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How Can Natural Language Processing and Generative AI Address Grand Challenges of Quantitative User Personas?

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

Abstract

Human-computer interaction (HCI) and natural language processing (NLP) can engage in mutually beneficial collaboration. This article summarizes previous literature to identify grand challenges for the application of NLP in quantitative user personas (QUPs), which exemplifies such collaboration. Grand challenges provide a collaborative starting point for researchers working at the intersection of NLP and QUPs, towards improved user experiences. NLP research could also benefit from focusing on generating user personas by introducing new solutions to specific NLP tasks, such as classification and generation. We also discuss the novel opportunities introduced by Generative AI to address the grand challenges, offering illustrative examples.

Original languageEnglish
Title of host publicationHCI International 2023 – Late Breaking Papers - 25th International Conference on Human-Computer Interaction, HCII 2023, Proceedings
EditorsHelmut Degen, Stavroula Ntoa, Abbas Moallem
PublisherSpringer Science and Business Media Deutschland GmbH
Pages211-231
Number of pages21
ISBN (Print)9783031480560
DOIs
Publication statusPublished - 2023
Event25th International Conference on Human-Computer Interaction, HCII 2023 - Copenhagen, Denmark
Duration: 23 Jul 202328 Jul 2023

Publication series

NameLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume14059 LNCS
ISSN (Print)0302-9743
ISSN (Electronic)1611-3349

Conference

Conference25th International Conference on Human-Computer Interaction, HCII 2023
Country/TerritoryDenmark
CityCopenhagen
Period23/07/2328/07/23

Keywords

  • Generative AI
  • Natural language processing
  • Quantitative user personas
  • User personas

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