ACL Anthology Network (All About NLP) (beta) The Association Of Computational Linguistics Anthology Network |
ACL ID | D12-1104 |
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Title | PATTY: A Taxonomy of Relational Patterns with Semantic Types |
Venue | Conference on Empirical Methods in Natural Language Processing |
Session | Main Conference |
Year | 2012 |
Authors |
This paper presents PATTY: a large resource for textual patterns that denote binary relations between entities. The patterns are semanti- cally typed and organized into a subsumption taxonomy. The PATTY system is based on ef- ficient algorithms for frequent itemset mining and can process Web-scale corpora. It har- nesses the rich type system and entity popu- lation of large knowledge bases. The PATTY taxonomy comprises 350,569 pattern synsets. Random-sampling-based evaluation shows a pattern accuracy of 84.7%. PATTY has 8,162 subsumptions, with a random-sampling-based precision of 75%. The PATTY resource is freely available for interactive access and download.