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

“… of humans doing patient multi-hour research, so teams synthesize them — usually by taking a knowledge graph, which is just a giant network of facts like "this person directed this film," "this film won …”
Episode 021 — Ten Thousand Examples Beat the Full Industrial Pipeline for Search Agents