作为加权森林生成器的组合范畴语法

IF 0.8 4区 计算机科学 Q3 COMPUTER SCIENCE, THEORY & METHODS Information and Computation Pub Date : 2023-10-01 DOI:10.1016/j.ic.2023.105075
Andreas Maletti, Lena Katharina Schiffer
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引用次数: 0

摘要

组合范畴语法是计算语言学中公认的范畴语法的延伸。它对上下文有轻微的敏感性,因此它是有效的可解析的,并达到了适合描述自然语言的表达能力。引入加权CCG(wCCG)作为CCG的自然扩展,其权值取自任意可交换半环。它们的表达能力与其他加权形式主义进行了比较,特别强调wCCG生成的加权森林,因为表达输入句子的基本句法结构的能力是CCG在自然语言处理领域的一个重要特征。基于最近关于未加权集的表示性的结果,导出了任何交换半环的加权集的相应结果。更准确地说,wCCG可生成的加权森林也可通过加权简单单元上下文无关树语法(wsCFTG)生成。如果规则系统仅限于应用规则和一阶组合规则,那么可生成的加权森林就是规则加权森林。最后,当只允许应用程序规则时,则可以生成规则加权林的适当子集。
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Combinatory categorial grammars as generators of weighted forests

Combinatory Categorial Grammar (CCG) is an extension of categorial grammar that is well-established in computational linguistics. It is mildly context-sensitive, so it is efficiently parsable and reaches an expressiveness that is suitable for describing natural languages. Weighted CCG (wCCG) are introduced as a natural extension of CCG with weights taken from an arbitrary commutative semiring. Their expressive power is compared to other weighted formalisms with special emphasis on the weighted forests generated by wCCG since the ability to express the underlying syntactic structure of an input sentence is a vital feature of CCG in the area of natural language processing. Building on recent results for the expressivity in the unweighted setting, the corresponding results are derived for the weighted setting for any commutative semiring. More precisely, the weighted forests generatable by wCCG are also generatable by weighted simple monadic context-free tree grammar (wsCFTG). If the rule system is restricted to application rules and composition rules of first degree, then the generatable weighted forests are exactly the regular weighted forests. Finally, when only application rules are allowed, then a proper subset of the regular weighted forests is generatable.

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来源期刊
Information and Computation
Information and Computation 工程技术-计算机:理论方法
CiteScore
2.30
自引率
0.00%
发文量
119
审稿时长
140 days
期刊介绍: Information and Computation welcomes original papers in all areas of theoretical computer science and computational applications of information theory. Survey articles of exceptional quality will also be considered. Particularly welcome are papers contributing new results in active theoretical areas such as -Biological computation and computational biology- Computational complexity- Computer theorem-proving- Concurrency and distributed process theory- Cryptographic theory- Data base theory- Decision problems in logic- Design and analysis of algorithms- Discrete optimization and mathematical programming- Inductive inference and learning theory- Logic & constraint programming- Program verification & model checking- Probabilistic & Quantum computation- Semantics of programming languages- Symbolic computation, lambda calculus, and rewriting systems- Types and typechecking
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