6518 | 0.8073 |
| No log | 0.3573 | 194 | 0.6325 | 0.4683 | 0.6325 | 0.7953 |
| No log | 0.3610 | 196 | 0.5965 | 0.4702 | 0.5965 | 0.7724 |
| No log | 0.3646 | 198 | 0.5897 | 0.4740 | 0.5897 | 0.7679 |
| No log | 0.3683 | 200 | 0.6180 | 0.4792 | 0.6180 | 0.7861 |
| No log | 0.3720 | 202 | 0.6056 | 0.4534 | 0.6056 | 0.7782 |
| No log | 0.3757 | 204 | 0.6584 | 0.4428 | 0.6584 | 0.8114 |
| No log | 0.3794 | 206 | 0.7507 | 0.4137 | 0.7507 | 0.8664 |
| No log | 0.3831 | 208 | 0.6966 | 0.3934 | 0.6966 | 0.8346 |
| No log | 0.3867 | 210 | 0.7115 | 0.3604 | 0.7115 | 0.8435 |
| No log | 0.3904 | 212 | 0.8425 | 0.3250 | 0.8425 | 0.9179 |
| No log | 0.3941 | 214 | 0.8910 | 0.2734 | 0.8910 | 0.9439 |
| No log | 0.3978 | 216 | 0.8472 | 0.2741 | 0.8472 | 0.9205 |
| No log | 0.4015 | 218 | 0.7393 | 0.3572 | 0.7393 | 0.8598 |
| No log | 0.4052 | 220 | 0.7503 | 0.3509 | 0.7503 | 0.8662 |
| No log | 0.4088 | 222 | 0.9406 | 0.3160 | 0.9406 | 0.9698 |
| No log | 0.4125 | 224 | 0.9839 | 0.3175 | 0.9839 | 0.9919 |
| No log | 0.4162 | 226 | 0.7840 | 0.3694 | 0.7840 | 0.8854 |
| No log | 0.4199 | 228 | 0.6885 | 0.3954 | 0.6885 | 0.8298 |
| No log | 0.4236 | 230 | 0.6304 | 0.4213 | 0.6304 | 0.7940 |
| No log | 0.4273 | 232 | 0.6505 | 0.4333 | 0.6505 | 0.8065 |
| No log | 0.4309 | 234 | 0.8031 | 0.3802 | 0.8031 | 0.8962 |
| No log | 0.4346 | 236 | 0.8372 | 0.3687 | 0.8372 | 0.9150 |
| No log | 0.4383 | 238 | 0.7149 | 0.4139 | 0.7149 | 0.8455 |
| No log | 0.4420 | 240 | 0.6698 | 0.4340 | 0.6698 | 0.8184 |
| No log | 0.4457 | 242 | 0.7317 | 0.4481 | 0.7317 | 0.8554 |
| No log | 0.4494 | 244 | 0.7552 | 0.4539 | 0.7552 | 0.8690 |
| No log | 0.4530 | 246 | 0.6088 | 0.4834 | 0.6088 | 0.7802 |
| No log | 0.4567 | 248 | 0.5954 | 0.4384 | 0.5954 | 0.7716 |
| No log | 0.4604 | 250 | 0.6100 | 0.4296 | 0.6100 | 0.7810 |
| No log | 0.4641 | 252 | 0.6358 | 0.4574 | 0.6358 | 0.7974 |
| No log | 0.4678 | 254 | 0.6576 | 0.4686 | 0.6576 | 0.8109 |
| No log | 0.4715 | 256 | 0.7181 | 0.4748 | 0.7181 | 0.8474 |
| No log | 0.4751 | 258 | 0.8370 | 0.4520 | 0.8370 | 0.9149 |
| No log | 0.4788 | 260 | 0.7255 | 0.4786 | 0.7255 | 0.8517 |
| No log | 0.4825 | 262 | 0.6962 | 0.4710 | 0.6962 | 0.8344 |
| No log | 0.4862 | 264 | 0.7877 | 0.4716 | 0.7877 | 0.8876 |
| No log | 0.4899 | 266 | 1.0303 | 0.4288 | 1.0303 | 1.0150 |
| No log | 0.4936 | 268 | 1.0156 | 0.4286 | 1.0156 | 1.0078 |
| No log | 0.4972 | 270 | 0.7679 | 0.4485 | 0.7679 | 0.8763 |
| No log | 0.5009 | 272 | 0.5904 | 0.4749 | 0.5904 | 0.7684 |
| No log | 0.5046 | 274 | 0.5656 | 0.4686 | 0.5656 | 0.7521 |
| No log | 0.5083 | 276 | 0.6252 | 0.4839 | 0.6252 | 0.7907 |
| No log | 0.5120 | 278 | 0.7145 | 0.4735 | 0.7145 | 0.8453 |
| No log | 0.5157 | 280 | 0.6904 | 0.4911 | 0.6904 | 0.8309 |
| No log | 0.5193 | 282 | 0.5421 | 0.5028 | 0.5421 | 0.7363 |
| No log | 0.5230 | 284 | 0.5142 | 0.4474 | 0.5142 | 0.7171 |
| No log | 0.5267 | 286 | 0.5093 | 0.4692 | 0.5093 | 0.7136 |
| No log | 0.5304 | 288 | 0.5071 | 0.4375 | 0.5071 | 0.7121 |
| No log | 0.5341 | 290 | 0.5125 | 0.5087 | 0.5125 | 0.7159 |
| No log | 0.5378 | 292 | 0.5583 | 0.5560 | 0.5583 | 0.7472 |
| No log | 0.5414 | 294 | 0.5413 | 0.5398 | 0.5413 | 0.7358 |
| No log | 0.5451 | 296 | 0.5062 | 0.4798 | 0.5062 | 0.7115 |
| No log | 0.5488 | 298 | 0.5244 | 0.5118 | 0.5244 | 0.7241 |
| No log | 0.5525 | 300 | 0.5918 | 0.5318 | 0.5918 | 0.7693 |
| No log | 0.5562 | 302 | 0.7361 | 0.5116 | 0.7361 | 0.8580 |
| No log | 0.5599 | 304 | 0.7178 | 0.5116 | 0.7178 | 0.8472 |
| No log | 0.5635 | 306 | 0.5849 | 0.5153 | 0.5849 | 0.7648 |
| No log | 0.5672 | 308 | 0.5037 | 0.4737 | 0.5037 | 0.7098 |
| No log | 0.5709 | 310 | 0.4931 | 0.4750 | 0.4931 | 0.7022 |
| No log | 0.5746 | 312 | 0.5769 | 0.5671 | 0.5769 | 0.7596 |
| No log | 0.5783 | 314 | 0.6639 | 0.5851 | 0.6639 | 0.8148 |
| No log | 0.5820 | 316 | 0.5348 | 0.5785 | 0.5348 | 0.7313 |
| No log | 0.5856 | 318 | 0.4702 | 0.4819 | 0.4702 | 0.6857 |
