DECODE
Diagnosing Interpretability Failures in Automated Interpretation Process

Overview
DECODE is a visual analytics system for diagnosing failures in LLM-based automated interpretation workflows. Its three-stage interface isolates structural, explanation, and attribution failures, while consensus signals and active seeding prioritize cases for human review.