AI and creativity: Effects of culture and task emotiveness in human-AI collaboration

Creativity is the driving force behind innovation, propelling individuals and societies toward progress by generating novel ideas and groundbreaking solutions. The emergence of generative AI models, exemplified by GPT-3, offers opportunities to enhance human creativity. This paper explores the poten...

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Main Author: TAN, Choon Ngee
Format: text
Language:English
Published: Institutional Knowledge at Singapore Management University 2024
Subjects:
AI
LLM
Online Access:https://ink.library.smu.edu.sg/etd_coll/640
https://ink.library.smu.edu.sg/context/etd_coll/article/1638/viewcontent/GPIN_AY2022_DBA_Tan_Choon_Ngee.pdf
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spelling sg-smu-ink.etd_coll-16382025-02-13T06:19:11Z AI and creativity: Effects of culture and task emotiveness in human-AI collaboration TAN, Choon Ngee Creativity is the driving force behind innovation, propelling individuals and societies toward progress by generating novel ideas and groundbreaking solutions. The emergence of generative AI models, exemplified by GPT-3, offers opportunities to enhance human creativity. This paper explores the potential for unprecedented breakthroughs through the synergy between human intuition and AI-driven creativity, providing practical guidance on leveraging AI to amplify creative capacities. Study 1 finds that AI models trained on data from the U.S. and Chinese cultures exhibit cultural norms, values and cognition of those cultures. Study 2 finds that when humans and AI models of the same culture collaborate on local tasks, humans experience greater flow, leading to better creative usefulness. However, these effects do not occur for global tasks. Study 3 finds that AI models alone perform better on cognitive rational tasks than on emotive tasks, especially for creativity usefulness. Humans outperform AI models on creativity, especially for creativity usefulness. When humans and AI models collaborate, the creative outcomes are superior to humans working alone or AI models working alone. In such collaborations, the human contribution of emotional empathy enhances the emotional depth and beauty of the results. Study 4 conducted in the field corroborates the findings of Studies 2 and 3. 2024-11-01T07:00:00Z text application/pdf https://ink.library.smu.edu.sg/etd_coll/640 https://ink.library.smu.edu.sg/context/etd_coll/article/1638/viewcontent/GPIN_AY2022_DBA_Tan_Choon_Ngee.pdf http://creativecommons.org/licenses/by-nc-nd/4.0/ Dissertations and Theses Collection (Open Access) eng Institutional Knowledge at Singapore Management University Human-AI Collaboration AI LLM Creativity Culture Task Emotiveness Task Audience Locality Artificial Intelligence and Robotics Technology and Innovation
institution Singapore Management University
building SMU Libraries
continent Asia
country Singapore
Singapore
content_provider SMU Libraries
collection InK@SMU
language English
topic Human-AI Collaboration
AI
LLM
Creativity
Culture
Task Emotiveness
Task Audience Locality
Artificial Intelligence and Robotics
Technology and Innovation
spellingShingle Human-AI Collaboration
AI
LLM
Creativity
Culture
Task Emotiveness
Task Audience Locality
Artificial Intelligence and Robotics
Technology and Innovation
TAN, Choon Ngee
AI and creativity: Effects of culture and task emotiveness in human-AI collaboration
description Creativity is the driving force behind innovation, propelling individuals and societies toward progress by generating novel ideas and groundbreaking solutions. The emergence of generative AI models, exemplified by GPT-3, offers opportunities to enhance human creativity. This paper explores the potential for unprecedented breakthroughs through the synergy between human intuition and AI-driven creativity, providing practical guidance on leveraging AI to amplify creative capacities. Study 1 finds that AI models trained on data from the U.S. and Chinese cultures exhibit cultural norms, values and cognition of those cultures. Study 2 finds that when humans and AI models of the same culture collaborate on local tasks, humans experience greater flow, leading to better creative usefulness. However, these effects do not occur for global tasks. Study 3 finds that AI models alone perform better on cognitive rational tasks than on emotive tasks, especially for creativity usefulness. Humans outperform AI models on creativity, especially for creativity usefulness. When humans and AI models collaborate, the creative outcomes are superior to humans working alone or AI models working alone. In such collaborations, the human contribution of emotional empathy enhances the emotional depth and beauty of the results. Study 4 conducted in the field corroborates the findings of Studies 2 and 3.
format text
author TAN, Choon Ngee
author_facet TAN, Choon Ngee
author_sort TAN, Choon Ngee
title AI and creativity: Effects of culture and task emotiveness in human-AI collaboration
title_short AI and creativity: Effects of culture and task emotiveness in human-AI collaboration
title_full AI and creativity: Effects of culture and task emotiveness in human-AI collaboration
title_fullStr AI and creativity: Effects of culture and task emotiveness in human-AI collaboration
title_full_unstemmed AI and creativity: Effects of culture and task emotiveness in human-AI collaboration
title_sort ai and creativity: effects of culture and task emotiveness in human-ai collaboration
publisher Institutional Knowledge at Singapore Management University
publishDate 2024
url https://ink.library.smu.edu.sg/etd_coll/640
https://ink.library.smu.edu.sg/context/etd_coll/article/1638/viewcontent/GPIN_AY2022_DBA_Tan_Choon_Ngee.pdf
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