Paper: A Systematic Study of Semantic Vector Space Model Parameters

ACL ID W14-1503
Title A Systematic Study of Semantic Vector Space Model Parameters
Venue Continuous Vector Space Models and their Compositionality
Session
Year 2014
Authors

We present a systematic study of parame- ters used in the construction of semantic vector space models. Evaluation is car- ried out on a variety of similarity tasks, in- cluding a compositionality dataset, using several source corpora. In addition to rec- ommendations for optimal parameters, we present some novel findings, including a similarity metric that outperforms the al- ternatives on all tasks considered.