Daeyeop Lee

Valid Necessary: Diagnosing Latent Inefficiency in Chain-of-Thought

CAID (Context-Aware Information Density), a training-free metric grounded in information theory that identifies low-utility steps that reduces token consumption while maintaining accuracy, is proposed, confirming that CAID successfully distills informational froth from reasoning chains without compromising deductive validity.