A survey on computational metaphor processing techniques: from identification, interpretation, generation to application

IF 10.7 2区 计算机科学 Q1 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE Artificial Intelligence Review Pub Date : 2023-08-11 DOI:10.1007/s10462-023-10564-7
Mengshi Ge, Rui Mao, Erik Cambria
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引用次数: 4

Abstract

Metaphors are figurative expressions frequently appearing daily. Given its significance in downstream natural language processing tasks such as machine translation and sentiment analysis, computational metaphor processing has led to an upsurge in the community. The progress of Artificial Intelligence has incentivized several technological tools and frameworks in this domain. This article aims to comprehensively summarize and categorize previous computational metaphor processing approaches regarding metaphor identification, interpretation, generation, and application. Though studies on metaphor identification have made significant progress, metaphor understanding, conceptual metaphor processing, and metaphor generation still need in-depth analysis. We hope to identify future directions for prospective researchers based on comparing the strengths and weaknesses of the previous works.

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计算隐喻处理技术综述:从识别、解释、生成到应用
隐喻是日常生活中经常出现的比喻性表达。鉴于其在机器翻译和情感分析等下游自然语言处理任务中的重要意义,计算隐喻处理在社区中引起了热潮。人工智能的进步激励了该领域的一些技术工具和框架。本文旨在全面总结和分类以往的计算隐喻处理方法,包括隐喻的识别、解释、生成和应用。虽然隐喻识别的研究取得了很大的进展,但隐喻理解、概念隐喻加工和隐喻生成等方面的研究仍有待深入。我们希望在比较前人研究的优缺点的基础上,为未来的研究者指明方向。
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来源期刊
Artificial Intelligence Review
Artificial Intelligence Review 工程技术-计算机:人工智能
CiteScore
22.00
自引率
3.30%
发文量
194
审稿时长
5.3 months
期刊介绍: Artificial Intelligence Review, a fully open access journal, publishes cutting-edge research in artificial intelligence and cognitive science. It features critical evaluations of applications, techniques, and algorithms, providing a platform for both researchers and application developers. The journal includes refereed survey and tutorial articles, along with reviews and commentary on significant developments in the field.
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