| No log | 0.5893 | 320 | 0.4697 | 0.4963 | 0.4697 | 0.6853 |
| No log | 0.5930 | 322 | 0.4915 | 0.5505 | 0.4915 | 0.7011 |
| No log | 0.5967 | 324 | 0.4743 | 0.4899 | 0.4743 | 0.6887 |
| No log | 0.6004 | 326 | 0.4848 | 0.4553 | 0.4848 | 0.6963 |
| No log | 0.6041 | 328 | 0.4914 | 0.4769 | 0.4914 | 0.7010 |
| No log | 0.6077 | 330 | 0.5201 | 0.4284 | 0.5201 | 0.7212 |
| No log | 0.6114 | 332 | 0.5073 | 0.4562 | 0.5073 | 0.7122 |
| No log | 0.6151 | 334 | 0.5054 | 0.4928 | 0.5054 | 0.7109 |
| No log | 0.6188 | 336 | 0.5298 | 0.5343 | 0.5298 | 0.7279 |
| No log | 0.6225 | 338 | 0.5268 | 0.5438 | 0.5268 | 0.7258 |
| No log | 0.6262 | 340 | 0.5002 | 0.5170 | 0.5002 | 0.7072 |
| No log | 0.6298 | 342 | 0.5160 | 0.4439 | 0.5160 | 0.7183 |
| No log | 0.6335 | 344 | 0.5003 | 0.4741 | 0.5003 | 0.7073 |
| No log | 0.6372 | 346 | 0.5283 | 0.5426 | 0.5283 | 0.7268 |
| No log | 0.6409 | 348 | 0.5129 | 0.5176 | 0.5129 | 0.7162 |
| No log | 0.6446 | 350 | 0.5054 | 0.4926 | 0.5054 | 0.7109 |
| No log | 0.6483 | 352 | 0.5130 | 0.4672 | 0.5130 | 0.7163 |
| No log | 0.6519 | 354 | 0.5251 | 0.5097 | 0.5251 | 0.7247 |
| No log | 0.6556 | 356 | 0.5307 | 0.4971 | 0.5307 | 0.7285 |
| No log | 0.6593 | 358 | 0.5422 | 0.4384 | 0.5422 | 0.7364 |
| No log | 0.6630 | 360 | 0.5524 | 0.4185 | 0.5524 | 0.7432 |
| No log | 0.6667 | 362 | 0.5295 | 0.4995 | 0.5295 | 0.7277 |
| No log | 0.6703 | 364 | 0.5421 | 0.5258 | 0.5421 | 0.7363 |
| No log | 0.6740 | 366 | 0.5238 | 0.4595 | 0.5238 | 0.7238 |
| No log | 0.6777 | 368 | 0.6086 | 0.3728 | 0.6086 | 0.7801 |
| No log | 0.6814 | 370 | 0.5864 | 0.3773 | 0.5864 | 0.7658 |
| No log | 0.6851 | 372 | 0.5070 | 0.4793 | 0.5070 | 0.7120 |
| No log | 0.6888 | 374 | 0.5250 | 0.5548 | 0.5250 | 0.7246 |
| No log | 0.6924 | 376 | 0.5408 | 0.5796 | 0.5408 | 0.7354 |
| No log | 0.6961 | 378 | 0.5076 | 0.5084 | 0.5076 | 0.7125 |
| No log | 0.6998 | 380 | 0.5104 | 0.4260 | 0.5104 | 0.7145 |
| No log | 0.7035 | 382 | 0.5052 | 0.4713 | 0.5052 | 0.7108 |
| No log | 0.7072 | 384 | 0.5626 | 0.5789 | 0.5626 | 0.7500 |
| No log | 0.7109 | 386 | 0.6026 | 0.6019 | 0.6026 | 0.7763 |
| No log | 0.7145 | 388 | 0.5580 | 0.5822 | 0.5580 | 0.7470 |
| No log | 0.7182 | 390 | 0.5222 | 0.5216 | 0.5222 | 0.7226 |
| No log | 0.7219 | 392 | 0.5066 | 0.4864 | 0.5066 | 0.7118 |
| No log | 0.7256 | 394 | 0.5141 | 0.4998 | 0.5141 | 0.7170 |
| No log | 0.7293 | 396 | 0.5432 | 0.5234 | 0.5432 | 0.7370 |
| No log | 0.7330 | 398 | 0.5441 | 0.5197 | 0.5441 | 0.7377 |
| No log | 0.7366 | 400 | 0.5841 | 0.5219 | 0.5841 | 0.7643 |
| No log | 0.7403 | 402 | 0.5492 | 0.5208 | 0.5492 | 0.7411 |
| No log | 0.7440 | 404 | 0.5461 | 0.5390 | 0.5461 | 0.7390 |
| No log | 0.7477 | 406 | 0.5939 | 0.5346 | 0.5939 | 0.7707 |
| No log | 0.7514 | 408 | 0.5165 | 0.5457 | 0.5165 | 0.7187 |
| No log | 0.7551 | 410 | 0.5009 | 0.5345 | 0.5009 | 0.7077 |
| No log | 0.7587 | 412 | 0.5979 | 0.5798 | 0.5979 | 0.7732 |
| No log | 0.7624 | 414 | 0.6298 | 0.5917 | 0.6298 | 0.7936 |
| No log | 0.7661 | 416 | 0.5150 | 0.5569 | 0.5150 | 0.7176 |
| No log | 0.7698 | 418 | 0.4971 | 0.5417 | 0.4971 | 0.7050 |
| No log | 0.7735 | 420 | 0.5174 | 0.5544 | 0.5174 | 0.7193 |
| No log | 0.7772 | 422 | 0.4936 | 0.5371 | 0.4936 | 0.7025 |
| No log | 0.7808 | 424 | 0.4953 | 0.5374 | 0.4953 | 0.7037 |
| No log | 0.7845 | 426 | 0.4757 | 0.5424 | 0.4757 | 0.6897 |
| No log | 0.7882 | 428 | 0.4763 | 0.5602 | 0.4763 | 0.6901 |
| No log | 0.7919 | 430 | 0.4653 | 0.5369 | 0.4653 | 0.6821 |
| No log | 0.7956 | 432 | 0.4727 | 0.5766 | 0.4727 | 0.6875 |
| No log | 0.7993 | 434 | 0.4817 | 0.5785 | 0.4817 | 0.6940 |
| No log | 0.8029 | 436 | 0.4989 | 0.6095 | 0.4989 | 0.7063 |
| No log | 0.8066 | 438 | 0.5523 | 0.6397 | 0.5523 | 0.7432 |
| No log | 0.8103 | 440 | 0.5943 | 0.6424 | 0.5943 | 0.7709 |
| No log | 0.8140 | 442 | 0.5040 | 0.5763 | 0.5040 | 0.7099 |
| No log | 0.8177 | 444 | 0.4960 | 0.5310 | 0.4960 | 0.7043 |
| No log | 0.8214 | 446 | 0.5242 | 0.5813 | 0.5242 | 0.7240 |
