Why it matters

CoVe combats hallucination. Understanding shapes factual quality.

Advertisement

The architecture

Draft answer.

Generate verification questions.

Answer verifications independently.

Revise draft based on verifications.

CoVe pipelineDraft answerinitialVerify claimsindependent QsRevisefinal answerIndependent verification reduces cross-contamination bias; costs more calls
CoVe.
Advertisement

How it works end to end

Independent verification LLM calls.

Claim extraction step.

Revision incorporates verifications.