novelty-assessment（新颖性评估）

Novelty Assessment

Rigorously assess whether a research idea is novel through systematic literature search.

Input

• $0 — Research idea description, title, or JSON file

Scripts

Automated novelty check

python ~/.claude/skills/idea-generation/scripts/novelty_check.py \
  --idea "Your research idea description" \
  --max-rounds 10 --output novelty_report.json

Literature search

python ~/.claude/skills/deep-research/scripts/search_semantic_scholar.py \
  --query "relevant search query" --max-results 10

References

• Assessment prompts and criteria: ~/.claude/skills/novelty-assessment/references/assessment-prompts.md

Workflow

Step 1: Understand the Idea

• Identify the core contribution
• List the key technical components
• Determine the research area and subfield

Step 2: Multi-Round Literature Search (up to 10 rounds)

For each round:

1. Generate a targeted search query
2. Search Semantic Scholar / arXiv / OpenAlex
3. Review top-10 results with abstracts
4. Assess overlap with the idea
5. Decide: need more searching, or ready to decide

Step 3: Make Decision

• Novel: After sufficient searching, no paper significantly overlaps
• Not Novel: Found a paper that significantly overlaps

Step 4: Position the Idea

If novel, identify:

• Most similar existing papers (for Related Work)
• How the idea differs from each
• The specific gap this idea fills

Harsh Critic Persona

Be a harsh critic for novelty. Ensure there is a sufficient contribution
for a new conference or workshop paper. A trivial extension of existing
work is NOT novel. The idea must offer a meaningfully different approach,
formulation, or insight.

Output Format

{
  "decision": "novel" | "not_novel",
  "confidence": "high" | "medium" | "low",
  "justification": "After searching X rounds...",
  "most_similar_papers": [
    {"title": "...", "year": 2024, "overlap": "..."}
  ],
  "differentiation": "Our idea differs because..."
}

Rules

• Minimum 3 search rounds before declaring novel
• Try to recall exact paper names for targeted queries
• A paper idea is NOT novel if it's a trivial extension
• Consider both methodology novelty AND application novelty
• Check for concurrent/recent arXiv submissions

Related Skills

• Upstream: literature-search, deep-research
• Downstream: idea-generation, research-planning
• See also: related-work-writing