“Look, some green circles!”: learning to quantify from images

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• dc.contributor.author Boleda, Gemmaca
• dc.contributor.author Sorodoc, Ionut-Teodorca
• dc.contributor.author Lazaridou, Angelikica
• dc.contributor.author Herbelot, Aurélieca
• dc.contributor.author Pezzelle, Sandroca
• dc.contributor.author Bernardi, Raffaellaca
• dc.date.accessioned 2017-08-25T17:17:10Z
• dc.date.available 2017-08-25T17:17:10Z
• dc.date.issued 2016
• dc.description.abstract In this paper, we investigate whether a neural network model can learn the meaning of natural language quantifiers (no,some and all) from their use in visual contexts. We show that memory networks perform well in this task, and that explicit counting is not necessary to the system’s performance, supporting psycholinguistic evidence on the acquisition of quantifiers.en
• dc.description.sponsorship This project has received funding from the European Unions Horizon 2020 research and innovation programme under the Marie Sklodowska-Curie grant agreement No 655577 (LOVe); ERC 2011 Starting Independent Research Grant n. 283554 (COMPOSES).en
• dc.format.mimetype application/pdf
• dc.identifier.citation Sorodoc I, Lazaridou A, Boleda A, Herbelot A, Pezzelle S, Bernardi R. “Look, some green circles!”: learning to quantify from images. In: Proceedings of the 5th Workshop on Vision and Language (ACL 2016). Berlin: Association for Computational Linguistics; 2016. p. 75-79.
• dc.identifier.uri http://hdl.handle.net/10230/32703
• dc.language.iso eng
• dc.publisher ACL (Association for Computational Linguistics)ca
• dc.relation.ispartof Proceedings of the 5th Workshop on Vision and Language (ACL 2016). Berlin: Association for Computational Linguistics; 2016. p. 75-79
• dc.relation.projectID info:eu-repo/grantAgreement/EC/H2020/655577
• dc.relation.projectID info:eu-repo/grantAgreement/EC/FP7/283554
• dc.rights © ACL, Creative Commons Attribution 4.0 License
• dc.rights.accessRights info:eu-repo/semantics/openAccess
• dc.rights.uri http://creativecommons.org/licenses/by/4.0/
• dc.subject.keyword Language and visionen
• dc.subject.keyword Groundingen
• dc.subject.keyword Quantificationen
• dc.subject.keyword Distributed representationsen
• dc.subject.keyword Semanticsen
• dc.subject.keyword Computational semanticsen
• dc.subject.keyword Computational Linguisticsen
• dc.subject.keyword Natural Language Processingen
• dc.title “Look, some green circles!”: learning to quantify from imagesca
• dc.type info:eu-repo/semantics/conferenceObject
• dc.type.version info:eu-repo/semantics/publishedVersion