Althea: The Fact-Checking--Metalearning Tradeoff in AI-Assisted Verification

Svetlana Churina, Kokil Jaidka, Anab Maulana Barik +5

Fact-checking systems must be scalable and epistemically trustworthy. We introduce Althea, a retrieval-augmented system for user-driven claim evaluation that matches standard pipel…