从ELIZA到ChatGPT:自然语言处理和金融应用的演变

IF 1.1 4区 经济学 Q3 BUSINESS, FINANCE Journal of Portfolio Management Pub Date : 2023-06-22 DOI:10.3905/jpm.2023.1.512
A. Lo, Manish Singh
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引用次数: 4

摘要

自然语言处理(NLP)已经彻底改变了金融行业,为处理、分析和理解非结构化金融文本提供了先进的技术。作者全面概述了NLP的历史发展,从早期基于规则的方法到基于深度学习的NLP模型的最新进展。他们还讨论了NLP在金融领域的应用及其挑战,包括数据稀缺和对抗性例子,并推测了NLP的未来在金融行业的前景。为了说明当前NLP模型的能力,本文采用了一个最先进的聊天机器人作为合著者。
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From ELIZA to ChatGPT: The Evolution of Natural Language Processing and Financial Applications
Natural language processing (NLP) has revolutionized the financial industry, providing advanced techniques for the processing, analyzing, and understanding of unstructured financial text. The authors provide a comprehensive overview of the historical development of NLP, starting from early rules-based approaches to recent advances in deep learning–based NLP models. They also discuss applications of NLP in finance along with its challenges, including data scarcity and adversarial examples, and speculate about the future of NLP in the financial industry. To illustrate the capability of current NLP models, a state-of-the-art chatbot is employed as a co-author of this article.
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来源期刊
Journal of Portfolio Management
Journal of Portfolio Management Economics, Econometrics and Finance-Finance
CiteScore
2.20
自引率
28.60%
发文量
113
期刊介绍: Founded by Peter Bernstein in 1974, The Journal of Portfolio Management (JPM) is the definitive source of thought-provoking analysis and practical techniques in institutional investing. It offers cutting-edge research on asset allocation, performance measurement, market trends, risk management, portfolio optimization, and more. Each quarterly issue of JPM features articles by the most renowned researchers and practitioners—including Nobel laureates—whose works define modern portfolio theory.
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