... suggested in recent years, ranging from distributional similarity to finding shared contexts(Lin and Pantel, 2001; Ravichandran and Hovy, 2002; Shinyama et al., 2002; Barzilay and Lee,2003; Szpektor ... and generating new sentences. In Proceedings of HLT-NAACL.Deepak Ravichandran and Eduard Hovy. 2002. Learningsurface text patterns for a question answering system. In Proceedings of ACL.Lorenza ... Kouylekov, Idan Szpektor, IdoDagan, and Alberto Lavelli. 2006. Investigating ageneric paraphrase -based approach for relation extrac-tion. In Proceedings of EACL.Satoshi Sekine. 2005. Automatic paraphrase...