| No log | 0.8250 | 448 | 0.6226 | 0.6236 | 0.6226 | 0.7891 |
| No log | 0.8287 | 450 | 0.5897 | 0.6351 | 0.5897 | 0.7679 |
| No log | 0.8324 | 452 | 0.4758 | 0.5089 | 0.4758 | 0.6898 |
| No log | 0.8361 | 454 | 0.4832 | 0.4637 | 0.4832 | 0.6951 |
| No log | 0.8398 | 456 | 0.4915 | 0.5724 | 0.4915 | 0.7010 |
| No log | 0.8435 | 458 | 0.5199 | 0.6052 | 0.5199 | 0.7210 |
| No log | 0.8471 | 460 | 0.5103 | 0.5900 | 0.5103 | 0.7144 |
| No log | 0.8508 | 462 | 0.5125 | 0.5889 | 0.5125 | 0.7159 |
| No log | 0.8545 | 464 | 0.5270 | 0.5705 | 0.5270 | 0.7259 |
| No log | 0.8582 | 466 | 0.5737 | 0.5964 | 0.5737 | 0.7574 |
| No log | 0.8619 | 468 | 0.7346 | 0.6081 | 0.7346 | 0.8571 |
| No log | 0.8656 | 470 | 0.9004 | 0.6019 | 0.9004 | 0.9489 |
| No log | 0.8692 | 472 | 0.6965 | 0.5459 | 0.6965 | 0.8345 |
| No log | 0.8729 | 474 | 0.6625 | 0.5225 | 0.6625 | 0.8139 |
| No log | 0.8766 | 476 | 0.8840 | 0.5417 | 0.8840 | 0.9402 |
| No log | 0.8803 | 478 | 0.8811 | 0.5444 | 0.8811 | 0.9387 |
| No log | 0.8840 | 480 | 0.6237 | 0.5287 | 0.6237 | 0.7898 |
| No log | 0.8877 | 482 | 0.6023 | 0.5442 | 0.6023 | 0.7761 |
| No log | 0.8913 | 484 | 0.7924 | 0.5767 | 0.7924 | 0.8902 |
| No log | 0.8950 | 486 | 0.7918 | 0.5845 | 0.7918 | 0.8898 |
| No log | 0.8987 | 488 | 0.5545 | 0.5778 | 0.5545 | 0.7446 |
| No log | 0.9024 | 490 | 0.4936 | 0.4685 | 0.4936 | 0.7026 |
| No log | 0.9061 | 492 | 0.4913 | 0.4633 | 0.4913 | 0.7009 |
| No log | 0.9098 | 494 | 0.5378 | 0.5803 | 0.5378 | 0.7334 |
| No log | 0.9134 | 496 | 0.5872 | 0.6022 | 0.5872 | 0.7663 |
| No log | 0.9171 | 498 | 0.5031 | 0.5207 | 0.5031 | 0.7093 |
| 0.496 | 0.9208 | 500 | 0.5047 | 0.4294 | 0.5047 | 0.7105 |
| 0.496 | 0.9245 | 502 | 0.4999 | 0.4369 | 0.4999 | 0.7070 |
| 0.496 | 0.9282 | 504 | 0.5096 | 0.5149 | 0.5096 | 0.7139 |
| 0.496 | 0.9319 | 506 | 0.5311 | 0.5347 | 0.5311 | 0.7287 |
| 0.496 | 0.9355 | 508 | 0.5066 | 0.4838 | 0.5066 | 0.7118 |
| 0.496 | 0.9392 | 510 | 0.5067 | 0.5066 | 0.5067 | 0.7118 |
| 0.496 | 0.9429 | 512 | 0.5698 | 0.5755 | 0.5698 | 0.7549 |
| 0.496 | 0.9466 | 514 | 0.6064 | 0.5780 | 0.6064 | 0.7787 |
| 0.496 | 0.9503 | 516 | 0.5161 | 0.5424 | 0.5161 | 0.7184 |
| 0.496 | 0.9540 | 518 | 0.4923 | 0.4834 | 0.4923 | 0.7016 |
| 0.496 | 0.9576 | 520 | 0.4961 | 0.4730 | 0.4961 | 0.7043 |
| 0.496 | 0.9613 | 522 | 0.5036 | 0.5580 | 0.5036 | 0.7096 |
| 0.496 | 0.9650 | 524 | 0.6150 | 0.6460 | 0.6150 | 0.7842 |
| 0.496 | 0.9687 | 526 | 0.5503 | 0.6350 | 0.5503 | 0.7418 |
| 0.496 | 0.9724 | 528 | 0.5168 | 0.5896 | 0.5168 | 0.7189 |
| 0.496 | 0.9761 | 530 | 0.5309 | 0.6002 | 0.5309 | 0.7286 |
| 0.496 | 0.9797 | 532 | 0.5072 | 0.5894 | 0.5072 | 0.7121 |
| 0.496 | 0.9834 | 534 | 0.5303 | 0.5811 | 0.5303 | 0.7282 |
| 0.496 | 0.9871 | 536 | 0.5343 | 0.5639 | 0.5343 | 0.7310 |
| 0.496 | 0.9908 | 538 | 0.5807 | 0.5742 | 0.5807 | 0.7621 |
| 0.496 | 0.9945 | 540 | 0.5745 | 0.5815 | 0.5745 | 0.7579 |
| 0.496 | 0.9982 | 542 | 0.5022 | 0.5543 | 0.5022 | 0.7087 |
| 0.496 | 1.0018 | 544 | 0.4679 | 0.5332 | 0.4679 | 0.6840 |
| 0.496 | 1.0055 | 546 | 0.4767 | 0.5552 | 0.4767 | 0.6904 |
| 0.496 | 1.0092 | 548 | 0.5351 | 0.6382 | 0.5351 | 0.7315 |
| 0.496 | 1.0129 | 550 | 0.4764 | 0.6002 | 0.4764 | 0.6902 |
| 0.496 | 1.0166 | 552 | 0.4993 | 0.6256 | 0.4993 | 0.7066 |
| 0.496 | 1.0203 | 554 | 0.5146 | 0.6323 | 0.5146 | 0.7174 |
| 0.496 | 1.0239 | 556 | 0.4968 | 0.6120 | 0.4968 | 0.7048 |
| 0.496 | 1.0276 | 558 | 0.5146 | 0.6268 | 0.5146 | 0.7173 |
| 0.496 | 1.0313 | 560 | 0.5319 | 0.6490 | 0.5319 | 0.7293 |
| 0.496 | 1.0350 | 562 | 0.4538 | 0.5586 | 0.4538 | 0.6737 |
| 0.496 | 1.0387 | 564 | 0.4508 | 0.5396 | 0.4508 | 0.6714 |
| 0.496 | 1.0424 | 566 | 0.5189 | 0.6540 | 0.5189 | 0.7203 |
| 0.496 | 1.0460 | 568 | 0.6636 | 0.6624 | 0.6636 | 0.8146 |
| 0.496 | 1.0497 | 570 | 0.5371 | 0.6594 | 0.5371 | 0.7329 |
| 0.496 | 1.0534 | 572 | 0.4569 | 0.5143 | 0.4569 | 0.6760 |
| 0.496 | 1.0571 | 574 | 0.4678 | 0.5555 | 0.4678 | 0.6840 |
