Maieutic prompting uses tree-based reasoning to audit LLM logic

A new prompting technique called Maieutic prompting, inspired by the Socratic method, aims to improve LLM reasoning by constructing an auditable tree of explanations rather than a linear chain. This method involves recursively explaining a proposition as both true and false, identifying premises, and then evaluating the logical integrity of each claim. By building a consistency graph and solving for maximum satisfiability (MAX-SAT), contradictions are identified and pruned, leaving a logically consistent subtree that represents the model's reasoned answer with an auditable trail. AI

IMPACT Introduces a novel method for improving LLM reasoning transparency and accuracy by creating auditable explanation trees.

RANK_REASON The item describes a novel research method for LLM reasoning. [lever_c_demoted from research: ic=1 ai=1.0]

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• Javascript
• Maieutic prompting
• Max Satchell
• Socratic

• paper
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