A Systematic Study of Semantic Vector Space Model Parameters

Douwe Kiela, Stephen Clark
2014 Proceedings of the 2nd Workshop on Continuous Vector Space Models and their Compositionality (CVSC)   unpublished
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.
doi:10.3115/v1/w14-1503 fatcat:otuc7qwoavhdvofsyjqtvuecu4