Tengyu Ma's 2.5-hour Stanford lecture unpacks what happens before ChatGPT's first word

stanfordnlp · x · 2026-10-15

A 2:34:52 Stanford lecture by Tengyu Ma is recommended as worth a focused watch: he writes the next-token rule on the board at 44:38, covers attention at 1:00:01, and training updates at 2:00:03 — unpacking the machinery behind ChatGPT's answer before the first word appears.

The recommender's closing prompt: if a model builds an answer one token at a time, what do we mean when we say it understands us?

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