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292031

Long-Form Open-Domain Question-Answering System Architecture

Article

Last updated: 03 Jan 2025

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Tags

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Abstract

Question Answering is one of the challenging points of research in natural language processing recently. The problem of automating the answering process for the user's queries became required. So, there were several papers suggested different system architectures for building a question answering systems. In this research paper, we suggest our own system architecture taking into consideration that the input of the system architecture is only the asked question. The suggested system architecture is a long-form open domain question answering that contains mainly two layers. The natural language processing layer which holds the data module and the computing module. This layer is responsible for many operations like pre-processing, preparing, storing the data along with taking the user's question then providing the suitable answer. The dataset of the proposed system has to be documents annotated with questions and answers extracted from these documents. Also, it has to be in SQUAD format. The computing module is a retriever-reader based deep learning model. This model achieves scores: 67% Recall@100 using dense passage retriever model and 67.7% F1 score for reader model. the Interface layer is the second layer which includes the APIs module and the user-interface module. Finally, we will discuss a real time case study for the system.

DOI

10.21608/ijicis.2023.185241.1245

Keywords

natural language processing, Long Form Open Domain Question Answering, Open Domain Question Answering, Semantic Search

Authors

First Name

Moataz

Last Name

Seliem

MiddleName

Mohammed

Affiliation

61 Mubarak Saleh St.

Email

moataz.mohammed@cis.asu.edu.eg

City

Cairo

Orcid

-

First Name

Salsabil

Last Name

Amin

MiddleName

-

Affiliation

Faculty of Computers and Information Sciences

Email

salsabil_amin@cis.asu.edu.eg

City

-

Orcid

-

First Name

M

Last Name

Aref

MiddleName

-

Affiliation

Department Computer Science, Faculty of Computer and Information Sciences,Ain Shams University, Cairo, Egypt.

Email

mostafa.aref@cis.asu.edu.eg

City

-

Orcid

0000-0002-1278-0070

Volume

23

Article Issue

1

Related Issue

40411

Issue Date

2023-03-01

Receive Date

2023-01-03

Publish Date

2023-03-01

Page Start

84

Page End

97

Print ISSN

1687-109X

Online ISSN

2535-1710

Link

https://ijicis.journals.ekb.eg/article_292031.html

Detail API

https://ijicis.journals.ekb.eg/service?article_code=292031

Order

292,031

Type

Original Article

Type Code

494

Publication Type

Journal

Publication Title

International Journal of Intelligent Computing and Information Sciences

Publication Link

https://ijicis.journals.ekb.eg/

MainTitle

Long-Form Open-Domain Question-Answering System Architecture

Details

Type

Article

Created At

23 Dec 2024