LeCun tells Fleuret: auto-regressive prediction isn't search, and neither is chain-of-thought

ylecun · x · 2026-10-10

Turing Award winner Yann LeCun pushed back on François Fleuret's suggestion that chains of thought are a form of stochastic search.

LeCun's core argument: search/optimization means examining multiple configurations and evaluating them to pick a good one. Auto-regressive prediction — stochastic or not — involves no such process, so CoT fundamentally does not constitute search. A representative debate on the nature of LLM reasoning.

Related event: LeCun and Lample Push Back on Fleuret's AlphaZero Challenge to LLM Skeptics(9 posts)→

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