... learning for semantic argu-ment classification. In Machine Learning.Vasin Punyakanok, Dan Roth, and Wen-tau Yih. 2008.The importance of syntactic parsing and inference in semantic role labeling. ... struc-tural information to a local SRL approach, we in- corporate thematic hierarchy relations into localclassification results using re-ranking technique in the SRC stage. Two re-ranking approaches,1) ... Computational LinguisticsPeking UniversityKey Laboratory of Computational LinguisticsMinistry of Education, Chinaweiwsun@gmail.com;{wm,szf}@pku.edu.cnAbstract In Semantic Role Labeling (SRL), it is...