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---
library_name: transformers
license: gpl-3.0
base_model: ckiplab/albert-tiny-chinese
tags:
- generated_from_trainer
metrics:
- accuracy
- precision
- recall
- f1
model-index:
- name: tuned-albert-tiny
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. -->
# tuned-albert-tiny
This model is a fine-tuned version of [ckiplab/albert-tiny-chinese](https://huggingface.co/ckiplab/albert-tiny-chinese) on an unknown dataset.
It achieves the following results on the evaluation set:
- Loss: 0.0039
- Accuracy: 1.0
- Precision: 1.0
- Recall: 1.0
- F1: 1.0
## 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: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: linear
- num_epochs: 100
### Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy | Precision | Recall | F1 |
|:-------------:|:-----:|:----:|:---------------:|:--------:|:---------:|:------:|:------:|
| 0.698 | 0.2 | 1 | 0.6885 | 0.4375 | 0.2188 | 0.5 | 0.3043 |
| 0.6793 | 0.4 | 2 | 0.6837 | 0.4375 | 0.2188 | 0.5 | 0.3043 |
| 0.6833 | 0.6 | 3 | 0.6783 | 0.875 | 0.8889 | 0.8889 | 0.875 |
| 0.6739 | 0.8 | 4 | 0.6724 | 0.9375 | 0.9375 | 0.9444 | 0.9373 |
| 0.6703 | 1.0 | 5 | 0.6671 | 0.9375 | 0.9375 | 0.9444 | 0.9373 |
| 0.6599 | 1.2 | 6 | 0.6605 | 0.9375 | 0.9375 | 0.9444 | 0.9373 |
| 0.654 | 1.4 | 7 | 0.6526 | 0.9375 | 0.9375 | 0.9444 | 0.9373 |
| 0.6426 | 1.6 | 8 | 0.6437 | 0.9375 | 0.9375 | 0.9444 | 0.9373 |
| 0.6378 | 1.8 | 9 | 0.6344 | 0.9375 | 0.9375 | 0.9444 | 0.9373 |
| 0.6327 | 2.0 | 10 | 0.6236 | 0.9375 | 0.9375 | 0.9444 | 0.9373 |
| 0.6305 | 2.2 | 11 | 0.6111 | 0.9375 | 0.9375 | 0.9444 | 0.9373 |
| 0.5902 | 2.4 | 12 | 0.5976 | 0.9375 | 0.9375 | 0.9444 | 0.9373 |
| 0.5765 | 2.6 | 13 | 0.5827 | 0.875 | 0.8730 | 0.8730 | 0.8730 |
| 0.5619 | 2.8 | 14 | 0.5664 | 0.875 | 0.8730 | 0.8730 | 0.8730 |
| 0.5529 | 3.0 | 15 | 0.5495 | 0.875 | 0.8730 | 0.8730 | 0.8730 |
| 0.5189 | 3.2 | 16 | 0.5325 | 0.875 | 0.8730 | 0.8730 | 0.8730 |
| 0.5294 | 3.4 | 17 | 0.5156 | 0.875 | 0.8730 | 0.8730 | 0.8730 |
| 0.499 | 3.6 | 18 | 0.4994 | 0.875 | 0.8730 | 0.8730 | 0.8730 |
| 0.457 | 3.8 | 19 | 0.4840 | 0.875 | 0.8730 | 0.8730 | 0.8730 |
| 0.4422 | 4.0 | 20 | 0.4693 | 0.875 | 0.8730 | 0.8730 | 0.8730 |
| 0.4423 | 4.2 | 21 | 0.4551 | 0.9375 | 0.9375 | 0.9444 | 0.9373 |
| 0.3861 | 4.4 | 22 | 0.4416 | 0.9375 | 0.9375 | 0.9444 | 0.9373 |
| 0.4059 | 4.6 | 23 | 0.4283 | 0.9375 | 0.9375 | 0.9444 | 0.9373 |
| 0.4159 | 4.8 | 24 | 0.4149 | 0.9375 | 0.9375 | 0.9444 | 0.9373 |
| 0.3541 | 5.0 | 25 | 0.4023 | 0.9375 | 0.9375 | 0.9444 | 0.9373 |
| 0.3483 | 5.2 | 26 | 0.3902 | 0.9375 | 0.9375 | 0.9444 | 0.9373 |
| 0.3873 | 5.4 | 27 | 0.3782 | 0.9375 | 0.9375 | 0.9444 | 0.9373 |
| 0.3213 | 5.6 | 28 | 0.3668 | 0.9375 | 0.9375 | 0.9444 | 0.9373 |
| 0.2977 | 5.8 | 29 | 0.3559 | 0.9375 | 0.9375 | 0.9444 | 0.9373 |
| 0.2864 | 6.0 | 30 | 0.3449 | 0.9375 | 0.9375 | 0.9444 | 0.9373 |
| 0.2746 | 6.2 | 31 | 0.3344 | 0.9375 | 0.9375 | 0.9444 | 0.9373 |
| 0.299 | 6.4 | 32 | 0.3239 | 0.9375 | 0.9375 | 0.9444 | 0.9373 |
| 0.2817 | 6.6 | 33 | 0.3133 | 0.9375 | 0.9375 | 0.9444 | 0.9373 |
| 0.2429 | 6.8 | 34 | 0.3035 | 0.9375 | 0.9375 | 0.9444 | 0.9373 |
| 0.2244 | 7.0 | 35 | 0.2940 | 0.9375 | 0.9375 | 0.9444 | 0.9373 |
| 0.2126 | 7.2 | 36 | 0.2852 | 0.9375 | 0.9375 | 0.9444 | 0.9373 |
| 0.2422 | 7.4 | 37 | 0.2758 | 0.9375 | 0.9375 | 0.9444 | 0.9373 |
| 0.2007 | 7.6 | 38 | 0.2675 | 0.9375 | 0.9375 | 0.9444 | 0.9373 |
| 0.2312 | 7.8 | 39 | 0.2584 | 0.9375 | 0.9375 | 0.9444 | 0.9373 |
| 0.1849 | 8.0 | 40 | 0.2507 | 0.9375 | 0.9375 | 0.9444 | 0.9373 |
| 0.2149 | 8.2 | 41 | 0.2416 | 0.9375 | 0.9375 | 0.9444 | 0.9373 |
| 0.167 | 8.4 | 42 | 0.2331 | 0.9375 | 0.9375 | 0.9444 | 0.9373 |
| 0.1966 | 8.6 | 43 | 0.2222 | 0.9375 | 0.9375 | 0.9444 | 0.9373 |
| 0.1516 | 8.8 | 44 | 0.2125 | 0.9375 | 0.9375 | 0.9444 | 0.9373 |
| 0.1444 | 9.0 | 45 | 0.2037 | 0.9375 | 0.9375 | 0.9444 | 0.9373 |
| 0.1379 | 9.2 | 46 | 0.1960 | 0.9375 | 0.9375 | 0.9444 | 0.9373 |
| 0.1338 | 9.4 | 47 | 0.1893 | 0.9375 | 0.9375 | 0.9444 | 0.9373 |
| 0.1563 | 9.6 | 48 | 0.1777 | 0.9375 | 0.9375 | 0.9444 | 0.9373 |
| 0.1445 | 9.8 | 49 | 0.1618 | 0.9375 | 0.9375 | 0.9444 | 0.9373 |
| 0.1138 | 10.0 | 50 | 0.1483 | 0.9375 | 0.9375 | 0.9444 | 0.9373 |
| 0.1273 | 10.2 | 51 | 0.1332 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.1037 | 10.4 | 52 | 0.1220 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.1031 | 10.6 | 53 | 0.1132 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0972 | 10.8 | 54 | 0.1064 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.1086 | 11.0 | 55 | 0.0994 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0884 | 11.2 | 56 | 0.0938 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0906 | 11.4 | 57 | 0.0886 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0797 | 11.6 | 58 | 0.0841 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0806 | 11.8 | 59 | 0.0801 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0789 | 12.0 | 60 | 0.0762 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0724 | 12.2 | 61 | 0.0727 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0693 | 12.4 | 62 | 0.0694 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0658 | 12.6 | 63 | 0.0665 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0632 | 12.8 | 64 | 0.0637 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0561 | 13.0 | 65 | 0.0611 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0577 | 13.2 | 66 | 0.0587 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0598 | 13.4 | 67 | 0.0564 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0532 | 13.6 | 68 | 0.0542 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0516 | 13.8 | 69 | 0.0522 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0492 | 14.0 | 70 | 0.0503 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0483 | 14.2 | 71 | 0.0485 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0465 | 14.4 | 72 | 0.0468 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0453 | 14.6 | 73 | 0.0452 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0438 | 14.8 | 74 | 0.0437 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0405 | 15.0 | 75 | 0.0423 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0398 | 15.2 | 76 | 0.0409 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0383 | 15.4 | 77 | 0.0397 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0354 | 15.6 | 78 | 0.0385 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0372 | 15.8 | 79 | 0.0373 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0355 | 16.0 | 80 | 0.0362 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0364 | 16.2 | 81 | 0.0352 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0338 | 16.4 | 82 | 0.0342 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0324 | 16.6 | 83 | 0.0333 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0319 | 16.8 | 84 | 0.0324 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0316 | 17.0 | 85 | 0.0316 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0314 | 17.2 | 86 | 0.0308 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0305 | 17.4 | 87 | 0.0300 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0275 | 17.6 | 88 | 0.0293 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0278 | 17.8 | 89 | 0.0286 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0282 | 18.0 | 90 | 0.0280 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0263 | 18.2 | 91 | 0.0274 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0269 | 18.4 | 92 | 0.0268 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0249 | 18.6 | 93 | 0.0262 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0256 | 18.8 | 94 | 0.0256 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.023 | 19.0 | 95 | 0.0251 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0255 | 19.2 | 96 | 0.0246 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0245 | 19.4 | 97 | 0.0241 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0235 | 19.6 | 98 | 0.0236 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0213 | 19.8 | 99 | 0.0232 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0218 | 20.0 | 100 | 0.0228 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0228 | 20.2 | 101 | 0.0224 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0205 | 20.4 | 102 | 0.0220 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0213 | 20.6 | 103 | 0.0216 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0205 | 20.8 | 104 | 0.0212 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0223 | 21.0 | 105 | 0.0208 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0211 | 21.2 | 106 | 0.0205 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0198 | 21.4 | 107 | 0.0202 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0198 | 21.6 | 108 | 0.0198 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0187 | 21.8 | 109 | 0.0195 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0183 | 22.0 | 110 | 0.0192 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0181 | 22.2 | 111 | 0.0189 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0197 | 22.4 | 112 | 0.0186 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0179 | 22.6 | 113 | 0.0184 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.019 | 22.8 | 114 | 0.0181 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0186 | 23.0 | 115 | 0.0178 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0181 | 23.2 | 116 | 0.0176 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0174 | 23.4 | 117 | 0.0173 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0163 | 23.6 | 118 | 0.0171 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0164 | 23.8 | 119 | 0.0169 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.016 | 24.0 | 120 | 0.0166 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0161 | 24.2 | 121 | 0.0164 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0155 | 24.4 | 122 | 0.0162 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0152 | 24.6 | 123 | 0.0160 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0151 | 24.8 | 124 | 0.0158 