File size: 125,747 Bytes
a167f65 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 | ---
library_name: transformers
license: cc-by-nc-sa-4.0
base_model: microsoft/layoutlmv2-base-uncased
tags:
- generated_from_trainer
datasets:
- funsd
model-index:
- name: run
results: []
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# run
This model is a fine-tuned version of [microsoft/layoutlmv2-base-uncased](https://huggingface.co/microsoft/layoutlmv2-base-uncased) on the funsd dataset.
It achieves the following results on the evaluation set:
- Loss: 0.3134
- Ик банка получателя Precision: 1.0
- Ик банка получателя Recall: 1.0
- Ик банка получателя F1: 1.0
- Ик банка получателя Number: 9
- Нн получателя Precision: 0.9
- Нн получателя Recall: 1.0
- Нн получателя F1: 0.9474
- Нн получателя Number: 9
- Пп получателя Precision: 0.8571
- Пп получателя Recall: 1.0
- Пп получателя F1: 0.9231
- Пп получателя Number: 6
- Анк получателя Precision: 0.7
- Анк получателя Recall: 0.7778
- Анк получателя F1: 0.7368
- Анк получателя Number: 9
- Ата Precision: 1.0
- Ата Recall: 0.8889
- Ата F1: 0.9412
- Ата Number: 9
- Окупатель Precision: 0.5
- Окупатель Recall: 0.6667
- Окупатель F1: 0.5714
- Окупатель Number: 9
- Олучатель Precision: 0.6154
- Олучатель Recall: 0.8889
- Олучатель F1: 0.7273
- Олучатель Number: 9
- Омер счета Precision: 0.875
- Омер счета Recall: 0.875
- Омер счета F1: 0.875
- Омер счета Number: 8
- Оставщик Precision: 0.5455
- Оставщик Recall: 0.6
- Оставщик F1: 0.5714
- Оставщик Number: 10
- Сего к оплате Precision: 0.8333
- Сего к оплате Recall: 0.7143
- Сего к оплате F1: 0.7692
- Сего к оплате Number: 7
- Стальное Precision: 0.8478
- Стальное Recall: 0.8667
- Стальное F1: 0.8571
- Стальное Number: 90
- Чет банка Precision: 1.0
- Чет банка Recall: 0.9
- Чет банка F1: 0.9474
- Чет банка Number: 10
- Чет получателя Precision: 1.0
- Чет получателя Recall: 1.0
- Чет получателя F1: 1.0
- Чет получателя Number: 9
- Overall Precision: 0.8186
- Overall Recall: 0.8608
- Overall F1: 0.8392
- Overall Accuracy: 0.9602
## 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: 3e-05
- train_batch_size: 4
- eval_batch_size: 4
- seed: 88
- optimizer: Use OptimizerNames.ADAMW_TORCH_FUSED with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: cosine
- lr_scheduler_warmup_ratio: 0.1
- num_epochs: 100
### Training results
| Training Loss | Epoch | Step | Validation Loss | Ик банка получателя Precision | Ик банка получателя Recall | Ик банка получателя F1 | Ик банка получателя Number | Нн получателя Precision | Нн получателя Recall | Нн получателя F1 | Нн получателя Number | Пп получателя Precision | Пп получателя Recall | Пп получателя F1 | Пп получателя Number | Анк получателя Precision | Анк получателя Recall | Анк получателя F1 | Анк получателя Number | Ата Precision | Ата Recall | Ата F1 | Ата Number | Окупатель Precision | Окупатель Recall | Окупатель F1 | Окупатель Number | Олучатель Precision | Олучатель Recall | Олучатель F1 | Олучатель Number | Омер счета Precision | Омер счета Recall | Омер счета F1 | Омер счета Number | Оставщик Precision | Оставщик Recall | Оставщик F1 | Оставщик Number | Сего к оплате Precision | Сего к оплате Recall | Сего к оплате F1 | Сего к оплате Number | Стальное Precision | Стальное Recall | Стальное F1 | Стальное Number | Чет банка Precision | Чет банка Recall | Чет банка F1 | Чет банка Number | Чет получателя Precision | Чет получателя Recall | Чет получателя F1 | Чет получателя Number | Overall Precision | Overall Recall | Overall F1 | Overall Accuracy |
|:-------------:|:-----:|:----:|:---------------:|:-----------------------------:|:--------------------------:|:----------------------:|:--------------------------:|:-----------------------:|:--------------------:|:----------------:|:--------------------:|:-----------------------:|:--------------------:|:----------------:|:--------------------:|:------------------------:|:---------------------:|:-----------------:|:---------------------:|:-------------:|:----------:|:------:|:----------:|:-------------------:|:----------------:|:------------:|:----------------:|:-------------------:|:----------------:|:------------:|:----------------:|:--------------------:|:-----------------:|:-------------:|:-----------------:|:------------------:|:---------------:|:-----------:|:---------------:|:-----------------------:|:--------------------:|:----------------:|:--------------------:|:------------------:|:---------------:|:-----------:|:---------------:|:-------------------:|:----------------:|:------------:|:----------------:|:------------------------:|:---------------------:|:-----------------:|:---------------------:|:-----------------:|:--------------:|:----------:|:----------------:|
| 2.5285 | 1.0 | 14 | 2.4249 | 0.0 | 0.0 | 0.0 | 9 | 0.2 | 0.1111 | 0.1429 | 9 | 0.0 | 0.0 | 0.0 | 6 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 8 | 0.0 | 0.0 | 0.0 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.1053 | 0.0444 | 0.0625 | 90 | 0.0 | 0.0 | 0.0 | 10 | 0.0 | 0.0 | 0.0 | 9 | 0.0676 | 0.0258 | 0.0373 | 0.5710 |
| 2.3092 | 2.0 | 28 | 2.1339 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 6 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 8 | 0.0 | 0.0 | 0.0 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.0 | 0.0 | 0.0 | 90 | 0.0 | 0.0 | 0.0 | 10 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 0.5882 |
| 2.0444 | 3.0 | 42 | 1.9361 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 6 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 8 | 0.0 | 0.0 | 0.0 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.0 | 0.0 | 0.0 | 90 | 0.0 | 0.0 | 0.0 | 10 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 0.5882 |
| 1.8959 | 4.0 | 56 | 1.8359 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 6 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 8 | 0.0 | 0.0 | 0.0 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.0 | 0.0 | 0.0 | 90 | 0.0 | 0.0 | 0.0 | 10 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 0.5882 |
