4) Cluster senses by using a hierarchical agglomerative clustering method, e.g., the group-average method.
this naive method is not effective because some senses usually have duplicated definitions in step 1) despite the fact that the sense-vs.-clue correlation matrix calculation algorithm presupposes a set of senses without duplicated definitions.