A Systematic Study of Semantic Vector Space Model Parameters
Douwe Kiela, Stephen Charles Clark · 2014
We present a systematic study of parameters used in the construction of semantic vector space models.Evaluation is carried out on a variety of similarity tasks, including a compositionality dataset, using several source corpora.In addition to recommendations for optimal parameters, we present some novel findings, including a similarity metric that outperforms the alternatives on all tasks considered.