Spectral clustering (SPEC) has proved promising in previous verb clustering experiments (Brew and Schulte im Walde, 2002;<cite> Sun and Korhonen, 2009</cite> ) and other similar NLP tasks involving high dimensional feature space (Chen et al., 2006) .