A Large Scale Evaluation of Distributional Semantic Models: Parameters, Interactions and Model Selection

Journal article
(Original article)


Publication Details

Author(s): Lapesa G, Evert S
Journal: Transactions of the Association for Computational Linguistics
Publisher: Association for Computational Linguistics
Publication year: 2014
Volume: 2
Pages range: 531–545
ISSN: 2307-387X


Abstract


This paper presents the results of a large-scale evaluation study of window-based Distributional Semantic Models on a wide variety of tasks. Our study combines a broad coverage of model parameters with a model selection methodology that is robust to overfitting and able to capture parameter interactions. We show that our strategy allows us to identify parameter configurations that achieve good performance across different datasets and tasks.



FAU Authors / FAU Editors

Evert, Stefan Prof. Dr.
Lehrstuhl für Korpus- und Computerlinguistik
Lapesa, Gabriella
Professur für Korpuslinguistik


Research Fields

Collocations, multiword expressions and corpus-based discourse analysis
Lehrstuhl für Korpus- und Computerlinguistik


How to cite

APA:
Lapesa, G., & Evert, S. (2014). A Large Scale Evaluation of Distributional Semantic Models: Parameters, Interactions and Model Selection. Transactions of the Association for Computational Linguistics, 2, 531–545.

MLA:
Lapesa, Gabriella, and Stefan Evert. "A Large Scale Evaluation of Distributional Semantic Models: Parameters, Interactions and Model Selection." Transactions of the Association for Computational Linguistics 2 (2014): 531–545.

BibTeX: 

Last updated on 2018-11-08 at 00:09