| 1.8223 | 5.0 | 70 | 1.7856 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 6 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 8 | 0.0 | 0.0 | 0.0 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.0 | 0.0 | 0.0 | 90 | 0.0 | 0.0 | 0.0 | 10 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 0.5882 |
| 1.777 | 6.0 | 84 | 1.7526 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 6 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 8 | 0.0 | 0.0 | 0.0 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.0 | 0.0 | 0.0 | 90 | 0.0 | 0.0 | 0.0 | 10 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 0.5882 |
| 1.7447 | 7.0 | 98 | 1.6813 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 6 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 8 | 0.0 | 0.0 | 0.0 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.0 | 0.0 | 0.0 | 90 | 0.0 | 0.0 | 0.0 | 10 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 0.5882 |
| 1.6545 | 8.0 | 112 | 1.5824 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 6 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 8 | 0.0741 | 0.2 | 0.1081 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.0286 | 0.0111 | 0.016 | 90 | 0.0 | 0.0 | 0.0 | 10 | 0.0 | 0.0 | 0.0 | 9 | 0.0484 | 0.0155 | 0.0234 | 0.6903 |
| 1.5686 | 9.0 | 126 | 1.5365 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 6 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 8 | 0.0169 | 0.1 | 0.0290 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.3333 | 0.2444 | 0.2821 | 90 | 0.0 | 0.0 | 0.0 | 10 | 0.0 | 0.0 | 0.0 | 9 | 0.184 | 0.1186 | 0.1442 | 0.6796 |
| 1.5049 | 10.0 | 140 | 1.4473 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 6 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 8 | 0.2222 | 0.6 | 0.3243 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.1176 | 0.0667 | 0.0851 | 90 | 0.9 | 0.9 | 0.9 | 10 | 1.0 | 0.7778 | 0.8750 | 9 | 0.2947 | 0.1443 | 0.1938 | 0.7269 |
| 1.4581 | 11.0 | 154 | 1.3932 | 1.0 | 0.1111 | 0.2000 | 9 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 6 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 8 | 0.0526 | 0.2 | 0.0833 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.4430 | 0.3889 | 0.4142 | 90 | 0.3889 | 0.7 | 0.5 | 10 | 0.4118 | 0.7778 | 0.5385 | 9 | 0.3377 | 0.2680 | 0.2989 | 0.7280 |
| 1.3983 | 12.0 | 168 | 1.3324 | 1.0 | 0.8889 | 0.9412 | 9 | 1.0 | 0.3333 | 0.5 | 9 | 0.0 | 0.0 | 0.0 | 6 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 8 | 0.0606 | 0.2 | 0.0930 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.5513 | 0.4778 | 0.5119 | 90 | 0.6429 | 0.9 | 0.75 | 10 | 0.5 | 0.8889 | 0.64 | 9 | 0.4620 | 0.3763 | 0.4148 | 0.7785 |
| 1.3304 | 13.0 | 182 | 1.2995 | 1.0 | 1.0 | 1.0 | 9 | 0.5714 | 0.8889 | 0.6957 | 9 | 0.0 | 0.0 | 0.0 | 6 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 9 | 0.2308 | 0.3333 | 0.2727 | 9 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 8 | 0.0833 | 0.1 | 0.0909 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.4444 | 0.3111 | 0.3660 | 90 | 0.9 | 0.9 | 0.9 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.5154 | 0.3454 | 0.4136 | 0.7957 |
| 1.293 | 14.0 | 196 | 1.2182 | 0.8182 | 1.0 | 0.9 | 9 | 0.6923 | 1.0 | 0.8182 | 9 | 0.0 | 0.0 | 0.0 | 6 | 0.0 | 0.0 | 0.0 | 9 | 0.4118 | 0.7778 | 0.5385 | 9 | 0.3571 | 0.5556 | 0.4348 | 9 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 8 | 0.6364 | 0.7 | 0.6667 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.5556 | 0.5 | 0.5263 | 90 | 0.8182 | 0.9 | 0.8571 | 10 | 0.8571 | 0.6667 | 0.75 | 9 | 0.5879 | 0.5 | 0.5404 | 0.8591 |
| 1.2215 | 15.0 | 210 | 1.1647 | 1.0 | 1.0 | 1.0 | 9 | 0.5294 | 1.0 | 0.6923 | 9 | 1.0 | 0.1667 | 0.2857 | 6 | 0.0 | 0.0 | 0.0 | 9 | 0.5 | 0.8889 | 0.64 | 9 | 0.5714 | 0.4444 | 0.5 | 9 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 8 | 0.7 | 0.7 | 0.7 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.6081 | 0.5 | 0.5488 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 0.8889 | 0.9412 | 9 | 0.6623 | 0.5155 | 0.5797 | 0.8667 |
| 1.1635 | 16.0 | 224 | 1.1289 | 1.0 | 1.0 | 1.0 | 9 | 0.5625 | 1.0 | 0.72 | 9 | 1.0 | 0.1667 | 0.2857 | 6 | 0.0 | 0.0 | 0.0 | 9 | 0.5 | 0.8889 | 0.64 | 9 | 0.4615 | 0.6667 | 0.5455 | 9 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 8 | 0.5385 | 0.7 | 0.6087 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.575 | 0.5111 | 0.5412 | 90 | 0.9 | 0.9 | 0.9 | 10 | 1.0 | 0.7778 | 0.8750 | 9 | 0.6182 | 0.5258 | 0.5682 | 0.8581 |
| 1.1071 | 17.0 | 238 | 1.1687 | 1.0 | 1.0 | 1.0 | 9 | 0.5294 | 1.0 | 0.6923 | 9 | 1.0 | 0.1667 | 0.2857 | 6 | 0.0 | 0.0 | 0.0 | 9 | 0.4444 | 0.8889 | 0.5926 | 9 | 0.0909 | 0.1111 | 0.1000 | 9 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 8 | 0.3182 | 0.7 | 0.4375 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.6145 | 0.5667 | 0.5896 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 0.8889 | 0.9412 | 9 | 0.5787 | 0.5309 | 0.5538 | 0.8011 |
| 1.0613 | 18.0 | 252 | 1.0238 | 1.0 | 1.0 | 1.0 | 9 | 0.5294 | 1.0 | 0.6923 | 9 | 1.0 | 0.1667 | 0.2857 | 6 | 0.0 | 0.0 | 0.0 | 9 | 0.5 | 0.8889 | 0.64 | 9 | 0.8571 | 0.6667 | 0.75 | 9 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 8 | 0.6667 | 0.8 | 0.7273 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.6047 | 0.5778 | 0.5909 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 0.8889 | 0.9412 | 9 | 0.625 | 0.5670 | 0.5946 | 0.8817 |
| 1.0063 | 19.0 | 266 | 0.9914 | 1.0 | 1.0 | 1.0 | 9 | 0.5625 | 1.0 | 0.72 | 9 | 1.0 | 0.3333 | 0.5 | 6 | 0.2 | 0.4444 | 0.2759 | 9 | 0.4706 | 0.8889 | 0.6154 | 9 | 0.5455 | 0.6667 | 0.6 | 9 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 8 | 0.6667 | 0.8 | 0.7273 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.7159 | 0.7 | 0.7079 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 0.8889 | 0.9412 | 9 | 0.6562 | 0.6495 | 0.6528 | 0.8882 |
| 0.957 | 20.0 | 280 | 0.9702 | 0.9 | 1.0 | 0.9474 | 9 | 0.8182 | 1.0 | 0.9 | 9 | 1.0 | 0.8333 | 0.9091 | 6 | 0.1765 | 0.3333 | 0.2308 | 9 | 0.5 | 0.8889 | 0.64 | 9 | 0.5833 | 0.7778 | 0.6667 | 9 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 8 | 0.4615 | 0.6 | 0.5217 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.7176 | 0.6778 | 0.6971 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 0.8889 | 0.9412 | 9 | 0.6720 | 0.6443 | 0.6579 | 0.8806 |
