Ansatte – Københavns Universitet

Limitations of cross-lingual learning from image search

Publikation: Bidrag til bog/antologi/rapportKonferencebidrag i proceedingsForskningfagfællebedømt

Cross-lingual representation learning is animportant step in making NLP scale to allthe world’s languages. Previous work onbilingual lexicon induction suggests that itis possible to learn cross-lingual representationsof words based on similarities betweenimages associated with these words.However, that work focused (almost exclusively)on the translation of nouns only.Here, we investigate whether the meaningof other parts-of-speech (POS), in particularadjectives and verbs, can be learned inthe same way. Our experiments across fivelanguage pairs indicate that previous workdoes not scale to the problem of learningcross-lingual representations beyond simplenouns.
OriginalsprogEngelsk
TitelProceedings of the 3rd Workshop on Representation Learning for NLP
Publikationsdato2018
Sider59–163
StatusUdgivet - 2018
Begivenhed3rd Workshop on Representation Learning for NLP - Melbourne, Australien
Varighed: 20 jul. 201820 jul. 2018

Workshop

Workshop3rd Workshop on Representation Learning for NLP
LandAustralien
ByMelbourne
Periode20/07/201820/07/2018

ID: 214756486