학술논문

Predicate-Argument Structure Analysis and Zero-Anaphora Resolution for Dialogue Analysis / 対話解析のためのゼロ代名詞照応解析付き述語項構造解析
Document Type
Journal Article
Source
自然言語処理 / Journal of Natural Language Processing. 2015, 22(1):3
Subject
Dependency Language Models
Dialogue
Domain Adaptation
Predicate-Argument Structure Analysis
Zero-anaphora Resolution
ゼロ代名詞照応
ドメイン適応
係り受け言語モデル
対話
述語項構造解析
Language
Japanese
ISSN
1340-7619
2185-8314
Abstract
This paper presents a predicate-argument structure (PAS) analysis for dialogue systems in Japanese. Conventional PAS analyses have been applied to newspaper articles; however, there are differences between newspapers and dialogues. Therefore, to comprehensively deal with these differences, we constructed a PAS analyzer for dialogues as a type of domain adaptation from newspapers. Because pronominalization and ellipses frequently appear in dialogues, we utilized a strategy that simultaneously resolves zero-anaphora and adapts our PAS analyzer to dialogues. By incorporating parameter adaptation and automatically acquiring knowledge from large text corpora, we performed a PAS analysis that is specific to dialogues. Our PAS analyzer has a higher accuracy compared with the analyzer for newspaper articles.