Instructions to use MayBashendy/ASAP_FineTuningBERT_Aug_k30_task1_organization_fold1 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use MayBashendy/ASAP_FineTuningBERT_Aug_k30_task1_organization_fold1 with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="MayBashendy/ASAP_FineTuningBERT_Aug_k30_task1_organization_fold1")# pip install -U transformers accelerate # Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("MayBashendy/ASAP_FineTuningBERT_Aug_k30_task1_organization_fold1") model = AutoModelForSequenceClassification.from_pretrained("MayBashendy/ASAP_FineTuningBERT_Aug_k30_task1_organization_fold1", device_map="auto") - Notebooks
- Google Colab
- Kaggle
ASAP_FineTuningBERT_Aug_k30_task1_organization_fold1
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: 0.4227
- Qwk: 0.6024
- Mse: 0.4227
- Rmse: 0.6501
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 | 0.0042 | 2 | 12.3786 | 0.0 | 12.3786 | 3.5183 |
| No log | 0.0083 | 4 | 10.9416 | 0.0 | 10.9416 | 3.3078 |
| No log | 0.0125 | 6 | 10.0893 | 0.0 | 10.0893 | 3.1764 |
| No log | 0.0166 | 8 | 8.9531 | 0.0 | 8.9531 | 2.9922 |
| No log | 0.0208 | 10 | 7.6484 | 0.0179 | 7.6484 | 2.7656 |
| No log | 0.0249 | 12 | 6.4009 | 0.0 | 6.4009 | 2.5300 |
| No log | 0.0291 | 14 | 5.0905 | 0.0 | 5.0905 | 2.2562 |
| No log | 0.0333 | 16 | 4.1386 | 0.0 | 4.1386 | 2.0343 |
| No log | 0.0374 | 18 | 3.3135 | 0.0457 | 3.3135 | 1.8203 |
| No log | 0.0416 | 20 | 2.5414 | 0.0010 | 2.5414 | 1.5942 |
| No log | 0.0457 | 22 | 1.9088 | 0.0 | 1.9088 | 1.3816 |
| No log | 0.0499 | 24 | 1.4580 | 0.0049 | 1.4580 | 1.2075 |
| No log | 0.0541 | 26 | 1.1679 | 0.0797 | 1.1679 | 1.0807 |
| No log | 0.0582 | 28 | 0.9913 | 0.0106 | 0.9913 | 0.9957 |
| No log | 0.0624 | 30 | 0.8956 | 0.0 | 0.8956 | 0.9463 |
| No log | 0.0665 | 32 | 0.8947 | 0.0 | 0.8947 | 0.9459 |
| No log | 0.0707 | 34 | 0.9158 | 0.0 | 0.9158 | 0.9570 |
| No log | 0.0748 | 36 | 0.9228 | 0.0 | 0.9228 | 0.9606 |
| No log | 0.0790 | 38 | 0.9544 | 0.0207 | 0.9544 | 0.9769 |
| No log | 0.0832 | 40 | 0.9169 | 0.0 | 0.9169 | 0.9575 |
| No log | 0.0873 | 42 | 0.9397 | 0.0 | 0.9397 | 0.9694 |
| No log | 0.0915 | 44 | 0.9602 | 0.0 | 0.9602 | 0.9799 |
| No log | 0.0956 | 46 | 0.9872 | 0.0167 | 0.9872 | 0.9936 |
| No log | 0.0998 | 48 | 0.9396 | 0.0 | 0.9396 | 0.9693 |
| No log | 0.1040 | 50 | 0.8987 | 0.0 | 0.8987 | 0.9480 |
| No log | 0.1081 | 52 | 0.8871 | 0.0 | 0.8871 | 0.9418 |
| No log | 0.1123 | 54 | 0.8777 | 0.0 | 0.8777 | 0.9369 |
| No log | 0.1164 | 56 | 0.8551 | 0.0 | 0.8551 | 0.9247 |
| No log | 0.1206 | 58 | 0.8549 | 0.0 | 0.8549 | 0.9246 |
| No log | 0.1247 | 60 | 0.8693 | 0.0 | 0.8693 | 0.9324 |
| No log | 0.1289 | 62 | 0.8733 | 0.0 | 0.8733 | 0.9345 |
| No log | 0.1331 | 64 | 0.8168 | 0.0106 | 0.8168 | 0.9038 |
| No log | 0.1372 | 66 | 0.8350 | 0.0545 | 0.8350 | 0.9138 |
| No log | 0.1414 | 68 | 0.8074 | 0.0211 | 0.8074 | 0.8986 |
| No log | 0.1455 | 70 | 0.8124 | 0.0106 | 0.8124 | 0.9013 |
| No log | 0.1497 | 72 | 0.9304 | 0.1937 | 0.9304 | 0.9646 |
| No log | 0.1538 | 74 | 0.9585 | 0.0278 | 0.9585 | 0.9790 |
| No log | 0.1580 | 76 | 0.9505 | -0.0069 | 0.9505 | 0.9749 |
| No log | 0.1622 | 78 | 0.9253 | 0.0013 | 0.9253 | 0.9619 |
| No log | 0.1663 | 80 | 0.8968 | 0.0 | 0.8968 | 0.9470 |
| No log | 0.1705 | 82 | 0.8318 | 0.0 | 0.8318 | 0.9120 |
| No log | 0.1746 | 84 | 0.7685 | 0.0553 | 0.7685 | 0.8766 |
| No log | 0.1788 | 86 | 0.7490 | 0.0303 | 0.7490 | 0.8654 |
| No log | 0.1830 | 88 | 0.7333 | 0.0486 | 0.7333 | 0.8563 |
| No log | 0.1871 | 90 | 0.7756 | 0.2482 | 0.7756 | 0.8807 |
| No log | 0.1913 | 92 | 0.8539 | 0.2563 | 0.8539 | 0.9241 |
| No log | 0.1954 | 94 | 0.9010 | 0.0547 | 0.9010 | 0.9492 |
| No log | 0.1996 | 96 | 0.9597 | -0.1070 | 0.9597 | 0.9796 |
| No log | 0.2037 | 98 | 0.9269 | 0.1136 | 0.9269 | 0.9628 |
| No log | 0.2079 | 100 | 0.8413 | 0.0087 | 0.8413 | 0.9172 |
| No log | 0.2121 | 102 | 0.8138 | 0.0467 | 0.8138 | 0.9021 |
| No log | 0.2162 | 104 | 0.7638 | 0.0404 | 0.7638 | 0.8740 |
| No log | 0.2204 | 106 | 0.7659 | 0.2487 | 0.7659 | 0.8752 |
| No log | 0.2245 | 108 | 0.8204 | 0.3200 | 0.8204 | 0.9058 |
| No log | 0.2287 | 110 | 0.7849 | 0.3034 | 0.7849 | 0.8859 |
| No log | 0.2328 | 112 | 0.7039 | 0.2893 | 0.7039 | 0.8390 |
| No log | 0.2370 | 114 | 0.7088 | 0.2836 | 0.7088 | 0.8419 |
| No log | 0.2412 | 116 | 0.7514 | 0.2783 | 0.7514 | 0.8668 |
| No log | 0.2453 | 118 | 0.7652 | 0.3156 | 0.7652 | 0.8747 |
| No log | 0.2495 | 120 | 0.7254 | 0.2636 | 0.7254 | 0.8517 |
| No log | 0.2536 | 122 | 0.7330 | 0.0832 | 0.7330 | 0.8562 |
| No log | 0.2578 | 124 | 0.7631 | 0.0171 | 0.7631 | 0.8736 |
