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How to solve the entity disambiguation challenge in the knowledge graph construction process?

2025-08-23 710
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Background to the issue

The same entity may be expressed differently in different documents/paragraphs (e.g. "Apple Inc." vs. "Apple Inc."), OntoCast solves this problem with a three-level disambiguation mechanism.

prescription

  • body anchoring: Predefine the entity alias table (aliases.ttl) in the ontology directory
  • contextual analysis: Enable at runtime--context-window 5Parametric Analysis Peripheral Vocabulary
  • manual calibration: viewed through the Fuseki interface after processing is completeowl:sameAsrelationship chain

Typical Configuration Example

Set in the .env file:
DISAMBIGUATION_STRICTNESS=0.7(The larger the value, the stricter the match)
CROSS_DOC_LINKING=true(Enable cross-document entity association)

Handling of special cases

  • For domain names: add glossary in data/dictionaries/
  • Dynamically emerging new entities: enablementAUTO_EXTEND_ONTOLOGY=trueAutomatic extension of the ontology

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