NLP And IR Applications For Financial Reporting And Non-Financial Disclosure. Framework Implementation And Roadmap For Feasible Integration With The Accounting Process

A. Faccia, P. Petratos
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Abstract

Corporations produce financial and non-financial reports containing structured and unstructured data. In general, all organisations report information of some kind. Natural Language Processing (NLP) and Information Retrieval (IR) were fields developed from approximately the 1950s and have presented important applications, especially in the last three decades. Nevertheless, applications in accounting and finance have not developed accordingly, and a comprehensive framework is missing in the existing literature. This paper examines how NLP and IR can facilitate reporting and disclosure, both Financial and Non-Financial. The paper provides a brief literature review on NLP/IR applications in accounting and finance. It better informs and expands on the discussion of NLP/IR applications in academic research, professional organisations (i.e., IFRS), and industry. It explores some innovative applications of NLP/IR in unstructured data and its use in reporting and disclosure and FinTech applications. The main contribution is the definition of a complete framework that consistently analyses the possible NLP/IR applications in the accounting processes. We find that there can be many more applications of NLP/IR in accounting and finance and suggest future directions for research.
NLP和IR在财务报告和非财务披露中的应用。与会计流程可行整合的框架实施和路线图
公司产生包含结构化和非结构化数据的财务和非财务报告。一般来说,所有组织都会报告某种形式的信息。自然语言处理(NLP)和信息检索(IR)是大约从20世纪50年代发展起来的领域,特别是在过去的三十年中已经呈现出重要的应用。然而,在会计和金融方面的应用并没有相应发展,现有文献中缺乏一个全面的框架。本文探讨了NLP和IR如何促进财务和非财务报告和披露。本文对NLP/IR在会计和金融中的应用进行了简要的文献综述。它更好地为学术研究、专业组织(即国际财务报告准则)和行业中NLP/IR应用的讨论提供信息和扩展。它探讨了NLP/IR在非结构化数据中的一些创新应用,以及它在报告和披露以及金融科技应用中的应用。主要贡献是定义了一个完整的框架,该框架一致地分析了会计流程中可能的NLP/IR应用。我们发现NLP/IR在会计和金融领域有更多的应用,并提出了未来的研究方向。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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