Learning Language-Independent Representations of Verbs and Adjectives from Multimodal Retrieval
Publikation: Bidrag til bog/antologi/rapport › Konferencebidrag i proceedings › Forskning › fagfællebedømt
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Learning Language-Independent Representations of Verbs and Adjectives from Multimodal Retrieval. / Hansen, Victor Petren Bach; Sogaard, Anders.
Proceedings - 14th International Conference on Signal-Image Technology and Internet Based Systems, SITIS. IEEE, 2019. s. 427-434.Publikation: Bidrag til bog/antologi/rapport › Konferencebidrag i proceedings › Forskning › fagfællebedømt
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TY - GEN
T1 - Learning Language-Independent Representations of Verbs and Adjectives from Multimodal Retrieval
AU - Hansen, Victor Petren Bach
AU - Sogaard, Anders
PY - 2019
Y1 - 2019
N2 - This paper presents a simple modification to previous work on learning cross-lingual, grounded word representations from image-word pairs that, unlike previous work, is robust across different parts of speech, e.g., able to find the translation of the adjective 'social' relying only on image features associated with its translation candidates. Our method does not rely on black-box image search engines or any direct cross-lingual supervision. We evaluate our approach on English-German and English-Japanese word alignment, as well as on existing English-German bilingual dictionary induction datasets.
AB - This paper presents a simple modification to previous work on learning cross-lingual, grounded word representations from image-word pairs that, unlike previous work, is robust across different parts of speech, e.g., able to find the translation of the adjective 'social' relying only on image features associated with its translation candidates. Our method does not rely on black-box image search engines or any direct cross-lingual supervision. We evaluate our approach on English-German and English-Japanese word alignment, as well as on existing English-German bilingual dictionary induction datasets.
KW - Computer vision
KW - Cross-lingual learning
KW - Distributional semantics
KW - Multi-modal retrieval
KW - Natural language processing
UR - http://www.scopus.com/inward/record.url?scp=85065904244&partnerID=8YFLogxK
U2 - 10.1109/SITIS.2018.00072
DO - 10.1109/SITIS.2018.00072
M3 - Article in proceedings
AN - SCOPUS:85065904244
SP - 427
EP - 434
BT - Proceedings - 14th International Conference on Signal-Image Technology and Internet Based Systems, SITIS
PB - IEEE
T2 - 14th International Conference on Signal Image Technology and Internet Based Systems, SITIS 2018
Y2 - 26 November 2018 through 29 November 2018
ER -
ID: 223253166