Limitations of cross-lingual learning from image search

Publikation: Bidrag til bog/antologi/rapport › Konferencebidrag i proceedings › Forskning › fagfællebedømt

Standard

Limitations of cross-lingual learning from image search. / Hartmann, Mareike; Søgaard, Anders.

Proceedings of the 3rd Workshop on Representation Learning for NLP. 2018. s. 59–163.

Publikation: Bidrag til bog/antologi/rapport › Konferencebidrag i proceedings › Forskning › fagfællebedømt

Harvard

Hartmann, M & Søgaard, A 2018, Limitations of cross-lingual learning from image search. i Proceedings of the 3rd Workshop on Representation Learning for NLP. s. 59–163, 3rd Workshop on Representation Learning for NLP , Melbourne, Australien, 20/07/2018.

APA

Hartmann, M., & Søgaard, A. (2018). Limitations of cross-lingual learning from image search. I Proceedings of the 3rd Workshop on Representation Learning for NLP (s. 59–163)

Vancouver

Hartmann M, Søgaard A. Limitations of cross-lingual learning from image search. I Proceedings of the 3rd Workshop on Representation Learning for NLP. 2018. s. 59–163

Author

Hartmann, Mareike ; Søgaard, Anders. / Limitations of cross-lingual learning from image search. Proceedings of the 3rd Workshop on Representation Learning for NLP. 2018. s. 59–163

Bibtex

@inproceedings{7aafe63dd9234d01a305d3b649a12d1e,
title = "Limitations of cross-lingual learning from image search",
abstract = "Cross-lingual representation learning is animportant step in making NLP scale to allthe world{\textquoteright}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.",
author = "Mareike Hartmann and Anders S{\o}gaard",
year = "2018",
language = "English",
pages = "59–163",
booktitle = "Proceedings of the 3rd Workshop on Representation Learning for NLP",
note = "null ; Conference date: 20-07-2018 Through 20-07-2018",

}

RIS

TY - GEN

T1 - Limitations of cross-lingual learning from image search

AU - Hartmann, Mareike

AU - Søgaard, Anders

PY - 2018

Y1 - 2018

N2 - 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.

AB - 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.

M3 - Article in proceedings

SP - 59

EP - 163

BT - Proceedings of the 3rd Workshop on Representation Learning for NLP

Y2 - 20 July 2018 through 20 July 2018

ER -

ID: 214756486