| 0.496 | 1.0608 | 576 | 0.6612 | 0.6688 | 0.6612 | 0.8132 |
| 0.496 | 1.0645 | 578 | 0.7773 | 0.6401 | 0.7773 | 0.8816 |
| 0.496 | 1.0681 | 580 | 0.5825 | 0.6303 | 0.5825 | 0.7632 |
| 0.496 | 1.0718 | 582 | 0.5067 | 0.5875 | 0.5067 | 0.7118 |
| 0.496 | 1.0755 | 584 | 0.4973 | 0.5790 | 0.4973 | 0.7052 |
| 0.496 | 1.0792 | 586 | 0.4909 | 0.5766 | 0.4909 | 0.7006 |
| 0.496 | 1.0829 | 588 | 0.4974 | 0.5674 | 0.4974 | 0.7052 |
| 0.496 | 1.0866 | 590 | 0.4782 | 0.5538 | 0.4782 | 0.6915 |
| 0.496 | 1.0902 | 592 | 0.4701 | 0.5550 | 0.4701 | 0.6856 |
| 0.496 | 1.0939 | 594 | 0.5008 | 0.6175 | 0.5008 | 0.7076 |
| 0.496 | 1.0976 | 596 | 0.4640 | 0.5295 | 0.4640 | 0.6811 |
| 0.496 | 1.1013 | 598 | 0.4778 | 0.4769 | 0.4778 | 0.6912 |
| 0.496 | 1.1050 | 600 | 0.4621 | 0.5233 | 0.4621 | 0.6798 |
| 0.496 | 1.1087 | 602 | 0.4713 | 0.5781 | 0.4713 | 0.6865 |
| 0.496 | 1.1123 | 604 | 0.4726 | 0.5812 | 0.4726 | 0.6875 |
| 0.496 | 1.1160 | 606 | 0.4714 | 0.5725 | 0.4714 | 0.6866 |
| 0.496 | 1.1197 | 608 | 0.5361 | 0.6413 | 0.5361 | 0.7322 |
| 0.496 | 1.1234 | 610 | 0.5164 | 0.6070 | 0.5164 | 0.7186 |
| 0.496 | 1.1271 | 612 | 0.5071 | 0.5931 | 0.5071 | 0.7121 |
| 0.496 | 1.1308 | 614 | 0.6036 | 0.6535 | 0.6036 | 0.7769 |
| 0.496 | 1.1344 | 616 | 0.6959 | 0.6473 | 0.6959 | 0.8342 |
| 0.496 | 1.1381 | 618 | 0.5190 | 0.6182 | 0.5190 | 0.7204 |
| 0.496 | 1.1418 | 620 | 0.4875 | 0.6047 | 0.4875 | 0.6982 |
| 0.496 | 1.1455 | 622 | 0.5749 | 0.6451 | 0.5749 | 0.7582 |
| 0.496 | 1.1492 | 624 | 0.6243 | 0.6533 | 0.6243 | 0.7901 |
| 0.496 | 1.1529 | 626 | 0.5043 | 0.6098 | 0.5043 | 0.7102 |
| 0.496 | 1.1565 | 628 | 0.4749 | 0.5230 | 0.4749 | 0.6891 |
| 0.496 | 1.1602 | 630 | 0.4889 | 0.5858 | 0.4889 | 0.6992 |
| 0.496 | 1.1639 | 632 | 0.5857 | 0.6697 | 0.5857 | 0.7653 |
| 0.496 | 1.1676 | 634 | 0.5254 | 0.6421 | 0.5254 | 0.7248 |
| 0.496 | 1.1713 | 636 | 0.4751 | 0.5853 | 0.4751 | 0.6893 |
| 0.496 | 1.1750 | 638 | 0.5078 | 0.6176 | 0.5078 | 0.7126 |
| 0.496 | 1.1786 | 640 | 0.6403 | 0.6332 | 0.6403 | 0.8002 |
| 0.496 | 1.1823 | 642 | 0.6366 | 0.6394 | 0.6366 | 0.7979 |
| 0.496 | 1.1860 | 644 | 0.6343 | 0.6275 | 0.6343 | 0.7964 |
| 0.496 | 1.1897 | 646 | 0.7932 | 0.6270 | 0.7932 | 0.8906 |
| 0.496 | 1.1934 | 648 | 0.7213 | 0.6077 | 0.7213 | 0.8493 |
| 0.496 | 1.1971 | 650 | 0.6199 | 0.6161 | 0.6199 | 0.7873 |
| 0.496 | 1.2007 | 652 | 0.5388 | 0.5921 | 0.5388 | 0.7340 |
| 0.496 | 1.2044 | 654 | 0.5374 | 0.6019 | 0.5374 | 0.7330 |
| 0.496 | 1.2081 | 656 | 0.4799 | 0.5255 | 0.4799 | 0.6927 |
| 0.496 | 1.2118 | 658 | 0.4762 | 0.5262 | 0.4762 | 0.6901 |
| 0.496 | 1.2155 | 660 | 0.5413 | 0.6504 | 0.5413 | 0.7357 |
| 0.496 | 1.2192 | 662 | 0.5127 | 0.6505 | 0.5127 | 0.7160 |
| 0.496 | 1.2228 | 664 | 0.4654 | 0.5237 | 0.4654 | 0.6822 |
| 0.496 | 1.2265 | 666 | 0.4712 | 0.4862 | 0.4712 | 0.6865 |
| 0.496 | 1.2302 | 668 | 0.4707 | 0.5368 | 0.4707 | 0.6861 |
| 0.496 | 1.2339 | 670 | 0.4825 | 0.4901 | 0.4825 | 0.6946 |
| 0.496 | 1.2376 | 672 | 0.4878 | 0.4846 | 0.4878 | 0.6985 |
| 0.496 | 1.2413 | 674 | 0.5498 | 0.5936 | 0.5498 | 0.7415 |
| 0.496 | 1.2449 | 676 | 0.8516 | 0.6202 | 0.8516 | 0.9228 |
| 0.496 | 1.2486 | 678 | 0.8099 | 0.6072 | 0.8099 | 0.8999 |
| 0.496 | 1.2523 | 680 | 0.5518 | 0.5768 | 0.5518 | 0.7429 |
| 0.496 | 1.2560 | 682 | 0.5559 | 0.3937 | 0.5559 | 0.7456 |
| 0.496 | 1.2597 | 684 | 0.5738 | 0.3845 | 0.5738 | 0.7575 |
| 0.496 | 1.2634 | 686 | 0.5236 | 0.5074 | 0.5236 | 0.7236 |
| 0.496 | 1.2670 | 688 | 0.5842 | 0.6044 | 0.5842 | 0.7643 |
| 0.496 | 1.2707 | 690 | 0.6395 | 0.6153 | 0.6395 | 0.7997 |
| 0.496 | 1.2744 | 692 | 0.5317 | 0.6094 | 0.5317 | 0.7292 |
| 0.496 | 1.2781 | 694 | 0.4857 | 0.5521 | 0.4857 | 0.6970 |
| 0.496 | 1.2818 | 696 | 0.4855 | 0.5315 | 0.4855 | 0.6968 |
| 0.496 | 1.2855 | 698 | 0.5374 | 0.5883 | 0.5374 | 0.7331 |
| 0.496 | 1.2891 | 700 | 0.6939 | 0.6081 | 0.6939 | 0.8330 |
| 0.496 | 1.2928 | 702 | 0.6606 | 0.6050 | 0.6606 | 0.8128 |
| 0.496 | 1.2965 | 704 | 0.5036 | 0.5472 | 0.5036 | 0.7096 |