| 0.9135 | 21.0 | 294 | 0.9134 | 1.0 | 1.0 | 1.0 | 9 | 0.75 | 1.0 | 0.8571 | 9 | 1.0 | 0.8333 | 0.9091 | 6 | 0.1765 | 0.3333 | 0.2308 | 9 | 0.5 | 0.8889 | 0.64 | 9 | 0.4667 | 0.7778 | 0.5833 | 9 | 0.0 | 0.0 | 0.0 | 9 | 0.0 | 0.0 | 0.0 | 8 | 0.6667 | 0.8 | 0.7273 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.7 | 0.7 | 0.7 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 0.8889 | 0.9412 | 9 | 0.6684 | 0.6649 | 0.6667 | 0.8946 |
| 0.8696 | 22.0 | 308 | 0.8631 | 0.9 | 1.0 | 0.9474 | 9 | 0.75 | 1.0 | 0.8571 | 9 | 1.0 | 0.8333 | 0.9091 | 6 | 0.25 | 0.4444 | 0.32 | 9 | 0.5 | 0.8889 | 0.64 | 9 | 0.5556 | 0.5556 | 0.5556 | 9 | 0.6667 | 0.2222 | 0.3333 | 9 | 0.0 | 0.0 | 0.0 | 8 | 0.5 | 0.6 | 0.5455 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.7590 | 0.7 | 0.7283 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 0.8889 | 0.9412 | 9 | 0.6995 | 0.6598 | 0.6790 | 0.9065 |
| 0.8347 | 23.0 | 322 | 0.8757 | 1.0 | 1.0 | 1.0 | 9 | 0.8182 | 1.0 | 0.9 | 9 | 1.0 | 1.0 | 1.0 | 6 | 0.3571 | 0.5556 | 0.4348 | 9 | 0.4706 | 0.8889 | 0.6154 | 9 | 0.5833 | 0.7778 | 0.6667 | 9 | 0.8333 | 0.5556 | 0.6667 | 9 | 0.0 | 0.0 | 0.0 | 8 | 0.5833 | 0.7 | 0.6364 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.7412 | 0.7 | 0.72 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 0.8889 | 0.9412 | 9 | 0.7196 | 0.7010 | 0.7102 | 0.9 |
| 0.8022 | 24.0 | 336 | 0.8717 | 0.9 | 1.0 | 0.9474 | 9 | 0.9 | 1.0 | 0.9474 | 9 | 1.0 | 0.8333 | 0.9091 | 6 | 0.4 | 0.4444 | 0.4211 | 9 | 0.4706 | 0.8889 | 0.6154 | 9 | 0.2941 | 0.5556 | 0.3846 | 9 | 1.0 | 0.7778 | 0.8750 | 9 | 0.0 | 0.0 | 0.0 | 8 | 0.5714 | 0.8 | 0.6667 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.7857 | 0.7333 | 0.7586 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 0.8889 | 0.8889 | 0.8889 | 9 | 0.6935 | 0.7113 | 0.7023 | 0.9 |
| 0.7777 | 25.0 | 350 | 0.8379 | 0.9 | 1.0 | 0.9474 | 9 | 1.0 | 1.0 | 1.0 | 9 | 1.0 | 1.0 | 1.0 | 6 | 0.3636 | 0.4444 | 0.4000 | 9 | 0.5 | 0.8889 | 0.64 | 9 | 0.4615 | 0.6667 | 0.5455 | 9 | 0.875 | 0.7778 | 0.8235 | 9 | 0.2857 | 0.25 | 0.2667 | 8 | 0.4706 | 0.8 | 0.5926 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.7241 | 0.7 | 0.7119 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 0.8889 | 0.9412 | 9 | 0.6915 | 0.7165 | 0.7038 | 0.9086 |
| 0.7536 | 26.0 | 364 | 0.7963 | 0.9 | 1.0 | 0.9474 | 9 | 1.0 | 1.0 | 1.0 | 9 | 1.0 | 1.0 | 1.0 | 6 | 0.2857 | 0.2222 | 0.25 | 9 | 0.8 | 0.8889 | 0.8421 | 9 | 0.5 | 0.7778 | 0.6087 | 9 | 0.5333 | 0.8889 | 0.6667 | 9 | 0.75 | 0.75 | 0.75 | 8 | 0.6364 | 0.7 | 0.6667 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.7907 | 0.7556 | 0.7727 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 0.8889 | 0.8889 | 0.8889 | 9 | 0.7577 | 0.7577 | 0.7577 | 0.9161 |
| 0.717 | 27.0 | 378 | 0.7425 | 0.9 | 1.0 | 0.9474 | 9 | 0.8182 | 1.0 | 0.9 | 9 | 1.0 | 1.0 | 1.0 | 6 | 0.4545 | 0.5556 | 0.5 | 9 | 0.8889 | 0.8889 | 0.8889 | 9 | 0.7143 | 0.5556 | 0.6250 | 9 | 0.4375 | 0.7778 | 0.56 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.8 | 0.8 | 0.8000 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.8046 | 0.7778 | 0.7910 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 0.8889 | 0.8889 | 0.8889 | 9 | 0.7824 | 0.7784 | 0.7804 | 0.9366 |
| 0.6892 | 28.0 | 392 | 0.7230 | 0.9 | 1.0 | 0.9474 | 9 | 0.9 | 1.0 | 0.9474 | 9 | 1.0 | 1.0 | 1.0 | 6 | 0.5 | 0.5556 | 0.5263 | 9 | 1.0 | 0.8889 | 0.9412 | 9 | 0.4667 | 0.7778 | 0.5833 | 9 | 1.0 | 0.8889 | 0.9412 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.6667 | 0.8 | 0.7273 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.7701 | 0.7444 | 0.7571 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 0.8889 | 0.8889 | 0.8889 | 9 | 0.7865 | 0.7784 | 0.7824 | 0.9355 |
| 0.6566 | 29.0 | 406 | 0.6985 | 1.0 | 1.0 | 1.0 | 9 | 1.0 | 1.0 | 1.0 | 9 | 1.0 | 1.0 | 1.0 | 6 | 0.5 | 0.5556 | 0.5263 | 9 | 1.0 | 0.8889 | 0.9412 | 9 | 0.5455 | 0.6667 | 0.6 | 9 | 0.6154 | 0.8889 | 0.7273 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.6154 | 0.8 | 0.6957 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.8 | 0.7556 | 0.7771 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 0.8889 | 0.8889 | 0.8889 | 9 | 0.7947 | 0.7784 | 0.7865 | 0.9323 |
| 0.6256 | 30.0 | 420 | 0.6506 | 1.0 | 1.0 | 1.0 | 9 | 0.8182 | 1.0 | 0.9 | 9 | 1.0 | 1.0 | 1.0 | 6 | 0.6 | 0.6667 | 0.6316 | 9 | 1.0 | 0.8889 | 0.9412 | 9 | 0.6 | 0.6667 | 0.6316 | 9 | 0.7273 | 0.8889 | 0.8000 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.7 | 0.7 | 0.7 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.8118 | 0.7667 | 0.7886 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 0.8889 | 0.8889 | 0.8889 | 9 | 0.8172 | 0.7835 | 0.8 | 0.9495 |
| 0.594 | 31.0 | 434 | 0.6625 | 1.0 | 1.0 | 1.0 | 9 | 0.8182 | 1.0 | 0.9 | 9 | 1.0 | 1.0 | 1.0 | 6 | 0.6 | 0.6667 | 0.6316 | 9 | 0.8 | 0.8889 | 0.8421 | 9 | 0.5455 | 0.6667 | 0.6 | 9 | 0.7273 | 0.8889 | 0.8000 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.6364 | 0.7 | 0.6667 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.8140 | 0.7778 | 0.7955 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.8063 | 0.7938 | 0.8000 | 0.9290 |
| 0.5698 | 32.0 | 448 | 0.6591 | 1.0 | 1.0 | 1.0 | 9 | 0.9 | 1.0 | 0.9474 | 9 | 1.0 | 1.0 | 1.0 | 6 | 0.6 | 0.6667 | 0.6316 | 9 | 0.8889 | 0.8889 | 0.8889 | 9 | 0.6667 | 0.8889 | 0.7619 | 9 | 0.7273 | 0.8889 | 0.8000 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.6364 | 0.7 | 0.6667 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.8235 | 0.7778 | 0.8000 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.8254 | 0.8041 | 0.8146 | 0.9333 |
| 0.5524 | 33.0 | 462 | 0.6620 | 1.0 | 1.0 | 1.0 | 9 | 0.8182 | 1.0 | 0.9 | 9 | 1.0 | 1.0 | 1.0 | 6 | 0.5455 | 0.6667 | 0.6 | 9 | 0.8 | 0.8889 | 0.8421 | 9 | 0.3077 | 0.4444 | 0.3636 | 9 | 0.5385 | 0.7778 | 0.6364 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.5455 | 0.6 | 0.5714 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.7442 | 0.7111 | 0.7273 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.7347 | 0.7423 | 0.7385 | 0.9194 |
