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Automatic Generation of Conversational Interfaces for Tabular Data Analysis
Gomez-Vazquez, Marcos; CABOT, Jordi; Clarisó, Robert
2024In Proceedings of the 6th Conference on ACM Conversational User Interfaces, CUI 2024
Peer reviewed
 

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Keywords :
Chatbot; Code generation; Data analysis; NLP; No-code; Automatic Generation; Chatbots; Codegeneration; Common format; Conversational interface; Data-source; Open datum; Structured data; Tabular data; Human-Computer Interaction; Software; Computer Science - Computation and Language; I.2.7; D.2
Abstract :
[en] Tabular data is the most common format to publish and exchange structured data online. A clear example is the growing number of open data portals published by public administrations. However, exploitation of these data sources is currently limited to technical people able to programmatically manipulate and digest such data. As an alternative, we propose the use of chatbots to offer a conversational interface to facilitate the exploration of tabular data sources, including support for data analytics questions that are responded via charts rendered by the chatbot. Moreover, our chatbots are automatically generated from the data source itself thanks to the instantiation of a configurable collection of conversation patterns matched to the chatbot intents and entities.
Disciplines :
Computer science
Author, co-author :
Gomez-Vazquez, Marcos ;  Luxembourg Institute of Science and Technology, Esch-sur-Alzette, Luxembourg
CABOT, Jordi  ;  University of Luxembourg > Interdisciplinary Centre for Security, Reliability and Trust (SNT) > PI Cabot ; Luxembourg Institute of Science and Technology, Esch-sur-Alzette, Luxembourg
Clarisó, Robert ;  Open University of Catalonia
External co-authors :
yes
Language :
English
Title :
Automatic Generation of Conversational Interfaces for Tabular Data Analysis
Publication date :
08 July 2024
Event name :
ACM Conversational User Interfaces 2024
Event place :
Luxembourg City, Lux
Event date :
08-07-2024 => 10-07-2024
Audience :
International
Main work title :
Proceedings of the 6th Conference on ACM Conversational User Interfaces, CUI 2024
Publisher :
Association for Computing Machinery, Inc
ISBN/EAN :
9798400705113
Peer reviewed :
Peer reviewed
Funders :
List
LuxAI
Universite du Luxembourg
Funding text :
This project is supported by the Luxembourg National Research Fund (FNR) PEARL program, grant agreement 16544475. This work has been partially funded by the Spanish government (PID2020-114615RB-I00/AEI/10.13039/501100011033, project LOCOSS).
Commentary :
6 pages, 5 figures
Available on ORBilu :
since 07 January 2025

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