LLM-as-an-Investigator improves diagnostic accuracy over direct prompting by using an evidence-first protocol of hypothesis generation, clarification questions, and iterative probability updates in technical problem solving.
Generative ai in managerial decision-making: Redefining boundaries through ambiguity resolution and sycophancy analysis.arXiv preprint arXiv:2603.03970, 2026
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LLM-as-an-Investigator: Evidence-First Reasoning for Robust Interactive Problem Diagnosis
LLM-as-an-Investigator improves diagnostic accuracy over direct prompting by using an evidence-first protocol of hypothesis generation, clarification questions, and iterative probability updates in technical problem solving.