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0161 | 25.0 | 125 | 0.0156 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0152 | 25.2 | 126 | 0.0154 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0146 | 25.4 | 127 | 0.0152 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0145 | 25.6 | 128 | 0.0151 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0148 | 25.8 | 129 | 0.0149 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0139 | 26.0 | 130 | 0.0147 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0144 | 26.2 | 131 | 0.0145 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0143 | 26.4 | 132 | 0.0144 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0139 | 26.6 | 133 | 0.0142 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.014 | 26.8 | 134 | 0.0141 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0129 | 27.0 | 135 | 0.0139 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0136 | 27.2 | 136 | 0.0138 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0129 | 27.4 | 137 | 0.0136 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0135 | 27.6 | 138 | 0.0135 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0128 | 27.8 | 139 | 0.0133 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0131 | 28.0 | 140 | 0.0132 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0132 | 28.2 | 141 | 0.0131 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0122 | 28.4 | 142 | 0.0129 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0128 | 28.6 | 143 | 0.0128 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0125 | 28.8 | 144 | 0.0127 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0122 | 29.0 | 145 | 0.0125 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0121 | 29.2 | 146 | 0.0124 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0126 | 29.4 | 147 | 0.0123 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0127 | 29.6 | 148 | 0.0122 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0116 | 29.8 | 149 | 0.0121 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0118 | 30.0 | 150 | 0.0120 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0125 | 30.2 | 151 | 0.0118 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0112 | 30.4 | 152 | 0.0117 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0117 | 30.6 | 153 | 0.0116 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0113 | 30.8 | 154 | 0.0115 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0112 | 31.0 | 155 | 0.0114 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0112 | 31.2 | 156 | 0.0113 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0104 | 31.4 | 157 | 0.0112 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0112 | 31.6 | 158 | 0.0111 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0108 | 31.8 | 159 | 0.0110 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0105 | 32.0 | 160 | 0.0109 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0106 | 32.2 | 161 | 0.0108 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0109 | 32.4 | 162 | 0.0108 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0104 | 32.6 | 163 | 0.0107 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0102 | 32.8 | 164 | 0.0106 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0101 | 33.0 | 165 | 0.0105 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0099 | 33.2 | 166 | 0.0104 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0098 | 33.4 | 167 | 0.0103 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0095 | 33.6 | 168 | 0.0103 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0097 | 33.8 | 169 | 0.0102 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.01 | 34.0 | 170 | 0.0101 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.01 | 34.2 | 171 | 0.0100 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0097 | 34.4 | 172 | 0.0099 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0097 | 34.6 | 173 | 0.0099 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0095 | 34.8 | 174 | 0.0098 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0091 | 35.0 | 175 | 0.0097 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0095 | 35.2 | 176 | 0.0096 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.009 | 35.4 | 177 | 0.0096 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0095 | 35.6 | 178 | 0.0095 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0091 | 35.8 | 179 | 0.0094 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0092 | 36.0 | 180 | 0.0094 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0091 | 36.2 | 181 | 0.0093 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0095 | 36.4 | 182 | 0.0092 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0089 | 36.6 | 183 | 0.0092 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0095 | 36.8 | 184 | 0.0091 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0092 | 37.0 | 185 | 0.0091 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0088 | 37.2 | 186 | 0.0090 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0088 | 37.4 | 187 | 0.0089 