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The Role of human reference translation in machine translation evaluation
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In: TDX (Tesis Doctorals en Xarxa) (2017)
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Phrase table expansion for statistical machine translation with reduced parallel corpora: the Chinese-Spanish case
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In: TDX (Tesis Doctorals en Xarxa) (2017)
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Pattern-based automatic induction of domain adapted resources for social media analysis
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In: TDX (Tesis Doctorals en Xarxa) (2016)
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Automatic acquisition of lexical-semantic relations: gathering information in a dense representation
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In: TDX (Tesis Doctorals en Xarxa) (2016)
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The Structure of the lexicon in the task of the automatic acquisition of lexical information
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In: TDX (Tesis Doctorals en Xarxa) (2015)
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Verb SCF extraction for Spanish with dependency parsing ; Extracción de patrones de subcategorización de verbos en castellano con análisis de dependencias
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Annotation of regular polysemy: an empirical assessment of the underspecified sense
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In: TDX (Tesis Doctorals en Xarxa) (2013)
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METANET4U: enhancing the European linguistic infrastructure ; METANET4U: aumentar la infraestructura lingüística europea
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Los Nombres eventivos no deverbales en español
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In: TDX (Tesis Doctorals en Xarxa) (2011)
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FLaReNet: una red para fomentar los recursos lingüísticos ; Fostering language resources network: FLaReNet
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El Proyecto CLARIN: Una infraestructura de investigación científica para las Humanidades y las Ciencias Sociales
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Handling of missing values in lexical acquisition
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Abstract:
Comunicació presentada a: 7th Conference on International Language Resources and Evaluation, celebrada a Valletta, Malta, del 17 al 23 de maig de 2010. ; We propose a strategy to reduce the impact of the sparse data problem in the tasks of lexical information acquisition based on the observation of linguistic cues. It justifies that the uncertainty created by missing values, i.e. non-observed cues, can be handled by estimating its likelihood of being observable. Because of the Zipfian distribution of words, instead of estimating the likelihood from the data, we exploit the correlation drawn from the fact that a lexical class is based on the observation of different cues. We obtained experimental results that show a clear benefit of the proposed approach.
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Keyword:
Automatic lexical acquisition; Dictionary induction
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URL: http://hdl.handle.net/10230/36828
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Choosing which to use? A study of distributional models for nominal lexical semantic classification
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The Spanish resource grammar: pre-processing strategy and lexical acquisition
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Towards the automatic classification of complex-type nominals
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Mining and exploiting domain-specific corpora in the PANACEA platform
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