Evaluation of distributional semantic models: a holistic approach

Gabriel Bernier-Colborne, Patrick Drouin


Abstract
We investigate how both model-related factors and application-related factors affect the accuracy of distributional semantic models (DSMs) in the context of specialized lexicography, and how these factors interact. This holistic approach to the evaluation of DSMs provides valuable guidelines for the use of these models and insight into the kind of semantic information they capture.
Anthology ID:
W16-4707
Volume:
Proceedings of the 5th International Workshop on Computational Terminology (Computerm2016)
Month:
December
Year:
2016
Address:
Osaka, Japan
Venues:
CompuTerm | WS
SIG:
Publisher:
The COLING 2016 Organizing Committee
Note:
Pages:
52–61
Language:
URL:
https://www.aclweb.org/anthology/W16-4707
DOI:
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PDF:
http://aclanthology.lst.uni-saarland.de/W16-4707.pdf