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0092 | 37.6 | 188 | 0.0089 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0083 | 37.8 | 189 | 0.0088 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0091 | 38.0 | 190 | 0.0088 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0084 | 38.2 | 191 | 0.0087 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0082 | 38.4 | 192 | 0.0086 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0086 | 38.6 | 193 | 0.0086 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0085 | 38.8 | 194 | 0.0085 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0086 | 39.0 | 195 | 0.0085 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0086 | 39.2 | 196 | 0.0084 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0085 | 39.4 | 197 | 0.0084 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0083 | 39.6 | 198 | 0.0083 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0083 | 39.8 | 199 | 0.0083 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.008 | 40.0 | 200 | 0.0082 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.008 | 40.2 | 201 | 0.0082 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0083 | 40.4 | 202 | 0.0081 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0076 | 40.6 | 203 | 0.0081 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0079 | 40.8 | 204 | 0.0080 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0079 | 41.0 | 205 | 0.0080 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0079 | 41.2 | 206 | 0.0079 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0078 | 41.4 | 207 | 0.0079 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0079 | 41.6 | 208 | 0.0078 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0078 | 41.8 | 209 | 0.0078 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0076 | 42.0 | 210 | 0.0077 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.008 | 42.2 | 211 | 0.0077 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0074 | 42.4 | 212 | 0.0076 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0076 | 42.6 | 213 | 0.0076 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0076 | 42.8 | 214 | 0.0076 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0073 | 43.0 | 215 | 0.0075 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0077 | 43.2 | 216 | 0.0075 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0071 | 43.4 | 217 | 0.0074 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0069 | 43.6 | 218 | 0.0074 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0071 | 43.8 | 219 | 0.0074 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0072 | 44.0 | 220 | 0.0073 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0075 | 44.2 | 221 | 0.0073 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0065 | 44.4 | 222 | 0.0072 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0072 | 44.6 | 223 | 0.0072 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0066 | 44.8 | 224 | 0.0072 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0068 | 45.0 | 225 | 0.0071 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0073 | 45.2 | 226 | 0.0071 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0068 | 45.4 | 227 | 0.0071 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0069 | 45.6 | 228 | 0.0070 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0066 | 45.8 | 229 | 0.0070 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0061 | 46.0 | 230 | 0.0070 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.007 | 46.2 | 231 | 0.0069 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0069 | 46.4 | 232 | 0.0069 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0068 | 46.6 | 233 | 0.0069 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0065 | 46.8 | 234 | 0.0068 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0065 | 47.0 | 235 | 0.0068 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0065 | 47.2 | 236 | 0.0068 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0062 | 47.4 | 237 | 0.0067 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0062 | 47.6 | 238 | 0.0067 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0064 | 47.8 | 239 | 0.0067 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0065 | 48.0 | 240 | 0.0066 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0063 | 48.2 | 241 | 0.0066 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0063 | 48.4 | 242 | 0.0066 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0064 | 48.6 | 243 | 0.0066 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0063 | 48.8 | 244 | 0.0065 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0064 | 49.0 | 245 | 0.0065 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0064 | 49.2 | 246 | 0.0065 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0066 | 49.4 | 247 | 0.0064 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0064 | 49.6 | 248 | 0.0064 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0059 | 49.8 | 249 | 0.0064 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0057 | 50.0 | 250 | 0.0064 