The main motivation for this approach is the assumption that single-word distributional representations cannot represent all senses of a word well (Huang et al., 2012).
li and Jurafsky (2015) show that simply increasing the dimension- Figure 5: This grammar generates nouns (x n. i ) and adjectives (x a. i ) with masculine (x .m i ) and feminine (x .f i ) gender as well as paradigm features u i .