You forget that we ourselves are a large language model based on a large corpus. I suspect if you look closely at human intelligence you might come to the same conclusion.

You’re right we are prone to attributing intelligence to things that aren’t. But what actually is intelligence and is there anyplace you are sure it exists rather than a clever and thorough simulation?