Generate complete academic survey papers using multi-LLM parallel outline generation, RAG-based subsection writing, citation validation, and local coherence enhancement. Based on AutoSurvey pipeline. Use for writing comprehensive literature surveys.

Survey Generation Generate complete academic survey papers with structured outline, RAG based writing, and citation validation. Input $0 — Survey topic or research area Scripts Literature search References Survey prompts (outline, writing, citation, coherence): ~/.claude/skills/survey generation/references/survey prompts.md Workflow (from AutoSurvey) Step 1: Collect Papers 1. Search Semantic Scholar / arXiv for papers on the topic 2. Collect 50 200 relevant papers with titles and abstracts 3. Filter by relevance and citation count Step 2: Generate Outline (Multi LLM Parallel) 1. Generate N rough outlines independently (parallel) 2. Merge outlines into a single comprehensive outline 3. Expand each section into subsections 4. Edit final outline to remove redundancies Step 3: Write Subsections (RAG Based) For each subsection: 1. Retrieve relevant papers for the subsection topic 2. Generate content with inline citations [paper title] 3. Enforce minimum word count per subsection 4. Only cite papers from the provided list Step 4: Validate Citations For each subsection: 1. Check that cited paper titles are correct 2. Verify citations support the claims made 3. Remove or correct unsupported citations 4. Use NLI (Natural Language Inference) for claim source faithfulness Step 5: Enhance Local Coherence For each subsection: 1. Read previous and following subsections 2. Refine transitions and flow 3. Preserve core content and citations 4. Ensure smooth reading experience Step 6: Convert Citations to BibTeX 1. Replace [paper title] with \cite{key} 2. Generate BibTeX entries for all cited papers 3. Validate all citation keys exist in .bib file Output Structure Rules Only cite papers from the collected paper list — never hallucinate citations Each subsection must meet minimum word count No duplicate subsections across sections Citation validation is mandatory before final output Local coherence enhancement must preserve all citations The survey should be comprehensive and logically organized Related Skills Upstream: [deep research](../deep research/), [literature search](../literature search/), [literature review](../literature review/) See also: [related work writing](../related work writing/)

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