| No log | 0.2620 | 126 | 0.7983 | 0.0276 | 0.7983 | 0.8935 |
| No log | 0.2661 | 128 | 0.8425 | 0.2198 | 0.8425 | 0.9179 |
| No log | 0.2703 | 130 | 0.9314 | 0.3262 | 0.9314 | 0.9651 |
| No log | 0.2744 | 132 | 0.8942 | 0.3349 | 0.8942 | 0.9456 |
| No log | 0.2786 | 134 | 0.8156 | 0.0407 | 0.8156 | 0.9031 |
| No log | 0.2827 | 136 | 0.8074 | 0.1494 | 0.8074 | 0.8986 |
| No log | 0.2869 | 138 | 0.8313 | 0.4067 | 0.8313 | 0.9117 |
| No log | 0.2911 | 140 | 0.8164 | 0.4470 | 0.8164 | 0.9035 |
| No log | 0.2952 | 142 | 0.7400 | 0.4615 | 0.7400 | 0.8602 |
| No log | 0.2994 | 144 | 0.6643 | 0.2425 | 0.6643 | 0.8151 |
| No log | 0.3035 | 146 | 0.6592 | 0.2017 | 0.6592 | 0.8119 |
| No log | 0.3077 | 148 | 0.6440 | 0.3495 | 0.6440 | 0.8025 |
| No log | 0.3119 | 150 | 0.7389 | 0.3815 | 0.7389 | 0.8596 |
| No log | 0.3160 | 152 | 0.7367 | 0.4004 | 0.7367 | 0.8583 |
| No log | 0.3202 | 154 | 0.7291 | 0.2542 | 0.7291 | 0.8539 |
| No log | 0.3243 | 156 | 0.7907 | 0.0956 | 0.7907 | 0.8892 |
| No log | 0.3285 | 158 | 0.7933 | 0.2179 | 0.7933 | 0.8907 |
| No log | 0.3326 | 160 | 0.6925 | 0.4417 | 0.6925 | 0.8322 |
| No log | 0.3368 | 162 | 0.6172 | 0.3700 | 0.6172 | 0.7856 |
| No log | 0.3410 | 164 | 0.5966 | 0.3450 | 0.5966 | 0.7724 |
| No log | 0.3451 | 166 | 0.5853 | 0.3910 | 0.5853 | 0.7650 |
| No log | 0.3493 | 168 | 0.6151 | 0.4471 | 0.6151 | 0.7843 |
| No log | 0.3534 | 170 | 0.5910 | 0.4174 | 0.5910 | 0.7688 |
| No log | 0.3576 | 172 | 0.5864 | 0.3611 | 0.5864 | 0.7658 |
| No log | 0.3617 | 174 | 0.6012 | 0.3692 | 0.6012 | 0.7754 |
| No log | 0.3659 | 176 | 0.6400 | 0.4147 | 0.6400 | 0.8000 |
| No log | 0.3701 | 178 | 0.6933 | 0.4384 | 0.6933 | 0.8326 |
| No log | 0.3742 | 180 | 0.7266 | 0.4309 | 0.7266 | 0.8524 |
| No log | 0.3784 | 182 | 0.7448 | 0.4583 | 0.7448 | 0.8630 |
| No log | 0.3825 | 184 | 0.7750 | 0.4627 | 0.7750 | 0.8803 |
| No log | 0.3867 | 186 | 0.6994 | 0.5038 | 0.6994 | 0.8363 |
| No log | 0.3909 | 188 | 0.5832 | 0.4733 | 0.5832 | 0.7637 |
| No log | 0.3950 | 190 | 0.5291 | 0.4251 | 0.5291 | 0.7274 |
| No log | 0.3992 | 192 | 0.5338 | 0.4207 | 0.5338 | 0.7306 |
| No log | 0.4033 | 194 | 0.5133 | 0.4681 | 0.5133 | 0.7164 |
| No log | 0.4075 | 196 | 0.6102 | 0.5318 | 0.6102 | 0.7812 |
| No log | 0.4116 | 198 | 0.7196 | 0.4980 | 0.7196 | 0.8483 |
| No log | 0.4158 | 200 | 0.6935 | 0.5090 | 0.6935 | 0.8328 |
| No log | 0.4200 | 202 | 0.5591 | 0.5205 | 0.5591 | 0.7477 |
| No log | 0.4241 | 204 | 0.5484 | 0.4193 | 0.5484 | 0.7406 |
| No log | 0.4283 | 206 | 0.5574 | 0.4281 | 0.5574 | 0.7466 |
| No log | 0.4324 | 208 | 0.5715 | 0.5049 | 0.5715 | 0.7559 |
| No log | 0.4366 | 210 | 0.5568 | 0.5175 | 0.5568 | 0.7462 |
| No log | 0.4407 | 212 | 0.5035 | 0.5302 | 0.5035 | 0.7096 |
| No log | 0.4449 | 214 | 0.5028 | 0.5195 | 0.5028 | 0.7091 |
| No log | 0.4491 | 216 | 0.5041 | 0.4068 | 0.5041 | 0.7100 |
| No log | 0.4532 | 218 | 0.5226 | 0.3800 | 0.5226 | 0.7229 |
| No log | 0.4574 | 220 | 0.5252 | 0.4237 | 0.5252 | 0.7247 |
| No log | 0.4615 | 222 | 0.5980 | 0.5195 | 0.5980 | 0.7733 |
| No log | 0.4657 | 224 | 0.8131 | 0.4576 | 0.8131 | 0.9017 |
| No log | 0.4699 | 226 | 0.8481 | 0.4376 | 0.8481 | 0.9209 |
| No log | 0.4740 | 228 | 0.6780 | 0.5163 | 0.6780 | 0.8234 |
| No log | 0.4782 | 230 | 0.5549 | 0.5288 | 0.5549 | 0.7449 |
| No log | 0.4823 | 232 | 0.4946 | 0.5441 | 0.4946 | 0.7033 |
| No log | 0.4865 | 234 | 0.4664 | 0.5449 | 0.4664 | 0.6829 |
| No log | 0.4906 | 236 | 0.4881 | 0.5170 | 0.4881 | 0.6986 |
| No log | 0.4948 | 238 | 0.4992 | 0.4846 | 0.4992 | 0.7065 |
| No log | 0.4990 | 240 | 0.4711 | 0.4794 | 0.4711 | 0.6863 |
| No log | 0.5031 | 242 | 0.4981 | 0.4252 | 0.4981 | 0.7058 |
| No log | 0.5073 | 244 | 0.4846 | 0.4463 | 0.4846 | 0.6961 |
| No log | 0.5114 | 246 | 0.5540 | 0.5252 | 0.5540 | 0.7443 |
| No log | 0.5156 | 248 | 0.6516 | 0.5099 | 0.6516 | 0.8072 |
| No log | 0.5198 | 250 | 0.6969 | 0.4670 | 0.6969 | 0.8348 |
| No log | 0.5239 | 252 | 0.7254 | 0.4567 | 0.7254 | 0.8517 |
| No log | 0.5281 | 254 | 0.6779 | 0.4457 | 0.6779 | 0.8233 |
| No log | 0.5322 | 256 | 0.6657 | 0.4609 | 0.6657 | 0.8159 |
| No log | 0.5364 | 258 | 0.6729 | 0.4617 | 0.6729 | 0.8203 |
| No log | 0.5405 | 260 | 0.6627 | 0.3903 | 0.6627 | 0.8140 |
| No log | 0.5447 | 262 | 0.7058 | 0.4704 | 0.7058 | 0.8401 |
| No log | 0.5489 | 264 | 0.7310 | 0.4603 | 0.7310 | 0.8550 |
| No log | 0.5530 | 266 | 0.7160 | 0.4631 | 0.7160 | 0.8461 |
| No log | 0.5572 | 268 | 0.6286 | 0.3948 | 0.6286 | 0.7928 |
| No log | 0.5613 | 270 | 0.6009 | 0.3186 | 0.6009 | 0.7751 |
