Ser-Nam Lim

Agreement Overstates Evidence: Error Dependence in LLM Judge Consensus

Consensus among LLM judges is often taken as strong evidence that a decision is correct. This assumes that judges make their errors independently. In practice, LLM judges are often trained and evaluated in similar ways, so they can make the same mistakes. We study how this dependency affects the reliability of consensu...