A taxonomy of academic abstract sentence classification modelling

Connor Stead*, Stephen Smith, Peter Busch, Savanid Vatanasakdakul

*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceedingConference proceeding contributionpeer-review

Abstract

Abstract sentence classification modelling has the potential to advance literature discovery capability for the array of academic literature information systems, however, no artefact exists that categorises known models and identifies their key dimensions and characteristics.

Aims: To systematically categorise known abstract sentence classification models and make this knowledge readily available to future researchers and professionals concerned with model development and deployment.

Method: An information systems taxonomy development methodology was adopted to after a literature review to categorise 23 abstract sentence classification models identified from the literature. Dimensions and corresponding characteristics were derived from this process with the resulting taxonomy presented.

Results: Abstract sentence classification modelling has evolved significantly with state of the art models now leveraging neural networks to achieve high performance sentence classification. The resulting taxonomy provides a novel means to observe the development of this research field and enables information systems researchers to consider how such models can be deployed and their capability utilised.
Original languageEnglish
Title of host publicationITAIS 2021 XVIII Conference of the Italian Chapter of AIS
Subtitle of host publicationDigital resilience and sustainability: people, organizations, and society
Place of PublicationAtlanta, GA
PublisherAssociation for Information Systems
Pages1-14
Number of pages14
Publication statusPublished - 2021
EventITAIS 2021 - XVIII Conference of the Italian Chapter of AIS: Digital resilience and sustainability: people, organizations, and society - University of Trento, Trento, Italy
Duration: 15 Oct 202116 Oct 2021
Conference number: 18
http://www.itais.org/conference/2021/

Conference

ConferenceITAIS 2021 - XVIII Conference of the Italian Chapter of AIS
Country/TerritoryItaly
CityTrento
Period15/10/2116/10/21
Internet address

Keywords

  • Abstract sentence classification modelling
  • Taxonomy
  • CLASSIFICATION
  • Design science

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