Sorcha Gilroy, Adam Lopez, S. Maneth, Pijus Simonaitis
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引用次数: 4
摘要
字符串和树上的分布可以用概率规则语言表示,这是自然语言处理中许多模型的特征。最近,一些将自然语言现象表示为图的数据集变得可用,因此很自然地要问是否存在与图等价的概率规则语言。本文提出了正则图语言,这是Courcelle(1991)提出的一种形式主义,以前没有在自然语言处理中研究过。RGL是超边缘替代语言(Hyperedge Replacement Languages, HRL)的一个重要子集,它可以是概率的;和一元二阶语言(Monadic Second Order Languages, MSOL),它们在交集下是封闭的。我们对Courcelle关于RGL存在于MSOL中的证明进行了简单的介绍,并提供了关于RGL如何与其他最近引入的图语法形式相关联的线索。
Distributions over strings and trees can be represented by probabilistic regular languages, which characterise many models in natural language processing. Recently, several datasets have become avail-able which represent natural language phe-nomena as graphs, so it is natural to ask whether there is an equivalent of probabilistic regular languages for graphs. This paper presents regular graph languages , a formalism due to Courcelle (1991) that has not previously been studied in natural language processing. RGL is cru-cially a subfamily of both Hyperedge Replacement Languages (HRL), which can be made probabilistic; and Monadic Second Order Languages (MSOL), which are closed under intersection. We give an accessible introduction to Courcelle’s proof that RGLs are in MSOL, providing clues about how RGL may relate to other recently introduced graph grammar formalisms.