| No log | 0.5655 | 272 | 0.5993 | 0.3001 | 0.5993 | 0.7741 |
| No log | 0.5696 | 274 | 0.5612 | 0.3474 | 0.5612 | 0.7492 |
| No log | 0.5738 | 276 | 0.5254 | 0.4379 | 0.5254 | 0.7249 |
| No log | 0.5780 | 278 | 0.5109 | 0.4952 | 0.5109 | 0.7147 |
| No log | 0.5821 | 280 | 0.4927 | 0.4544 | 0.4927 | 0.7020 |
| No log | 0.5863 | 282 | 0.5105 | 0.4056 | 0.5105 | 0.7145 |
| No log | 0.5904 | 284 | 0.4809 | 0.4615 | 0.4809 | 0.6935 |
| No log | 0.5946 | 286 | 0.4785 | 0.5115 | 0.4785 | 0.6917 |
| No log | 0.5988 | 288 | 0.4924 | 0.5295 | 0.4924 | 0.7017 |
| No log | 0.6029 | 290 | 0.4804 | 0.5233 | 0.4804 | 0.6931 |
| No log | 0.6071 | 292 | 0.4836 | 0.4928 | 0.4836 | 0.6954 |
| No log | 0.6112 | 294 | 0.5047 | 0.5233 | 0.5047 | 0.7104 |
| No log | 0.6154 | 296 | 0.5810 | 0.5349 | 0.5810 | 0.7622 |
| No log | 0.6195 | 298 | 0.8064 | 0.4948 | 0.8064 | 0.8980 |
| No log | 0.6237 | 300 | 0.7291 | 0.5171 | 0.7291 | 0.8539 |
| No log | 0.6279 | 302 | 0.5327 | 0.4944 | 0.5327 | 0.7299 |
| No log | 0.6320 | 304 | 0.5274 | 0.3972 | 0.5274 | 0.7262 |
| No log | 0.6362 | 306 | 0.5348 | 0.3925 | 0.5348 | 0.7313 |
| No log | 0.6403 | 308 | 0.4859 | 0.4711 | 0.4859 | 0.6971 |
| No log | 0.6445 | 310 | 0.5302 | 0.5416 | 0.5302 | 0.7282 |
| No log | 0.6486 | 312 | 0.5134 | 0.5187 | 0.5134 | 0.7165 |
| No log | 0.6528 | 314 | 0.4820 | 0.4788 | 0.4820 | 0.6943 |
| No log | 0.6570 | 316 | 0.4943 | 0.4335 | 0.4943 | 0.7031 |
| No log | 0.6611 | 318 | 0.4779 | 0.4853 | 0.4779 | 0.6913 |
| No log | 0.6653 | 320 | 0.5104 | 0.5424 | 0.5104 | 0.7144 |
| No log | 0.6694 | 322 | 0.4946 | 0.5368 | 0.4946 | 0.7033 |
| No log | 0.6736 | 324 | 0.4959 | 0.5251 | 0.4959 | 0.7042 |
| No log | 0.6778 | 326 | 0.4863 | 0.5202 | 0.4863 | 0.6974 |
| No log | 0.6819 | 328 | 0.4971 | 0.5404 | 0.4971 | 0.7051 |
| No log | 0.6861 | 330 | 0.5596 | 0.5731 | 0.5596 | 0.7480 |
| No log | 0.6902 | 332 | 0.5405 | 0.5616 | 0.5405 | 0.7352 |
| No log | 0.6944 | 334 | 0.4925 | 0.5409 | 0.4925 | 0.7018 |
| No log | 0.6985 | 336 | 0.4559 | 0.5390 | 0.4559 | 0.6752 |
| No log | 0.7027 | 338 | 0.4482 | 0.5409 | 0.4482 | 0.6695 |
| No log | 0.7069 | 340 | 0.4420 | 0.5549 | 0.4420 | 0.6648 |
| No log | 0.7110 | 342 | 0.4439 | 0.5469 | 0.4439 | 0.6662 |
| No log | 0.7152 | 344 | 0.4533 | 0.5532 | 0.4533 | 0.6732 |
| No log | 0.7193 | 346 | 0.4451 | 0.6002 | 0.4451 | 0.6671 |
| No log | 0.7235 | 348 | 0.4407 | 0.5732 | 0.4407 | 0.6638 |
| No log | 0.7277 | 350 | 0.4668 | 0.5957 | 0.4668 | 0.6832 |
| No log | 0.7318 | 352 | 0.5100 | 0.5953 | 0.5100 | 0.7141 |
| No log | 0.7360 | 354 | 0.6153 | 0.5784 | 0.6153 | 0.7844 |
| No log | 0.7401 | 356 | 0.6969 | 0.5554 | 0.6969 | 0.8348 |
| No log | 0.7443 | 358 | 0.8797 | 0.5261 | 0.8797 | 0.9379 |
| No log | 0.7484 | 360 | 0.8255 | 0.5283 | 0.8255 | 0.9086 |
| No log | 0.7526 | 362 | 0.6940 | 0.5665 | 0.6940 | 0.8330 |
| No log | 0.7568 | 364 | 0.8355 | 0.5573 | 0.8355 | 0.9141 |
| No log | 0.7609 | 366 | 0.7801 | 0.5636 | 0.7801 | 0.8832 |
| No log | 0.7651 | 368 | 0.6338 | 0.5647 | 0.6338 | 0.7961 |
| No log | 0.7692 | 370 | 0.7031 | 0.5670 | 0.7031 | 0.8385 |
| No log | 0.7734 | 372 | 0.6922 | 0.5688 | 0.6922 | 0.8320 |
| No log | 0.7775 | 374 | 0.5992 | 0.5845 | 0.5992 | 0.7741 |
| No log | 0.7817 | 376 | 0.4691 | 0.6218 | 0.4691 | 0.6849 |
| No log | 0.7859 | 378 | 0.4420 | 0.5940 | 0.4420 | 0.6649 |
| No log | 0.7900 | 380 | 0.4357 | 0.5959 | 0.4357 | 0.6601 |
| No log | 0.7942 | 382 | 0.4653 | 0.6259 | 0.4653 | 0.6821 |
| No log | 0.7983 | 384 | 0.4254 | 0.5756 | 0.4254 | 0.6522 |
| No log | 0.8025 | 386 | 0.4983 | 0.5065 | 0.4983 | 0.7059 |
| No log | 0.8067 | 388 | 0.4759 | 0.5033 | 0.4759 | 0.6898 |
| No log | 0.8108 | 390 | 0.4665 | 0.5932 | 0.4665 | 0.6830 |
| No log | 0.8150 | 392 | 0.5461 | 0.5948 | 0.5461 | 0.7390 |
| No log | 0.8191 | 394 | 0.5094 | 0.5840 | 0.5094 | 0.7137 |
| No log | 0.8233 | 396 | 0.4810 | 0.5392 | 0.4810 | 0.6935 |
| No log | 0.8274 | 398 | 0.4797 | 0.5693 | 0.4797 | 0.6926 |
| No log | 0.8316 | 400 | 0.5395 | 0.5976 | 0.5395 | 0.7345 |
| No log | 0.8358 | 402 | 0.5099 | 0.5898 | 0.5099 | 0.7141 |
| No log | 0.8399 | 404 | 0.4493 | 0.5567 | 0.4493 | 0.6703 |
| No log | 0.8441 | 406 | 0.4542 | 0.5206 | 0.4542 | 0.6739 |
| No log | 0.8482 | 408 | 0.4516 | 0.5726 | 0.4516 | 0.6720 |
| No log | 0.8524 | 410 | 0.4844 | 0.5981 | 0.4844 | 0.6960 |
| No log | 0.8565 | 412 | 0.4629 | 0.5801 | 0.4629 | 0.6804 |
| No log | 0.8607 | 414 | 0.4723 | 0.5161 | 0.4723 | 0.6873 |
| No log | 0.8649 | 416 | 0.4591 | 0.5257 | 0.4591 | 0.6776 |
| No log | 0.8690 | 418 | 0.4492 | 0.5507 | 0.4492 | 0.6702 |
