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The Fact Engine verifies factual claims using deterministic methods first, without requiring LLM calls for most claims.

Features

  • TF-IDF semantic similarity - No LLM needed.
  • Keyword overlap analysis - Fast and deterministic.
  • Entity matching - Numbers, dates, names.
  • Citation extraction - With relevance scoring.
  • Negation detection - Catch contradictions.
  • LLM fallback - Only when confidence is low.

Usage

Scoring methods

Why deterministic?

No more hallucinated fact checks!