~/talk

Real-Time Data Transformation for Knowledge Graph with LLMs

Talkat NODES 2025 · on Thursday, 2025-11-06· [large-language-models]
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Shows a concrete pipeline that continuously turns markdown into a live graph: CocoIndex ingests files, calls GPT-4o to extract titles, summaries, and subject–predicate–object triples, and streams nodes and edges into Neo4j with declared labels and primary keys. Claims real‑time export and automatic upserts so entities deduplicate, document→term citations persist, and incremental processing keeps the graph in sync with source changes. Includes code snippets for data classes, extraction calls, and the declarative export mapping.

AI-written summary · about

  1. 0:00Introduction to CocoIndex
  2. 1:44Knowledge graph terminology
  3. 3:40Document data extraction
  4. 5:30Entity and triple extraction
  5. 7:33Mapping data to Neo4j
  6. 9:33Exporting relationships
  7. 10:47Simplifying graph maintenance
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