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.006 | 50.2 | 251 | 0.0063 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.006 | 50.4 | 252 | 0.0063 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.006 | 50.6 | 253 | 0.0063 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0061 | 50.8 | 254 | 0.0062 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0062 | 51.0 | 255 | 0.0062 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0063 | 51.2 | 256 | 0.0062 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0059 | 51.4 | 257 | 0.0062 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.006 | 51.6 | 258 | 0.0061 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0061 | 51.8 | 259 | 0.0061 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0064 | 52.0 | 260 | 0.0061 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.006 | 52.2 | 261 | 0.0061 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0064 | 52.4 | 262 | 0.0060 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0063 | 52.6 | 263 | 0.0060 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.006 | 52.8 | 264 | 0.0060 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0063 | 53.0 | 265 | 0.0060 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0059 | 53.2 | 266 | 0.0059 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.006 | 53.4 | 267 | 0.0059 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0059 | 53.6 | 268 | 0.0059 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0061 | 53.8 | 269 | 0.0059 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.006 | 54.0 | 270 | 0.0059 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0059 | 54.2 | 271 | 0.0058 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0061 | 54.4 | 272 | 0.0058 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0056 | 54.6 | 273 | 0.0058 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.006 | 54.8 | 274 | 0.0058 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.006 | 55.0 | 275 | 0.0057 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0057 | 55.2 | 276 | 0.0057 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0059 | 55.4 | 277 | 0.0057 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0056 | 55.6 | 278 | 0.0057 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0058 | 55.8 | 279 | 0.0057 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0059 | 56.0 | 280 | 0.0056 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0057 | 56.2 | 281 | 0.0056 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0056 | 56.4 | 282 | 0.0056 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0055 | 56.6 | 283 | 0.0056 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0055 | 56.8 | 284 | 0.0056 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0055 | 57.0 | 285 | 0.0055 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0054 | 57.2 | 286 | 0.0055 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0054 | 57.4 | 287 | 0.0055 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0054 | 57.6 | 288 | 0.0055 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0052 | 57.8 | 289 | 0.0055 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0059 | 58.0 | 290 | 0.0054 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0053 | 58.2 | 291 | 0.0054 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0055 | 58.4 | 292 | 0.0054 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0052 | 58.6 | 293 | 0.0054 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0053 | 58.8 | 294 | 0.0054 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0049 | 59.0 | 295 | 0.0054 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0049 | 59.2 | 296 | 0.0053 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0053 | 59.4 | 297 | 0.0053 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0055 | 59.6 | 298 | 0.0053 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0053 | 59.8 | 299 | 0.0053 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0053 | 60.0 | 300 | 0.0053 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0049 | 60.2 | 301 | 0.0053 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.005 | 60.4 | 302 | 0.0052 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0052 | 60.6 | 303 | 0.0052 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0051 | 60.8 | 304 | 0.0052 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0054 | 61.0 | 305 | 0.0052 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.005 | 61.2 | 306 | 0.0052 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0053 | 61.4 | 307 | 0.0052 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0052 | 61.6 | 308 | 0.0051 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.005 | 61.8 | 309 | 0.0051 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0051 | 62.0 | 310 | 0.0051 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0047 | 62.2 | 311 | 0.0051 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0049 | 62.4 | 312 | 0.0051 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0051 | 62.6 | 313 | 0.0051 