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Automatic Discovery of Heterogeneous Machine Learning Pipelines: An Application to Natural Language Processing
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REDES: Reconocimiento de Entidades Digitales: Enriquecimiento y Seguimiento mediante Tecnologías del Lenguaje ; REDES: Digital Entities Recognition: Enrichment and Tracking by Language Technologies
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Natural Language Processing and Information Systems : 16th International Conference on Applications of Natural Language to Information Systems, NLDB 2011, Alicante, Spain, June 28-30, 2011, Proceedings
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UB Frankfurt Linguistik
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The OpAL System at NTCIR 8 MOAT
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Abstract:
The present is marked by the availability of large volumes of heterogeneous data, whose management is extremely complex. While the treatment of factual data has been widely studied, the processing of subjective information still poses important challenges. This is especially true in tasks that combine Opinion Analysis with other challenges, such as the ones related to Question Answering. In this paper, we describe the different approaches we employed in the NTCIR 8 MOAT monolingual English (opinionatedness, relevance, answerness and polarity) and cross-lingual English-Chinese tasks, implemented in our OpAL system. The results obtained when using different settings of the system, as well as the error analysis performed after the competition, offered us some clear insights on the best combination of techniques, that balance between precision and recall. Contrary to our initial intuitions, we have also seen that the inclusion of specialized Natural Language Processing tools dealing with Temporality or Anaphora Resolution lowers the system performance, while the use of topic detection techniques using faceted search with Wikipedia and Latent Semantic Analysis leads to satisfactory system performance, both for the monolingual setting, as well as in a multilingual one. ; This paper has been partially supported by Ministerio de Ciencia e Innovación - Spanish Government (grant no. TIN2009-13391-C04-01), and Conselleria d'Educación - Generalitat Valenciana (grant no. PROMETEO/2009/119 and ACOMP/2010/288).
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Keyword:
Cross-lingual opinion analysis; Lenguajes y Sistemas Informáticos; Opinion analysis; Polarity classification; Sentiment analysis
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URL: http://hdl.handle.net/10045/22483
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EmotiBlog: a finer-grained and more precise learning of subjectivity expression models
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Going beyond traditional QA systems: challenges and keys in opinion question answering
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Opinion and generic question answering systems: a performance analysis
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Challenges to Evaluation of Multilingual Geographic Information Retrieval in GeoCLEF
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Natural Language Processing and Information Systems : 10th International Conference on Applications of Natural Language to Information Systems, NLDB 2005, Alicante, Spain, June 15-17, Proceedings
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UB Frankfurt Linguistik
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Colaboración entre información paradigmática y sintagmática en la desambiguación semántica automática
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Método de desambiguación léxica basada en el recurso léxico : dominios relevantes
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Colaboración entre información paradigmática y sintagmática en la Desambiguación Semántica Automática
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