A Turing test of whether AI chatbots are behaviorally similar to humans

Author:

Mei Qiaozhu1,Xie Yutong1,Yuan Walter2,Jackson Matthew O.34ORCID

Affiliation:

1. School of Information, University of Michigan, Ann Arbor, MI 48109

2. MobLab, Pasadena, CA 91107

3. Department of Economics, Stanford University, Stanford, CA 94305

4. External Faculty, Santa Fe Institute, Santa Fe, NM 87501

Abstract

We administer a Turing test to AI chatbots. We examine how chatbots behave in a suite of classic behavioral games that are designed to elicit characteristics such as trust, fairness, risk-aversion, cooperation, etc., as well as how they respond to a traditional Big-5 psychological survey that measures personality traits. ChatGPT-4 exhibits behavioral and personality traits that are statistically indistinguishable from a random human from tens of thousands of human subjects from more than 50 countries. Chatbots also modify their behavior based on previous experience and contexts “as if” they were learning from the interactions and change their behavior in response to different framings of the same strategic situation. Their behaviors are often distinct from average and modal human behaviors, in which case they tend to behave on the more altruistic and cooperative end of the distribution. We estimate that they act as if they are maximizing an average of their own and partner’s payoffs.

Publisher

Proceedings of the National Academy of Sciences

Reference31 articles.

1. A. M. Turing Computing machinery and intelligence. MIND: Quart. Rev. Psychol. Philos. 54 433–460 (1950).

2. K. Warwick, Turing Test Success Marks Milestone in Computing History (University or Reading Press Release, 2014), p. 8.

3. S. Bubeck et al. Sparks of artificial general intelligence: Early experiments with GPT-4. arXiv [Preprint] (2023). http://arxiv.org/abs/2303.12712 (Accessed 28 December 2023).

4. K. Girotra L. Meincke C. Terwiesch K. T. Ulrich Ideas are dimes a dozen: large language models for idea generation in innovation. Available at SSRN: http://dx.doi.org/10.2139/ssrn.4526071. Accessed 28 December 2023.

5. The emergence of economic rationality of GPT

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