PunFields at SemEval-2017 Task 7: Employing Roget's Thesaurus in Automatic Pun Recognition and Interpretation

July 18, 2017 ยท Declared Dead ยท ๐Ÿ› International Workshop on Semantic Evaluation

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Authors Elena Mikhalkova, Yuri Karyakin arXiv ID 1707.05479 Category cs.CL: Computation & Language Citations 9 Venue International Workshop on Semantic Evaluation Last Checked 5 months ago
Abstract
The article describes a model of automatic interpretation of English puns, based on Roget's Thesaurus, and its implementation, PunFields. In a pun, the algorithm discovers two groups of words that belong to two main semantic fields. The fields become a semantic vector based on which an SVM classifier learns to recognize puns. A rule-based model is then applied for recognition of intentionally ambiguous (target) words and their definitions. In SemEval Task 7 PunFields shows a considerably good result in pun classification, but requires improvement in searching for the target word and its definition.
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