In order to decide which clusters could be agglomerated, we utilize the implementation of hierarchical clustering in Scipy 3 .
we pre-train rawword embeddings by the word2vec model 4 as inputs, and then we leverage the Ward (Ward, 1963) linkage and maxclust 5 criterion to automatically construct hierarchical clustering.