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floofloof@lemmy.ca to Technology@lemmy.worldEnglish · 10 months ago

AI models collapse when trained on recursively generated data

www.nature.com

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AI models collapse when trained on recursively generated data

www.nature.com

floofloof@lemmy.ca to Technology@lemmy.worldEnglish · 10 months ago
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AI models collapse when trained on recursively generated data - Nature
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 Analysis shows that indiscriminately training generative artificial intelligence on real and generated content, usually done by scraping data from the Internet, can lead to a collapse in the ability of the models to generate diverse high-quality output.
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    10 months ago

    You have to pretty much intentionally give it enough synthetic data to wreck it. OpenAI and Anthropic train their models on generated data to improve them. As long as there’s supervision during training, which there always will be, this isn’t really a problem.

    https://openai.com/index/prover-verifier-games-improve-legibility/

    https://www.anthropic.com/research/claude-character

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