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Papers Benchmarks Datasets Tasks

Bias Reduction research benchmarks · SOTA2 Research

Bias Reduction

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

COVID-19 vaccine dataset m=200

GPT-3.5-Turbo-0125

4.66Bias (β̂^A)

10

Apr 20, 2026

COVID-19 vaccine dataset m=100

GPT-3.5-Turbo-0125

-2.42Beta Coefficient (A)

10

Apr 20, 2026

QQP group-balanced (evaluation)

spectral compression

45Bias Reduction (%)

3

Jun 9, 2026

FEVER group-balanced (evaluation)

spectral compression

44Bias Reduction (%)

3

Jun 9, 2026

MNLI group-balanced (evaluation)

spectral compression

45Bias Reduction

3

Jun 9, 2026

CivilComments group-balanced (evaluation)

spectral compression

68Bias Reduction (%)

3

Jun 9, 2026

Popular datasets

COVID-19 vaccine dataset FEVER MNLI QQP CivilComments

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