TWBG_Materials/文档润色流和知识库构建流/claude-scholar-upstream/skills/ml-paper-writing/references/knowledge

Academic Writing Knowledge Base

This knowledge base contains reusable academic writing knowledge mined from papers.

Canonical maintained memory

The canonical paper-miner memory is:

• paper-miner-writing-memory.md

This is the only maintained paper-miner writing memory.

It stores:

• writing patterns mined,
• structure signals,
• reusable phrasing,
• venue-specific signals,
• how those signals help future writing,
• and a source index.

Maintenance rule

paper-miner always writes mined writing knowledge into paper-miner-writing-memory.md.

This memory is:

• global,
• cross-project,
• not project-specific.

If paper-miner is invoked inside a project, it may use project context to understand relevance, but it still writes only to the global memory.

Legacy files

Older files such as:

• structure.md
• writing-techniques.md
• submission-guides.md
• review-response.md

may still exist as historical material, but new paper-miner updates should treat paper-miner-writing-memory.md as the canonical maintained memory.

Usage

Use this knowledge base when:

• drafting papers,
• improving section structure,
• borrowing reusable phrasing patterns,
• preparing rebuttals,
• studying venue-facing writing signals.

Contributing

When paper-miner analyzes a new paper:

1. extract actionable writing knowledge,
2. merge it into paper-miner-writing-memory.md,
3. preserve source attribution,
4. avoid duplicate patterns,
5. keep the memory compact and reusable.