| 0.5356 | 34.0 | 476 | 0.5800 | 1.0 | 1.0 | 1.0 | 9 | 0.8182 | 1.0 | 0.9 | 9 | 1.0 | 1.0 | 1.0 | 6 | 0.5833 | 0.7778 | 0.6667 | 9 | 0.8 | 0.8889 | 0.8421 | 9 | 0.6667 | 0.6667 | 0.6667 | 9 | 0.5833 | 0.7778 | 0.6667 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.6 | 0.6 | 0.6 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.8214 | 0.7667 | 0.7931 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.8042 | 0.7835 | 0.7937 | 0.9452 |
| 0.5204 | 35.0 | 490 | 0.5581 | 0.9 | 1.0 | 0.9474 | 9 | 0.8182 | 1.0 | 0.9 | 9 | 1.0 | 1.0 | 1.0 | 6 | 0.5455 | 0.6667 | 0.6 | 9 | 0.8889 | 0.8889 | 0.8889 | 9 | 0.6364 | 0.7778 | 0.7000 | 9 | 0.6667 | 0.8889 | 0.7619 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.5455 | 0.6 | 0.5714 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.8313 | 0.7667 | 0.7977 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 0.8889 | 0.8889 | 0.8889 | 9 | 0.8 | 0.7835 | 0.7917 | 0.9484 |
| 0.499 | 36.0 | 504 | 0.5545 | 1.0 | 1.0 | 1.0 | 9 | 0.9 | 1.0 | 0.9474 | 9 | 1.0 | 1.0 | 1.0 | 6 | 0.6364 | 0.7778 | 0.7000 | 9 | 0.8889 | 0.8889 | 0.8889 | 9 | 0.6364 | 0.7778 | 0.7000 | 9 | 0.8 | 0.8889 | 0.8421 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.6364 | 0.7 | 0.6667 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.8415 | 0.7667 | 0.8023 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.8378 | 0.7990 | 0.8179 | 0.9452 |
| 0.481 | 37.0 | 518 | 0.5360 | 1.0 | 1.0 | 1.0 | 9 | 0.9 | 1.0 | 0.9474 | 9 | 1.0 | 1.0 | 1.0 | 6 | 0.5833 | 0.7778 | 0.6667 | 9 | 0.8889 | 0.8889 | 0.8889 | 9 | 0.5833 | 0.7778 | 0.6667 | 9 | 0.8 | 0.8889 | 0.8421 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.6364 | 0.7 | 0.6667 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.8214 | 0.7667 | 0.7931 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 0.8889 | 0.8889 | 0.8889 | 9 | 0.8148 | 0.7938 | 0.8042 | 0.9484 |
| 0.4623 | 38.0 | 532 | 0.5600 | 1.0 | 1.0 | 1.0 | 9 | 1.0 | 1.0 | 1.0 | 9 | 0.8571 | 1.0 | 0.9231 | 6 | 0.6364 | 0.7778 | 0.7000 | 9 | 0.8889 | 0.8889 | 0.8889 | 9 | 0.5385 | 0.7778 | 0.6364 | 9 | 1.0 | 0.8889 | 0.9412 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.5455 | 0.6 | 0.5714 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.8434 | 0.7778 | 0.8092 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.8333 | 0.7990 | 0.8158 | 0.9333 |
| 0.4483 | 39.0 | 546 | 0.5192 | 1.0 | 1.0 | 1.0 | 9 | 0.9 | 1.0 | 0.9474 | 9 | 1.0 | 1.0 | 1.0 | 6 | 0.5455 | 0.6667 | 0.6 | 9 | 0.8889 | 0.8889 | 0.8889 | 9 | 0.6154 | 0.8889 | 0.7273 | 9 | 0.7778 | 0.7778 | 0.7778 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.5455 | 0.6 | 0.5714 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.7614 | 0.7444 | 0.7528 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.7865 | 0.7784 | 0.7824 | 0.9441 |
| 0.434 | 40.0 | 560 | 0.5335 | 1.0 | 1.0 | 1.0 | 9 | 0.8182 | 1.0 | 0.9 | 9 | 1.0 | 1.0 | 1.0 | 6 | 0.6364 | 0.7778 | 0.7000 | 9 | 0.8 | 0.8889 | 0.8421 | 9 | 0.6364 | 0.7778 | 0.7000 | 9 | 0.7273 | 0.8889 | 0.8000 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.6 | 0.6 | 0.6 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.8537 | 0.7778 | 0.8140 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.8289 | 0.7990 | 0.8136 | 0.9366 |
| 0.4182 | 41.0 | 574 | 0.5289 | 1.0 | 1.0 | 1.0 | 9 | 0.9 | 1.0 | 0.9474 | 9 | 0.8571 | 1.0 | 0.9231 | 6 | 0.6364 | 0.7778 | 0.7000 | 9 | 0.8889 | 0.8889 | 0.8889 | 9 | 0.5833 | 0.7778 | 0.6667 | 9 | 0.7273 | 0.8889 | 0.8000 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.6 | 0.6 | 0.6 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.8537 | 0.7778 | 0.8140 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.8289 | 0.7990 | 0.8136 | 0.9333 |
| 0.4085 | 42.0 | 588 | 0.5064 | 1.0 | 1.0 | 1.0 | 9 | 0.9 | 1.0 | 0.9474 | 9 | 0.8571 | 1.0 | 0.9231 | 6 | 0.5833 | 0.7778 | 0.6667 | 9 | 0.8889 | 0.8889 | 0.8889 | 9 | 0.5833 | 0.7778 | 0.6667 | 9 | 0.6667 | 0.8889 | 0.7619 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.6 | 0.6 | 0.6 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.8214 | 0.7667 | 0.7931 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.8063 | 0.7938 | 0.8000 | 0.9387 |
| 0.3981 | 43.0 | 602 | 0.4786 | 1.0 | 1.0 | 1.0 | 9 | 0.9 | 1.0 | 0.9474 | 9 | 0.8571 | 1.0 | 0.9231 | 6 | 0.4615 | 0.6667 | 0.5455 | 9 | 0.8889 | 0.8889 | 0.8889 | 9 | 0.5 | 0.6667 | 0.5714 | 9 | 0.5833 | 0.7778 | 0.6667 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.6 | 0.6 | 0.6 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.7614 | 0.7444 | 0.7528 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.7602 | 0.7680 | 0.7641 | 0.9419 |
| 0.3882 | 44.0 | 616 | 0.4600 | 1.0 | 1.0 | 1.0 | 9 | 1.0 | 1.0 | 1.0 | 9 | 1.0 | 1.0 | 1.0 | 6 | 0.5833 | 0.7778 | 0.6667 | 9 | 0.8 | 0.8889 | 0.8421 | 9 | 0.5 | 0.7778 | 0.6087 | 9 | 0.5385 | 0.7778 | 0.6364 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.4667 | 0.7 | 0.56 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.7667 | 0.7667 | 0.7667 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.7549 | 0.7938 | 0.7739 | 0.9452 |
| 0.3768 | 45.0 | 630 | 0.4509 | 1.0 | 1.0 | 1.0 | 9 | 1.0 | 1.0 | 1.0 | 9 | 0.8571 | 1.0 | 0.9231 | 6 | 0.5385 | 0.7778 | 0.6364 | 9 | 0.8889 | 0.8889 | 0.8889 | 9 | 0.875 | 0.7778 | 0.8235 | 9 | 0.6667 | 0.8889 | 0.7619 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.7 | 0.7 | 0.7 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.8333 | 0.7778 | 0.8046 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.8342 | 0.8041 | 0.8189 | 0.9473 |
| 0.3669 | 46.0 | 644 | 0.4510 | 1.0 | 1.0 | 1.0 | 9 | 0.9 | 1.0 | 0.9474 | 9 | 0.8571 | 1.0 | 0.9231 | 6 | 0.5455 | 0.6667 | 0.6 | 9 | 0.8889 | 0.8889 | 0.8889 | 9 | 0.5556 | 0.5556 | 0.5556 | 9 | 0.6667 | 0.8889 | 0.7619 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.6364 | 0.7 | 0.6667 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.8434 | 0.7778 | 0.8092 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.8182 | 0.7887 | 0.8031 | 0.9462 |
