self-consistent-sufficiency

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What LLMs explain is not what they believe: Evaluating explanation sufficiency under models' own input beliefs

arXiv cs.LG · 2026-06-30 Cached

This paper formalizes the concept of explanation sufficiency for LLMs, proposes a new metric called SCSuff to evaluate free-text explanations using the model's own input beliefs, and demonstrates that current LLM explanations are generally insufficient.

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