| 0.496 | 1.3002 | 706 | 0.4894 | 0.5519 | 0.4894 | 0.6996 |
| 0.496 | 1.3039 | 708 | 0.5407 | 0.5934 | 0.5407 | 0.7353 |
| 0.496 | 1.3076 | 710 | 0.6469 | 0.6347 | 0.6469 | 0.8043 |
| 0.496 | 1.3112 | 712 | 0.5681 | 0.6219 | 0.5681 | 0.7537 |
| 0.496 | 1.3149 | 714 | 0.4976 | 0.5943 | 0.4976 | 0.7054 |
| 0.496 | 1.3186 | 716 | 0.5046 | 0.5887 | 0.5046 | 0.7103 |
| 0.496 | 1.3223 | 718 | 0.6015 | 0.6128 | 0.6015 | 0.7756 |
| 0.496 | 1.3260 | 720 | 0.5935 | 0.6111 | 0.5935 | 0.7704 |
| 0.496 | 1.3297 | 722 | 0.4931 | 0.5227 | 0.4931 | 0.7022 |
| 0.496 | 1.3333 | 724 | 0.5024 | 0.4787 | 0.5024 | 0.7088 |
| 0.496 | 1.3370 | 726 | 0.5074 | 0.5477 | 0.5074 | 0.7123 |
| 0.496 | 1.3407 | 728 | 0.6315 | 0.5933 | 0.6315 | 0.7947 |
| 0.496 | 1.3444 | 730 | 0.6734 | 0.5549 | 0.6734 | 0.8206 |
| 0.496 | 1.3481 | 732 | 0.5755 | 0.5014 | 0.5755 | 0.7586 |
| 0.496 | 1.3517 | 734 | 0.5715 | 0.4861 | 0.5715 | 0.7559 |
| 0.496 | 1.3554 | 736 | 0.6318 | 0.5222 | 0.6318 | 0.7948 |
| 0.496 | 1.3591 | 738 | 0.8152 | 0.5714 | 0.8152 | 0.9029 |
| 0.496 | 1.3628 | 740 | 0.7029 | 0.5888 | 0.7029 | 0.8384 |
| 0.496 | 1.3665 | 742 | 0.5265 | 0.5366 | 0.5265 | 0.7256 |
| 0.496 | 1.3702 | 744 | 0.5174 | 0.4547 | 0.5174 | 0.7193 |
| 0.496 | 1.3738 | 746 | 0.5022 | 0.4979 | 0.5022 | 0.7087 |
| 0.496 | 1.3775 | 748 | 0.5763 | 0.5731 | 0.5763 | 0.7591 |
| 0.496 | 1.3812 | 750 | 0.6458 | 0.6029 | 0.6458 | 0.8036 |
| 0.496 | 1.3849 | 752 | 0.5535 | 0.5951 | 0.5535 | 0.7440 |
| 0.496 | 1.3886 | 754 | 0.4829 | 0.5094 | 0.4829 | 0.6949 |
| 0.496 | 1.3923 | 756 | 0.4914 | 0.4919 | 0.4914 | 0.7010 |
| 0.496 | 1.3959 | 758 | 0.4810 | 0.5258 | 0.4810 | 0.6936 |
| 0.496 | 1.3996 | 760 | 0.5860 | 0.6294 | 0.5860 | 0.7655 |
| 0.496 | 1.4033 | 762 | 0.6793 | 0.6333 | 0.6793 | 0.8242 |
| 0.496 | 1.4070 | 764 | 0.5673 | 0.6260 | 0.5673 | 0.7532 |
| 0.496 | 1.4107 | 766 | 0.4734 | 0.5077 | 0.4734 | 0.6880 |
| 0.496 | 1.4144 | 768 | 0.4969 | 0.4571 | 0.4969 | 0.7049 |
| 0.496 | 1.4180 | 770 | 0.4750 | 0.5089 | 0.4750 | 0.6892 |
| 0.496 | 1.4217 | 772 | 0.5033 | 0.5745 | 0.5033 | 0.7094 |
| 0.496 | 1.4254 | 774 | 0.4973 | 0.5705 | 0.4973 | 0.7052 |
| 0.496 | 1.4291 | 776 | 0.4802 | 0.5376 | 0.4802 | 0.6929 |
| 0.496 | 1.4328 | 778 | 0.4903 | 0.5477 | 0.4903 | 0.7002 |
| 0.496 | 1.4365 | 780 | 0.5452 | 0.6146 | 0.5452 | 0.7384 |
| 0.496 | 1.4401 | 782 | 0.5344 | 0.6015 | 0.5344 | 0.7311 |
| 0.496 | 1.4438 | 784 | 0.5895 | 0.6239 | 0.5895 | 0.7678 |
| 0.496 | 1.4475 | 786 | 0.5933 | 0.6254 | 0.5933 | 0.7702 |
| 0.496 | 1.4512 | 788 | 0.5962 | 0.6273 | 0.5962 | 0.7721 |
| 0.496 | 1.4549 | 790 | 0.5330 | 0.5689 | 0.5330 | 0.7300 |
| 0.496 | 1.4586 | 792 | 0.5083 | 0.5541 | 0.5083 | 0.7130 |
| 0.496 | 1.4622 | 794 | 0.5067 | 0.5514 | 0.5067 | 0.7118 |
| 0.496 | 1.4659 | 796 | 0.5453 | 0.5937 | 0.5453 | 0.7385 |
| 0.496 | 1.4696 | 798 | 0.5813 | 0.5926 | 0.5813 | 0.7624 |
| 0.496 | 1.4733 | 800 | 0.5231 | 0.5710 | 0.5231 | 0.7232 |
| 0.496 | 1.4770 | 802 | 0.5043 | 0.5477 | 0.5043 | 0.7101 |
| 0.496 | 1.4807 | 804 | 0.5213 | 0.5646 | 0.5213 | 0.7220 |
| 0.496 | 1.4843 | 806 | 0.5684 | 0.5855 | 0.5684 | 0.7540 |
| 0.496 | 1.4880 | 808 | 0.5492 | 0.5894 | 0.5492 | 0.7411 |
| 0.496 | 1.4917 | 810 | 0.5323 | 0.5837 | 0.5323 | 0.7296 |
| 0.496 | 1.4954 | 812 | 0.5590 | 0.6032 | 0.5590 | 0.7477 |
| 0.496 | 1.4991 | 814 | 0.5783 | 0.6214 | 0.5783 | 0.7604 |
| 0.496 | 1.5028 | 816 | 0.5275 | 0.5884 | 0.5275 | 0.7263 |
| 0.496 | 1.5064 | 818 | 0.5274 | 0.5731 | 0.5274 | 0.7262 |
| 0.496 | 1.5101 | 820 | 0.5022 | 0.5225 | 0.5022 | 0.7087 |
| 0.496 | 1.5138 | 822 | 0.5024 | 0.5208 | 0.5024 | 0.7088 |
| 0.496 | 1.5175 | 824 | 0.5270 | 0.5781 | 0.5270 | 0.7260 |
| 0.496 | 1.5212 | 826 | 0.5826 | 0.6093 | 0.5826 | 0.7633 |
| 0.496 | 1.5249 | 828 | 0.5966 | 0.5813 | 0.5966 | 0.7724 |
| 0.496 | 1.5285 | 830 | 0.5993 | 0.5858 | 0.5993 | 0.7741 |
| 0.496 | 1.5322 | 832 | 0.6013 | 0.5750 | 0.6013 | 0.7754 |
| 0.496 | 1.5359 | 834 | 0.5942 | 0.5601 | 0.5942 | 0.7709 |
