# Evaluation Protocol

Evaluate approaches against each sample oracle.

Required metrics:

- decision/status match
- issue-type precision/recall/F1
- clarification necessity accuracy
- expected question relevance
- LAT structural validity
- business-rule extraction coverage
- governance decision correctness
- anti-pattern violation rate

Report by task family, channel family, modality, difficulty and issue type. Do
not create or use splits.