| No log | 0.8732 | 420 | 0.4503 | 0.5381 | 0.4503 | 0.6710 |
| No log | 0.8773 | 422 | 0.4455 | 0.5460 | 0.4455 | 0.6674 |
| No log | 0.8815 | 424 | 0.4581 | 0.5690 | 0.4581 | 0.6769 |
| No log | 0.8857 | 426 | 0.5003 | 0.5787 | 0.5003 | 0.7073 |
| No log | 0.8898 | 428 | 0.4678 | 0.5461 | 0.4678 | 0.6839 |
| No log | 0.8940 | 430 | 0.4714 | 0.4583 | 0.4714 | 0.6866 |
| No log | 0.8981 | 432 | 0.4922 | 0.4249 | 0.4922 | 0.7016 |
| No log | 0.9023 | 434 | 0.4737 | 0.4735 | 0.4737 | 0.6883 |
| No log | 0.9064 | 436 | 0.4616 | 0.5265 | 0.4616 | 0.6794 |
| No log | 0.9106 | 438 | 0.4578 | 0.5250 | 0.4578 | 0.6766 |
| No log | 0.9148 | 440 | 0.4598 | 0.4836 | 0.4598 | 0.6781 |
| No log | 0.9189 | 442 | 0.4517 | 0.4905 | 0.4517 | 0.6721 |
| No log | 0.9231 | 444 | 0.4614 | 0.5290 | 0.4614 | 0.6792 |
| No log | 0.9272 | 446 | 0.5724 | 0.6067 | 0.5724 | 0.7566 |
| No log | 0.9314 | 448 | 0.6548 | 0.5906 | 0.6548 | 0.8092 |
| No log | 0.9356 | 450 | 0.5932 | 0.5735 | 0.5932 | 0.7702 |
| No log | 0.9397 | 452 | 0.5422 | 0.5315 | 0.5422 | 0.7364 |
| No log | 0.9439 | 454 | 0.6055 | 0.5484 | 0.6055 | 0.7782 |
| No log | 0.9480 | 456 | 0.6761 | 0.5320 | 0.6761 | 0.8223 |
| No log | 0.9522 | 458 | 0.7123 | 0.5104 | 0.7123 | 0.8440 |
| No log | 0.9563 | 460 | 0.5883 | 0.5571 | 0.5883 | 0.7670 |
| No log | 0.9605 | 462 | 0.4817 | 0.4195 | 0.4817 | 0.6941 |
| No log | 0.9647 | 464 | 0.5625 | 0.3527 | 0.5625 | 0.7500 |
| No log | 0.9688 | 466 | 0.5118 | 0.3773 | 0.5118 | 0.7154 |
| No log | 0.9730 | 468 | 0.4794 | 0.5094 | 0.4794 | 0.6924 |
| No log | 0.9771 | 470 | 0.6474 | 0.5920 | 0.6474 | 0.8046 |
| No log | 0.9813 | 472 | 0.6529 | 0.5611 | 0.6529 | 0.8080 |
| No log | 0.9854 | 474 | 0.5054 | 0.5456 | 0.5054 | 0.7109 |
| No log | 0.9896 | 476 | 0.4778 | 0.4317 | 0.4778 | 0.6912 |
| No log | 0.9938 | 478 | 0.4882 | 0.4110 | 0.4882 | 0.6987 |
| No log | 0.9979 | 480 | 0.4614 | 0.4715 | 0.4614 | 0.6792 |
| No log | 1.0021 | 482 | 0.4588 | 0.5325 | 0.4588 | 0.6774 |
| No log | 1.0062 | 484 | 0.4715 | 0.5457 | 0.4715 | 0.6866 |
| No log | 1.0104 | 486 | 0.4497 | 0.5316 | 0.4497 | 0.6706 |
| No log | 1.0146 | 488 | 0.4845 | 0.4577 | 0.4845 | 0.6961 |
| No log | 1.0187 | 490 | 0.5069 | 0.4209 | 0.5069 | 0.7120 |
| No log | 1.0229 | 492 | 0.4547 | 0.4756 | 0.4547 | 0.6743 |
| No log | 1.0270 | 494 | 0.4871 | 0.5803 | 0.4871 | 0.6979 |
| No log | 1.0312 | 496 | 0.5597 | 0.6107 | 0.5597 | 0.7481 |
| No log | 1.0353 | 498 | 0.5238 | 0.6008 | 0.5238 | 0.7237 |
| 0.5982 | 1.0395 | 500 | 0.4596 | 0.5562 | 0.4596 | 0.6779 |
| 0.5982 | 1.0437 | 502 | 0.4680 | 0.5701 | 0.4680 | 0.6841 |
| 0.5982 | 1.0478 | 504 | 0.4918 | 0.6183 | 0.4918 | 0.7013 |
| 0.5982 | 1.0520 | 506 | 0.4865 | 0.6300 | 0.4865 | 0.6975 |
| 0.5982 | 1.0561 | 508 | 0.4823 | 0.6212 | 0.4823 | 0.6945 |
| 0.5982 | 1.0603 | 510 | 0.4836 | 0.6177 | 0.4836 | 0.6954 |
| 0.5982 | 1.0644 | 512 | 0.5224 | 0.6491 | 0.5224 | 0.7228 |
| 0.5982 | 1.0686 | 514 | 0.4845 | 0.6472 | 0.4845 | 0.6961 |
| 0.5982 | 1.0728 | 516 | 0.4383 | 0.6150 | 0.4383 | 0.6621 |
| 0.5982 | 1.0769 | 518 | 0.4462 | 0.6075 | 0.4462 | 0.6679 |
| 0.5982 | 1.0811 | 520 | 0.4530 | 0.6257 | 0.4530 | 0.6731 |
| 0.5982 | 1.0852 | 522 | 0.4283 | 0.5571 | 0.4283 | 0.6544 |
| 0.5982 | 1.0894 | 524 | 0.4515 | 0.5117 | 0.4515 | 0.6720 |
| 0.5982 | 1.0936 | 526 | 0.4348 | 0.5376 | 0.4348 | 0.6594 |
| 0.5982 | 1.0977 | 528 | 0.4493 | 0.5701 | 0.4493 | 0.6703 |
| 0.5982 | 1.1019 | 530 | 0.4904 | 0.5793 | 0.4904 | 0.7003 |
| 0.5982 | 1.1060 | 532 | 0.4739 | 0.5477 | 0.4739 | 0.6884 |
| 0.5982 | 1.1102 | 534 | 0.4850 | 0.5610 | 0.4850 | 0.6964 |
| 0.5982 | 1.1143 | 536 | 0.4848 | 0.5560 | 0.4848 | 0.6963 |
| 0.5982 | 1.1185 | 538 | 0.4649 | 0.5499 | 0.4649 | 0.6818 |
| 0.5982 | 1.1227 | 540 | 0.4550 | 0.5561 | 0.4550 | 0.6745 |
| 0.5982 | 1.1268 | 542 | 0.4979 | 0.5693 | 0.4979 | 0.7056 |
| 0.5982 | 1.1310 | 544 | 0.6058 | 0.6849 | 0.6058 | 0.7783 |
| 0.5982 | 1.1351 | 546 | 0.5265 | 0.6300 | 0.5265 | 0.7256 |
| 0.5982 | 1.1393 | 548 | 0.4446 | 0.5913 | 0.4446 | 0.6668 |
| 0.5982 | 1.1435 | 550 | 0.4407 | 0.5789 | 0.4407 | 0.6639 |
| 0.5982 | 1.1476 | 552 | 0.4663 | 0.6249 | 0.4663 | 0.6829 |
| 0.5982 | 1.1518 | 554 | 0.4463 | 0.6079 | 0.4463 | 0.6681 |
| 0.5982 | 1.1559 | 556 | 0.4474 | 0.5962 | 0.4474 | 0.6688 |
| 0.5982 | 1.1601 | 558 | 0.4761 | 0.5799 | 0.4761 | 0.6900 |
| 0.5982 | 1.1642 | 560 | 0.5466 | 0.5914 | 0.5466 | 0.7393 |
| 0.5982 | 1.1684 | 562 | 0.5183 | 0.6158 | 0.5183 | 0.7200 |
| 0.5982 | 1.1726 | 564 | 0.4748 | 0.6325 | 0.4748 | 0.6890 |
| 0.5982 | 1.1767 | 566 | 0.4230 | 0.5855 | 0.4230 | 0.6504 |
