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semantic-network

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A semantic network and reasoning engine in which rules, facts and numbers are nodes of one graph, so a statement is itself a node. Importing the statements of the 1.7 TB Wikidata dump builds 983 million nodes on a single machine, and reasoning over them has surfaced thousands of consistency violations in the Wikidata ontology.

  • Updated Sep 6, 2026
  • C++

A relational knowledge base of logical relations between concepts (genus-species, part-whole, cause-effect, opposition) across domain universes, designed as a grounding layer for LLMs: machine-readable definitions, validated relation grammar, and an LLM-driven filling engine.

  • Updated Sep 3, 2026
  • Python

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