Word n-gram language model: Difference between revisions

Revision as of 22:55, 8 May 2025

Revision as of 22:57, 8 May 2025

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<math display="block">v(\mathrm{king}) - v(\mathrm{male}) + v(\mathrm{female}) \approx v(\mathrm{queen})</math>

where ≈ is made precise by stipulating that its right-hand side must be the [[Nearest neighbor search|nearest neighbor]] of the value of the left-hand side.<ref name="mikolov">{{cite arXiv |first1=Tomas |last1=Mikolov |first2=Kai |last2=Chen |first3=Greg |last3=Corrado |first4=Jeffrey |last4=Dean |eprint=1301.3781 |title=Efficient estimation of word representations in vector space |year=2013|class=cs.CL }}</ref><ref name="compositionality">{{cite conference |title=Distributed Representations of Words and Phrases and their Compositionality |last1=Mikolov |first1=Tomas |last2=Sutskever |first2=Ilya |last3=Chen |first3=Kai |last4=Corrado irst4|first4=Greg S. |last5=Dean |first5=Jeff |conference=[[Advances in Neural Information Processing Systems]] |pages=3111–3119 |year=2013 |url=http://papers.nips.cc/paper/5021-distributed-representations-of-words-and-phrases-and-their-compositionality.pdf |access-date=22 June 2015 |archive-date=29 October 2020 |archive-url=https://web.archive.org/web/20201029083132/https://papers.nips.cc/paper/5021-distributed-representations-of-words-and-phrases-and-their-compositionality.pdf |url-status=live }}</ref>

== Syntactic ''n''-grams ==