Picturing the fictitious person: An exploratory study on the effect of images on user perceptions of AI-generated personas

Detalhes bibliográficos
Autor(a) principal: Salminen, J.
Data de Publicação: 2024
Outros Autores: Santos, J. M., Jung, S.-G., Jansen, B. J.
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10071/31316
Resumo: Human-computer interaction (HCI) research is facing a vital question of the effectiveness of personas generated using artificial intelligence (AI). Addressing this question, this research explores user perceptions of AI-generated personas for textual content (GPT-4) and two image generation models (DALL-E and Midjourney). We evaluate whether the inclusion of images in AI-generated personas impacts user perception or if AI text descriptions alone suffice to create good personas. Recruiting 216 participants, we compare three AI-generated personas without images and those with either DALL-E or Midjourney-created images. Contrary to expectations from persona literature, the presence of images in AI-generated personas did not significantly impact user perceptions. Rather, the participants generally perceived AI-generated personas to be of good quality regardless of the inclusion of images. These findings suggest that textual content, i.e., the persona narrative, is the primary driver of user perceptions in AI-generated personas. Our findings contribute to the ongoing AI-HCI discourse and provide recommendations for designing AI-generated personas.
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spelling Picturing the fictitious person: An exploratory study on the effect of images on user perceptions of AI-generated personasAI personasPersona designImagesLarge language modelsPersona perceptionsHuman-computer interaction (HCI) research is facing a vital question of the effectiveness of personas generated using artificial intelligence (AI). Addressing this question, this research explores user perceptions of AI-generated personas for textual content (GPT-4) and two image generation models (DALL-E and Midjourney). We evaluate whether the inclusion of images in AI-generated personas impacts user perception or if AI text descriptions alone suffice to create good personas. Recruiting 216 participants, we compare three AI-generated personas without images and those with either DALL-E or Midjourney-created images. Contrary to expectations from persona literature, the presence of images in AI-generated personas did not significantly impact user perceptions. Rather, the participants generally perceived AI-generated personas to be of good quality regardless of the inclusion of images. These findings suggest that textual content, i.e., the persona narrative, is the primary driver of user perceptions in AI-generated personas. Our findings contribute to the ongoing AI-HCI discourse and provide recommendations for designing AI-generated personas.Elsevier2024-03-11T16:13:19Z2024-01-01T00:00:00Z20242024-03-11T16:13:02Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10071/31316eng2949-882110.1016/j.chbah.2024.100052Salminen, J.Santos, J. M.Jung, S.-G.Jansen, B. J.info:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2024-03-17T01:17:37Zoai:repositorio.iscte-iul.pt:10071/31316Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-20T04:01:44.594900Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv Picturing the fictitious person: An exploratory study on the effect of images on user perceptions of AI-generated personas
title Picturing the fictitious person: An exploratory study on the effect of images on user perceptions of AI-generated personas
spellingShingle Picturing the fictitious person: An exploratory study on the effect of images on user perceptions of AI-generated personas
Salminen, J.
AI personas
Persona design
Images
Large language models
Persona perceptions
title_short Picturing the fictitious person: An exploratory study on the effect of images on user perceptions of AI-generated personas
title_full Picturing the fictitious person: An exploratory study on the effect of images on user perceptions of AI-generated personas
title_fullStr Picturing the fictitious person: An exploratory study on the effect of images on user perceptions of AI-generated personas
title_full_unstemmed Picturing the fictitious person: An exploratory study on the effect of images on user perceptions of AI-generated personas
title_sort Picturing the fictitious person: An exploratory study on the effect of images on user perceptions of AI-generated personas
author Salminen, J.
author_facet Salminen, J.
Santos, J. M.
Jung, S.-G.
Jansen, B. J.
author_role author
author2 Santos, J. M.
Jung, S.-G.
Jansen, B. J.
author2_role author
author
author
dc.contributor.author.fl_str_mv Salminen, J.
Santos, J. M.
Jung, S.-G.
Jansen, B. J.
dc.subject.por.fl_str_mv AI personas
Persona design
Images
Large language models
Persona perceptions
topic AI personas
Persona design
Images
Large language models
Persona perceptions
description Human-computer interaction (HCI) research is facing a vital question of the effectiveness of personas generated using artificial intelligence (AI). Addressing this question, this research explores user perceptions of AI-generated personas for textual content (GPT-4) and two image generation models (DALL-E and Midjourney). We evaluate whether the inclusion of images in AI-generated personas impacts user perception or if AI text descriptions alone suffice to create good personas. Recruiting 216 participants, we compare three AI-generated personas without images and those with either DALL-E or Midjourney-created images. Contrary to expectations from persona literature, the presence of images in AI-generated personas did not significantly impact user perceptions. Rather, the participants generally perceived AI-generated personas to be of good quality regardless of the inclusion of images. These findings suggest that textual content, i.e., the persona narrative, is the primary driver of user perceptions in AI-generated personas. Our findings contribute to the ongoing AI-HCI discourse and provide recommendations for designing AI-generated personas.
publishDate 2024
dc.date.none.fl_str_mv 2024-03-11T16:13:19Z
2024-01-01T00:00:00Z
2024
2024-03-11T16:13:02Z
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url http://hdl.handle.net/10071/31316
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language eng
dc.relation.none.fl_str_mv 2949-8821
10.1016/j.chbah.2024.100052
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reponame_str Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
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