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Yanbin Fang

Shanghai Jiaotong University

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Optimizing Prompts for Large Language Models: A Causal Approach

Number of pages: 61 Posted: 27 Jan 2026
Wei Chen, Yanbin Fang, Shuran Fu, Fasheng Xu and Xuan Wei
University of Connecticut - Department of Operations & Information Management, Shanghai Jiaotong University, University of Connecticut - Department of Operations & Information Management, University of Connecticut - Department of Operations & Information Management and Shanghai Jiao Tong University (SJTU) - Antai College of Economics and Management
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Abstract:

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Large Language Models (LLMs), Causal Prompt Optimization (CPO), Automatic Prompt Optimization, Causal Inference, Query-Adaptive Prompting, Double Machine Learning (DML), AI System Design