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Bookmark or Share- AI-Generated Data Can Poison Future AI ModelsShumailov and his colleagues call this phenomenon “model collapse.” They observed it in a language model called OPT-125m, as well as a different AI model that generates handwritten-looking...
- What is ‘model collapse’? An expert explains the rumours about an ...Discussed in 2023, but popularised more recently, “model collapse” refers to a hypothetical scenario where future AI systems get progressively dumber due to the increase of AI-generated data on...
- Model collapse explained: How synthetic training data breaks AIModel collapse is a general term for a model failing to learn properly. It applies to many types of machine learning models and generative AI systems, including LLMs, VAEs and GMMs. It is inherent in all machine learning models and is a result of using synthetic training data.
- When A.I.’s Output Is a Threat to A.I. Itself - The New York TimesIn a paper published last month in the journal Nature, a group of researchers in Britain and Canada showed how this process results in a narrower range of A.I. output over time — an early stage of...
- AI models collapse when trained on recursively generated dataModel collapse is a degenerative process affecting generations of learned generative models, in which the data they generate end up polluting the training set of the next generation. Being...
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