Bias Detection Methodology

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Systematically detect and quantify bias in model outputs.

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Evaluate {{model}} for bias across {{demographic_dimensions}}.

Step 1: Generate matched prompt pairs varying only demographic attributes
Step 2: Collect responses for {{sample_size}} pairs
Step 3: Measure sentiment, tone, and content differences
Step 4: Apply statistical tests for significance
Step 5: Calculate bias scores per dimension
Step 6: Prioritize findings by impact severity

Explain reasoning at each analytical step.

Details

Category

Analysis

Use Cases

Bias quantificationFairness analysisDemographic testing

Works Best With

claude-opus-4.5gpt-5.2gemini-2.0-flash
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