Source: https://www.linkedin.com/feed/update/urn%3Ali%3Ashare%3A7242264073877299200
Forbes: Is #GenAI doing Michael Keaton’s Multiplicity? https://lnkd.in/etbcm9g3 :
#MichaelKeaton’s #Multiplicity: https://lnkd.in/ez6siJM7
University of Cambridge and University of Oxford researchers discovered that when #generative #AI software relies solely on #content produced by #GenAI, the responses begin to degrade, according to the #Nature #Journal study.
“After the first two prompts, the answers steadily miss the mark, followed by a significant quality downgrade by the fifth attempt and a complete devolution to nonsensical pablum by the ninth consecutive query. The researchers dubbed this cyclical overdose on generative AI content #model #collapse — a steady decline in the learned responses of the AI that continually pollutes the training sets of repeating cycles until the output is a worthless distortion of reality.”
Nature Magazine: #AI #models #collapse when trained on recursively generated #data: https://lnkd.in/eEC5TGef : PDF: https://lnkd.in/eD9E9EVU
#HumanCentered #AI vs. #GenerativeAI:
“We demonstrate that it must be taken seriously if we are to sustain the benefits of training from large-scale #data #scraped from the web. Indeed, the value of data collected about genuine #human #interactions with #systems will be increasingly valuable in the presence of LLM-generated content in data crawled
from the Internet.”
“It is surprising how fast model collapse kicks in and how elusive it can be. At first, it affects minority data—data that is badly represented. It then affects diversity of the outputs and the variance reduces… Model collapse can have serious consequences,”
“This matters because roughly 57% of all web-based text has been AI generated or translated through an AI algorithm, according to a separate study from a team of Amazon Web Services researchers published in June. If human-generated data on the internet is quickly being papered over with AI-generated content and the findings of Shumailov’s study are true, it’s possible that AI is killing itself—and the internet.”
Amazon Web Services (AWS): A Shocking Amount of the Web is Machine Translated: https://lnkd.in/ezF2Ys4Z .
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