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Bias-in-Bios dataset and benchmarks · SOTA2 Research

Research Datasets

Bias-in-Bios

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Bias Mitigation

Bias in Bios

94.72Accuracy

40

Profession Prediction

Bias-in-Bios (BiB) balanced (test)

96.9Profession Accuracy

24

Occupation Classification

Bias-in-Bios

73.4Accuracy (Overall)

18

Circuit Discovery

Bias-in-Bios

36.5Runtime (s)

12

Concept Identifiability

Bias-in-Bios

0.973MCC

12

Text-to-image generation

Bias-in-Bios

3.62Mismatch Rate |M-F|

6

Text-to-image generation

Bias-in-Bios prompts (83 occupations)

1.48Mismatch Rate (M-F)

6

Fairness metric evaluation

Bias in Bios (test)

0.206Correlation

6

Biography Classification

Bias-in-Bios

0.6Kendall's tau (Compression)

6

Popular tasks

Text-to-Image Generation Circuit Discovery Biography Classification Fairness metric evaluation Bias Mitigation

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