Autumn Toney-Wails

Clueing up LLMs with Tool-Augmented Deductive Reasoning

This paper implements a text-based, multi-agent version of the classic board game Clue as an environment to evaluate multi-step, agentic deductive reasoning, and introduces a tool-augmented approach in which a structured possibility matrix converts implicit game state from generated reasoning logs into an explicit repr...