Real Time Fact Checking During Content Editing

via “article polishing and fact-checking with iterative refinement”

An LLM-powered knowledge curation system that researches a topic and generates a full-length report with citations.

Unique: Implements automated fact-checking by re-examining generated article claims against their source citations, identifying unsupported or contradictory statements without additional retrieval. The polishing phase leverages pre-computed citation mappings to validate factual accuracy efficiently.

vs others: Improves article quality more efficiently than manual editorial review because automated fact-checking identifies issues before human review, reducing editorial burden while maintaining accuracy.