Human Language Question To SQL Query Using Deep Learning

被引:1
|
作者
Ahkouk, Karam [1 ]
Machkour, Mustapha [1 ]
机构
[1] Univ Ibn Zohr, Lab Comp Syst & Vis, Agadir, Morocco
来源
2019 THIRD INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTING IN DATA SCIENCES (ICDS 2019) | 2019年
关键词
Natural language; Database languages; machine translation; deep learning;
D O I
10.1109/icds47004.2019.8942342
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Inferring structured queries from human language is a complex task that should take into account the lack of knowledge of structural languages like SQL, XQuery, XPath, etc..., in order to effectively use the content of database systems. In this paper, we describe the pros & cons of the existing approaches in the task of text to SQL. We put the light on the ones making use of syntax parsing and the others that utilize deep learning methods to predict the appropriate queries.
引用
收藏
页数:6
相关论文
共 50 条
  • [31] RQL: An SQL-like Query Language for Discovering Meaningful Rules
    Chardin, Brice
    Coquery, Emmanuel
    Pailloux, Marie
    Petit, Jean-Marc
    2014 IEEE INTERNATIONAL CONFERENCE ON DATA MINING WORKSHOP (ICDMW), 2014, : 1203 - 1206
  • [32] An SQL-Based Query Language and Engine for Graph Pattern Matching
    Krause, Christian
    Johannsen, Daniel
    Deeb, Radwan
    Sattler, Kai-Uwe
    Knacker, David
    Niadzelka, Anton
    GRAPH TRANSFORMATION, 2016, 9761 : 153 - 169
  • [33] Natural Language Based SQL Query Verification Against Relational Schema
    Khan, Shoaib Saleem
    Saeed, Abid
    Majeed, Yasir
    Kamran, Muhammad
    INTELLIGENT TECHNOLOGIES AND APPLICATIONS, INTAP 2018, 2019, 932 : 391 - 400
  • [34] SQL/NF - A QUERY LANGUAGE FOR = 1NF RELATIONAL DATABASES
    ROTH, MA
    KORTH, HF
    BATORY, DS
    INFORMATION SYSTEMS, 1987, 12 (01) : 99 - 114
  • [35] ISQNL: Interpretable SQL Query Synthesizer from Natural Language Input
    Phal, Shubham Milind
    Yatish, H. R.
    Hukkeri, Tanmay Sanjay
    Natarajan, Abhiram
    Gonchigar, Prathika
    Deepamala, N.
    PROCEEDINGS OF THE 1ST INTERNATIONAL CONFERENCE ON ADVANCED INFORMATION SCIENCE AND SYSTEM, AISS 2019, 2019,
  • [36] Grid global structure query language G2SQL
    Xie, Z.
    Chen, Z. L.
    Wu, L.
    Tian, G.
    2008 PROCEEDINGS OF INFORMATION TECHNOLOGY AND ENVIRONMENTAL SYSTEM SCIENCES: ITESS 2008, VOL 2, 2008, : 847 - 852
  • [37] Research on natural language query to SQL method with fused table structure
    Liu, Chuanlong
    Liao, Wei
    Xu, Zhen
    2024 5TH INTERNATIONAL CONFERENCE ON COMPUTER ENGINEERING AND APPLICATION, ICCEA 2024, 2024, : 564 - 567
  • [38] PSS-SQL: Protein Secondary Structure - Structured Query Language
    Mrozek, Dariusz
    Wieczorek, Dominika
    Malysiak-Mrozek, Bozena
    Kozielski, Stanislaw
    2010 ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2010, : 1073 - 1076
  • [39] Machine learning for query formulation in question answering
    Monz, Christof
    NATURAL LANGUAGE ENGINEERING, 2011, 17 : 425 - 454
  • [40] Enhancing Natural Language Query to SQL Query Generation Through Classification-Based Table Selection
    Chopra, Ankush
    Azam, Rauful
    ENGINEERING APPLICATIONS OF NEURAL NETWORKS, EANN 2024, 2024, 2141 : 152 - 165