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Fact-checking and disinformation response

Connect related claims into researched campaigns

Use reviewed semantic suggestions to connect related claims and document recurring narratives without treating similarity as proof of coordination.

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From individual claims to a wider pattern

Campaigns connect claims that a team decides belong together. Their evidence and context remain available for review.

Suggestions with human review

A bounded, periodic worker uses multilingual embeddings and HDBSCAN to suggest groups of recent recorded claims within each team. Approved administrators review the suggestions before turning them into campaigns.

Limits of the analysis

Small datasets may produce no groups. Similar wording does not prove an organized campaign, and ungrouped claims remain available. Researchers must establish the relationship using sources and evidence.