bat and club) at the cost of lower robustness to noisy clusters that might be introduced when K is large.
when contextual information is available, AvgSim and MaxSim can be modified to produce more precise similarity computations: , the maximum likelihood cluster for w in context c. AvgSimC corresponds to soft cluster assignment, weighting each similarity term in AvgSim by the likelihood of the word contexts appearing in their respective clusters.