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cs.AI2026
LLM-as-an-Investigator: Evidence-First Reasoning for Robust Interactive Problem Diagnosis
Fabrizio Marozzo, Pietro Liò
Large language models (LLMs) are increasingly used as interactive assistants for technical problem solving. However, when users provide incomplete descriptions or plausible but unv…
cs.AI2026
Generative AI for Managerial Decision-Making under Ambiguity and Sycophancy
Sule Ozturk Birim, Fabrizio Marozzo, Yigit Kazancoglu
Generative artificial intelligence (GenAI) is increasingly being integrated into complex business workflows, fundamentally shifting the boundaries of managerial decision-making. Ho…
cs.AI2025
Iterative Resolution of Prompt Ambiguities Using a Progressive Cutting-Search Approach
Fabrizio Marozzo
Generative AI systems have revolutionized human interaction by enabling natural language-based coding and problem solving. However, the inherent ambiguity of natural language often…