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大语言模型在金融端的应用原理、挑战及落地路径研究

陆岷峰

重庆工商大学学报(社会科学版)2024,Vol.41Issue(4):1-12,12.
重庆工商大学学报(社会科学版)2024,Vol.41Issue(4):1-12,12.DOI:10.3969/j.issn.1672-0598.2024.04.001

大语言模型在金融端的应用原理、挑战及落地路径研究

Research on Application Principles,Challenges,and Implementation Path of Large Language Models in the Financial Sector

陆岷峰1

作者信息

  • 1. 上海大学 上海科技金融研究所,上海 200444
  • 折叠

摘要

Abstract

The core of new quality productive forces lies in technological innovation and application,and artificial intelligence is the most effective means to forge new quality productive forces.With the rapid advance-ment of artificial intelligence technology,large language models have gained widespread attention in the finan-cial industry.These models have shown significant potential in processing financial texts,predicting market trends,managing risks,executing algorithmic trading,and improving customer service,so as to promote the de-velopment of new quality productive forces.However,integrating these advanced technologies into the financial domain while ensuring data privacy,model interpretability,and accuracy poses numerous challenges.This arti-cle delves into the core principles,major challenges faced,most promising application scenarios,effective eval-uation methods,key factors for successful implementation,strategies to address interpretability issues,the im-portance of maintaining data privacy and security,anticipated future development trends,and potential industry transformations of applying large language models in the financial sector.Through comprehensive analysis,this article provides guidance for financial institutions in utilizing large language models,also offering suggestions for future research directions.

关键词

新质生产力/大语言模型/金融行业应用/GPT系列/市场趋势预测

Key words

new quality productive forces/large language models/applications in the financial sector/GPT series/market trend prediction

分类

管理科学

引用本文复制引用

陆岷峰..大语言模型在金融端的应用原理、挑战及落地路径研究[J].重庆工商大学学报(社会科学版),2024,41(4):1-12,12.

基金项目

国家社会科学基金一般项目(20BGL009)"基于区块链技术的供应链金融共生融资模式与协同决策研究" (20BGL009)

重庆工商大学学报(社会科学版)

OACHSSCD

1672-0598

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