ThinknCheck: Grounded Claim Verification with Compact, Reasoning-Driven, and Interpretable Models

Delip Rao, Feijiang Han, Chris Callison-Burch

We present ThinknCheck, a 1B-parameter verifier for grounded claim verification that first produces a short, structured rationale and then a binary verdict. We construct LLMAggreFa…