Ask me: A Question Answering System via Dynamic Memory Networks

dc.contributor.author Yiğit, Gülsüm
dc.contributor.author Yiğit, Gülsüm
dc.contributor.author Amasyalı, Mehmet Fatih
dc.contributor.other Computer Engineering
dc.date.accessioned 2020-12-24T12:23:16Z
dc.date.available 2020-12-24T12:23:16Z
dc.date.issued 2019
dc.department Fakülteler, Mühendislik ve Doğa Bilimleri Fakültesi, Bilgisayar Mühendisliği Bölümü en_US
dc.description.abstract Most of the natural language processing problems can be reduced into a question answering problem. Dynamic Memory Networks (DMNs) are one of the solution approaches for question answering problems. Based on the analysis of a question answering system built by DMNs described in [1], this study proposes a model named DMN∗ which contains several improvements on its input and attention modules. DMN∗ architecture is distinguished by a multi-layer bidirectional LSTM (Long Short Term Memory) architecture on input module and several changes in computation of attention score in attention module. Experiments are conducted on Facebook bAbi dataset [2]. We also introduce Turkish bAbi dataset, and produce increased vocabulary sized tasks for each dataset. The experiments are performed on English and Turkish datasets and the accuracy performance results are compared by the work described in [1]. Our evaluation shows that the proposed model DMN∗ obtains improved accuracy performance results on various tasks for both Turkish and English. en_US
dc.identifier.citationcount 1
dc.identifier.doi 10.1109/ASYU48272.2019.8946411 en_US
dc.identifier.isbn 978-172812868-9
dc.identifier.scopus 2-s2.0-85078332209 en_US
dc.identifier.uri https://hdl.handle.net/20.500.12469/3651
dc.identifier.uri https://doi.org/10.1109/ASYU48272.2019.8946411
dc.identifier.volume 10/01/19 en_US
dc.identifier.wos WOS:000631252400024 en_US
dc.institutionauthor Yiğit, Gülsüm en_US
dc.language.iso en en_US
dc.publisher Institute of Electrical and Electronics Engineers Inc. en_US
dc.relation.journal Proceedings - 2019 Innovations in Intelligent Systems and Applications Conference, ASYU 2019 en_US
dc.relation.publicationcategory Konferans Öğesi - Uluslararası - Kurum Öğretim Elemanı en_US
dc.rights info:eu-repo/semantics/closedAccess en_US
dc.scopus.citedbyCount 6
dc.subject Dynamic Memory Network en_US
dc.subject Natural Language Processing en_US
dc.subject Question Answering en_US
dc.title Ask me: A Question Answering System via Dynamic Memory Networks en_US
dc.type Conference Object en_US
dc.wos.citedbyCount 4
dspace.entity.type Publication
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