| 0.5982 | 1.1809 | 568 | 0.4282 | 0.5623 | 0.4282 | 0.6544 |
| 0.5982 | 1.1850 | 570 | 0.4296 | 0.6004 | 0.4296 | 0.6555 |
| 0.5982 | 1.1892 | 572 | 0.4991 | 0.6598 | 0.4991 | 0.7065 |
| 0.5982 | 1.1933 | 574 | 0.4658 | 0.6509 | 0.4658 | 0.6825 |
| 0.5982 | 1.1975 | 576 | 0.4268 | 0.5868 | 0.4268 | 0.6533 |
| 0.5982 | 1.2017 | 578 | 0.4462 | 0.5174 | 0.4462 | 0.6680 |
| 0.5982 | 1.2058 | 580 | 0.4282 | 0.5656 | 0.4282 | 0.6543 |
| 0.5982 | 1.2100 | 582 | 0.4484 | 0.6362 | 0.4484 | 0.6696 |
| 0.5982 | 1.2141 | 584 | 0.4664 | 0.6417 | 0.4664 | 0.6829 |
| 0.5982 | 1.2183 | 586 | 0.4280 | 0.5845 | 0.4280 | 0.6542 |
| 0.5982 | 1.2225 | 588 | 0.4282 | 0.5632 | 0.4282 | 0.6544 |
| 0.5982 | 1.2266 | 590 | 0.4373 | 0.6072 | 0.4373 | 0.6613 |
| 0.5982 | 1.2308 | 592 | 0.4682 | 0.6380 | 0.4682 | 0.6843 |
| 0.5982 | 1.2349 | 594 | 0.4662 | 0.6469 | 0.4662 | 0.6828 |
| 0.5982 | 1.2391 | 596 | 0.4519 | 0.6449 | 0.4519 | 0.6723 |
| 0.5982 | 1.2432 | 598 | 0.4319 | 0.6068 | 0.4319 | 0.6572 |
| 0.5982 | 1.2474 | 600 | 0.4309 | 0.5952 | 0.4309 | 0.6564 |
| 0.5982 | 1.2516 | 602 | 0.4644 | 0.6419 | 0.4644 | 0.6814 |
| 0.5982 | 1.2557 | 604 | 0.4505 | 0.6160 | 0.4505 | 0.6712 |
| 0.5982 | 1.2599 | 606 | 0.4362 | 0.5723 | 0.4362 | 0.6605 |
| 0.5982 | 1.2640 | 608 | 0.4389 | 0.5703 | 0.4389 | 0.6625 |
| 0.5982 | 1.2682 | 610 | 0.4369 | 0.5724 | 0.4369 | 0.6610 |
| 0.5982 | 1.2723 | 612 | 0.4518 | 0.5812 | 0.4518 | 0.6722 |
| 0.5982 | 1.2765 | 614 | 0.4666 | 0.6130 | 0.4666 | 0.6831 |
| 0.5982 | 1.2807 | 616 | 0.4566 | 0.6014 | 0.4566 | 0.6757 |
| 0.5982 | 1.2848 | 618 | 0.4374 | 0.5570 | 0.4374 | 0.6614 |
| 0.5982 | 1.2890 | 620 | 0.4434 | 0.5850 | 0.4434 | 0.6659 |
| 0.5982 | 1.2931 | 622 | 0.5501 | 0.6537 | 0.5501 | 0.7417 |
| 0.5982 | 1.2973 | 624 | 0.5003 | 0.6410 | 0.5003 | 0.7073 |
| 0.5982 | 1.3015 | 626 | 0.4461 | 0.6270 | 0.4461 | 0.6679 |
| 0.5982 | 1.3056 | 628 | 0.4465 | 0.6405 | 0.4465 | 0.6682 |
| 0.5982 | 1.3098 | 630 | 0.4813 | 0.6573 | 0.4813 | 0.6937 |
| 0.5982 | 1.3139 | 632 | 0.4974 | 0.6599 | 0.4974 | 0.7053 |
| 0.5982 | 1.3181 | 634 | 0.5086 | 0.6472 | 0.5086 | 0.7131 |
| 0.5982 | 1.3222 | 636 | 0.4648 | 0.5835 | 0.4648 | 0.6818 |
| 0.5982 | 1.3264 | 638 | 0.4694 | 0.5782 | 0.4694 | 0.6851 |
| 0.5982 | 1.3306 | 640 | 0.5299 | 0.6306 | 0.5299 | 0.7279 |
| 0.5982 | 1.3347 | 642 | 0.6692 | 0.6625 | 0.6692 | 0.8180 |
| 0.5982 | 1.3389 | 644 | 0.6594 | 0.6610 | 0.6594 | 0.8120 |
| 0.5982 | 1.3430 | 646 | 0.4887 | 0.6420 | 0.4887 | 0.6991 |
| 0.5982 | 1.3472 | 648 | 0.4509 | 0.6185 | 0.4509 | 0.6715 |
| 0.5982 | 1.3514 | 650 | 0.5450 | 0.6509 | 0.5450 | 0.7383 |
| 0.5982 | 1.3555 | 652 | 0.7139 | 0.6786 | 0.7139 | 0.8449 |
| 0.5982 | 1.3597 | 654 | 0.6176 | 0.6555 | 0.6176 | 0.7859 |
| 0.5982 | 1.3638 | 656 | 0.4689 | 0.6468 | 0.4689 | 0.6848 |
| 0.5982 | 1.3680 | 658 | 0.4213 | 0.5908 | 0.4213 | 0.6490 |
| 0.5982 | 1.3721 | 660 | 0.4450 | 0.5960 | 0.4450 | 0.6671 |
| 0.5982 | 1.3763 | 662 | 0.5319 | 0.6463 | 0.5319 | 0.7293 |
| 0.5982 | 1.3805 | 664 | 0.4913 | 0.6584 | 0.4913 | 0.7009 |
| 0.5982 | 1.3846 | 666 | 0.4252 | 0.5936 | 0.4252 | 0.6521 |
| 0.5982 | 1.3888 | 668 | 0.4245 | 0.5918 | 0.4245 | 0.6515 |
| 0.5982 | 1.3929 | 670 | 0.4550 | 0.6551 | 0.4550 | 0.6745 |
| 0.5982 | 1.3971 | 672 | 0.5915 | 0.6577 | 0.5915 | 0.7691 |
| 0.5982 | 1.4012 | 674 | 0.5401 | 0.6620 | 0.5401 | 0.7349 |
| 0.5982 | 1.4054 | 676 | 0.4401 | 0.6012 | 0.4401 | 0.6634 |
| 0.5982 | 1.4096 | 678 | 0.4575 | 0.6037 | 0.4575 | 0.6764 |
| 0.5982 | 1.4137 | 680 | 0.5935 | 0.6483 | 0.5935 | 0.7704 |
| 0.5982 | 1.4179 | 682 | 0.6425 | 0.6356 | 0.6425 | 0.8016 |
| 0.5982 | 1.4220 | 684 | 0.5390 | 0.5999 | 0.5390 | 0.7342 |
| 0.5982 | 1.4262 | 686 | 0.4798 | 0.5883 | 0.4798 | 0.6927 |
| 0.5982 | 1.4304 | 688 | 0.4456 | 0.5334 | 0.4456 | 0.6675 |
| 0.5982 | 1.4345 | 690 | 0.4423 | 0.5335 | 0.4423 | 0.6651 |
| 0.5982 | 1.4387 | 692 | 0.4419 | 0.5955 | 0.4419 | 0.6648 |
| 0.5982 | 1.4428 | 694 | 0.5144 | 0.6526 | 0.5144 | 0.7172 |
| 0.5982 | 1.4470 | 696 | 0.5217 | 0.6617 | 0.5217 | 0.7223 |
| 0.5982 | 1.4511 | 698 | 0.4264 | 0.6275 | 0.4264 | 0.6530 |
| 0.5982 | 1.4553 | 700 | 0.4057 | 0.5897 | 0.4057 | 0.6369 |
| 0.5982 | 1.4595 | 702 | 0.4016 | 0.5690 | 0.4016 | 0.6338 |
| 0.5982 | 1.4636 | 704 | 0.3983 | 0.5986 | 0.3983 | 0.6311 |
| 0.5982 | 1.4678 | 706 | 0.4094 | 0.6507 | 0.4094 | 0.6399 |
| 0.5982 | 1.4719 | 708 | 0.4161 | 0.6643 | 0.4161 | 0.6450 |
| 0.5982 | 1.4761 | 710 | 0.3985 | 0.6385 | 0.3985 | 0.6312 |
| 0.5982 | 1.4802 | 712 | 0.3987 | 0.6479 | 0.3987 | 0.6315 |
| 0.5982 | 1.4844 | 714 | 0.4042 | 0.6517 | 0.4042 | 0.6358 |
