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this has always been wrong - but now categorically wrong in the era of RL on verifiable domains
models are truth seeking and even interact with a hard outside world via tool use

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LLMs are trained to imitate patterns of language, not to discover or verify truth. So, when asked to speak as an expert in an area where perceived experts have a widespread misconception, the LLM will parrot that misconception, adopting the register and vocabulary of experts.
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