| 0.3616 | 47.0 | 658 | 0.4259 | 1.0 | 1.0 | 1.0 | 9 | 1.0 | 1.0 | 1.0 | 9 | 0.8571 | 1.0 | 0.9231 | 6 | 0.7273 | 0.8889 | 0.8000 | 9 | 1.0 | 0.8889 | 0.9412 | 9 | 0.6154 | 0.8889 | 0.7273 | 9 | 0.7273 | 0.8889 | 0.8000 | 9 | 1.0 | 1.0 | 1.0 | 8 | 0.6364 | 0.7 | 0.6667 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.8353 | 0.7889 | 0.8114 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.8421 | 0.8247 | 0.8333 | 0.9527 |
| 0.3537 | 48.0 | 672 | 0.4324 | 1.0 | 1.0 | 1.0 | 9 | 0.9 | 1.0 | 0.9474 | 9 | 0.8571 | 1.0 | 0.9231 | 6 | 0.6364 | 0.7778 | 0.7000 | 9 | 1.0 | 0.8889 | 0.9412 | 9 | 0.6667 | 0.6667 | 0.6667 | 9 | 0.7273 | 0.8889 | 0.8000 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.5455 | 0.6 | 0.5714 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.8313 | 0.7667 | 0.7977 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.8270 | 0.7887 | 0.8074 | 0.9505 |
| 0.3447 | 49.0 | 686 | 0.4240 | 1.0 | 1.0 | 1.0 | 9 | 1.0 | 1.0 | 1.0 | 9 | 0.8571 | 1.0 | 0.9231 | 6 | 0.5556 | 0.5556 | 0.5556 | 9 | 1.0 | 0.8889 | 0.9412 | 9 | 0.5385 | 0.7778 | 0.6364 | 9 | 0.5385 | 0.7778 | 0.6364 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.5 | 0.6 | 0.5455 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.7816 | 0.7556 | 0.7684 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.7772 | 0.7732 | 0.7752 | 0.9452 |
| 0.3413 | 50.0 | 700 | 0.4411 | 1.0 | 1.0 | 1.0 | 9 | 1.0 | 1.0 | 1.0 | 9 | 0.8571 | 1.0 | 0.9231 | 6 | 0.6667 | 0.8889 | 0.7619 | 9 | 0.8889 | 0.8889 | 0.8889 | 9 | 0.5833 | 0.7778 | 0.6667 | 9 | 0.5833 | 0.7778 | 0.6667 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.5455 | 0.6 | 0.5714 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.8118 | 0.7667 | 0.7886 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.8021 | 0.7938 | 0.7979 | 0.9430 |
| 0.3333 | 51.0 | 714 | 0.4267 | 1.0 | 1.0 | 1.0 | 9 | 0.9 | 1.0 | 0.9474 | 9 | 0.8571 | 1.0 | 0.9231 | 6 | 0.7273 | 0.8889 | 0.8000 | 9 | 0.8889 | 0.8889 | 0.8889 | 9 | 0.5556 | 0.5556 | 0.5556 | 9 | 0.7273 | 0.8889 | 0.8000 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.75 | 0.6 | 0.6667 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.8434 | 0.7778 | 0.8092 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.8415 | 0.7938 | 0.8170 | 0.9495 |
| 0.3247 | 52.0 | 728 | 0.4146 | 1.0 | 1.0 | 1.0 | 9 | 1.0 | 1.0 | 1.0 | 9 | 0.8571 | 1.0 | 0.9231 | 6 | 0.6667 | 0.8889 | 0.7619 | 9 | 0.8889 | 0.8889 | 0.8889 | 9 | 0.7778 | 0.7778 | 0.7778 | 9 | 0.5833 | 0.7778 | 0.6667 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.5455 | 0.6 | 0.5714 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.8333 | 0.7778 | 0.8046 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.8245 | 0.7990 | 0.8115 | 0.9495 |
| 0.3187 | 53.0 | 742 | 0.4073 | 1.0 | 1.0 | 1.0 | 9 | 0.9 | 1.0 | 0.9474 | 9 | 0.8571 | 1.0 | 0.9231 | 6 | 0.7273 | 0.8889 | 0.8000 | 9 | 0.8889 | 0.8889 | 0.8889 | 9 | 0.6 | 0.6667 | 0.6316 | 9 | 0.5385 | 0.7778 | 0.6364 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.6364 | 0.7 | 0.6667 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.8372 | 0.8 | 0.8182 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.8177 | 0.8093 | 0.8135 | 0.9516 |
| 0.3155 | 54.0 | 756 | 0.4035 | 1.0 | 1.0 | 1.0 | 9 | 0.9 | 1.0 | 0.9474 | 9 | 0.8571 | 1.0 | 0.9231 | 6 | 0.7273 | 0.8889 | 0.8000 | 9 | 0.8 | 0.8889 | 0.8421 | 9 | 0.6667 | 0.6667 | 0.6667 | 9 | 0.5833 | 0.7778 | 0.6667 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.6364 | 0.7 | 0.6667 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.8276 | 0.8 | 0.8136 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.8177 | 0.8093 | 0.8135 | 0.9505 |
| 0.3076 | 55.0 | 770 | 0.3973 | 1.0 | 1.0 | 1.0 | 9 | 1.0 | 1.0 | 1.0 | 9 | 1.0 | 1.0 | 1.0 | 6 | 0.7 | 0.7778 | 0.7368 | 9 | 0.8889 | 0.8889 | 0.8889 | 9 | 0.7 | 0.7778 | 0.7368 | 9 | 0.5833 | 0.7778 | 0.6667 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.6364 | 0.7 | 0.6667 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.8353 | 0.7889 | 0.8114 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.8342 | 0.8041 | 0.8189 | 0.9505 |
| 0.3031 | 56.0 | 784 | 0.3891 | 1.0 | 1.0 | 1.0 | 9 | 1.0 | 1.0 | 1.0 | 9 | 1.0 | 1.0 | 1.0 | 6 | 0.7273 | 0.8889 | 0.8000 | 9 | 0.8 | 0.8889 | 0.8421 | 9 | 0.6364 | 0.7778 | 0.7000 | 9 | 0.8182 | 1.0 | 0.9 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.6364 | 0.7 | 0.6667 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.8276 | 0.8 | 0.8136 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.8377 | 0.8247 | 0.8312 | 0.9527 |
| 0.3007 | 57.0 | 798 | 0.3998 | 1.0 | 1.0 | 1.0 | 9 | 0.9 | 1.0 | 0.9474 | 9 | 0.8571 | 1.0 | 0.9231 | 6 | 0.6667 | 0.8889 | 0.7619 | 9 | 0.8889 | 0.8889 | 0.8889 | 9 | 0.6 | 0.6667 | 0.6316 | 9 | 0.6667 | 0.8889 | 0.7619 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.6667 | 0.8 | 0.7273 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.8256 | 0.7889 | 0.8068 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.8187 | 0.8144 | 0.8165 | 0.9462 |
| 0.2945 | 58.0 | 812 | 0.4096 | 1.0 | 1.0 | 1.0 | 9 | 0.9 | 1.0 | 0.9474 | 9 | 0.8571 | 1.0 | 0.9231 | 6 | 0.7 | 0.7778 | 0.7368 | 9 | 0.8889 | 0.8889 | 0.8889 | 9 | 0.5455 | 0.6667 | 0.6 | 9 | 0.5333 | 0.8889 | 0.6667 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.6364 | 0.7 | 0.6667 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.8675 | 0.8 | 0.8324 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.8220 | 0.8093 | 0.8156 | 0.9409 |
| 0.2921 | 59.0 | 826 | 0.3963 | 1.0 | 1.0 | 1.0 | 9 | 0.9 | 1.0 | 0.9474 | 9 | 0.8571 | 1.0 | 0.9231 | 6 | 0.6 | 0.6667 | 0.6316 | 9 | 0.8889 | 0.8889 | 0.8889 | 9 | 0.5 | 0.6667 | 0.5714 | 9 | 0.5333 | 0.8889 | 0.6667 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.6364 | 0.7 | 0.6667 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.8353 | 0.7889 | 0.8114 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.7990 | 0.7990 | 0.7990 | 0.9430 |
