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Do Reasoning Models Ask Better Questions? A Formal Information-Theoretic Analysis on Multi-Turn LLM Games

Workshop Paper · January 2026 · 1 min read

A formal information-theoretic analysis on multi-turn LLM games evaluating whether reasoning models ask better questions than standard models.

Do Reasoning Models Ask Better Questions? A Formal Information-Theoretic Analysis on Multi-Turn LLM Games

We present a formal information-theoretic analysis of multi-turn LLM games, studying whether reasoning-capable models ask better questions than standard language models under uncertainty.