A survey on large language model-based alpha mining
Special Feature on Theories and Applications of Financial Large Models|Updated:2025-11-18
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A survey on large language model-based alpha mining
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基于大语言模型的阿尔法挖掘研究综述
“In the field of quantitative research, this study presents a structured review of emerging LLM-based alpha mining systems, which provides solutions to redefine the future of quantitative research. Expert analysis suggests that LLM is a scalable interface for amplifying both domain expertise and algorithmic rigor.”
Frontiers of Information Technology & Electronic EngineeringVol. 26, Issue 10, Pages: 1809-1821(2025)
Affiliations:
1.College of Computing and Data Science, Nanyang Technological University, Singapore 639798, Singapore
2.E Fund Management Co., Ltd., Guangzhou 510000, China
3.Department of Industrial Systems Engineering and Management, National University of Singapore, Singapore 119077, Singapore
Junjie ZHANG, Shuoling LIU, Tongzhe ZHANG, et al. A survey on large language model-based alpha mining[J]. Frontiers of Information Technology & Electronic Engineering, 2025, 26(10): 1809-1821.
DOI:
Junjie ZHANG, Shuoling LIU, Tongzhe ZHANG, et al. A survey on large language model-based alpha mining[J]. Frontiers of Information Technology & Electronic Engineering, 2025, 26(10): 1809-1821. DOI: 10.1631/FITEE.2500386.
A survey on large language model-based alpha miningEnhanced Publication