dc.date.accessioned | 2018-10-18T12:50:26Z | |
dc.date.available | 2018-10-18T12:50:26Z | |
dc.date.created | 2018-08-14T18:26:57Z | |
dc.date.issued | 2018 | |
dc.identifier.citation | Kutuzov, Andrei Øvrelid, Lilja Szymanski, Terrence Velldal, Erik . Diachronic word embeddings and semantic shifts: a survey. Proceedings of the 27th International Conference on Computational Linguistics. 2018, 1384-1397 Association for Computational Linguistics | |
dc.identifier.uri | http://hdl.handle.net/10852/65208 | |
dc.description.abstract | Recent years have witnessed a surge of publications aimed at tracing temporal changes in lexical semantics using distributional methods, particularly prediction-based word embedding models. However, this vein of research lacks the cohesion, common terminology and shared practices of more established areas of natural language processing. In this paper, we survey the current state of academic research related to diachronic word embeddings and semantic shifts detection. We start with discussing the notion of semantic shifts, and then continue with an overview of the existing methods for tracing such time-related shifts with word embedding models. We propose several axes along which these methods can be compared, and outline the main challenges before this emerging subfield of NLP, as well as prospects and possible applications.
© 2018 Association for Computational Linguistics | en_US |
dc.language | EN | |
dc.publisher | Association for Computational Linguistics | |
dc.title | Diachronic word embeddings and semantic shifts: a survey | en_US |
dc.title.alternative | ENEngelskEnglishDiachronic word embeddings and semantic shifts: a survey | |
dc.type | Chapter | en_US |
dc.creator.author | Kutuzov, Andrei | |
dc.creator.author | Øvrelid, Lilja | |
dc.creator.author | Szymanski, Terrence | |
dc.creator.author | Velldal, Erik | |
cristin.unitcode | 185,15,5,56 | |
cristin.unitname | Forskningsgruppen for språkteknologi | |
cristin.ispublished | true | |
cristin.fulltext | original | |
dc.identifier.cristin | 1602051 | |
dc.identifier.bibliographiccitation | info:ofi/fmt:kev:mtx:ctx&ctx_ver=Z39.88-2004&rft_val_fmt=info:ofi/fmt:kev:mtx:book&rft.btitle=Proceedings of the 27th International Conference on Computational Linguistics&rft.spage=1384&rft.date=2018 | |
dc.identifier.startpage | 1384 | |
dc.identifier.endpage | 1397 | |
dc.identifier.pagecount | 3927 | |
dc.identifier.urn | URN:NBN:no-67737 | |
dc.type.document | Bokkapittel | en_US |
dc.type.peerreviewed | Peer reviewed | |
dc.source.isbn | 978-1-948087-50-6 | |
dc.identifier.fulltext | Fulltext https://www.duo.uio.no/bitstream/handle/10852/65208/2/diachronic.pdf | |
dc.type.version | PublishedVersion | |
cristin.btitle | Proceedings of the 27th International Conference on Computational Linguistics | |