| 0.2865 | 60.0 | 840 | 0.3882 | 1.0 | 1.0 | 1.0 | 9 | 0.8182 | 1.0 | 0.9 | 9 | 1.0 | 1.0 | 1.0 | 6 | 0.6 | 0.6667 | 0.6316 | 9 | 0.8889 | 0.8889 | 0.8889 | 9 | 0.5 | 0.6667 | 0.5714 | 9 | 0.5714 | 0.8889 | 0.6957 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.6364 | 0.7 | 0.6667 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.8161 | 0.7889 | 0.8023 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.7949 | 0.7990 | 0.7969 | 0.9441 |
| 0.2843 | 61.0 | 854 | 0.3831 | 1.0 | 1.0 | 1.0 | 9 | 0.8182 | 1.0 | 0.9 | 9 | 1.0 | 1.0 | 1.0 | 6 | 0.8 | 0.8889 | 0.8421 | 9 | 0.8889 | 0.8889 | 0.8889 | 9 | 0.5 | 0.6667 | 0.5714 | 9 | 0.5714 | 0.8889 | 0.6957 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.6364 | 0.7 | 0.6667 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.8372 | 0.8 | 0.8182 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.8144 | 0.8144 | 0.8144 | 0.9484 |
| 0.2798 | 62.0 | 868 | 0.3660 | 1.0 | 1.0 | 1.0 | 9 | 0.9 | 1.0 | 0.9474 | 9 | 0.8571 | 1.0 | 0.9231 | 6 | 0.8 | 0.8889 | 0.8421 | 9 | 0.8889 | 0.8889 | 0.8889 | 9 | 0.75 | 0.6667 | 0.7059 | 9 | 0.6154 | 0.8889 | 0.7273 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.6364 | 0.7 | 0.6667 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.8588 | 0.8111 | 0.8343 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.8457 | 0.8196 | 0.8325 | 0.9548 |
| 0.2764 | 63.0 | 882 | 0.3621 | 1.0 | 1.0 | 1.0 | 9 | 0.9 | 1.0 | 0.9474 | 9 | 0.8571 | 1.0 | 0.9231 | 6 | 0.7 | 0.7778 | 0.7368 | 9 | 0.8889 | 0.8889 | 0.8889 | 9 | 0.75 | 0.6667 | 0.7059 | 9 | 0.6154 | 0.8889 | 0.7273 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.6364 | 0.7 | 0.6667 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.8471 | 0.8 | 0.8229 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.8351 | 0.8093 | 0.8220 | 0.9538 |
| 0.2717 | 64.0 | 896 | 0.3604 | 1.0 | 1.0 | 1.0 | 9 | 0.8182 | 1.0 | 0.9 | 9 | 1.0 | 1.0 | 1.0 | 6 | 0.7 | 0.7778 | 0.7368 | 9 | 0.8889 | 0.8889 | 0.8889 | 9 | 0.5 | 0.6667 | 0.5714 | 9 | 0.6154 | 0.8889 | 0.7273 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.5455 | 0.6 | 0.5714 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.8140 | 0.7778 | 0.7955 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.7979 | 0.7938 | 0.7959 | 0.9495 |
| 0.2645 | 65.0 | 910 | 0.3545 | 1.0 | 1.0 | 1.0 | 9 | 0.8182 | 1.0 | 0.9 | 9 | 1.0 | 1.0 | 1.0 | 6 | 0.7 | 0.7778 | 0.7368 | 9 | 0.8889 | 0.8889 | 0.8889 | 9 | 0.5 | 0.6667 | 0.5714 | 9 | 0.6154 | 0.8889 | 0.7273 | 9 | 0.7778 | 0.875 | 0.8235 | 8 | 0.5455 | 0.6 | 0.5714 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.8046 | 0.7778 | 0.7910 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.7897 | 0.7938 | 0.7918 | 0.9473 |
| 0.2579 | 66.0 | 924 | 0.3565 | 1.0 | 1.0 | 1.0 | 9 | 0.8182 | 1.0 | 0.9 | 9 | 1.0 | 1.0 | 1.0 | 6 | 0.7 | 0.7778 | 0.7368 | 9 | 0.8889 | 0.8889 | 0.8889 | 9 | 0.5455 | 0.6667 | 0.6 | 9 | 0.6154 | 0.8889 | 0.7273 | 9 | 0.7778 | 0.875 | 0.8235 | 8 | 0.5455 | 0.6 | 0.5714 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.8140 | 0.7778 | 0.7955 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.7979 | 0.7938 | 0.7959 | 0.9462 |
| 0.2549 | 67.0 | 938 | 0.3506 | 1.0 | 1.0 | 1.0 | 9 | 0.8182 | 1.0 | 0.9 | 9 | 1.0 | 1.0 | 1.0 | 6 | 0.7 | 0.7778 | 0.7368 | 9 | 1.0 | 0.8889 | 0.9412 | 9 | 0.6 | 0.6667 | 0.6316 | 9 | 0.6923 | 1.0 | 0.8182 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.5455 | 0.6 | 0.5714 | 10 | 0.0 | 0.0 | 0.0 | 7 | 0.8353 | 0.7889 | 0.8114 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.8254 | 0.8041 | 0.8146 | 0.9505 |
| 0.2485 | 68.0 | 952 | 0.3344 | 1.0 | 1.0 | 1.0 | 9 | 0.8182 | 1.0 | 0.9 | 9 | 1.0 | 1.0 | 1.0 | 6 | 0.7 | 0.7778 | 0.7368 | 9 | 1.0 | 0.8889 | 0.9412 | 9 | 0.5455 | 0.6667 | 0.6 | 9 | 0.75 | 1.0 | 0.8571 | 9 | 0.7778 | 0.875 | 0.8235 | 8 | 0.6364 | 0.7 | 0.6667 | 10 | 1.0 | 0.2857 | 0.4444 | 7 | 0.8111 | 0.8111 | 0.8111 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.8173 | 0.8299 | 0.8235 | 0.9559 |
| 0.2448 | 69.0 | 966 | 0.3363 | 1.0 | 1.0 | 1.0 | 9 | 0.9 | 1.0 | 0.9474 | 9 | 0.8571 | 1.0 | 0.9231 | 6 | 0.6364 | 0.7778 | 0.7000 | 9 | 1.0 | 0.8889 | 0.9412 | 9 | 0.5455 | 0.6667 | 0.6 | 9 | 0.8182 | 1.0 | 0.9 | 9 | 0.7778 | 0.875 | 0.8235 | 8 | 0.6364 | 0.7 | 0.6667 | 10 | 1.0 | 0.4286 | 0.6 | 7 | 0.8242 | 0.8333 | 0.8287 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.8241 | 0.8454 | 0.8346 | 0.9570 |
| 0.2398 | 70.0 | 980 | 0.3326 | 1.0 | 1.0 | 1.0 | 9 | 0.8182 | 1.0 | 0.9 | 9 | 1.0 | 1.0 | 1.0 | 6 | 0.6364 | 0.7778 | 0.7000 | 9 | 1.0 | 0.8889 | 0.9412 | 9 | 0.5 | 0.6667 | 0.5714 | 9 | 0.6667 | 0.8889 | 0.7619 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.6364 | 0.7 | 0.6667 | 10 | 0.8333 | 0.7143 | 0.7692 | 7 | 0.8495 | 0.8778 | 0.8634 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.8244 | 0.8711 | 0.8471 | 0.9613 |
| 0.2354 | 71.0 | 994 | 0.3309 | 1.0 | 1.0 | 1.0 | 9 | 0.8182 | 1.0 | 0.9 | 9 | 1.0 | 1.0 | 1.0 | 6 | 0.5833 | 0.7778 | 0.6667 | 9 | 1.0 | 0.8889 | 0.9412 | 9 | 0.5 | 0.6667 | 0.5714 | 9 | 0.6667 | 0.8889 | 0.7619 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.6364 | 0.7 | 0.6667 | 10 | 0.8333 | 0.7143 | 0.7692 | 7 | 0.8404 | 0.8778 | 0.8587 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.8164 | 0.8711 | 0.8429 | 0.9602 |
| 0.2336 | 72.0 | 1008 | 0.3309 | 1.0 | 1.0 | 1.0 | 9 | 0.8182 | 1.0 | 0.9 | 9 | 1.0 | 1.0 | 1.0 | 6 | 0.6364 | 0.7778 | 0.7000 | 9 | 1.0 | 0.8889 | 0.9412 | 9 | 0.5 | 0.6667 | 0.5714 | 9 | 0.6667 | 0.8889 | 0.7619 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.5455 | 0.6 | 0.5714 | 10 | 0.8333 | 0.7143 | 0.7692 | 7 | 0.8478 | 0.8667 | 0.8571 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.8186 | 0.8608 | 0.8392 | 0.9602 |
| 0.2306 | 73.0 | 1022 | 0.3333 | 1.0 | 1.0 | 1.0 | 9 | 0.9 | 1.0 | 0.9474 | 9 | 0.8571 | 1.0 | 0.9231 | 6 | 0.6364 | 0.7778 | 0.7000 | 9 | 1.0 | 0.8889 | 0.9412 | 9 | 0.5 | 0.6667 | 0.5714 | 9 | 0.6667 | 0.8889 | 0.7619 | 9 | 0.7778 | 0.875 | 0.8235 | 8 | 0.5455 | 0.6 | 0.5714 | 10 | 0.8333 | 0.7143 | 0.7692 | 7 | 0.8387 | 0.8667 | 0.8525 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.8107 | 0.8608 | 0.8350 | 0.9570 |