| 0.496 | 1.5396 | 836 | 0.5570 | 0.5316 | 0.5570 | 0.7463 |
| 0.496 | 1.5433 | 838 | 0.5980 | 0.5770 | 0.5980 | 0.7733 |
| 0.496 | 1.5470 | 840 | 0.6361 | 0.6045 | 0.6361 | 0.7976 |
| 0.496 | 1.5506 | 842 | 0.6256 | 0.5987 | 0.6256 | 0.7910 |
| 0.496 | 1.5543 | 844 | 0.5992 | 0.6039 | 0.5992 | 0.7741 |
| 0.496 | 1.5580 | 846 | 0.5202 | 0.5863 | 0.5202 | 0.7213 |
| 0.496 | 1.5617 | 848 | 0.4889 | 0.5693 | 0.4889 | 0.6992 |
| 0.496 | 1.5654 | 850 | 0.5391 | 0.5954 | 0.5391 | 0.7343 |
| 0.496 | 1.5691 | 852 | 0.5999 | 0.6254 | 0.5999 | 0.7745 |
| 0.496 | 1.5727 | 854 | 0.4933 | 0.6224 | 0.4933 | 0.7024 |
| 0.496 | 1.5764 | 856 | 0.4669 | 0.5053 | 0.4669 | 0.6833 |
| 0.496 | 1.5801 | 858 | 0.4618 | 0.5314 | 0.4618 | 0.6795 |
| 0.496 | 1.5838 | 860 | 0.5229 | 0.6349 | 0.5229 | 0.7231 |
| 0.496 | 1.5875 | 862 | 0.6614 | 0.6458 | 0.6614 | 0.8132 |
| 0.496 | 1.5912 | 864 | 0.5657 | 0.6333 | 0.5657 | 0.7521 |
| 0.496 | 1.5948 | 866 | 0.4772 | 0.5713 | 0.4772 | 0.6908 |
| 0.496 | 1.5985 | 868 | 0.4894 | 0.5621 | 0.4894 | 0.6996 |
| 0.496 | 1.6022 | 870 | 0.5675 | 0.6066 | 0.5675 | 0.7533 |
| 0.496 | 1.6059 | 872 | 0.6876 | 0.6318 | 0.6876 | 0.8292 |
| 0.496 | 1.6096 | 874 | 0.5784 | 0.5814 | 0.5784 | 0.7605 |
| 0.496 | 1.6133 | 876 | 0.5242 | 0.5518 | 0.5242 | 0.7240 |
| 0.496 | 1.6169 | 878 | 0.5625 | 0.5903 | 0.5625 | 0.7500 |
| 0.496 | 1.6206 | 880 | 0.5526 | 0.5965 | 0.5526 | 0.7433 |
| 0.496 | 1.6243 | 882 | 0.5505 | 0.5893 | 0.5505 | 0.7420 |
| 0.496 | 1.6280 | 884 | 0.4742 | 0.5280 | 0.4742 | 0.6886 |
| 0.496 | 1.6317 | 886 | 0.4855 | 0.4857 | 0.4855 | 0.6968 |
| 0.496 | 1.6354 | 888 | 0.4702 | 0.5445 | 0.4702 | 0.6857 |
| 0.496 | 1.6390 | 890 | 0.5558 | 0.6340 | 0.5558 | 0.7455 |
| 0.496 | 1.6427 | 892 | 0.6744 | 0.6681 | 0.6744 | 0.8212 |
| 0.496 | 1.6464 | 894 | 0.5500 | 0.6449 | 0.5500 | 0.7416 |
| 0.496 | 1.6501 | 896 | 0.4853 | 0.5601 | 0.4853 | 0.6967 |
| 0.496 | 1.6538 | 898 | 0.4967 | 0.5079 | 0.4967 | 0.7048 |
| 0.496 | 1.6575 | 900 | 0.4803 | 0.5753 | 0.4803 | 0.6930 |
| 0.496 | 1.6611 | 902 | 0.5264 | 0.6182 | 0.5264 | 0.7255 |
| 0.496 | 1.6648 | 904 | 0.5252 | 0.5980 | 0.5252 | 0.7247 |
| 0.496 | 1.6685 | 906 | 0.5287 | 0.5856 | 0.5287 | 0.7271 |
| 0.496 | 1.6722 | 908 | 0.5581 | 0.5850 | 0.5581 | 0.7471 |
| 0.496 | 1.6759 | 910 | 0.5505 | 0.5508 | 0.5505 | 0.7420 |
| 0.496 | 1.6796 | 912 | 0.5546 | 0.5408 | 0.5546 | 0.7447 |
| 0.496 | 1.6832 | 914 | 0.5709 | 0.5293 | 0.5709 | 0.7556 |
| 0.496 | 1.6869 | 916 | 0.6541 | 0.5814 | 0.6541 | 0.8087 |
| 0.496 | 1.6906 | 918 | 0.6952 | 0.5875 | 0.6952 | 0.8338 |
| 0.496 | 1.6943 | 920 | 0.5840 | 0.5802 | 0.5840 | 0.7642 |
| 0.496 | 1.6980 | 922 | 0.5413 | 0.5793 | 0.5413 | 0.7358 |
| 0.496 | 1.7017 | 924 | 0.5542 | 0.6196 | 0.5542 | 0.7445 |
| 0.496 | 1.7053 | 926 | 0.4834 | 0.5742 | 0.4834 | 0.6952 |
| 0.496 | 1.7090 | 928 | 0.4702 | 0.5506 | 0.4702 | 0.6857 |
| 0.496 | 1.7127 | 930 | 0.4741 | 0.5980 | 0.4741 | 0.6886 |
| 0.496 | 1.7164 | 932 | 0.4842 | 0.6116 | 0.4842 | 0.6958 |
| 0.496 | 1.7201 | 934 | 0.4822 | 0.5332 | 0.4822 | 0.6944 |
| 0.496 | 1.7238 | 936 | 0.5289 | 0.4737 | 0.5289 | 0.7273 |
| 0.496 | 1.7274 | 938 | 0.5449 | 0.4698 | 0.5449 | 0.7382 |
| 0.496 | 1.7311 | 940 | 0.5094 | 0.5520 | 0.5094 | 0.7138 |
| 0.496 | 1.7348 | 942 | 0.4967 | 0.5736 | 0.4967 | 0.7047 |
| 0.496 | 1.7385 | 944 | 0.4883 | 0.5102 | 0.4883 | 0.6988 |
| 0.496 | 1.7422 | 946 | 0.4869 | 0.4866 | 0.4869 | 0.6978 |
| 0.496 | 1.7459 | 948 | 0.4741 | 0.5746 | 0.4741 | 0.6885 |
| 0.496 | 1.7495 | 950 | 0.5703 | 0.6171 | 0.5703 | 0.7552 |
| 0.496 | 1.7532 | 952 | 0.5522 | 0.6089 | 0.5522 | 0.7431 |
| 0.496 | 1.7569 | 954 | 0.4977 | 0.5625 | 0.4977 | 0.7055 |
| 0.496 | 1.7606 | 956 | 0.4803 | 0.5546 | 0.4803 | 0.6931 |
| 0.496 | 1.7643 | 958 | 0.5195 | 0.5987 | 0.5195 | 0.7207 |
| 0.496 | 1.7680 | 960 | 0.5152 | 0.6062 | 0.5152 | 0.7178 |
| 0.496 | 1.7716 | 962 | 0.4714 | 0.5660 | 0.4714 | 0.6866 |
