Picturing the fictitious person: An exploratory study on the effect of images on user perceptions of AI-generated personas
Autor(a) principal: | |
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Data de Publicação: | 2024 |
Outros Autores: | , , |
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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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 |
dc.type.status.fl_str_mv |
info:eu-repo/semantics/publishedVersion |
dc.type.driver.fl_str_mv |
info:eu-repo/semantics/article |
format |
article |
status_str |
publishedVersion |
dc.identifier.uri.fl_str_mv |
http://hdl.handle.net/10071/31316 |
url |
http://hdl.handle.net/10071/31316 |
dc.language.iso.fl_str_mv |
eng |
language |
eng |
dc.relation.none.fl_str_mv |
2949-8821 10.1016/j.chbah.2024.100052 |
dc.rights.driver.fl_str_mv |
info:eu-repo/semantics/openAccess |
eu_rights_str_mv |
openAccess |
dc.format.none.fl_str_mv |
application/pdf |
dc.publisher.none.fl_str_mv |
Elsevier |
publisher.none.fl_str_mv |
Elsevier |
dc.source.none.fl_str_mv |
reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação instacron:RCAAP |
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Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação |
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RCAAP |
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RCAAP |
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Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
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Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
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Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação |
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