Bruni et al. ( 2012a ) show how a BoVW model may be easily combined with a distributional vector space model of language using only vector concatenation .
distributional semantics in technicolor
Elia Bruni Gemma Boleda Marco Baroni NamKhanh Tran
The topic model using the bimodal vocabulary outperforms a purely textual based model in word association and word similarity prediction . Bruni et al. ( 2012a ) show how a BoVW model may be easily combined with a distributional vector space model of language using only vector concatenation . Bruni et al. ( 2012b ) show that the contextual visual words ( i.e. the visual features around an object , rather than of the object itself ) are even more useful at times , suggesting the plausibility of a sort of distributional hypothesis for images .
@@CITATIONa ) show how a BoVW model may be easily combined with a distributional vector space model of language using only vector concatenation .