Abstract Large language models (LLMs) represent a major advance in artificial intelligence and, particular, toward the goal of human-like general intelligence. It is sometimes claimed, though, that machine learning “just statistics,” hence that, this grander ambition, progress AI illusory. Here I take contrary view LLMs have great deal to teach us about nature language, understanding, intellige...