| 0.5982 | 1.4886 | 716 | 0.4343 | 0.6697 | 0.4343 | 0.6590 |
| 0.5982 | 1.4927 | 718 | 0.4561 | 0.6775 | 0.4561 | 0.6754 |
| 0.5982 | 1.4969 | 720 | 0.4256 | 0.6651 | 0.4256 | 0.6524 |
| 0.5982 | 1.5010 | 722 | 0.4060 | 0.6106 | 0.4060 | 0.6371 |
| 0.5982 | 1.5052 | 724 | 0.4069 | 0.6182 | 0.4069 | 0.6379 |
| 0.5982 | 1.5094 | 726 | 0.4276 | 0.6648 | 0.4276 | 0.6539 |
| 0.5982 | 1.5135 | 728 | 0.4172 | 0.6562 | 0.4172 | 0.6459 |
| 0.5982 | 1.5177 | 730 | 0.4063 | 0.5911 | 0.4063 | 0.6374 |
| 0.5982 | 1.5218 | 732 | 0.4212 | 0.6585 | 0.4212 | 0.6490 |
| 0.5982 | 1.5260 | 734 | 0.5004 | 0.6674 | 0.5004 | 0.7074 |
| 0.5982 | 1.5301 | 736 | 0.5443 | 0.6959 | 0.5443 | 0.7378 |
| 0.5982 | 1.5343 | 738 | 0.5186 | 0.6658 | 0.5186 | 0.7202 |
| 0.5982 | 1.5385 | 740 | 0.4684 | 0.6601 | 0.4684 | 0.6844 |
| 0.5982 | 1.5426 | 742 | 0.4694 | 0.6560 | 0.4694 | 0.6852 |
| 0.5982 | 1.5468 | 744 | 0.5325 | 0.6758 | 0.5325 | 0.7298 |
| 0.5982 | 1.5509 | 746 | 0.5037 | 0.6644 | 0.5037 | 0.7097 |
| 0.5982 | 1.5551 | 748 | 0.4462 | 0.6447 | 0.4462 | 0.6680 |
| 0.5982 | 1.5593 | 750 | 0.4316 | 0.6395 | 0.4316 | 0.6570 |
| 0.5982 | 1.5634 | 752 | 0.5201 | 0.6869 | 0.5201 | 0.7212 |
| 0.5982 | 1.5676 | 754 | 0.5455 | 0.6824 | 0.5455 | 0.7386 |
| 0.5982 | 1.5717 | 756 | 0.4395 | 0.6433 | 0.4395 | 0.6629 |
| 0.5982 | 1.5759 | 758 | 0.4147 | 0.5884 | 0.4147 | 0.6440 |
| 0.5982 | 1.5800 | 760 | 0.4394 | 0.6456 | 0.4394 | 0.6629 |
| 0.5982 | 1.5842 | 762 | 0.4768 | 0.6793 | 0.4768 | 0.6905 |
| 0.5982 | 1.5884 | 764 | 0.4481 | 0.6134 | 0.4481 | 0.6694 |
| 0.5982 | 1.5925 | 766 | 0.4600 | 0.6133 | 0.4600 | 0.6782 |
| 0.5982 | 1.5967 | 768 | 0.4731 | 0.6187 | 0.4731 | 0.6878 |
| 0.5982 | 1.6008 | 770 | 0.4828 | 0.6319 | 0.4828 | 0.6949 |
| 0.5982 | 1.6050 | 772 | 0.4804 | 0.6453 | 0.4804 | 0.6931 |
| 0.5982 | 1.6091 | 774 | 0.4828 | 0.6638 | 0.4828 | 0.6949 |
| 0.5982 | 1.6133 | 776 | 0.4848 | 0.6684 | 0.4848 | 0.6963 |
| 0.5982 | 1.6175 | 778 | 0.4428 | 0.6615 | 0.4428 | 0.6654 |
| 0.5982 | 1.6216 | 780 | 0.4109 | 0.5959 | 0.4109 | 0.6410 |
| 0.5982 | 1.6258 | 782 | 0.4095 | 0.5897 | 0.4095 | 0.6399 |
| 0.5982 | 1.6299 | 784 | 0.4259 | 0.6581 | 0.4259 | 0.6526 |
| 0.5982 | 1.6341 | 786 | 0.4364 | 0.6550 | 0.4364 | 0.6606 |
| 0.5982 | 1.6383 | 788 | 0.4664 | 0.6419 | 0.4664 | 0.6829 |
| 0.5982 | 1.6424 | 790 | 0.4516 | 0.6057 | 0.4516 | 0.6720 |
| 0.5982 | 1.6466 | 792 | 0.4897 | 0.6023 | 0.4897 | 0.6998 |
| 0.5982 | 1.6507 | 794 | 0.4865 | 0.5916 | 0.4865 | 0.6975 |
| 0.5982 | 1.6549 | 796 | 0.4947 | 0.5941 | 0.4947 | 0.7034 |
| 0.5982 | 1.6590 | 798 | 0.5605 | 0.6268 | 0.5605 | 0.7487 |
| 0.5982 | 1.6632 | 800 | 0.6015 | 0.6312 | 0.6015 | 0.7756 |
| 0.5982 | 1.6674 | 802 | 0.5685 | 0.6214 | 0.5685 | 0.7540 |
| 0.5982 | 1.6715 | 804 | 0.6949 | 0.6596 | 0.6949 | 0.8336 |
| 0.5982 | 1.6757 | 806 | 0.6916 | 0.6704 | 0.6916 | 0.8316 |
| 0.5982 | 1.6798 | 808 | 0.5733 | 0.6391 | 0.5733 | 0.7572 |
| 0.5982 | 1.6840 | 810 | 0.5484 | 0.6167 | 0.5484 | 0.7405 |
| 0.5982 | 1.6881 | 812 | 0.5148 | 0.6259 | 0.5148 | 0.7175 |
| 0.5982 | 1.6923 | 814 | 0.4503 | 0.6284 | 0.4503 | 0.6711 |
| 0.5982 | 1.6965 | 816 | 0.4222 | 0.6316 | 0.4222 | 0.6498 |
| 0.5982 | 1.7006 | 818 | 0.4311 | 0.6542 | 0.4311 | 0.6566 |
| 0.5982 | 1.7048 | 820 | 0.4137 | 0.6533 | 0.4137 | 0.6432 |
| 0.5982 | 1.7089 | 822 | 0.4867 | 0.6830 | 0.4867 | 0.6976 |
| 0.5982 | 1.7131 | 824 | 0.4867 | 0.6837 | 0.4867 | 0.6976 |
| 0.5982 | 1.7173 | 826 | 0.4451 | 0.6554 | 0.4451 | 0.6672 |
| 0.5982 | 1.7214 | 828 | 0.4656 | 0.6732 | 0.4656 | 0.6823 |
| 0.5982 | 1.7256 | 830 | 0.4655 | 0.6765 | 0.4655 | 0.6823 |
| 0.5982 | 1.7297 | 832 | 0.4257 | 0.6576 | 0.4257 | 0.6525 |
| 0.5982 | 1.7339 | 834 | 0.4099 | 0.6422 | 0.4099 | 0.6402 |
| 0.5982 | 1.7380 | 836 | 0.4285 | 0.6516 | 0.4285 | 0.6546 |
| 0.5982 | 1.7422 | 838 | 0.5108 | 0.6791 | 0.5108 | 0.7147 |
| 0.5982 | 1.7464 | 840 | 0.4678 | 0.6636 | 0.4678 | 0.6840 |
| 0.5982 | 1.7505 | 842 | 0.4126 | 0.6080 | 0.4126 | 0.6424 |
| 0.5982 | 1.7547 | 844 | 0.4188 | 0.5145 | 0.4188 | 0.6472 |
| 0.5982 | 1.7588 | 846 | 0.4125 | 0.5851 | 0.4125 | 0.6423 |
| 0.5982 | 1.7630 | 848 | 0.4974 | 0.6609 | 0.4974 | 0.7053 |
| 0.5982 | 1.7672 | 850 | 0.6922 | 0.6867 | 0.6922 | 0.8320 |
| 0.5982 | 1.7713 | 852 | 0.6864 | 0.6882 | 0.6864 | 0.8285 |
| 0.5982 | 1.7755 | 854 | 0.4742 | 0.6649 | 0.4742 | 0.6886 |
| 0.5982 | 1.7796 | 856 | 0.4080 | 0.5784 | 0.4080 | 0.6387 |
| 0.5982 | 1.7838 | 858 | 0.4119 | 0.5235 | 0.4119 | 0.6418 |
| 0.5982 | 1.7879 | 860 | 0.3979 | 0.5789 | 0.3979 | 0.6308 |
| 0.5982 | 1.7921 | 862 | 0.3970 | 0.6110 | 0.3970 | 0.6301 |
