AMORE-UPF at SemEval-2018 Task 4: BiLSTM with entity library

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• dc.contributor.author Boleda, Gemmaca
• dc.contributor.author Aina, Lauraca
• dc.contributor.author Silberer, Carinaca
• dc.contributor.author Sorodoc, Ionut-Teodorca
• dc.contributor.author Westera, Matthijsca
• dc.date.accessioned 2018-09-19T10:07:27Z
• dc.date.available 2018-09-19T10:07:27Z
• dc.date.issued 2018
• dc.description Comunicació presentada al 12th International Workshop on Semantic Evaluation (SemEval-2018), celebrat els dies 5 i 6 de juny de 2018 a Nova Orleans, EUA.
• dc.description.abstract This paper describes our winning contribution to SemEval 2018 Task 4: Character Identification on Multiparty Dialogues. It is a simple, standard model with one key innovation, an entity library. Our results show that this innovation greatly facilitates the identification of infrequent characters. Because of the generic nature of our model, this finding is potentially relevant to any task that requires effective learning from sparse or unbalanced data.
• dc.description.sponsorship This project has received funding from the European Research Council (ERC) under the European Unions Horizon 2020 research and innovation programme (grant agreement No 715154), and from the Spanish Ramón y Cajal programme (grant RYC-2015-18907).
• dc.format.mimetype application/pdf
• dc.identifier.citation Aina L, Silberer C, Sorodoc IT, Westera M, Boleda G. AMORE-UPF at SemEval-2018 Task 4: BiLSTM with entity library. In: Proceedings of the 12th International Workshop on Semantic Evaluation (SemEval-2018); 2018 Jun 5-6; New Orleans, LA. Stroudsburg (PA): ACL; 2018. p. 65–9.
• dc.identifier.uri http://hdl.handle.net/10230/35468
• dc.language.iso eng
• dc.publisher ACL (Association for Computational Linguistics)ca
• dc.relation.ispartof Proceedings of the 12th International Workshop on Semantic Evaluation (SemEval-2018); 2018 Jun 5-6; New Orleans, LA. Stroudsburg (PA): ACL; 2018. p. 65–9.
• dc.relation.projectID info:eu-repo/grantAgreement/EC/H2020/715154
• 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 Computational linguistics
• dc.subject.keyword Natural language processing
• dc.subject.keyword Computational semantics
• dc.subject.keyword Semantic evaluation
• dc.subject.keyword Distributional semantics
• dc.subject.keyword Reference
• dc.subject.keyword Entities
• dc.title AMORE-UPF at SemEval-2018 Task 4: BiLSTM with entity libraryca
• dc.type info:eu-repo/semantics/conferenceObject
• dc.type.version info:eu-repo/semantics/publishedVersion