ACL Anthology Network (All About NLP) (beta) The Association Of Computational Linguistics Anthology Network |
ACL ID | P12-2029 |
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Title | Unsupervised Semantic Role Induction with Global Role Ordering |
Venue | Annual Meeting of the Association of Computational Linguistics |
Session | Short Paper |
Year | 2012 |
Authors |
We propose a probabilistic generative model for unsupervised semantic role induction, which integrates local role assignment deci- sions and a global role ordering decision in a unified model. The role sequence is divided into intervals based on the notion of primary roles, and each interval generates a sequence of secondary roles and syntactic constituents using local features. The global role ordering consists of the sequence of primary roles only, thus making it a partial ordering.