Automatic labeling of semantic roles
Computational Linguistics
Class-Based Construction of a Verb Lexicon
Proceedings of the Seventeenth National Conference on Artificial Intelligence and Twelfth Conference on Innovative Applications of Artificial Intelligence
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COLING '04 Proceedings of the 20th international conference on Computational Linguistics
A comparative study on generalization of semantic roles in FrameNet
ACL '09 Proceedings of the Joint Conference of the 47th Annual Meeting of the ACL and the 4th International Joint Conference on Natural Language Processing of the AFNLP: Volume 1 - Volume 1
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This paper presents a novel approach to semantic role annotation implementing an entailment-based view of the concept of semantic role. I propose to represent arguments of predicates with grammatically relevant primitive properties entailed by the semantics of predicates. Such meaning components generalise over a range of semantic relations which humans tend to express systematically through language. In a preliminary study, I show that we can model linguistic knowledge at a general, principled syntax-semantics interface by incorporating a layer of skeletal, entailment-based representation of word meaning in large-scale corpus annotation.