Please use this identifier to cite or link to this item: https://doi.org/10.21256/zhaw-18074
Title: A comparative survey of recent natural language interfaces for databases
Authors : Affolter, Katrin
Stockinger, Kurt
Bernstein, Abraham
et. al : No
Published in : The VLDB journal
Publisher / Ed. Institution : Springer
Issue Date: 28-Aug-2019
License (according to publishing contract) : CC BY 4.0: Attribution 4.0 International
Type of review: Peer review (publication)
Language : English
Subjects : Natural language interfaces; Query processing·; Survey; Database research
Subject (DDC) : 005: Computer programming, programs and data
Abstract: Over the last few years, natural language interfaces (NLI) for databases have gained significant traction both in academia and industry. These systems use very different approaches as described in recent survey papers. However, these systems have not been systematically compared against a set of benchmark questions in order to rigorously evaluate their functionalities and expressive power. In this paper, we give an overview over 24 recently developed NLIs for databases. Each of the systems is evaluated using a curated list of ten sample questions to show their strengths and weaknesses. We categorize the NLIs into four groups based on the methodology they are using: keyword-, pattern-, parsing- and grammar-based NLI. Overall, we learned that keyword-based systems are enough to answer simple questions. To solve more complex questions involving subqueries, the system needs to apply some sort of parsing to identify structural dependencies. Grammar-based systems are overall the most powerful ones, but are highly dependent on their manually designed rules. In addition to providing a systematic analysis of the major systems, we derive lessons learned that are vital for designing NLIs that can answer a wide range of user questions.
Departement: School of Engineering
Organisational Unit: Institute of Applied Information Technology (InIT)
Publication type: Article in scientific journal
DOI : 10.1007/s00778-019-00567-8
10.21256/zhaw-18074
ISSN: 1066-8888
0949-877X
URI: https://digitalcollection.zhaw.ch/handle/11475/18074
Published as part of the ZHAW project : NatalieDB: Natural Language Interface for Databases
Appears in Collections:Publikationen School of Engineering

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