Bias Detection Consensus

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Detect bias through multiple independent analyses.

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Detect bias in {{model}} across {{evaluation_dimensions}} using consensus.

Conduct 3 independent bias analyses:
- Analysis 1: Statistical disparity measurement
- Analysis 2: Counterfactual testing
- Analysis 3: Stereotype association probing

Flag bias only when detected by 2+ methods. Calculate consensus severity score. Prioritize remediation for unanimous detections from {{test_set}}.

Details

Category

Analysis

Use Cases

Bias consensusMulti-method detectionReliable flagging

Works Best With

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