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Language-based game theory in the age of artificial intelligence [Elektronski vir]Capraro, Valerio ...Understanding human behaviour in decision problems and strategicinteractions has wide-ranging applications in economics, psychology andartificial intelligence. Game theory offers a robust ... foundation for this under-standing, based on the idea that individuals aim to maximize a utilityfunction. However, the exact factors influencing strategy choices remainelusive. While traditional models try to explain human behaviour as a func-tion of the outcomes of available actions, recent experimental researchreveals that linguistic content significantly impacts decision-making, thusprompting a paradigm shift from outcome-based to language-based utilityfunctions. This shift is more urgent than ever, given the advancement ofgenerative AI, which has the potential to support humans in making criticaldecisions through language-based interactions. We propose sentiment analy-sis as a fundamental tool for this shift and take an initial step by analysing61 experimental instructions from the dictator game, an economic gamecapturing the balance between self-interest and the interest of others,which is at the core of many social interactions. Our meta-analysis showsthat sentiment analysis can explain human behaviour beyond economicoutcomes. We discuss future research directions. We hope this worksets the stage for a novel game-theoretical approach that emphasizes theimportance of language in human decisions.Source: Journal of the Royal Society interface [Elektronski vir]. - ISSN 1742-5662 (Vol. 21, no. 212, [article no.] 20230720, Mar. 2024, 9 str.)Type of material - e-article ; adult, seriousPublish date - 2024Language - englishCOBISS.SI-ID - 189617155
Author
Capraro, Valerio |
Di Paolo, Roberto |
Perc, Matjaž |
Pizziol, Veronica
Topics
teorija iger |
umetna inteligenca |
družbene preference |
jezikovne preference |
socialna fizika |
moralno vedenje |
zaupanje |
game theory |
artificial intelligence |
social preferences |
language-based preferences |
social physics |
moral behavior |
trust
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Database name | Field | Year |
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Capraro, Valerio | |
Di Paolo, Roberto | |
Perc, Matjaž | 23428 |
Pizziol, Veronica |
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