Dependency-based construction of semantic space models

Dependency-based construction of semantic space models (2007)

by Sebastian Padó , Mirella Lapata

Venue:	Computational Linguistics
Citations:	79 - 6 self

Datum	Value	Source
TITLE	Dependency-based construction of semantic space models	INFERENCE
AUTHOR NAME	Sebastian Padó	SVM HeaderParse 0.2
AUTHOR AFFIL	University of Edinburgh	SVM HeaderParse 0.2
AUTHOR NAME	Mirella Lapata	SVM HeaderParse 0.2
AUTHOR AFFIL	University of Edinburgh	SVM HeaderParse 0.2
ABSTRACT	Traditionally, vector-based semantic space models use word co-occurrence counts from large corpora to represent lexical meaning. In this article we present a novel framework for constructing semantic spaces that take syntactic relations into account. We introduce a formalization for this class of models which allows linguistic knowledge to guide the construction process. We evaluate our framework on a range of tasks relevant for cognitive science and natural language processing: semantic priming, synonymy detection and word sense disambiguation. In all cases, our framework obtains results that are comparable or superior to the state of the art. 1.	SVM HeaderParse 0.2
YEAR	2007	INFERENCE
VENUE	Computational Linguistics	INFERENCE
VENUE TYPE	JOURNAL	INFERENCE
VOLUME	33	INFERENCE
CITATIONS	79 found	ParsCit 1.0