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0051 | 62.8 | 314 | 0.0051 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0052 | 63.0 | 315 | 0.0050 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0052 | 63.2 | 316 | 0.0050 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0049 | 63.4 | 317 | 0.0050 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.005 | 63.6 | 318 | 0.0050 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0048 | 63.8 | 319 | 0.0050 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0047 | 64.0 | 320 | 0.0050 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0048 | 64.2 | 321 | 0.0050 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0048 | 64.4 | 322 | 0.0049 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0047 | 64.6 | 323 | 0.0049 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0048 | 64.8 | 324 | 0.0049 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0049 | 65.0 | 325 | 0.0049 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0046 | 65.2 | 326 | 0.0049 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0049 | 65.4 | 327 | 0.0049 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0047 | 65.6 | 328 | 0.0049 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.005 | 65.8 | 329 | 0.0049 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.005 | 66.0 | 330 | 0.0048 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0045 | 66.2 | 331 | 0.0048 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0049 | 66.4 | 332 | 0.0048 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0048 | 66.6 | 333 | 0.0048 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0044 | 66.8 | 334 | 0.0048 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0046 | 67.0 | 335 | 0.0048 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0049 | 67.2 | 336 | 0.0048 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0045 | 67.4 | 337 | 0.0048 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0047 | 67.6 | 338 | 0.0047 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0045 | 67.8 | 339 | 0.0047 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0049 | 68.0 | 340 | 0.0047 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0044 | 68.2 | 341 | 0.0047 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0042 | 68.4 | 342 | 0.0047 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0048 | 68.6 | 343 | 0.0047 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0048 | 68.8 | 344 | 0.0047 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0044 | 69.0 | 345 | 0.0047 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0044 | 69.2 | 346 | 0.0047 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0047 | 69.4 | 347 | 0.0046 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0046 | 69.6 | 348 | 0.0046 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0047 | 69.8 | 349 | 0.0046 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0043 | 70.0 | 350 | 0.0046 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0047 | 70.2 | 351 | 0.0046 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0046 | 70.4 | 352 | 0.0046 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0047 | 70.6 | 353 | 0.0046 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0045 | 70.8 | 354 | 0.0046 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0048 | 71.0 | 355 | 0.0046 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0044 | 71.2 | 356 | 0.0046 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0044 | 71.4 | 357 | 0.0046 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0043 | 71.6 | 358 | 0.0045 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0047 | 71.8 | 359 | 0.0045 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0043 | 72.0 | 360 | 0.0045 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0042 | 72.2 | 361 | 0.0045 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0041 | 72.4 | 362 | 0.0045 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0048 | 72.6 | 363 | 0.0045 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0044 | 72.8 | 364 | 0.0045 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0046 | 73.0 | 365 | 0.0045 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0044 | 73.2 | 366 | 0.0045 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0045 | 73.4 | 367 | 0.0045 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0046 | 73.6 | 368 | 0.0045 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0046 | 73.8 | 369 | 0.0044 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0042 | 74.0 | 370 | 0.0044 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0044 | 74.2 | 371 | 0.0044 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0044 | 74.4 | 372 | 0.0044 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0044 | 74.6 | 373 | 0.0044 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0044 | 74.8 | 374 | 0.0044 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0044 | 75.0 | 375 | 0.0044 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0044 | 75.2 | 376 | 0.0044 