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Model collapse threatens to kill progress on generative AIs [Video]

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Chatbots and Virtual Assistants
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An example of model collapse in an image-generating AI. (Credit: M. Boháček & H. Farid / arXiv)

  • Generative AI exploded in popularity when OpenAI released ChatGPT.
  • A paper published in Nature looked at what happens when AI is trained on “synthetic data,” or content created by an AI rather than humans.
  • Flaws in the synthetic data led to even more mistakes in the AI’s output, a result dubbed “model collapse” by the researchers.

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Generative AI has been around for decades, but the systems exploded into the public consciousness in 2022, when OpenAI released ChatGPT, an AI chatbot that could produce remarkably human-like text.

The AI gained this ability by analyzing a lotof text created by people, mostly pulled from the internet. To put it simply, from this data, it learned to predict what word was most likely to come next in a sequence based …

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