| 0.496 | 1.7753 | 964 | 0.4942 | 0.4952 | 0.4942 | 0.7030 |
| 0.496 | 1.7790 | 966 | 0.4745 | 0.5382 | 0.4745 | 0.6889 |
| 0.496 | 1.7827 | 968 | 0.4913 | 0.5968 | 0.4913 | 0.7009 |
| 0.496 | 1.7864 | 970 | 0.4898 | 0.5870 | 0.4898 | 0.6999 |
| 0.496 | 1.7901 | 972 | 0.4799 | 0.5488 | 0.4799 | 0.6927 |
| 0.496 | 1.7937 | 974 | 0.4780 | 0.5578 | 0.4780 | 0.6914 |
| 0.496 | 1.7974 | 976 | 0.4754 | 0.5580 | 0.4754 | 0.6895 |
| 0.496 | 1.8011 | 978 | 0.4824 | 0.5274 | 0.4824 | 0.6946 |
| 0.496 | 1.8048 | 980 | 0.4716 | 0.5394 | 0.4716 | 0.6867 |
| 0.496 | 1.8085 | 982 | 0.4596 | 0.5529 | 0.4596 | 0.6779 |
| 0.496 | 1.8122 | 984 | 0.4557 | 0.5634 | 0.4557 | 0.6751 |
| 0.496 | 1.8158 | 986 | 0.4688 | 0.5974 | 0.4688 | 0.6847 |
| 0.496 | 1.8195 | 988 | 0.4605 | 0.5801 | 0.4605 | 0.6786 |
| 0.496 | 1.8232 | 990 | 0.4616 | 0.5262 | 0.4616 | 0.6794 |
| 0.496 | 1.8269 | 992 | 0.4627 | 0.5576 | 0.4627 | 0.6802 |
| 0.496 | 1.8306 | 994 | 0.5219 | 0.6114 | 0.5219 | 0.7224 |
| 0.496 | 1.8343 | 996 | 0.5408 | 0.6170 | 0.5408 | 0.7354 |
| 0.496 | 1.8379 | 998 | 0.4850 | 0.5888 | 0.4850 | 0.6964 |
| 0.2127 | 1.8416 | 1000 | 0.4836 | 0.5783 | 0.4836 | 0.6954 |
| 0.2127 | 1.8453 | 1002 | 0.5211 | 0.6241 | 0.5211 | 0.7219 |
| 0.2127 | 1.8490 | 1004 | 0.5937 | 0.6558 | 0.5937 | 0.7705 |
| 0.2127 | 1.8527 | 1006 | 0.5156 | 0.6232 | 0.5156 | 0.7181 |
| 0.2127 | 1.8564 | 1008 | 0.4660 | 0.5670 | 0.4660 | 0.6826 |
| 0.2127 | 1.8600 | 1010 | 0.4723 | 0.5826 | 0.4723 | 0.6873 |
| 0.2127 | 1.8637 | 1012 | 0.5568 | 0.6508 | 0.5568 | 0.7462 |
| 0.2127 | 1.8674 | 1014 | 0.5785 | 0.6538 | 0.5785 | 0.7606 |
| 0.2127 | 1.8711 | 1016 | 0.4807 | 0.6113 | 0.4807 | 0.6933 |
| 0.2127 | 1.8748 | 1018 | 0.4656 | 0.5684 | 0.4656 | 0.6823 |
| 0.2127 | 1.8785 | 1020 | 0.4735 | 0.6091 | 0.4735 | 0.6881 |
| 0.2127 | 1.8821 | 1022 | 0.4994 | 0.6416 | 0.4994 | 0.7067 |
| 0.2127 | 1.8858 | 1024 | 0.4968 | 0.6404 | 0.4968 | 0.7048 |
| 0.2127 | 1.8895 | 1026 | 0.4775 | 0.6269 | 0.4775 | 0.6910 |
| 0.2127 | 1.8932 | 1028 | 0.4905 | 0.6281 | 0.4905 | 0.7003 |
| 0.2127 | 1.8969 | 1030 | 0.5336 | 0.6260 | 0.5336 | 0.7305 |
| 0.2127 | 1.9006 | 1032 | 0.6125 | 0.6345 | 0.6125 | 0.7826 |
| 0.2127 | 1.9042 | 1034 | 0.7414 | 0.6549 | 0.7414 | 0.8610 |
| 0.2127 | 1.9079 | 1036 | 0.6098 | 0.6131 | 0.6098 | 0.7809 |
| 0.2127 | 1.9116 | 1038 | 0.5914 | 0.6191 | 0.5914 | 0.7691 |
| 0.2127 | 1.9153 | 1040 | 0.6598 | 0.6050 | 0.6598 | 0.8123 |
| 0.2127 | 1.9190 | 1042 | 0.7323 | 0.6327 | 0.7323 | 0.8558 |
| 0.2127 | 1.9227 | 1044 | 0.5977 | 0.6117 | 0.5977 | 0.7731 |
| 0.2127 | 1.9263 | 1046 | 0.5014 | 0.5768 | 0.5014 | 0.7081 |
| 0.2127 | 1.9300 | 1048 | 0.5187 | 0.6001 | 0.5187 | 0.7202 |
| 0.2127 | 1.9337 | 1050 | 0.6093 | 0.6335 | 0.6093 | 0.7806 |
| 0.2127 | 1.9374 | 1052 | 0.7208 | 0.6794 | 0.7208 | 0.8490 |
| 0.2127 | 1.9411 | 1054 | 0.6737 | 0.6654 | 0.6737 | 0.8208 |
| 0.2127 | 1.9448 | 1056 | 0.5419 | 0.6183 | 0.5419 | 0.7362 |
| 0.2127 | 1.9484 | 1058 | 0.5342 | 0.6267 | 0.5342 | 0.7309 |
| 0.2127 | 1.9521 | 1060 | 0.5522 | 0.6485 | 0.5522 | 0.7431 |
| 0.2127 | 1.9558 | 1062 | 0.5044 | 0.6217 | 0.5044 | 0.7102 |
| 0.2127 | 1.9595 | 1064 | 0.5551 | 0.6461 | 0.5551 | 0.7451 |
| 0.2127 | 1.9632 | 1066 | 0.5323 | 0.6249 | 0.5323 | 0.7296 |
| 0.2127 | 1.9669 | 1068 | 0.4795 | 0.6160 | 0.4795 | 0.6924 |
| 0.2127 | 1.9705 | 1070 | 0.4662 | 0.5881 | 0.4662 | 0.6828 |
| 0.2127 | 1.9742 | 1072 | 0.4875 | 0.6011 | 0.4875 | 0.6982 |
| 0.2127 | 1.9779 | 1074 | 0.4660 | 0.5514 | 0.4660 | 0.6826 |
| 0.2127 | 1.9816 | 1076 | 0.4710 | 0.5359 | 0.4710 | 0.6863 |
| 0.2127 | 1.9853 | 1078 | 0.4824 | 0.5703 | 0.4824 | 0.6945 |
| 0.2127 | 1.9890 | 1080 | 0.5721 | 0.6379 | 0.5721 | 0.7564 |
| 0.2127 | 1.9926 | 1082 | 0.5386 | 0.6246 | 0.5386 | 0.7339 |
| 0.2127 | 1.9963 | 1084 | 0.4961 | 0.5728 | 0.4961 | 0.7043 |
| 0.2127 | 2.0 | 1086 | 0.4867 | 0.5011 | 0.4867 | 0.6976 |
| 0.2127 | 2.0037 | 1088 | 0.4879 | 0.5083 | 0.4879 | 0.6985 |
| 0.2127 | 2.0074 | 1090 | 0.5349 | 0.6161 | 0.5349 | 0.7313 |
