Multimodal semantic learning from child-directed input

Mostra el registre complet Registre parcial de l'ítem

• 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.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.en
• 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.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.doi http://dx.doi.org/10.18653/v1/N16-1043
• dc.identifier.uri http://hdl.handle.net/10230/45967
• 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.accessRights info:eu-repo/semantics/openAccess
• dc.rights.uri https://creativecommons.org/licenses/by/4.0/
• dc.title Multimodal semantic learning from child-directed inputen
• dc.type info:eu-repo/semantics/conferenceObject
• dc.type.version info:eu-repo/semantics/publishedVersion