Welcome to the UPF Digital Repository

Multimodal semantic learning from child-directed input

Show simple item record

dc.contributor.author Lazaridou, Angeliki
dc.contributor.author Chrupała, Grzegorz
dc.contributor.author Fernández, Raquel
dc.contributor.author Baroni, Marco
dc.date.accessioned 2020-12-10T09:39:33Z
dc.date.available 2020-12-10T09:39:33Z
dc.date.issued 2016
dc.identifier.citation Lazaridou A, Chrupała G, Fernández R, Baroni M. Multimodal semantic learning from child-directed input. In: Knight K, Nenkova A, Rambow O, editors. Proceedings of the 2016 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies; 2016 Jun 12-17; San Diegio, California. Stroudsburg (PA): Association for Computational Linguistics; 2016. p. 387–92. DOI: 10.18653/v1/N16-1043
dc.identifier.uri http://hdl.handle.net/10230/45967
dc.description Comunicació presentada a: 2016 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies celebrat del 12 al 17 de juny de 2016 a San Diego, California.
dc.description.abstract Children learn the meaning of words by being exposed to perceptually rich situations (linguistic discourse, visual scenes, etc). Current computational learning models typically simulate these rich situations through impoverished symbolic approximations. In this work, we present a distributed word learning model that operates on child-directed speech paired with realistic visual scenes. The model integrates linguistic and extra-linguistic information (visual and social cues), handles referential uncertainty, and correctly learns to associate words with objects, even in cases of limited linguistic exposure.
dc.description.sponsorship We acknowledge the European Network on Integrating Vision and Language for a Short-Term Scientific Mission grant, awarded to Raquel Fernandez to visit the University of Trento.
dc.format.mimetype application/pdf
dc.language.iso eng
dc.publisher ACL (Association for Computational Linguistics)
dc.relation.ispartof Knight K, Nenkova A, Rambow O, editors. Proceedings of the 2016 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies; 2016 Jun 12-17; San Diegio, California. Stroudsburg (PA): Association for Computational Linguistics; 2016. p. 387–92
dc.rights © ACL, Creative Commons Attribution 4.0 License (https://creativecommons.org/licenses/by/4.0/)
dc.rights.uri https://creativecommons.org/licenses/by/4.0/
dc.title Multimodal semantic learning from child-directed input
dc.type info:eu-repo/semantics/conferenceObject
dc.identifier.doi http://dx.doi.org/10.18653/v1/N16-1043
dc.rights.accessRights info:eu-repo/semantics/openAccess
dc.type.version info:eu-repo/semantics/publishedVersion

Thumbnail

This item appears in the following Collection(s)

Show simple item record

Search DSpace


Advanced Search

Browse

My Account

Statistics

In collaboration with Compliant to Partaking