Researchers in Canada and the U.K. are warning of a potential snag that could hamper the evolution of artificially intelligent chatbots: their own chatter may eventually drown out the human-generated ...

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 the ...

When you see the mythical Ouroboros, it's perfectly logical to think, "Well, that won't last." A potent symbol — swallowing your own tail — but difficult in practice. It may be the case for AI ...

And what is model collapse anyway? Discussed in 2023, but popularized more recently, “model collapse” refers to a hypothetical scenario where future AI systems get progressively dumber due to the ...

There are already instances where machine learning models are trained on AI-generated data. For instance, Language Learning Models (LLMs) are being intentionally trained on outputs from GPT-4 .

An illustrative example of this would be if a machine-learning model were to be continuously trained on a dataset of cat pictures — 90 with yellow fur and 10 with blue.

Machine-learning algorithms are responsible for the vast majority of the artificial intelligence advancements and applications you hear about. (For more background, check out our first flowchart ...

We discover that indiscriminately learning from data produced by other models causes “model collapse” — a degenerative process whereby, over time, models forget the true underlying data ...