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Fast recursive multi-class classification of pairs of text entities for biomedical event extraction
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In: Proceedings of the 14th Conference of the European Chapter of the Association for Computational Linguistics ; https://hal.archives-ouvertes.fr/hal-01060830 ; Proceedings of the 14th Conference of the European Chapter of the Association for Computational Linguistics, Apr 2014, Gothenburg, Sweden. pp.692--701 (2014)
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Abstract:
International audience ; Extracting biomedical events from scientific articles to automatically update dedicated knowledge bases has become a popular research topic with important applications. Most existing approaches are either pipeline models of specific classifiers, usually subject to cascading errors, or joint structured models, more efficient but also more costly and complicated to train. This paper proposes a system based on a pairwise model that transforms event extraction into a simple multi-class problem of classifying pairs of text entities. Such pairs are recursively provided to the classifier, allowing to extract events involving other events as arguments. This model facilitates inference compared to joint models while % relying on a single main classifier compared to being more direct and efficient than usual pipeline approaches. This method yields the best results reported so far on the BioNLP 2011 and 2013 Genia tasks.
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Keyword:
[INFO.INFO-LG]Computer Science [cs]/Machine Learning [cs.LG]
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URL: https://hal.archives-ouvertes.fr/hal-01060830/file/document.pdf
https://hal.archives-ouvertes.fr/hal-01060830
https://hal.archives-ouvertes.fr/hal-01060830/document
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| 23 |
Fast recursive biomedical event extraction ; Extraction rapide et récursive des événements biomédicaux
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In: https://tel.archives-ouvertes.fr/tel-01690893 ; Artificial Intelligence [cs.AI]. Université de Technologie de Compiègne, 2014. English. ⟨NNT : 2014COMP1963⟩ (2014)
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| 25 |
Individual common variants exert weak effects on the risk for autism spectrum disorders.
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In: Human molecular genetics, vol 21, iss 21 (2012)
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| 26 |
Individual common variants exert weak effects on the risk for autism spectrum disorders.
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In: ISSN: 0964-6906 ; EISSN: 1460-2083 ; Human Molecular Genetics ; https://www.hal.inserm.fr/inserm-00723650 ; Human Molecular Genetics, Oxford University Press (OUP), 2012, 21 (21), pp.4781-92. ⟨10.1093/hmg/dds301⟩ (2012)
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| 27 |
Individual common variants exert weak effects on the risk for autism spectrum disorders
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| 28 |
Individual common variants exert weak effects on risk for Autism Spectrum Disorders
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| 29 |
Individual common variants exert weak effects on the risk for autism spectrum disorderspi
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| 30 |
Individual common variants exert weak effects on the risk for autism spectrum disorderspi
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| 31 |
Individual common variants exert weak effects on the risk for autism spectrum disorderspi
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| 32 |
Exploring the Development of China’s National Economics
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In: Cross-Cultural Communication; Vol 2, No 2 (2006): Cross-Cultural Communication; 21-25 ; 1923-6700 ; 1712-8358 (2010)
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| 33 |
The Cultural Change of Elunchun Nationality and the Thought Provoked by the Transformation of Economy
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In: Cross-Cultural Communication; Vol 1, No 1 (2005): Cross-Cultural Communication; 28-32 ; 1923-6700 ; 1712-8358 (2010)
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| 34 |
Comparison of current activities of daily living (ADL) scores of fetal-type minamata disease patients with their ADL scores 15 years ago and communication disorders of these patients
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In: Nihon eiseigaku zasshi. Japanese journal of hygiene 62 (2007) 3, 905-910
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IDS Bibliografie zur Gesprächsforschung
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| 35 |
An enhanced vision-based approach to detect fires
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In: 2005 American Society for Engineering Education Annual Conference and Exposition (ASEE 2005), Portland, Oregon, 12-15 June 2005 (2005)
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