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0042 | 75.4 | 377 | 0.0044 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.004 | 75.6 | 378 | 0.0044 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0043 | 75.8 | 379 | 0.0044 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0046 | 76.0 | 380 | 0.0044 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0043 | 76.2 | 381 | 0.0043 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0044 | 76.4 | 382 | 0.0043 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0044 | 76.6 | 383 | 0.0043 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0042 | 76.8 | 384 | 0.0043 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0041 | 77.0 | 385 | 0.0043 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0045 | 77.2 | 386 | 0.0043 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0043 | 77.4 | 387 | 0.0043 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0041 | 77.6 | 388 | 0.0043 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0042 | 77.8 | 389 | 0.0043 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0041 | 78.0 | 390 | 0.0043 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0043 | 78.2 | 391 | 0.0043 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0043 | 78.4 | 392 | 0.0043 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0042 | 78.6 | 393 | 0.0043 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0039 | 78.8 | 394 | 0.0043 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0042 | 79.0 | 395 | 0.0042 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0042 | 79.2 | 396 | 0.0042 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0044 | 79.4 | 397 | 0.0042 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0043 | 79.6 | 398 | 0.0042 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0041 | 79.8 | 399 | 0.0042 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0045 | 80.0 | 400 | 0.0042 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0041 | 80.2 | 401 | 0.0042 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.004 | 80.4 | 402 | 0.0042 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0043 | 80.6 | 403 | 0.0042 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0042 | 80.8 | 404 | 0.0042 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0042 | 81.0 | 405 | 0.0042 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.004 | 81.2 | 406 | 0.0042 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0041 | 81.4 | 407 | 0.0042 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0042 | 81.6 | 408 | 0.0042 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0046 | 81.8 | 409 | 0.0042 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0044 | 82.0 | 410 | 0.0042 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0039 | 82.2 | 411 | 0.0042 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0041 | 82.4 | 412 | 0.0041 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0044 | 82.6 | 413 | 0.0041 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.004 | 82.8 | 414 | 0.0041 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0038 | 83.0 | 415 | 0.0041 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0042 | 83.2 | 416 | 0.0041 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0042 | 83.4 | 417 | 0.0041 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0041 | 83.6 | 418 | 0.0041 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0042 | 83.8 | 419 | 0.0041 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0043 | 84.0 | 420 | 0.0041 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0044 | 84.2 | 421 | 0.0041 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0038 | 84.4 | 422 | 0.0041 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0039 | 84.6 | 423 | 0.0041 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0041 | 84.8 | 424 | 0.0041 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0039 | 85.0 | 425 | 0.0041 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0041 | 85.2 | 426 | 0.0041 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0038 | 85.4 | 427 | 0.0041 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0039 | 85.6 | 428 | 0.0041 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0038 | 85.8 | 429 | 0.0041 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0039 | 86.0 | 430 | 0.0041 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0039 | 86.2 | 431 | 0.0041 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0041 | 86.4 | 432 | 0.0041 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.004 | 86.6 | 433 | 0.0040 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0042 | 86.8 | 434 | 0.0040 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0039 | 87.0 | 435 | 0.0040 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0042 | 87.2 | 436 | 0.0040 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0041 | 87.4 | 437 | 0.0040 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.004 | 87.6 | 438 | 0.0040 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0039 | 87.8 | 439 | 0.0040 