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You are skeptical about something that is explained quite thoroughly in the article. Did you read the article?

Edit: I meant they never claim to outperform SOTA domain-specific approaches. So, I don't know whose claim you are refuting.

> While LLMs could not beat state-of-the-art deep learning models at anomaly detection, they did perform as well as some other AI approaches.

I think one should also be sceptical about the current hype train