Terminology Normalizer

Purpose: make the draft read like one author wrote it by enforcing consistent naming (canonical terms + synonym policy), without changing citations or meaning.

Role cards (use explicitly)

Taxonomist (canonicalizer)

Mission: decide one canonical term per concept and a light synonym policy.

Do:

• Prefer taxonomy node names (outline/taxonomy.yml) as canonical labels when available.
• Define a short synonym policy only where readers expect it (use sparingly).
• Keep headings and tables aligned with canonical terms.

Avoid:

• Renaming proper nouns (paper titles, benchmark names, model names).
• Over-normalizing away meaningful distinctions (e.g., collapsing two different mechanisms into one word).