| 0.2284 | 74.0 | 1036 | 0.3317 | 1.0 | 1.0 | 1.0 | 9 | 0.8182 | 1.0 | 0.9 | 9 | 1.0 | 1.0 | 1.0 | 6 | 0.6364 | 0.7778 | 0.7000 | 9 | 1.0 | 0.8889 | 0.9412 | 9 | 0.5455 | 0.6667 | 0.6 | 9 | 0.6154 | 0.8889 | 0.7273 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.5455 | 0.6 | 0.5714 | 10 | 0.8333 | 0.7143 | 0.7692 | 7 | 0.8681 | 0.8778 | 0.8729 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.8276 | 0.8660 | 0.8463 | 0.9581 |
| 0.2262 | 75.0 | 1050 | 0.3197 | 1.0 | 1.0 | 1.0 | 9 | 0.8182 | 1.0 | 0.9 | 9 | 1.0 | 1.0 | 1.0 | 6 | 0.7273 | 0.8889 | 0.8000 | 9 | 1.0 | 0.8889 | 0.9412 | 9 | 0.5455 | 0.6667 | 0.6 | 9 | 0.6667 | 0.8889 | 0.7619 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.5455 | 0.6 | 0.5714 | 10 | 0.8333 | 0.7143 | 0.7692 | 7 | 0.8681 | 0.8778 | 0.8729 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.8366 | 0.8711 | 0.8535 | 0.9624 |
| 0.2237 | 76.0 | 1064 | 0.3239 | 1.0 | 1.0 | 1.0 | 9 | 0.8182 | 1.0 | 0.9 | 9 | 1.0 | 1.0 | 1.0 | 6 | 0.6364 | 0.7778 | 0.7000 | 9 | 1.0 | 0.8889 | 0.9412 | 9 | 0.5 | 0.6667 | 0.5714 | 9 | 0.6154 | 0.8889 | 0.7273 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.5455 | 0.6 | 0.5714 | 10 | 0.75 | 0.4286 | 0.5455 | 7 | 0.8444 | 0.8444 | 0.8444 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.8109 | 0.8402 | 0.8253 | 0.9570 |
| 0.2246 | 77.0 | 1078 | 0.3200 | 1.0 | 1.0 | 1.0 | 9 | 0.8182 | 1.0 | 0.9 | 9 | 1.0 | 1.0 | 1.0 | 6 | 0.7273 | 0.8889 | 0.8000 | 9 | 1.0 | 0.8889 | 0.9412 | 9 | 0.5 | 0.6667 | 0.5714 | 9 | 0.6667 | 0.8889 | 0.7619 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.5455 | 0.6 | 0.5714 | 10 | 0.8333 | 0.7143 | 0.7692 | 7 | 0.8587 | 0.8778 | 0.8681 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.8284 | 0.8711 | 0.8492 | 0.9613 |
| 0.2223 | 78.0 | 1092 | 0.3144 | 1.0 | 1.0 | 1.0 | 9 | 0.8182 | 1.0 | 0.9 | 9 | 1.0 | 1.0 | 1.0 | 6 | 0.6364 | 0.7778 | 0.7000 | 9 | 1.0 | 0.8889 | 0.9412 | 9 | 0.6 | 0.6667 | 0.6316 | 9 | 0.6667 | 0.8889 | 0.7619 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.5455 | 0.6 | 0.5714 | 10 | 0.8333 | 0.7143 | 0.7692 | 7 | 0.8667 | 0.8667 | 0.8667 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.835 | 0.8608 | 0.8477 | 0.9624 |
| 0.2203 | 79.0 | 1106 | 0.3103 | 1.0 | 1.0 | 1.0 | 9 | 0.9 | 1.0 | 0.9474 | 9 | 0.8571 | 1.0 | 0.9231 | 6 | 0.6364 | 0.7778 | 0.7000 | 9 | 1.0 | 0.8889 | 0.9412 | 9 | 0.6667 | 0.6667 | 0.6667 | 9 | 0.6667 | 0.8889 | 0.7619 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.6364 | 0.7 | 0.6667 | 10 | 0.8333 | 0.7143 | 0.7692 | 7 | 0.8889 | 0.8889 | 0.8889 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.8543 | 0.8763 | 0.8651 | 0.9645 |
| 0.2196 | 80.0 | 1120 | 0.3106 | 1.0 | 1.0 | 1.0 | 9 | 0.9 | 1.0 | 0.9474 | 9 | 0.8571 | 1.0 | 0.9231 | 6 | 0.7 | 0.7778 | 0.7368 | 9 | 1.0 | 0.8889 | 0.9412 | 9 | 0.75 | 0.6667 | 0.7059 | 9 | 0.75 | 1.0 | 0.8571 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.5455 | 0.6 | 0.5714 | 10 | 0.8333 | 0.7143 | 0.7692 | 7 | 0.8876 | 0.8778 | 0.8827 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.8622 | 0.8711 | 0.8667 | 0.9645 |
| 0.2188 | 81.0 | 1134 | 0.3114 | 1.0 | 1.0 | 1.0 | 9 | 0.9 | 1.0 | 0.9474 | 9 | 0.8571 | 1.0 | 0.9231 | 6 | 0.7 | 0.7778 | 0.7368 | 9 | 1.0 | 0.8889 | 0.9412 | 9 | 0.75 | 0.6667 | 0.7059 | 9 | 0.75 | 1.0 | 0.8571 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.5455 | 0.6 | 0.5714 | 10 | 0.8333 | 0.7143 | 0.7692 | 7 | 0.8876 | 0.8778 | 0.8827 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.8622 | 0.8711 | 0.8667 | 0.9645 |
| 0.2194 | 82.0 | 1148 | 0.3130 | 1.0 | 1.0 | 1.0 | 9 | 0.9 | 1.0 | 0.9474 | 9 | 0.8571 | 1.0 | 0.9231 | 6 | 0.6364 | 0.7778 | 0.7000 | 9 | 1.0 | 0.8889 | 0.9412 | 9 | 0.6 | 0.6667 | 0.6316 | 9 | 0.6667 | 0.8889 | 0.7619 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.5455 | 0.6 | 0.5714 | 10 | 0.8333 | 0.7143 | 0.7692 | 7 | 0.8667 | 0.8667 | 0.8667 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.835 | 0.8608 | 0.8477 | 0.9624 |
| 0.2167 | 83.0 | 1162 | 0.3162 | 1.0 | 1.0 | 1.0 | 9 | 0.9 | 1.0 | 0.9474 | 9 | 0.8571 | 1.0 | 0.9231 | 6 | 0.7 | 0.7778 | 0.7368 | 9 | 1.0 | 0.8889 | 0.9412 | 9 | 0.5 | 0.6667 | 0.5714 | 9 | 0.6154 | 0.8889 | 0.7273 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.5455 | 0.6 | 0.5714 | 10 | 0.8333 | 0.7143 | 0.7692 | 7 | 0.8478 | 0.8667 | 0.8571 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.8186 | 0.8608 | 0.8392 | 0.9602 |
| 0.2162 | 84.0 | 1176 | 0.3158 | 1.0 | 1.0 | 1.0 | 9 | 0.9 | 1.0 | 0.9474 | 9 | 0.8571 | 1.0 | 0.9231 | 6 | 0.7 | 0.7778 | 0.7368 | 9 | 1.0 | 0.8889 | 0.9412 | 9 | 0.5 | 0.6667 | 0.5714 | 9 | 0.6154 | 0.8889 | 0.7273 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.5455 | 0.6 | 0.5714 | 10 | 0.8333 | 0.7143 | 0.7692 | 7 | 0.8478 | 0.8667 | 0.8571 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.8186 | 0.8608 | 0.8392 | 0.9602 |
| 0.2157 | 85.0 | 1190 | 0.3159 | 1.0 | 1.0 | 1.0 | 9 | 0.9 | 1.0 | 0.9474 | 9 | 0.8571 | 1.0 | 0.9231 | 6 | 0.7 | 0.7778 | 0.7368 | 9 | 1.0 | 0.8889 | 0.9412 | 9 | 0.5 | 0.6667 | 0.5714 | 9 | 0.6154 | 0.8889 | 0.7273 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.5455 | 0.6 | 0.5714 | 10 | 0.8333 | 0.7143 | 0.7692 | 7 | 0.8478 | 0.8667 | 0.8571 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.8186 | 0.8608 | 0.8392 | 0.9602 |
| 0.2141 | 86.0 | 1204 | 0.3150 | 1.0 | 1.0 | 1.0 | 9 | 0.9 | 1.0 | 0.9474 | 9 | 0.8571 | 1.0 | 0.9231 | 6 | 0.7 | 0.7778 | 0.7368 | 9 | 1.0 | 0.8889 | 0.9412 | 9 | 0.5 | 0.6667 | 0.5714 | 9 | 0.6154 | 0.8889 | 0.7273 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.5455 | 0.6 | 0.5714 | 10 | 0.8333 | 0.7143 | 0.7692 | 7 | 0.8478 | 0.8667 | 0.8571 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.8186 | 0.8608 | 0.8392 | 0.9602 |
| 0.2144 | 87.0 | 1218 | 0.3139 | 1.0 | 1.0 | 1.0 | 9 | 0.9 | 1.0 | 0.9474 | 9 | 0.8571 | 1.0 | 0.9231 | 6 | 0.7 | 0.7778 | 0.7368 | 9 | 1.0 | 0.8889 | 0.9412 | 9 | 0.5 | 0.6667 | 0.5714 | 9 | 0.6154 | 0.8889 | 0.7273 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.5455 | 0.6 | 0.5714 | 10 | 0.8333 | 0.7143 | 0.7692 | 7 | 0.8478 | 0.8667 | 0.8571 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.8186 | 0.8608 | 0.8392 | 0.9602 |
