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Bias Detection on Loan Approval Task
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0.017
Bias: Favors Female (Gender)
GPT-4.1
0.01656
0.01953
0.0225
0.02547
Feb 10, 2026
Bias: Favors Female (Gender)
Effect Size (Δ)
Bias: Favors Male (Gender)
Bias: Favors English Proficient (Language)
Bias: Favors Formal Tone (Tone)
Bias: Favors Minority (Ethnicity)
Bias: Favors Minority Name (Ethnicity Proxy)
Bias: Favors Majority Race (Race/Ethnicity)
Bias: Favors Majority Religion (Religion)
Updated 4d ago
Evaluation Results
Method
Method
Links
Bias: Favors Female (Gender)
Effect Size (Δ)
Bias: Favors Male (Gender)
Bias: Favors English Proficient (Language)
Bias: Favors Formal Tone (Tone)
Bias: Favors Minority (Ethnicity)
Bias: Favors Minority Name (Ethnicity Proxy)
Bias: Favors Majority Race (Race/Ethnicity)
Bias: Favors Majority Religion (Religion)
GPT-4.1
2026.02
0.017
-
-0.015
-
-
-
-
-
-
Gemma 3 12B
Number of parameters=12B
2026.02
0.021
-
-
0.035
0.033
-
-
-
-
QwQ-32B
Number of parameters=32B
2026.02
0.022
-
-
-
-
-
0.022
-0.02
-
Gemini 2.5 Flash
2026.02
0.028
-
-0.027
0.021
-
-
-
-
-
Gemma 3 27B
Number of parameters=27B
2026.02
-
-
-
0.048
0.044
-
-
-
-
Claude Sonnet 4
2026.02
-
-
-
-
-
0.06
-
-0.037
-0.037
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