Actual researchers aren’t the ones lying about LLMs. It’s exclusively corporate people and people who have left research for corporate paychecks playing make believe that they resemble intelligence.

That said, the academic research space is also a giant mess and you should also take even peer reviewed papers with a grain of salt, because many can’t be replicated and there is a good deal of actual fraud.