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RSS FeedsIJERPH, Vol. 17, Pages 1323: A Gated Dilated Convolution with Attention Model for Clinical Cloze-style Reading Comprehension (International Journal of Environmental Research and Public Health)

 
 

19 february 2020 12:00:14

 
IJERPH, Vol. 17, Pages 1323: A Gated Dilated Convolution with Attention Model for Clinical Cloze-style Reading Comprehension (International Journal of Environmental Research and Public Health)
 


The machine comprehension research of clinical medicine has great potential value in practical application, but it has not received sufficient attention and many existing models are very time consuming for the cloze-style machine reading comprehension. In this paper, we study the cloze-style machine reading comprehension in the clinical medical field and propose a Gated Dilated Convolution with Attention (GDCA) model, which consists of a gated dilated convolution module and an attention mechanism. Our model has high parallelism and is capable of capturing long-distance dependencies. On the CliCR data set, our model surpasses the present best model on several metrics and obtains state-of-the-art result, and the training speed is 8 times faster than that of the best model.


 
174 viewsCategory: Medicine, Pathology, Toxicology
 
IJERPH, Vol. 17, Pages 1324: Fenton-Like Oxidation of Antibiotic Ornidazole Using Biochar-Supported Nanoscale Zero-Valent Iron as Heterogeneous Hydrogen Peroxide Activator (International Journal of Environmental Research and Public Health)
IJERPH, Vol. 17, Pages 1321: Food Retail Environments in Greater Melbourne 2008-2016: Longitudinal Analysis of Intra-City Variation in Density and Healthiness of Food Outlets (International Journal of Environmental Research and Public Health)
 
 
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