Automatic Lecture Note Organization And Outline Generation

via “hierarchical outline generation with citation anchoring”

An LLM-powered knowledge curation system that researches a topic and generates a full-length report with citations.

Unique: Maintains explicit outline-to-source mappings throughout generation, enabling downstream article writing to produce citations without additional retrieval. The outline generation phase explicitly anchors each structural element to supporting references from the knowledge curation phase, creating a citation-aware outline rather than a generic structure.

vs others: Guarantees citation availability at write time because outline generation is citation-aware, whereas generic outline generators may create structures that lack source support.