| 0.2127 | 2.0110 | 1092 | 0.6211 | 0.6496 | 0.6211 | 0.7881 |
| 0.2127 | 2.0147 | 1094 | 0.5329 | 0.6170 | 0.5329 | 0.7300 |
| 0.2127 | 2.0184 | 1096 | 0.4844 | 0.5341 | 0.4844 | 0.6960 |
| 0.2127 | 2.0221 | 1098 | 0.4855 | 0.5545 | 0.4855 | 0.6968 |
| 0.2127 | 2.0258 | 1100 | 0.5768 | 0.6420 | 0.5768 | 0.7595 |
| 0.2127 | 2.0295 | 1102 | 0.6459 | 0.6607 | 0.6459 | 0.8037 |
| 0.2127 | 2.0331 | 1104 | 0.5371 | 0.6014 | 0.5371 | 0.7329 |
| 0.2127 | 2.0368 | 1106 | 0.5086 | 0.5826 | 0.5086 | 0.7131 |
| 0.2127 | 2.0405 | 1108 | 0.5846 | 0.6304 | 0.5846 | 0.7646 |
| 0.2127 | 2.0442 | 1110 | 0.6839 | 0.6474 | 0.6839 | 0.8270 |
| 0.2127 | 2.0479 | 1112 | 0.6414 | 0.6430 | 0.6414 | 0.8009 |
| 0.2127 | 2.0516 | 1114 | 0.5009 | 0.5536 | 0.5009 | 0.7078 |
| 0.2127 | 2.0552 | 1116 | 0.4907 | 0.5080 | 0.4907 | 0.7005 |
| 0.2127 | 2.0589 | 1118 | 0.4921 | 0.5731 | 0.4921 | 0.7015 |
| 0.2127 | 2.0626 | 1120 | 0.5367 | 0.5965 | 0.5367 | 0.7326 |
| 0.2127 | 2.0663 | 1122 | 0.5475 | 0.6202 | 0.5475 | 0.7400 |
| 0.2127 | 2.0700 | 1124 | 0.4737 | 0.5754 | 0.4737 | 0.6883 |
| 0.2127 | 2.0737 | 1126 | 0.4793 | 0.4877 | 0.4793 | 0.6923 |
| 0.2127 | 2.0773 | 1128 | 0.4677 | 0.5177 | 0.4677 | 0.6839 |
| 0.2127 | 2.0810 | 1130 | 0.4930 | 0.6178 | 0.4930 | 0.7022 |
| 0.2127 | 2.0847 | 1132 | 0.5140 | 0.6251 | 0.5140 | 0.7169 |
| 0.2127 | 2.0884 | 1134 | 0.4954 | 0.6145 | 0.4954 | 0.7038 |
| 0.2127 | 2.0921 | 1136 | 0.4998 | 0.6093 | 0.4998 | 0.7069 |
| 0.2127 | 2.0958 | 1138 | 0.5367 | 0.6290 | 0.5367 | 0.7326 |
| 0.2127 | 2.0994 | 1140 | 0.5264 | 0.6295 | 0.5264 | 0.7255 |
| 0.2127 | 2.1031 | 1142 | 0.5479 | 0.6433 | 0.5479 | 0.7402 |
| 0.2127 | 2.1068 | 1144 | 0.4891 | 0.5867 | 0.4891 | 0.6994 |
| 0.2127 | 2.1105 | 1146 | 0.4863 | 0.5924 | 0.4863 | 0.6973 |
| 0.2127 | 2.1142 | 1148 | 0.4854 | 0.5885 | 0.4854 | 0.6967 |
| 0.2127 | 2.1179 | 1150 | 0.4817 | 0.5158 | 0.4817 | 0.6941 |
| 0.2127 | 2.1215 | 1152 | 0.4817 | 0.5218 | 0.4817 | 0.6940 |
| 0.2127 | 2.1252 | 1154 | 0.4936 | 0.5789 | 0.4936 | 0.7025 |
| 0.2127 | 2.1289 | 1156 | 0.4908 | 0.5843 | 0.4908 | 0.7006 |
| 0.2127 | 2.1326 | 1158 | 0.4757 | 0.5442 | 0.4757 | 0.6897 |
| 0.2127 | 2.1363 | 1160 | 0.4817 | 0.5757 | 0.4817 | 0.6940 |
| 0.2127 | 2.1400 | 1162 | 0.5289 | 0.6100 | 0.5289 | 0.7272 |
| 0.2127 | 2.1436 | 1164 | 0.5293 | 0.6159 | 0.5293 | 0.7275 |
| 0.2127 | 2.1473 | 1166 | 0.4902 | 0.5599 | 0.4902 | 0.7002 |
| 0.2127 | 2.1510 | 1168 | 0.4958 | 0.5640 | 0.4958 | 0.7041 |
| 0.2127 | 2.1547 | 1170 | 0.5529 | 0.6159 | 0.5529 | 0.7436 |
| 0.2127 | 2.1584 | 1172 | 0.5807 | 0.6313 | 0.5807 | 0.7621 |
| 0.2127 | 2.1621 | 1174 | 0.5039 | 0.5841 | 0.5039 | 0.7099 |
| 0.2127 | 2.1657 | 1176 | 0.4954 | 0.5657 | 0.4954 | 0.7038 |
| 0.2127 | 2.1694 | 1178 | 0.5497 | 0.6103 | 0.5497 | 0.7414 |
| 0.2127 | 2.1731 | 1180 | 0.5637 | 0.6223 | 0.5637 | 0.7508 |
| 0.2127 | 2.1768 | 1182 | 0.6054 | 0.6311 | 0.6054 | 0.7781 |
| 0.2127 | 2.1805 | 1184 | 0.5765 | 0.5987 | 0.5765 | 0.7593 |
| 0.2127 | 2.1842 | 1186 | 0.5174 | 0.5749 | 0.5174 | 0.7193 |
| 0.2127 | 2.1878 | 1188 | 0.5789 | 0.5960 | 0.5789 | 0.7608 |
| 0.2127 | 2.1915 | 1190 | 0.5694 | 0.5995 | 0.5694 | 0.7546 |
| 0.2127 | 2.1952 | 1192 | 0.5076 | 0.6012 | 0.5076 | 0.7125 |
| 0.2127 | 2.1989 | 1194 | 0.4953 | 0.5878 | 0.4953 | 0.7038 |
| 0.2127 | 2.2026 | 1196 | 0.5321 | 0.6197 | 0.5321 | 0.7295 |
| 0.2127 | 2.2063 | 1198 | 0.5470 | 0.6347 | 0.5470 | 0.7396 |
| 0.2127 | 2.2099 | 1200 | 0.4779 | 0.5900 | 0.4779 | 0.6913 |
| 0.2127 | 2.2136 | 1202 | 0.4701 | 0.5612 | 0.4701 | 0.6856 |
| 0.2127 | 2.2173 | 1204 | 0.4641 | 0.5728 | 0.4641 | 0.6813 |
| 0.2127 | 2.2210 | 1206 | 0.4854 | 0.5760 | 0.4854 | 0.6967 |
| 0.2127 | 2.2247 | 1208 | 0.5133 | 0.5777 | 0.5133 | 0.7164 |
| 0.2127 | 2.2284 | 1210 | 0.5034 | 0.5646 | 0.5034 | 0.7095 |
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/ASAP_FineTuningBERT_Aug_k35_task1_organization_fold3
Base model
google-bert/bert-base-uncased