CRITIC

anchor

Findings

• IC-1007LLMs cannot reliably self-verify or self-correct their own outputs without external tool feedback [primary]
• IC-1008The magnitude of CRITIC's improvement on mathematical program synthesis scales with Llama-2 model size [primary]