dc.contributor.author |
Boleda, Gemma |
dc.contributor.author |
Baroni, Marco |
dc.contributor.author |
Padó, Sebastian |
dc.date.accessioned |
2017-08-25T17:16:57Z |
dc.date.available |
2017-08-25T17:16:57Z |
dc.date.issued |
2018 |
dc.identifier.citation |
Baroni M, Boleda G, Padó S. “Show me the cup”: reference with continuous representations. In: Gelbukh A, editor. Computational linguistics and intelligent text processing: 18th International Conference, CICLing 2017 revised selected papers, part 1; 2017 Apr 17-23; Budapest, Hungary. Cham: Springer; 2018. p. 209-24. |
dc.identifier.uri |
http://hdl.handle.net/10230/32700 |
dc.description |
Comunicació presentada a CICLing 2017, celebrat a Budapest (Hongria) del 17 al 23 d'abril de 2017. |
dc.description.abstract |
One of the most basic functions of language is to refer to objects in a shared scene. Modeling reference with continuous representations is challenging because it requires individuation, i.e., tracking and distinguishing an arbitrary number of referents. We introduce a neural network model that, given a de nite description and a set of objects represented by natural images, points to the intended object if the expression has a unique referent, or indicates a failure, if it does not. The model, directly trained on reference acts, is competitive with a pipeline manually engineered to perform the same task, both when referents are purely visual, and when they are characterized by a combination of visual and linguistic properties. |
dc.description.sponsorship |
This project has received funding from the European Union's Horizon 2020 research and innovation programme under the Marie Sklodowska-Curie grant agreement No 655577 (LOVe) and ERC grant agreement No 715154 (AMORE); ERC 2011 Starting Independent Research Grant n. 283554 (COMPOSES); DFG (SFB 732, Project D10); and Spanish MINECO (grant FFI2013-41301-P). |
dc.format.mimetype |
application/pdf |
dc.language.iso |
eng |
dc.publisher |
Springer |
dc.relation.ispartof |
Gelbukh A, editor. Computational linguistics and intelligent text processing: 18th International Conference, CICLing 2017 revised selected papers, part 1; 2017 Apr 17-23; Budapest, Hungary. Cham: Springer; 2018. p. 209-24. |
dc.title |
“Show me the cup”: reference with continuous representations |
dc.type |
info:eu-repo/semantics/conferenceObject |
dc.subject.keyword |
Reference |
dc.subject.keyword |
Semantics |
dc.subject.keyword |
Computational semantics |
dc.subject.keyword |
Distributed representations |
dc.subject.keyword |
Computational Linguistics |
dc.subject.keyword |
Natural Language Processing |
dc.relation.projectID |
info:eu-repo/grantAgreement/EC/H2020/655577 |
dc.relation.projectID |
info:eu-repo/grantAgreement/EC/H2020/715154 |
dc.relation.projectID |
info:eu-repo/grantAgreement/ES/1PE/FFI2013-41301-P |
dc.relation.projectID |
info:eu-repo/grantAgreement/EC/FP7/283554 |
dc.rights.accessRights |
info:eu-repo/semantics/openAccess |
dc.type.version |
info:eu-repo/semantics/acceptedVersion |