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计算隐喻处理:从隐喻识别、隐喻解释到隐喻生成

杨启萌 魏齐兴 孟浩

计算机工程与应用2026,Vol.62Issue(9):46-60,15.
计算机工程与应用2026,Vol.62Issue(9):46-60,15.DOI:10.3778/j.issn.1002-8331.2506-0312

计算隐喻处理:从隐喻识别、隐喻解释到隐喻生成

Computational Metaphor Processing:From Metaphor Identification and Interpretation to Meta-phor Generation

杨启萌 1魏齐兴 1孟浩1

作者信息

  • 1. 新疆大学 软件学院,乌鲁木齐 830000
  • 折叠

摘要

Abstract

While existing surveys have explored various aspects of metaphorical identification,interpretation,and genera-tion,a systematic review of the paradigm shifts and comprehensive impact brought by large language models(LLMs)on the entire field of computational metaphor processing remains absent.To address this gap,this survey comprehensively reviews recent research advances.It begins by elucidating how theoretical foundations,such as conceptual metaphor theory(CMT),provide frameworks for computational modeling.It then systematically summarizes the evolution of research par-adigms and performance breakthroughs across the three core tasks-metaphor identification,interpretation,and generation-tracing the progression from early knowledge-driven methods to the era of large models.Furthermore,it provides a detailed critique of key datasets supporting the development of this field and their characteristics.The core contribution of this sur-vey lies in being the first to systematically synthesize,from the perspective of how LLMs are reshaping computational metaphor processing,the intrinsic mechanisms-such as prompt engineering and chain-of-thought reasoning-through which they achieve performance leaps.Finally,the survey concludes with a forward-looking discussion on future research directions addressing current challenges like data annotation,theory-model integration,and cross-modal understanding.

关键词

隐喻/隐喻识别/隐喻理解/隐喻生成/大模型

Key words

metaphor/metaphor identification/metaphor interpretation/metaphor generation/large language model(LLM)

分类

信息技术与安全科学

引用本文复制引用

杨启萌,魏齐兴,孟浩..计算隐喻处理:从隐喻识别、隐喻解释到隐喻生成[J].计算机工程与应用,2026,62(9):46-60,15.

基金项目

国家自然科学基金(62562057) (62562057)

新疆重点研发专项(2024B03041). (2024B03041)

计算机工程与应用

1002-8331

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