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Papers Benchmarks Datasets Tasks

BIOS dataset and benchmarks · SOTA2 Research

Research Datasets

BIOS

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Text Classification

BIOS

84.6Task Accuracy

39

BIOS

56Factuality

28

Bios Dataset

99.82Task Accuracy

21

Confidence Estimation (Iterative Tagging)

Bios

7.5Brier Score (BS)

17

Long-form generation factuality and uncertainty estimation

Bios (test)

71.4FA

14

Factual Precision Evaluation

Bios

83FACTSCORE

10

Bios (test)

80.1Accuracy

7

Attribute-conditional generation

BIOS

99.2Control Accuracy

5

Confidence Estimation (Freeform Tagging)

Bios

9.2Brier Score (BS)

3

Distribution Inference Attack mitigation

Bios sex (M → F)

0.9Adversarial Gap

2

Popular tasks

Classification Text Classification Attribute-conditional generation Factuality Factual Precision Evaluation

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