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A Bayesian multilevel analysis of belief alignment effect predicting human moral intuitions of artificial intelligence judgments

Authors :
Liu, Yuxin
Moore, Adam
Culbertson, Jennifer
Perfors, Andrew
Rabagliati, Hugh
Ramenzoni, Veronica
Source :
Liu, Y & Moore, A 2022, A Bayesian multilevel analysis of belief alignment effect predicting human moral intuitions of artificial intelligence judgments . in J Culbertson, A Perfors, H Rabagliati & V Ramenzoni (eds), Proceedings of the 44th Annual Conference of the Cognitive Science Society . Proceedings of the Annual Conference of the Cognitive Science Society, vol. 44, eScholarship University of California, pp. 2116-2125, 44th Annual Meeting of the Cognitive Science Society, Toronto, Canada, 27/07/22 . < https://escholarship.org/uc/item/3v79704h >
Publication Year :
2022
Publisher :
eScholarship University of California, 2022.

Abstract

Despite substantial progress in artificial intelligence (AI) little is known about people’s moral intuitions towards AI systems. Given that politico-moral intuitions often influence judgements in non-rational ways, we investigated participants’ willingness to act on verdicts provided by an expert AI system, trust in AI, and perceived fairness of AI as a function of the AI system’s (dis)agreement with their pre-existing politico-moral beliefs across various morally contentious issues. Results show belief alignment triggered a willingness to act on AI verdicts but did not increase trust or fairness perception of the AI. This result was unaffected by general AI attitudes. Our findings suggest a disassociation between acceptance of AI recommendations and judgements of trust/fairness of the AI, and that such acceptance is partly driven by alignment with pre-existing intuitions.

Details

Language :
English
Database :
OpenAIRE
Journal :
Liu, Y &amp; Moore, A 2022, A Bayesian multilevel analysis of belief alignment effect predicting human moral intuitions of artificial intelligence judgments . in J Culbertson, A Perfors, H Rabagliati &amp; V Ramenzoni (eds), Proceedings of the 44th Annual Conference of the Cognitive Science Society . Proceedings of the Annual Conference of the Cognitive Science Society, vol. 44, eScholarship University of California, pp. 2116-2125, 44th Annual Meeting of the Cognitive Science Society, Toronto, Canada, 27/07/22 . < https://escholarship.org/uc/item/3v79704h >
Accession number :
edsair.od......3094..e1f97101dd2633dfd987329b743dba66