Bride, Antoine and Van de Cruys, Tim
and Asher, Nicholas
A Generalisation of Lexical Functions for Composition in Distributional Semantics.
(2015)
In: 53rd Annual Meeting of the Association for Computational Linguistics (ACL 2015), 26 July 2015 - 31 July 2015 (Beijing, China).
|
(Document in English)
PDF (Author's version) - Requires a PDF viewer such as GSview, Xpdf or Adobe Acrobat Reader 215kB |
Official URL: https://doi.org/10.3115/v1/P15-1028
Abstract
Over the last two decades, numerous algorithms have been developed that successfully capture something of the semanticsof single words by looking at their distribution in text and comparing these distributions in a vector space model. However, it is not straightforward to construct meaning representations beyond the levelof individual words–i.e. the combination of words into larger units – using dis-tributional methods. Our contribution is twofold. First of all, we carry out a large-scale evaluation, comparing different composition methods within the distributional framework for the cases of both adjective-noun and noun-noun composition, makinguse of a newly developed dataset. Secondly, we propose a novel method focomposition, which generalises the approach by Baroni and Zamparelli (2010). The performance of our novel method is also evaluated on our new dataset andproves competitive with the best methods.
Item Type: | Conference or Workshop Item (Paper) |
---|---|
Additional Information: | ACL : Association for Computational Linguistics https://www.aclweb.org/anthology/P15-1028/ |
HAL Id: | hal-02355284 |
Audience (conference): | International conference proceedings |
Uncontrolled Keywords: | |
Institution: | Université de Toulouse > Institut National Polytechnique de Toulouse - Toulouse INP (FRANCE) French research institutions > Centre National de la Recherche Scientifique - CNRS (FRANCE) Université de Toulouse > Université Toulouse III - Paul Sabatier - UT3 (FRANCE) Université de Toulouse > Université Toulouse - Jean Jaurès - UT2J (FRANCE) Université de Toulouse > Université Toulouse 1 Capitole - UT1 (FRANCE) |
Laboratory name: | |
Statistics: | download |
Deposited On: | 08 Nov 2019 09:21 |
Repository Staff Only: item control page