| 0.5982 | 1.7963 | 864 | 0.4203 | 0.5432 | 0.4203 | 0.6483 |
| 0.5982 | 1.8004 | 866 | 0.4279 | 0.5400 | 0.4279 | 0.6541 |
| 0.5982 | 1.8046 | 868 | 0.4023 | 0.5792 | 0.4023 | 0.6343 |
| 0.5982 | 1.8087 | 870 | 0.4015 | 0.6206 | 0.4015 | 0.6337 |
| 0.5982 | 1.8129 | 872 | 0.4476 | 0.6642 | 0.4476 | 0.6690 |
| 0.5982 | 1.8170 | 874 | 0.4362 | 0.6311 | 0.4362 | 0.6605 |
| 0.5982 | 1.8212 | 876 | 0.4416 | 0.6362 | 0.4416 | 0.6646 |
| 0.5982 | 1.8254 | 878 | 0.5569 | 0.6586 | 0.5569 | 0.7463 |
| 0.5982 | 1.8295 | 880 | 0.7375 | 0.6584 | 0.7375 | 0.8588 |
| 0.5982 | 1.8337 | 882 | 0.6518 | 0.6664 | 0.6518 | 0.8073 |
| 0.5982 | 1.8378 | 884 | 0.4699 | 0.5985 | 0.4699 | 0.6855 |
| 0.5982 | 1.8420 | 886 | 0.4464 | 0.5597 | 0.4464 | 0.6682 |
| 0.5982 | 1.8462 | 888 | 0.4832 | 0.5955 | 0.4832 | 0.6951 |
| 0.5982 | 1.8503 | 890 | 0.6085 | 0.6498 | 0.6085 | 0.7801 |
| 0.5982 | 1.8545 | 892 | 0.7464 | 0.6497 | 0.7464 | 0.8639 |
| 0.5982 | 1.8586 | 894 | 0.6744 | 0.6891 | 0.6744 | 0.8212 |
| 0.5982 | 1.8628 | 896 | 0.5050 | 0.6594 | 0.5050 | 0.7107 |
| 0.5982 | 1.8669 | 898 | 0.4444 | 0.6380 | 0.4444 | 0.6666 |
| 0.5982 | 1.8711 | 900 | 0.4970 | 0.6671 | 0.4970 | 0.7050 |
| 0.5982 | 1.8753 | 902 | 0.7187 | 0.7005 | 0.7187 | 0.8478 |
| 0.5982 | 1.8794 | 904 | 0.7679 | 0.7037 | 0.7679 | 0.8763 |
| 0.5982 | 1.8836 | 906 | 0.5873 | 0.6878 | 0.5873 | 0.7664 |
| 0.5982 | 1.8877 | 908 | 0.4384 | 0.6454 | 0.4384 | 0.6621 |
| 0.5982 | 1.8919 | 910 | 0.4375 | 0.6420 | 0.4375 | 0.6615 |
| 0.5982 | 1.8960 | 912 | 0.5460 | 0.6856 | 0.5460 | 0.7389 |
| 0.5982 | 1.9002 | 914 | 0.7161 | 0.6859 | 0.7161 | 0.8462 |
| 0.5982 | 1.9044 | 916 | 0.6251 | 0.6900 | 0.6251 | 0.7906 |
| 0.5982 | 1.9085 | 918 | 0.4531 | 0.6372 | 0.4531 | 0.6731 |
| 0.5982 | 1.9127 | 920 | 0.4317 | 0.6057 | 0.4317 | 0.6570 |
| 0.5982 | 1.9168 | 922 | 0.4512 | 0.6438 | 0.4512 | 0.6717 |
| 0.5982 | 1.9210 | 924 | 0.5763 | 0.6870 | 0.5763 | 0.7591 |
| 0.5982 | 1.9252 | 926 | 0.5975 | 0.7060 | 0.5975 | 0.7730 |
| 0.5982 | 1.9293 | 928 | 0.4669 | 0.6805 | 0.4669 | 0.6833 |
| 0.5982 | 1.9335 | 930 | 0.4014 | 0.5800 | 0.4014 | 0.6335 |
| 0.5982 | 1.9376 | 932 | 0.3990 | 0.5784 | 0.3990 | 0.6317 |
| 0.5982 | 1.9418 | 934 | 0.4222 | 0.6280 | 0.4222 | 0.6497 |
| 0.5982 | 1.9459 | 936 | 0.5733 | 0.6853 | 0.5733 | 0.7572 |
| 0.5982 | 1.9501 | 938 | 0.6671 | 0.6660 | 0.6671 | 0.8167 |
| 0.5982 | 1.9543 | 940 | 0.6020 | 0.6694 | 0.6020 | 0.7759 |
| 0.5982 | 1.9584 | 942 | 0.4622 | 0.6415 | 0.4622 | 0.6799 |
| 0.5982 | 1.9626 | 944 | 0.4088 | 0.5900 | 0.4088 | 0.6394 |
| 0.5982 | 1.9667 | 946 | 0.4021 | 0.6037 | 0.4021 | 0.6341 |
| 0.5982 | 1.9709 | 948 | 0.4481 | 0.6935 | 0.4481 | 0.6694 |
| 0.5982 | 1.9751 | 950 | 0.4847 | 0.6795 | 0.4847 | 0.6962 |
| 0.5982 | 1.9792 | 952 | 0.4949 | 0.6742 | 0.4949 | 0.7035 |
| 0.5982 | 1.9834 | 954 | 0.4965 | 0.6844 | 0.4965 | 0.7046 |
| 0.5982 | 1.9875 | 956 | 0.5099 | 0.6886 | 0.5099 | 0.7141 |
| 0.5982 | 1.9917 | 958 | 0.4591 | 0.7012 | 0.4591 | 0.6776 |
| 0.5982 | 1.9958 | 960 | 0.4086 | 0.6512 | 0.4086 | 0.6392 |
| 0.5982 | 2.0 | 962 | 0.4000 | 0.6477 | 0.4000 | 0.6325 |
| 0.5982 | 2.0042 | 964 | 0.3996 | 0.6397 | 0.3996 | 0.6321 |
| 0.5982 | 2.0083 | 966 | 0.4155 | 0.6626 | 0.4155 | 0.6446 |
| 0.5982 | 2.0125 | 968 | 0.4112 | 0.6507 | 0.4112 | 0.6412 |
| 0.5982 | 2.0166 | 970 | 0.4098 | 0.6430 | 0.4098 | 0.6401 |
| 0.5982 | 2.0208 | 972 | 0.4048 | 0.6250 | 0.4048 | 0.6362 |
| 0.5982 | 2.0249 | 974 | 0.4078 | 0.6461 | 0.4078 | 0.6386 |
| 0.5982 | 2.0291 | 976 | 0.4433 | 0.6566 | 0.4433 | 0.6658 |
| 0.5982 | 2.0333 | 978 | 0.4594 | 0.6305 | 0.4594 | 0.6778 |
| 0.5982 | 2.0374 | 980 | 0.4964 | 0.6245 | 0.4964 | 0.7045 |
| 0.5982 | 2.0416 | 982 | 0.5041 | 0.6340 | 0.5041 | 0.7100 |
| 0.5982 | 2.0457 | 984 | 0.5078 | 0.6582 | 0.5078 | 0.7126 |
| 0.5982 | 2.0499 | 986 | 0.5760 | 0.6902 | 0.5760 | 0.7589 |
| 0.5982 | 2.0541 | 988 | 0.5715 | 0.6885 | 0.5715 | 0.7560 |
| 0.5982 | 2.0582 | 990 | 0.5183 | 0.6745 | 0.5183 | 0.7199 |
| 0.5982 | 2.0624 | 992 | 0.4596 | 0.6487 | 0.4596 | 0.6780 |
| 0.5982 | 2.0665 | 994 | 0.4672 | 0.6450 | 0.4672 | 0.6835 |
| 0.5982 | 2.0707 | 996 | 0.5474 | 0.6951 | 0.5474 | 0.7398 |
| 0.5982 | 2.0748 | 998 | 0.5560 | 0.6878 | 0.5560 | 0.7457 |
| 0.2209 | 2.0790 | 1000 | 0.4917 | 0.6562 | 0.4917 | 0.7012 |
| 0.2209 | 2.0832 | 1002 | 0.4394 | 0.6376 | 0.4394 | 0.6629 |
| 0.2209 | 2.0873 | 1004 | 0.4465 | 0.6569 | 0.4465 | 0.6682 |
| 0.2209 | 2.0915 | 1006 | 0.4658 | 0.6741 | 0.4658 | 0.6825 |
| 0.2209 | 2.0956 | 1008 | 0.4671 | 0.6702 | 0.4671 | 0.6834 |
