Frame-Based Semantic Patterns for Relation Extraction

Mandya, Angrosh, Bollegala, Danushka ORCID: 0000-0003-4476-7003, Coenen, Frans ORCID: 0000-0003-1026-6649 and Atkinson, Katie ORCID: 0000-0002-5683-4106
(2018) Frame-Based Semantic Patterns for Relation Extraction. In: Conference of the Pacific Association for Computational Linguistics (PACLING), 2017-8-16 - 2017-8-18, Myanmar.

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This paper presents novel frame-based semantic patterns, exploiting frame element and frame annotations, provided by FrameNet for relation extraction. The proposed frame-based patterns are evaluated against state-of-the-art dependency based syntactic patterns and lexico-syntactic patterns, on three independent datasets that differ in size and construction. The results show that the proposed frame-based patterns significantly improve performance, both in terms of scoring higher precision and higher recall for relation extraction, in comparison to dependency and lexico-syntactic patterns on all three datasets.

Item Type: Conference or Workshop Item (Unspecified)
Depositing User: Symplectic Admin
Date Deposited: 09 Aug 2017 10:35
Last Modified: 19 Jan 2023 06:59
DOI: 10.1007/978-981-10-8438-6_5
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