Title:
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On the portability and tuning of supervised word sense disambiguation systems
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Author:
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Escudero Bakx, Gerard; Màrquez Villodre, Lluís; Rigau Claramunt, German
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Other authors:
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Universitat Politècnica de Catalunya. Departament de Ciències de la Computació; Universitat Politècnica de Catalunya. GPLN - Grup de Processament del Llenguatge Natural |
Abstract:
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This report describes a set of experiments carried out to explore the portability of alternative supervised Word Sense
Disambiguation algorithms. The aim of the work is threefold: firstly, studying the performance of these algorithms when tested
on a different corpus from that they were trained on; secondly, exploring their ability to tune to new domains, and thirdly,
demonstrating empirically that the LazyBoosting algorithm outperforms state-of-the-art supervised WSD algorithms in both
previous situations. |
Subject(s):
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-Àrees temàtiques de la UPC::Informàtica -Word sense disambiguation -WSD -LazyBoosting algorithm -Machine learning -Natural language processing -Portability and tuning of NLP systems |
Rights:
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Document type:
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Article - Published version Report |
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