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Official PDF TranslationFrontiers of Information Technology & Electronic Engineering

Theories and applications of financial large models

Authors: Shuoling LIU; Xiaojun ZENG; Xiu LI; Qiang YANG

DOI: 10.1631/FITEE_2520000Status: Verified Translated Edition
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Key Findings in This Report

• Foundation models, including large language models and multimodal models, are transforming financial technology by enabling advanced semantic understanding, reasoning, and multimodal representation learning. • The FITEE Special Feature solicits original research and reviews on financial large models (FLMs), covering training, evaluation, portfolio management, quantitative trading, robo-advisory, explainability, robustness, and ESG applications. • Eight peer-reviewed papers were accepted, including position, review, research, correspondence, and comment articles, providing a comprehensive overview from theory to applications. • The special feature aims to foster synergy between academia and industry and advance the next generation of trustworthy, efficient, and intelligent financial modeling paradigms.