dc.contributor.author | Arcan, Mihael | |
dc.contributor.author | Torregrosa, Daniel | |
dc.contributor.author | Ahmadi, Sina | |
dc.contributor.author | McCrae, John P. | |
dc.date.accessioned | 2019-04-26T10:42:19Z | |
dc.date.issued | 2019-05-20 | |
dc.identifier.citation | Arcan, Mihael, Torregrosa, Daniel, Ahmadi, Sina, & McCrae, John P. (2019). Inferring translation candidates for multilingual dictionary generation with multi-way neural machine translation. Paper presented at the Translation Inference Across Dictionaries Workshop (TIAD 2019), Leipzig, Germany, 20-23 May, doi:10.13025/S89K9J | en_IE |
dc.identifier.uri | http://hdl.handle.net/10379/15140 | |
dc.description.abstract | In the widely-connected digital world, multilingual lexical
resources are one of the most important resources, for natural language
processing applications, including information retrieval, question answering or knowledge management. These applications benefit from the multilingual knowledge as well as from the semantic relation between the words
documented in these resources. Since multilingual dictionary creation
and curation is a time-consuming task, we explored the use of multi-way
neural machine translation trained on corpora of languages from the same
family and trained additionally with a relatively small human-validated
dictionary to infer new translation candidates. Our results showed not
only that new dictionary entries can be identified and extracted from the
translation model, but also that the expected precision and recall of the
resulting dictionary can be adjusted by using different thresholds. | en_IE |
dc.description.sponsorship | This publication has emanated from research supported in part by a research grant
from Science Foundation Ireland (SFI) under Grant Number SFI/12/RC/2289,
co-funded by the European Regional Development Fund, and the European
Union’s Horizon 2020 research and innovation programme under grant agreement
No 731015, ELEXIS - European Lexical Infrastructure. | en_IE |
dc.format | application/pdf | en_IE |
dc.language.iso | en | en_IE |
dc.publisher | National University of Ireland, Galway | en_IE |
dc.relation.ispartof | Proceedings of the Translation Inference Across Dictionaries Workshop (TIAD 2019) | en |
dc.rights | Attribution-NonCommercial-NoDerivs 3.0 Ireland | |
dc.rights.uri | https://creativecommons.org/licenses/by-nc-nd/3.0/ie/ | |
dc.subject | Neural machine translation | en_IE |
dc.subject | Dictionary generation | en_IE |
dc.subject | Automatic inference | en_IE |
dc.title | Inferring translation candidates for multilingual dictionary generation with multi-way neural machine translation | en_IE |
dc.type | Conference Paper | en_IE |
dc.date.updated | 2019-04-24T10:18:15Z | |
dc.local.publishedsource | https://doi.org/10.13025/S89K9J | |
dc.description.peer-reviewed | peer-reviewed | |
dc.contributor.funder | Science Foundation Ireland | en_IE |
dc.contributor.funder | European Regional Development Fund | en_IE |
dc.contributor.funder | Horizon 2020 | en_IE |
dc.description.embargo | 2019-05-20 | |
dc.internal.rssid | 16179702 | |
dc.local.contact | Mihael Arcan. Email: mihael.arcan@insight-centre.org | |
dc.local.copyrightchecked | Yes | |
dc.local.version | ACCEPTED | |
dcterms.project | info:eu-repo/grantAgreement/SFI/SFI Research Centres/12/RC/2289/IE/INSIGHT - Irelands Big Data and Analytics Research Centre/ | en_IE |
dcterms.project | info:eu-repo/grantAgreement/EC/H2020::RIA/731015/EU/European Lexicographic Infrastructure/ELEXIS | en_IE |
nui.item.downloads | 512 | |