Glossary · Term

knowledge graph

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Definition

Plain language

A database that stores facts as a network of connected nodes and relationships.

As stated in the literature

A structured representation of entities and their relationships as nodes and edges, queryable through graph query languages.

Also called: knowledge graphs

Why it matters: It gives systems a structured backbone for facts that's queryable and updateable in ways that free text isn't.

For example, a knowledge graph might store that Marie Curie was born in Warsaw and won two Nobel Prizes, with each relationship as an edge to a separate entity node.

Heard on the show

“It runs the attack against a real production system — a forty-two-million-node code knowledge graph at a major company.”
Episode 039 — When Smarter Agents Get Fooled by Three Extra Nodes in a Database

Mentioned in 2 episodes

  1. 039
    When Smarter Agents Get Fooled by Three Extra Nodes in a Database
  2. 021
    Ten Thousand Examples Beat the Full Industrial Pipeline for Search Agents