In a recent work, <cite>Jana and Goyal (2018b)</cite> used network features extracted from the DT to detect co-hyponyms. In our approach, we attempt to use embeddings obtained through a network representation learning method such as node2vec (Grover and Leskovec, 2016) when applied over the DT network.