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AAAI
1993

Learning Semantic Grammars with Constructive Inductive Logic Programming

13 years 8 months ago
Learning Semantic Grammars with Constructive Inductive Logic Programming
Automating the construction of semantic grammars is a di cult and interesting problem for machine learning. This paper shows how the semantic-grammar acquisition problem can be viewed as the learning of search-control heuristics in a logic program. Appropriate control rules are learned using a new rst-order induction algorithm that automatically invents useful syntactic and semantic categories. Empirical results show that the learned parsers generalize well to novel sentences and out-perform previous approaches based on connectionist techniques.
John M. Zelle, Raymond J. Mooney
Added 02 Nov 2010
Updated 02 Nov 2010
Type Conference
Year 1993
Where AAAI
Authors John M. Zelle, Raymond J. Mooney
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