Most of the popular methods are based on a distributional approach: the meaning of a word is defined by the context of its use, i.e., the neighboring words.
distributional representations carry no explicit linguistic information and cannot easily represent some important semantic relationships, such as synonymy and antonymy (Nguyen et al., 2016).