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NL Seminar-Metonymy resolution with multi-faceted knowledge from Wikipedia
Fri, Jun 26, 2015 @ 03:00 PM - 04:00 PM
Information Sciences Institute
Conferences, Lectures, & Seminars
Speaker: Vivi Nastase, USC/ISI
Talk Title: Metonymy resolution with multi-faceted knowledge from Wikipedia
Series: Natural Language Seminar
Abstract: Metonymic words stand-in for concepts closely related to the words' literal interpretation. Resolving metonymies would then require identifying potentially metonymic words, finding closely related concepts, and determining which one fits the local (grammatically-related) and global context best. Each of these tasks can be resolved best by using different types of resources: a network of concepts for finding related concepts; a grammatically analyzed corpus (and, ideally, an ontology) for computing selectional preferences for the local context; a large corpus for computing co-occurrence probabilities, to factor in the global context. Within NLP we do have all these types of resources, but because of their different requirements -- e.g. relational models of meaning rely on differentiating word senses, while distributional representations do not (cannot) make such distinctions -- they are separate from one another. By using Wikipedia and exploiting its various structured/semi-structured sources of information, we can build a resource that combines the three types of meaning representations mentioned above. I will discuss the task of metonymy resolution and show how the combination of representations extracted from Wikipedia makes possible an unsupervised approach to this task.
Biography: Vivi Nastase is a researcher at the Fondazione Bruno Kessler in Trento, working mainly on lexical semantics, semantic relations, knowledge acquisition and language evolution. She holds a Ph.D. from the University of Ottawa, Canada, and has previously worked at the Heidelberg Institute of Theoretical Studies (HITS) and the University of Heidelberg.
Host: Nima Pourdamghani and Kevin Knight
More Info: http://nlg.isi.edu/nl-seminar/
Audiences: Everyone Is Invited
Contact: Peter Zamar
Event Link: http://nlg.isi.edu/nl-seminar/