The article seems to claim that machine learning won't work for natural language understanding because ML uses the Probably Approximately Correct (PAC) paradigm

The article seems to claim that machine learning won't work for natural language understanding because ML uses the Probably Approximately Correct (PAC) paradigm but language understanding must be exactly correct. As far as I can tell, that's nonsense, completely misunderstanding the PAC framework.