Latent Variable Models of Selectional Preference
- 👤 Speaker: Diarmuid Ó Séaghdha, University of Cambridge
- 📅 Date & Time: Monday 28 June 2010, 12:30 - 13:00
- 📍 Venue: GS15, Computer Laboratory
Abstract
This paper describes the application of so-called “topic models” to selectional preference induction. Three models related to Latent Dirichlet Allocation, a proven method for modelling document-word co-occurrences, are presented and evaluated on datasets of human plausibility judgements. Compared to previously proposed techniques, these models perform very competitively, especially for infrequent predicate-argument combinations where they exceed the quality of Web-scale predictions while using relatively little data.
Series This talk is part of the NLIP Seminar Series series.
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Diarmuid Ó Séaghdha, University of Cambridge
Monday 28 June 2010, 12:30-13:00