Boundary-First Literature Synthesis (BFLS) Subtitle: A structure-guided control layer for retrieval-augmented scientific synthesis
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Abstract
Abstract Automated literature synthesis using large language models has advanced rapidly through retrieval-augmented generation (RAG), improving coverage and citation grounding. However, existing approaches remain predominantly search-first and content-driven, leaving them vulnerable to topic drift, citation instability, and spurious coherence when synthesizing across large or heterogeneous scientific corpora. We introduce Boundary-First Literature Synthesis (BFLS), a lightweight methodological control framework that constrains retrieval and synthesis using structural boundaries prior to citation aggregation. BFLS operates by (i) identifying invariant constraints, symmetry breaks, and failure modes relevant to…
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Topics
Keywords
- Coherence (philosophical gambling strategy)
- Automatic summarization
- Spurious relationship
- Citation
- Inference
- Invariant (physics)
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