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Gender bias evaluation research benchmarks · SOTA2 Research

Gender bias evaluation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

99.66Performance Score (P)

35

Mar 12, 2026

0.181SEAT 6

16

May 18, 2026

RedditBias Gender (test)

DExperts (Anti-only)

3.54Regard

9

Mar 9, 2026

RealWorldQuestioning Health Recommendations

ChatGPT-3.5-turbo

0.75Shannon Entropy (T-test Statistic)

4

Mar 16, 2026

RealWorldQuestioning Investment Recommendations

ChatGPT-4-turbo

0.9Shannon Entropy (T-test Statistic)

4

Mar 16, 2026

RealWorldQuestioning Jobs Recommendations

ChatGPT-4-turbo

1.44Shannon Entropy (T-statistic)

4

Mar 16, 2026

RealWorldQuestioning Education Recommendations

ChatGPT-4-turbo

2Shannon Entropy (T-stat)

4

Mar 16, 2026

RealWorldQuestioning Health Recommendations 1.0

80.89Proportion (Male More Info)

4

Mar 16, 2026

RealWorldQuestioning Investment Recommendations 1.0 (Entire Dataset)

77.37Male More Information

4

Mar 16, 2026

RealWorldQuestioning Jobs Recommendations 1.0

70.54Male More Information

4

Mar 16, 2026

RealWorldQuestioning Education Recommendations 1.0 (Entire Dataset)

69.62Proportion Male More Information

4

Mar 16, 2026

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RealWorldQuestioning SEAT RedditBias Pronoun Change

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