A small staff of pc scientists and sociologists, working with Google DeepMind, has developed an AI utility that may generate a simulation of an individual’s persona after interviewing them for simply two hours. The group has written a paper describing their work and the place they consider such efforts are heading; it’s available on the arXiv preprint server.
As scientists proceed to push the boundaries of AI analysis, they proceed to seek out new and fascinating purposes. On this newest effort, the analysis staff used the LLM mannequin ChatGPT as a foundation for creating a brand new mannequin that can be utilized to study sufficient about an individual being interviewed and to precisely give solutions that the identical particular person would have given if requested.
The mannequin works by asking a string of inquiries to a given particular person and listening to the solutions. After two hours, the mannequin stops and processes what it has heard. It then generates a simulated persona for the one who was simply interviewed.
It’s then examined by asking the simulated persona many alternative questions, then asking the unique particular person the identical questions and evaluating the solutions they gave. So far, the researchers have discovered an accuracy fee of roughly 85%.
The analysis staff notes that their intention is to not make folks redundant however to make sociology analysis simpler. The primary instrument accessible to sociologists is surveys. Creating them, writing them up, giving them, after which analyzing them to study one thing a few given group of individuals is time-consuming and costly.
The researchers on this new effort surprise if it could be attainable to seize how folks view issues or their opinion on them after which use these captured views as the premise for surveys—if that’s the case, they’d be far inexpensive. And that will permit for a lot of extra surveys to be performed, tremendously increasing understanding of the largest points dealing with a given society.
The staff developed their mannequin by paying a thousand folks to sit down for interviews with their system. They name the simulated personalities “brokers,” which they word are nothing just like the AI brokers (or assistants) presently used to assist folks get their work accomplished. It’s notable, nonetheless, that comparable fashions may very well be used to vastly enhance the utility of labor brokers or, sometime, maybe, to assist private robots higher work together with their human companions.
Extra info:
Joon Sung Park et al, Generative Agent Simulations of 1,000 Individuals, arXiv (2024). DOI: 10.48550/arxiv.2411.10109
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AI can create an affordable facsimile of an individual’s persona after two-hour interview (2024, November 28)
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