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• W2155734303 abstract "This paper presents a novel metric-based framework for the task of automatic taxonomy induction. The framework incrementally clusters terms based on ontology metric, a score indicating semantic distance; and transforms the task into a multi-criteria optimization based on minimization of taxonomy structures and modeling of term abstractness. It combines the strengths of both lexico-syntactic patterns and clustering through incorporating heterogeneous features. The flexible design of the framework allows a further study on which features are the best for the task under various conditions. The experiments not only show that our system achieves higher F1-measure than other state-of-the-art systems, but also reveal the interaction between features and various types of relations, as well as the interaction between features and term abstractness." @default.
• W2155734303 created "2016-06-24" @default.
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• W2155734303 date "2009-01-01" @default.
• W2155734303 modified "2023-10-16" @default.
• W2155734303 title "A metric-based framework for automatic taxonomy induction" @default.
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• W2155734303 doi "https://doi.org/10.3115/1687878.1687918" @default.
• W2155734303 hasPublicationYear "2009" @default.
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