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.004 | 88.0 | 440 | 0.0040 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.004 | 88.2 | 441 | 0.0040 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.004 | 88.4 | 442 | 0.0040 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.004 | 88.6 | 443 | 0.0040 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0039 | 88.8 | 444 | 0.0040 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.004 | 89.0 | 445 | 0.0040 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0043 | 89.2 | 446 | 0.0040 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0039 | 89.4 | 447 | 0.0040 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0039 | 89.6 | 448 | 0.0040 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.004 | 89.8 | 449 | 0.0040 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0039 | 90.0 | 450 | 0.0040 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0039 | 90.2 | 451 | 0.0040 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0038 | 90.4 | 452 | 0.0040 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0039 | 90.6 | 453 | 0.0040 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.004 | 90.8 | 454 | 0.0040 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.004 | 91.0 | 455 | 0.0040 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.004 | 91.2 | 456 | 0.0040 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0041 | 91.4 | 457 | 0.0040 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0038 | 91.6 | 458 | 0.0040 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0038 | 91.8 | 459 | 0.0040 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.004 | 92.0 | 460 | 0.0040 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0037 | 92.2 | 461 | 0.0040 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0037 | 92.4 | 462 | 0.0040 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0041 | 92.6 | 463 | 0.0040 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0037 | 92.8 | 464 | 0.0040 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0037 | 93.0 | 465 | 0.0040 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0039 | 93.2 | 466 | 0.0040 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0039 | 93.4 | 467 | 0.0039 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.004 | 93.6 | 468 | 0.0039 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.004 | 93.8 | 469 | 0.0039 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0035 | 94.0 | 470 | 0.0039 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.004 | 94.2 | 471 | 0.0039 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0037 | 94.4 | 472 | 0.0039 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0037 | 94.6 | 473 | 0.0039 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.004 | 94.8 | 474 | 0.0039 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0038 | 95.0 | 475 | 0.0039 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0038 | 95.2 | 476 | 0.0039 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0038 | 95.4 | 477 | 0.0039 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0038 | 95.6 | 478 | 0.0039 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0039 | 95.8 | 479 | 0.0039 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0042 | 96.0 | 480 | 0.0039 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0038 | 96.2 | 481 | 0.0039 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0042 | 96.4 | 482 | 0.0039 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0041 | 96.6 | 483 | 0.0039 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.004 | 96.8 | 484 | 0.0039 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0037 | 97.0 | 485 | 0.0039 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0041 | 97.2 | 486 | 0.0039 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0039 | 97.4 | 487 | 0.0039 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0039 | 97.6 | 488 | 0.0039 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.004 | 97.8 | 489 | 0.0039 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.004 | 98.0 | 490 | 0.0039 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0036 | 98.2 | 491 | 0.0039 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0038 | 98.4 | 492 | 0.0039 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0038 | 98.6 | 493 | 0.0039 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0037 | 98.8 | 494 | 0.0039 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0036 | 99.0 | 495 | 0.0039 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0038 | 99.2 | 496 | 0.0039 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0039 | 99.4 | 497 | 0.0039 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.004 | 99.6 | 498 | 0.0039 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0039 | 99.8 | 499 | 0.0039 | 1.0 | 1.0 | 1.0 | 1.0 |
| 0.0036 | 100.0 | 500 | 0.0039 | 1.0 | 1.0 | 1.0 | 1.0 |
### Framework versions
- Transformers 4.49.0
- Pytorch 2.5.1+cu124
- Datasets 3.5.0
- Tokenizers 0.21.0
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