[PDF][PDF] Exemplar-based models for word meaning in context

K Erk, S Padó - Proceedings of the acl 2010 conference short …, 2010 - aclanthology.org
Proceedings of the acl 2010 conference short papers, 2010aclanthology.org
This paper describes ongoing work on distributional models for word meaning in context.
We abandon the usual one-vectorper-word paradigm in favor of an exemplar model that
activates only relevant occurrences. On a paraphrasing task, we find that a simple exemplar
model outperforms more complex state-of-the-art models.
Abstract
This paper describes ongoing work on distributional models for word meaning in context. We abandon the usual one-vectorper-word paradigm in favor of an exemplar model that activates only relevant occurrences. On a paraphrasing task, we find that a simple exemplar model outperforms more complex state-of-the-art models.
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