• English
    • Türkçe
  • English 
    • English
    • Türkçe
  • Login
View Item 
  •   DSpace Home
  • Araştırma Çıktıları / Scopus
  • Araştırma Çıktıları / Scopus
  • View Item
  •   DSpace Home
  • Araştırma Çıktıları / Scopus
  • Araştırma Çıktıları / Scopus
  • View Item
JavaScript is disabled for your browser. Some features of this site may not work without it.

Ask me: A Question Answering System via Dynamic Memory Networks

Thumbnail
Date
2019
Author
Yiğit, Gülsüm
Amasyalı, Mehmet Fatih
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.

Source

Proceedings - 2019 Innovations in Intelligent Systems and Applications Conference, ASYU 2019

Volume

October 2019

URI

https://doi.org/10.1109/ASYU48272.2019.8946411
https://hdl.handle.net/20.500.12469/3651

Collections

  • Araştırma Çıktıları / Scopus [1565]
  • Bilgisayar Mühendisliği / Computer Engineering [188]

Keywords

Dynamic Memory Network
Natural Language Processing
Question Answering

Share


DSpace software copyright © 2002-2015  DuraSpace
Contact Us | Send Feedback
Theme by 
@mire NV
 

 

Browse

All of DSpaceCommunities & CollectionsBy Issue DateBy AuthorsBy TitlesBy SubjectsBy TypesBy LanguagesBy DepartmentsBy PublishersBy KHAS AuthorsBy Access TypesThis CollectionBy Issue DateBy AuthorsBy TitlesBy SubjectsBy TypesBy LanguagesBy DepartmentsBy PublishersBy KHAS AuthorsBy Access Types

My Account

LoginRegister

Statistics

View Google Analytics Statistics

DSpace software copyright © 2002-2015  DuraSpace
Contact Us | Send Feedback
Theme by 
@mire NV