template-literature-synthesis

# Literature synthesis Prompt blocks for `infrastructure.llm` or project `synthesis.py` after literature search. ## Natural invoke - "Synthesize these 12 papers into thematic clusters with citation keys" - "Per-paper structured notes: contribution, method, evidence, limitation" - "Gap analysis: what experiments would close open questions?" ## Inputs to confirm - **Corpus** — list of papers (title, authors, year, abstract, optional fulltext). - **Goal paragraph** — for gap-analysis variant only. ## Paper block format Each paper renders as: ```text ### {citation_key} — {title} ({year}) **Authors:** {authors} **DOI / URL:** {doi or url} **Abstract:** {abstract} ``` ## Workflows ### Per-paper analysis Structured note: CONTRIBUTION (one sentence), METHOD (2–3 bullets), EVIDENCE (2–3 bullets), LIMITATION (one bullet), TAGS (3–7 lowercase). Cite as `[{citation_key}]`. ### Cross-paper synthesis Group into 3–7 thematic clusters; summarise dominant approach; agreements/disagreements; 3 open questions. Cite only corpus keys in square brackets. ### Gap analysis Given GOAL + corpus: per paper COVERS/LACKS sub-claims; propose 3 follow-up experiments. Cite by key. ## Style - Bracket-key citations only — not bare titles. - Bound input: truncate fulltext; `temperature=0.0`, `seed=42` for replay. - Optional second pass: `infrastructure.llm.validation.validate_complete`. ## Verification - Outputs under `output/llm/` or project convention; keys match `references.bib`. - See [`...