Computational Models of Anaphora

IF 3 1区 文学 0 LANGUAGE & LINGUISTICS
Massimo Poesio, Juntao Yu, Silviu Paun, Abdulrahman Aloraini, Pengcheng Lu, J. Haber, DERYA ÇOKAL
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引用次数: 6

Abstract

Interpreting anaphoric references is a fundamental aspect of our language competence that has long attracted the attention of computational linguists. The appearance of ever-larger anaphorically annotated data sets covering more and more anaphoric phenomena in ever-greater detail has spurred the development of increasingly more sophisticated computational models; as a result, the most recent state-of-the-art neural models are able to achieve impressive performance by leveraging linguistic, lexical, discourse, and encyclopedic information. This article provides a thorough survey of anaphora resolution (coreference) throughout this development, reviewing the available data sets and covering both the preneural history of the field and—in more detail—current neural models, including research on less-studied aspects of anaphoric interpretation such as bridging reference resolution and discourse deixis interpretation. Expected final online publication date for the Annual Review of Linguistics, Volume 9 is January 2023. Please see http://www.annualreviews.org/page/journal/pubdates for revised estimates.
回指的计算模型
解释回指引用是我们语言能力的一个基本方面,长期以来一直吸引着计算语言学家的注意。越来越大的回指注释数据集的出现,涵盖了越来越多的回指现象,并且越来越详细,这刺激了越来越复杂的计算模型的发展;因此,最新的最先进的神经模型能够通过利用语言、词汇、话语和百科全书信息来实现令人印象深刻的性能。本文在整个发展过程中对回指解析(共指)进行了全面的调查,回顾了现有的数据集,涵盖了该领域的前神经历史和更详细的当前神经模型,包括对回指解释研究较少的方面的研究,如桥接参考解析和话语指示解释。预计《语言学年度评论》第9卷的最终在线出版日期为2023年1月。修订后的估计数请参阅http://www.annualreviews.org/page/journal/pubdates。
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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来源期刊
CiteScore
7.20
自引率
6.20%
发文量
37
期刊介绍: The Annual Review of Linguistics, in publication since 2015, covers significant developments in the field of linguistics, including phonetics, phonology, morphology, syntax, semantics, pragmatics, and their interfaces. Reviews synthesize advances in linguistic theory, sociolinguistics, psycholinguistics, neurolinguistics, language change, biology and evolution of language, typology, as well as applications of linguistics in many domains.
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