| 0.2209 | 2.0998 | 1010 | 0.4540 | 0.6530 | 0.4540 | 0.6738 |
| 0.2209 | 2.1040 | 1012 | 0.4522 | 0.6477 | 0.4522 | 0.6724 |
| 0.2209 | 2.1081 | 1014 | 0.4972 | 0.6568 | 0.4972 | 0.7051 |
| 0.2209 | 2.1123 | 1016 | 0.5116 | 0.6579 | 0.5116 | 0.7153 |
| 0.2209 | 2.1164 | 1018 | 0.5563 | 0.6650 | 0.5563 | 0.7459 |
| 0.2209 | 2.1206 | 1020 | 0.5878 | 0.6755 | 0.5878 | 0.7667 |
| 0.2209 | 2.1247 | 1022 | 0.6038 | 0.6694 | 0.6038 | 0.7771 |
| 0.2209 | 2.1289 | 1024 | 0.6030 | 0.6691 | 0.6030 | 0.7765 |
| 0.2209 | 2.1331 | 1026 | 0.4834 | 0.6216 | 0.4834 | 0.6952 |
| 0.2209 | 2.1372 | 1028 | 0.4543 | 0.5885 | 0.4543 | 0.6740 |
| 0.2209 | 2.1414 | 1030 | 0.4953 | 0.6514 | 0.4953 | 0.7037 |
| 0.2209 | 2.1455 | 1032 | 0.6882 | 0.6737 | 0.6882 | 0.8296 |
| 0.2209 | 2.1497 | 1034 | 0.7346 | 0.6732 | 0.7346 | 0.8571 |
| 0.2209 | 2.1538 | 1036 | 0.5523 | 0.6644 | 0.5523 | 0.7432 |
| 0.2209 | 2.1580 | 1038 | 0.4271 | 0.6125 | 0.4271 | 0.6535 |
| 0.2209 | 2.1622 | 1040 | 0.4230 | 0.5972 | 0.4230 | 0.6504 |
| 0.2209 | 2.1663 | 1042 | 0.4342 | 0.6147 | 0.4342 | 0.6590 |
| 0.2209 | 2.1705 | 1044 | 0.4885 | 0.6691 | 0.4885 | 0.6990 |
| 0.2209 | 2.1746 | 1046 | 0.5013 | 0.6746 | 0.5013 | 0.7080 |
| 0.2209 | 2.1788 | 1048 | 0.4470 | 0.6449 | 0.4470 | 0.6686 |
| 0.2209 | 2.1830 | 1050 | 0.4258 | 0.5506 | 0.4258 | 0.6525 |
| 0.2209 | 2.1871 | 1052 | 0.4248 | 0.5906 | 0.4248 | 0.6518 |
| 0.2209 | 2.1913 | 1054 | 0.5012 | 0.6967 | 0.5012 | 0.7080 |
| 0.2209 | 2.1954 | 1056 | 0.5338 | 0.6938 | 0.5338 | 0.7306 |
| 0.2209 | 2.1996 | 1058 | 0.4617 | 0.6542 | 0.4617 | 0.6795 |
| 0.2209 | 2.2037 | 1060 | 0.4434 | 0.5099 | 0.4434 | 0.6659 |
| 0.2209 | 2.2079 | 1062 | 0.4366 | 0.5304 | 0.4366 | 0.6608 |
| 0.2209 | 2.2121 | 1064 | 0.4683 | 0.6537 | 0.4683 | 0.6843 |
| 0.2209 | 2.2162 | 1066 | 0.6329 | 0.6871 | 0.6329 | 0.7956 |
| 0.2209 | 2.2204 | 1068 | 0.6164 | 0.6765 | 0.6164 | 0.7851 |
| 0.2209 | 2.2245 | 1070 | 0.4665 | 0.6565 | 0.4665 | 0.6830 |
| 0.2209 | 2.2287 | 1072 | 0.4144 | 0.5475 | 0.4144 | 0.6438 |
| 0.2209 | 2.2328 | 1074 | 0.4187 | 0.5186 | 0.4187 | 0.6471 |
| 0.2209 | 2.2370 | 1076 | 0.4132 | 0.6150 | 0.4132 | 0.6428 |
| 0.2209 | 2.2412 | 1078 | 0.4820 | 0.6687 | 0.4820 | 0.6942 |
| 0.2209 | 2.2453 | 1080 | 0.4920 | 0.6730 | 0.4920 | 0.7014 |
| 0.2209 | 2.2495 | 1082 | 0.4284 | 0.6198 | 0.4284 | 0.6545 |
| 0.2209 | 2.2536 | 1084 | 0.4110 | 0.5610 | 0.4110 | 0.6411 |
| 0.2209 | 2.2578 | 1086 | 0.4103 | 0.5961 | 0.4103 | 0.6405 |
| 0.2209 | 2.2620 | 1088 | 0.4466 | 0.6491 | 0.4466 | 0.6683 |
| 0.2209 | 2.2661 | 1090 | 0.5430 | 0.6928 | 0.5430 | 0.7369 |
| 0.2209 | 2.2703 | 1092 | 0.5193 | 0.6909 | 0.5193 | 0.7206 |
| 0.2209 | 2.2744 | 1094 | 0.4424 | 0.6539 | 0.4424 | 0.6651 |
| 0.2209 | 2.2786 | 1096 | 0.4656 | 0.6697 | 0.4656 | 0.6824 |
| 0.2209 | 2.2827 | 1098 | 0.4744 | 0.6725 | 0.4744 | 0.6888 |
| 0.2209 | 2.2869 | 1100 | 0.4903 | 0.6806 | 0.4903 | 0.7002 |
| 0.2209 | 2.2911 | 1102 | 0.4374 | 0.6693 | 0.4374 | 0.6614 |
| 0.2209 | 2.2952 | 1104 | 0.4116 | 0.6267 | 0.4116 | 0.6416 |
| 0.2209 | 2.2994 | 1106 | 0.4045 | 0.5821 | 0.4045 | 0.6360 |
| 0.2209 | 2.3035 | 1108 | 0.4106 | 0.6138 | 0.4106 | 0.6408 |
| 0.2209 | 2.3077 | 1110 | 0.4734 | 0.6794 | 0.4734 | 0.6881 |
| 0.2209 | 2.3119 | 1112 | 0.4984 | 0.6847 | 0.4984 | 0.7060 |
| 0.2209 | 2.3160 | 1114 | 0.5631 | 0.6924 | 0.5631 | 0.7504 |
| 0.2209 | 2.3202 | 1116 | 0.5754 | 0.7067 | 0.5754 | 0.7585 |
| 0.2209 | 2.3243 | 1118 | 0.4808 | 0.6732 | 0.4808 | 0.6934 |
| 0.2209 | 2.3285 | 1120 | 0.4309 | 0.6276 | 0.4309 | 0.6565 |
| 0.2209 | 2.3326 | 1122 | 0.4444 | 0.6368 | 0.4444 | 0.6667 |
| 0.2209 | 2.3368 | 1124 | 0.5588 | 0.6942 | 0.5588 | 0.7475 |
| 0.2209 | 2.3410 | 1126 | 0.5930 | 0.7162 | 0.5930 | 0.7700 |
| 0.2209 | 2.3451 | 1128 | 0.4961 | 0.6815 | 0.4961 | 0.7044 |
| 0.2209 | 2.3493 | 1130 | 0.4526 | 0.6534 | 0.4526 | 0.6728 |
| 0.2209 | 2.3534 | 1132 | 0.4277 | 0.6129 | 0.4277 | 0.6540 |
| 0.2209 | 2.3576 | 1134 | 0.4469 | 0.6446 | 0.4469 | 0.6685 |
| 0.2209 | 2.3617 | 1136 | 0.5788 | 0.6880 | 0.5788 | 0.7608 |
| 0.2209 | 2.3659 | 1138 | 0.6250 | 0.7048 | 0.6250 | 0.7905 |
| 0.2209 | 2.3701 | 1140 | 0.5192 | 0.6640 | 0.5192 | 0.7206 |
| 0.2209 | 2.3742 | 1142 | 0.4282 | 0.6066 | 0.4282 | 0.6544 |
| 0.2209 | 2.3784 | 1144 | 0.4180 | 0.5698 | 0.4180 | 0.6466 |
| 0.2209 | 2.3825 | 1146 | 0.4266 | 0.6185 | 0.4266 | 0.6531 |
| 0.2209 | 2.3867 | 1148 | 0.4403 | 0.6361 | 0.4403 | 0.6635 |
| 0.2209 | 2.3909 | 1150 | 0.4227 | 0.6024 | 0.4227 | 0.6501 |
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_k30_task1_organization_fold1
Base model
google-bert/bert-base-uncased