Hallucination Root Cause Analysis

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Trace hallucinations to their underlying causes systematically.

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Analyze hallucinations in {{model}} responses from {{error_samples}}.

Step 1: Categorize each hallucination type (factual, temporal, entity, numeric)
Step 2: Identify patterns in triggering prompts
Step 3: Trace potential causes (knowledge gaps, context confusion, overconfidence)
Step 4: Correlate with training data characteristics
Step 5: Propose mitigation strategies ranked by effectiveness

Document reasoning for each conclusion.

Details

Category

Analysis

Use Cases

Root cause analysisHallucination diagnosisMitigation planning

Works Best With

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