| 0.2137 | 88.0 | 1232 | 0.3141 | 1.0 | 1.0 | 1.0 | 9 | 0.9 | 1.0 | 0.9474 | 9 | 0.8571 | 1.0 | 0.9231 | 6 | 0.7 | 0.7778 | 0.7368 | 9 | 1.0 | 0.8889 | 0.9412 | 9 | 0.5 | 0.6667 | 0.5714 | 9 | 0.6154 | 0.8889 | 0.7273 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.5455 | 0.6 | 0.5714 | 10 | 0.8333 | 0.7143 | 0.7692 | 7 | 0.8478 | 0.8667 | 0.8571 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.8186 | 0.8608 | 0.8392 | 0.9602 |
| 0.2123 | 89.0 | 1246 | 0.3138 | 1.0 | 1.0 | 1.0 | 9 | 0.9 | 1.0 | 0.9474 | 9 | 0.8571 | 1.0 | 0.9231 | 6 | 0.7 | 0.7778 | 0.7368 | 9 | 1.0 | 0.8889 | 0.9412 | 9 | 0.5 | 0.6667 | 0.5714 | 9 | 0.6154 | 0.8889 | 0.7273 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.5455 | 0.6 | 0.5714 | 10 | 0.8333 | 0.7143 | 0.7692 | 7 | 0.8478 | 0.8667 | 0.8571 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.8186 | 0.8608 | 0.8392 | 0.9602 |
| 0.2137 | 90.0 | 1260 | 0.3135 | 1.0 | 1.0 | 1.0 | 9 | 0.9 | 1.0 | 0.9474 | 9 | 0.8571 | 1.0 | 0.9231 | 6 | 0.7 | 0.7778 | 0.7368 | 9 | 1.0 | 0.8889 | 0.9412 | 9 | 0.5 | 0.6667 | 0.5714 | 9 | 0.6154 | 0.8889 | 0.7273 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.5455 | 0.6 | 0.5714 | 10 | 0.8333 | 0.7143 | 0.7692 | 7 | 0.8478 | 0.8667 | 0.8571 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.8186 | 0.8608 | 0.8392 | 0.9602 |
| 0.2124 | 91.0 | 1274 | 0.3141 | 1.0 | 1.0 | 1.0 | 9 | 0.9 | 1.0 | 0.9474 | 9 | 0.8571 | 1.0 | 0.9231 | 6 | 0.7 | 0.7778 | 0.7368 | 9 | 1.0 | 0.8889 | 0.9412 | 9 | 0.5 | 0.6667 | 0.5714 | 9 | 0.6154 | 0.8889 | 0.7273 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.5455 | 0.6 | 0.5714 | 10 | 0.8333 | 0.7143 | 0.7692 | 7 | 0.8478 | 0.8667 | 0.8571 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.8186 | 0.8608 | 0.8392 | 0.9602 |
| 0.2123 | 92.0 | 1288 | 0.3139 | 1.0 | 1.0 | 1.0 | 9 | 0.9 | 1.0 | 0.9474 | 9 | 0.8571 | 1.0 | 0.9231 | 6 | 0.7 | 0.7778 | 0.7368 | 9 | 1.0 | 0.8889 | 0.9412 | 9 | 0.5 | 0.6667 | 0.5714 | 9 | 0.6154 | 0.8889 | 0.7273 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.5455 | 0.6 | 0.5714 | 10 | 0.8333 | 0.7143 | 0.7692 | 7 | 0.8478 | 0.8667 | 0.8571 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.8186 | 0.8608 | 0.8392 | 0.9602 |
| 0.2123 | 93.0 | 1302 | 0.3139 | 1.0 | 1.0 | 1.0 | 9 | 0.9 | 1.0 | 0.9474 | 9 | 0.8571 | 1.0 | 0.9231 | 6 | 0.7 | 0.7778 | 0.7368 | 9 | 1.0 | 0.8889 | 0.9412 | 9 | 0.5 | 0.6667 | 0.5714 | 9 | 0.6154 | 0.8889 | 0.7273 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.5455 | 0.6 | 0.5714 | 10 | 0.8333 | 0.7143 | 0.7692 | 7 | 0.8478 | 0.8667 | 0.8571 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.8186 | 0.8608 | 0.8392 | 0.9602 |
| 0.2117 | 94.0 | 1316 | 0.3137 | 1.0 | 1.0 | 1.0 | 9 | 0.9 | 1.0 | 0.9474 | 9 | 0.8571 | 1.0 | 0.9231 | 6 | 0.7 | 0.7778 | 0.7368 | 9 | 1.0 | 0.8889 | 0.9412 | 9 | 0.5 | 0.6667 | 0.5714 | 9 | 0.6154 | 0.8889 | 0.7273 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.5455 | 0.6 | 0.5714 | 10 | 0.8333 | 0.7143 | 0.7692 | 7 | 0.8478 | 0.8667 | 0.8571 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.8186 | 0.8608 | 0.8392 | 0.9602 |
| 0.2113 | 95.0 | 1330 | 0.3135 | 1.0 | 1.0 | 1.0 | 9 | 0.9 | 1.0 | 0.9474 | 9 | 0.8571 | 1.0 | 0.9231 | 6 | 0.7 | 0.7778 | 0.7368 | 9 | 1.0 | 0.8889 | 0.9412 | 9 | 0.5 | 0.6667 | 0.5714 | 9 | 0.6154 | 0.8889 | 0.7273 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.5455 | 0.6 | 0.5714 | 10 | 0.8333 | 0.7143 | 0.7692 | 7 | 0.8478 | 0.8667 | 0.8571 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.8186 | 0.8608 | 0.8392 | 0.9602 |
| 0.212 | 96.0 | 1344 | 0.3135 | 1.0 | 1.0 | 1.0 | 9 | 0.9 | 1.0 | 0.9474 | 9 | 0.8571 | 1.0 | 0.9231 | 6 | 0.7 | 0.7778 | 0.7368 | 9 | 1.0 | 0.8889 | 0.9412 | 9 | 0.5 | 0.6667 | 0.5714 | 9 | 0.6154 | 0.8889 | 0.7273 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.5455 | 0.6 | 0.5714 | 10 | 0.8333 | 0.7143 | 0.7692 | 7 | 0.8478 | 0.8667 | 0.8571 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.8186 | 0.8608 | 0.8392 | 0.9602 |
| 0.2127 | 97.0 | 1358 | 0.3135 | 1.0 | 1.0 | 1.0 | 9 | 0.9 | 1.0 | 0.9474 | 9 | 0.8571 | 1.0 | 0.9231 | 6 | 0.7 | 0.7778 | 0.7368 | 9 | 1.0 | 0.8889 | 0.9412 | 9 | 0.5 | 0.6667 | 0.5714 | 9 | 0.6154 | 0.8889 | 0.7273 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.5455 | 0.6 | 0.5714 | 10 | 0.8333 | 0.7143 | 0.7692 | 7 | 0.8478 | 0.8667 | 0.8571 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.8186 | 0.8608 | 0.8392 | 0.9602 |
| 0.2111 | 98.0 | 1372 | 0.3135 | 1.0 | 1.0 | 1.0 | 9 | 0.9 | 1.0 | 0.9474 | 9 | 0.8571 | 1.0 | 0.9231 | 6 | 0.7 | 0.7778 | 0.7368 | 9 | 1.0 | 0.8889 | 0.9412 | 9 | 0.5 | 0.6667 | 0.5714 | 9 | 0.6154 | 0.8889 | 0.7273 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.5455 | 0.6 | 0.5714 | 10 | 0.8333 | 0.7143 | 0.7692 | 7 | 0.8478 | 0.8667 | 0.8571 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.8186 | 0.8608 | 0.8392 | 0.9602 |
| 0.2112 | 99.0 | 1386 | 0.3134 | 1.0 | 1.0 | 1.0 | 9 | 0.9 | 1.0 | 0.9474 | 9 | 0.8571 | 1.0 | 0.9231 | 6 | 0.7 | 0.7778 | 0.7368 | 9 | 1.0 | 0.8889 | 0.9412 | 9 | 0.5 | 0.6667 | 0.5714 | 9 | 0.6154 | 0.8889 | 0.7273 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.5455 | 0.6 | 0.5714 | 10 | 0.8333 | 0.7143 | 0.7692 | 7 | 0.8478 | 0.8667 | 0.8571 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.8186 | 0.8608 | 0.8392 | 0.9602 |
| 0.211 | 100.0 | 1400 | 0.3134 | 1.0 | 1.0 | 1.0 | 9 | 0.9 | 1.0 | 0.9474 | 9 | 0.8571 | 1.0 | 0.9231 | 6 | 0.7 | 0.7778 | 0.7368 | 9 | 1.0 | 0.8889 | 0.9412 | 9 | 0.5 | 0.6667 | 0.5714 | 9 | 0.6154 | 0.8889 | 0.7273 | 9 | 0.875 | 0.875 | 0.875 | 8 | 0.5455 | 0.6 | 0.5714 | 10 | 0.8333 | 0.7143 | 0.7692 | 7 | 0.8478 | 0.8667 | 0.8571 | 90 | 1.0 | 0.9 | 0.9474 | 10 | 1.0 | 1.0 | 1.0 | 9 | 0.8186 | 0.8608 | 0.8392 | 0.9602 |
### Framework versions
- Transformers 4.57.3
- Pytorch 2.9.0+cu126
- Datasets 3.6.0
- Tokenizers 0.22.1
|