Faculty of Information Technology, BUT

Publication Details

Combining Heterogeneous Models for Measuring Relational Similarity

ZHILA Alisa, YIH Wen-tau, MEEK Christopher, MIKOLOV Tomáš and ZWEIG Geoffrey. Combining Heterogeneous Models for Measuring Relational Similarity. In: Proceedings of NAACL-HLT 2013. Atlanata, Georgia: Association for Computational Linguistics, 2013, pp. 1000-1009. ISBN 978-1-937284-47-3. Available from: http://www.aclweb.org/anthology/N/N13/N13-1120.pdf
Czech title
Kombinace heterogenních modelů pro měření relační podobnosti
Type
conference paper
Language
english
Authors
Zhila Alisa (IPN)
Yih Wen-tau (MSR)
Meek Christopher (MSR)
Mikolov Tomáš, Ing. (DCGM FIT BUT)
Zweig Geoffrey (MSR)
URL
Keywords
language modeling, heterogeneous models, recurrent neural networks
Abstract
In this paper, we presented a system that combines heterogeneous models based on different information sources for measuring relational similarity.
Annotation
In this work, we study the problem of measuring relational similarity between two word pairs (e.g., silverware:fork and clothing:shirt). Due to the large number of possible relations, we argue that it is important to combine multiple models based on heterogeneous information sources. Our overall system consists of two novel general-purpose relational similarity models and three specific word relation models. When evaluated in the setting of a recently proposed SemEval-2012 task, our approach outperforms the previous best system substantially, achieving a 54.1% relative increase in Spearmans rank correlation.
Published
2013
Pages
1000-1009
Proceedings
Proceedings of NAACL-HLT 2013
Conference
The 2013 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies , Atlanta, US
ISBN
978-1-937284-47-3
Publisher
Association for Computational Linguistics
Place
Atlanata, Georgia, US
BibTeX
@INPROCEEDINGS{FITPUB10527,
   author = "Alisa Zhila and Wen-tau Yih and Christopher Meek and Tom\'{a}\v{s} Mikolov and Geoffrey Zweig",
   title = "Combining Heterogeneous Models for Measuring Relational Similarity",
   pages = "1000--1009",
   booktitle = "Proceedings of NAACL-HLT 2013",
   year = 2013,
   location = "Atlanata, Georgia, US",
   publisher = "Association for Computational Linguistics",
   ISBN = "978-1-937284-47-3",
   language = "english",
   url = "https://www.fit.vut.cz/research/publication/10527"
}
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