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1
Demo Application for the AutoGOAL Framework
Almeida-Cruz, Yudivian; Montoyo, Andres; Muñoz, Rafael. - : Association for Computational Linguistics, 2020
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2
Automatic Discovery of Heterogeneous Machine Learning Pipelines: An Application to Natural Language Processing
Estévez-Velarde, Suilan; Gutiérrez, Yoan; Almeida-Cruz, Yudivian. - : Association for Computational Linguistics, 2020
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3
Knowledge Discovery in COVID-19 Research Literature
Abstract: This paper presents the preliminary results of an ongoing project that analyzes the growing body of scientific research published around the COVID-19 pandemic. In this research, a general-purpose semantic model is used to double annotate a batch of 500 sentences that were manually selected by the researchers from the CORD-19 corpus. Afterwards, a baseline text-mining pipeline is designed and evaluated via a large batch of 100,959 sentences. We present a qualitative analysis of the most interesting facts automatically extracted and highlight possible future lines of development. The preliminary results show that general-purpose semantic models are a useful tool for discovering fine-grained knowledge in large corpora of scientific documents. ; This research has been supported by a Carolina Foundation grant in agreement with University of Alicante and University of Havana. Moreover, it has also been partially funded by both aforementioned universities, the Generalitat Valenciana (Conselleria d’Educació, Investigació, Cultura i Esport) and the Spanish Government through the projects LIVING-LANG (RTI2018-094653-B-C22) and SIIA (PROMETEO/2018/089).
Keyword: COVID-19; Large corpora; Lenguajes y Sistemas Informáticos; Research literature; Scientific documents; Semantic model
URL: http://hdl.handle.net/10045/110386
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4
A computational ecosystem to support eHealth Knowledge Discovery technologies in Spanish
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