Why is this only ever demanded of people who criticize the premise that LLMs are conscious beings, whereas the people who believe it simply have to gesture vaguely in the direction of some correlation in language between LLMs and humans, and the matter is considered closed?

What is the empirically tested basis for the null hypothesis that LLMs are conscious until proven otherwise?