Publications

Automatic extraction of linguistic metaphors with lda topic modeling

Abstract

We aim to investigate cross-cultural patterns of thought through cross-linguistic investigation of the use of metaphor. As a first step, we produce a system for locating instances of metaphor in English and Spanish text. In contrast to previous work which relies on resources like syntactic parsing and WordNet, our system is based on LDA topic modeling, enabling its application even to low-resource languages, and requires no labeled data. We achieve an F-score of 59% for English.

Date
2013
Authors
Ilana Heintz, Ryan Gabbard, Mahesh Srivastava, Dave Barner, Donald Black, Majorie Friedman, Ralph Weischedel
Conference
Proceedings of the First Workshop on Metaphor in NLP
Pages
58-66