{"@context":{"@vocab":"https://cir.nii.ac.jp/schema/1.0/","rdfs":"http://www.w3.org/2000/01/rdf-schema#","dc":"http://purl.org/dc/elements/1.1/","dcterms":"http://purl.org/dc/terms/","foaf":"http://xmlns.com/foaf/0.1/","prism":"http://prismstandard.org/namespaces/basic/2.0/","cinii":"http://ci.nii.ac.jp/ns/1.0/","datacite":"https://schema.datacite.org/meta/kernel-4/","ndl":"http://ndl.go.jp/dcndl/terms/","jpcoar":"https://github.com/JPCOAR/schema/blob/master/2.0/"},"@id":"https://cir.nii.ac.jp/crid/1872272492435673856.json","@type":"Article","productIdentifier":[{"identifier":{"@type":"DOI","@value":"10.18653/v1/w18-5202"}},{"identifier":{"@type":"DOI","@value":"10.48550/arxiv.1809.00563"}}],"dc:title":[{"@value":"End-to-End Argument Mining for Discussion Threads Based on Parallel Constrained Pointer Architecture"}],"description":[{"notation":[{"@value":"Argument Mining (AM) is a relatively recent discipline, which concentrates on extracting claims or premises from discourses, and inferring their structures. However, many existing works do not consider micro-level AM studies on discussion threads sufficiently. In this paper, we tackle AM for discussion threads. Our main contributions are follows: (1) A novel combination scheme focusing on micro-level inner- and inter- post schemes for a discussion thread. (2) Annotation of large-scale civic discussion threads with the scheme. (3) Parallel constrained pointer architecture (PCPA), a novel end-to-end technique to discriminate sentence types, inner-post relations, and inter-post interactions simultaneously. The experimental results demonstrate that our proposed model shows better accuracy in terms of relations extraction, in comparison to existing state-of-the-art models."}]},{"notation":[{"@value":"accepted at the 5th Workshop on Argument Mining at EMNLP 2018"}]}],"creator":[{"@id":"https://cir.nii.ac.jp/crid/1892272492435673728","@type":"Researcher","foaf:name":[{"@value":"Gaku Morio"}]},{"@id":"https://cir.nii.ac.jp/crid/1892272492435673856","@type":"Researcher","foaf:name":[{"@value":"Katsuhide Fujita"}]}],"publication":{"prism:publicationName":[{"@value":"Proceedings of the 5th Workshop on Argument Mining"}],"dc:publisher":[{"@value":"Association for Computational Linguistics (ACL)"}],"prism:publicationDate":"2018-01-01","prism:startingPage":"11","prism:endingPage":"21"},"dcterms:accessRights":"http://purl.org/coar/access_right/c_abf2","foaf:topic":[{"@id":"https://cir.nii.ac.jp/all?q=FOS:%20Computer%20and%20information%20sciences","dc:title":"FOS: Computer and information sciences"},{"@id":"https://cir.nii.ac.jp/all?q=Computer%20Science%20-%20Computation%20and%20Language","dc:title":"Computer Science - Computation and Language"},{"@id":"https://cir.nii.ac.jp/all?q=Computation%20and%20Language%20(cs.CL)","dc:title":"Computation and Language (cs.CL)"}],"dataSourceIdentifier":[{"@type":"OPENAIRE","@value":"doi_dedup___::1da2f5f9d2b1f7d965eb940478df283d"}]}