arXiv AI By Sule Ozturk Birim, Fabrizio Marozzo, Yigit Kazancoglu

Generative AI for Managerial Decision-Making under Ambiguity and Sycophancy

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arXiv:2603. 03970v2 Announce Type: replace Abstract: Generative artificial intelligence (GenAI) is increasingly being integrated into complex business workflows, fundamentally shifting the boundaries of managerial decision-making.

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arXiv AI
Jun 17

Can LLMs Be CEOs? Benchmarking Strategic Resource Reallocation with Multi-Role Agent Simulation

arXiv:2606. 17459v1 Announce Type: new Abstract: Evaluating the decision-making capabilities of large language models (LLMs) is a growing research priority, yet existing benchmarks focus on isolated cognitive tasks such as reasoning, knowledge retrieval, and economic rationality in stylized settings.

By Yuyang Dai, Xueqing Peng, Lingfei Qian, Zhuohan Xie
Hugging Face Trending Papers
Jul 28

Model-Driven Requirements Configuration with Three-Valued Uncertainty Scoring

Context: Large Language Models (LLMs) offer natural-language flexibility for automated requirements elicitation but frequently generate structurally invalid requirements and logical inconsistencies, lacking formal correctness guarantees. Objectives: This study aims to eliminate logical inconsistencies and enforce structural conformance in LLM-generated requirements while quantifying the LLM's pre-validation decision uncertainty within a formal domain model.