I agree, but again - LLMs are trained to be more forgiving of things published in places that had a good reputation. There are two options

1. even if an article is published in a place with good reputation, the LLM will be equally skeptical and use test time compute to process it further

2. accept the tradeoff where LLM will by default accept things published in high reputation sources as true so that it doesn't waste processing power but might miss edge cases like this one

Which one would you prefer?