'Stochastic parrot' debate reignites: researchers clash over the 2021 critique's relevance

FlorianGallwitz · x · 2026-09-27

A new round of the "stochastic parrot" fight: researcher Andrew Lampinen called the phrase "full of sound and fury, signifying nothing," arguing it reflects the original authors' own misunderstanding of language—the paper's core technical mistake.

Melanie Mitchell pushed back that this is a straw-person argument: the 2021 paper targeted LLMs of that era, not today's systems, which are complex software stacks with extensive post-training and external components. The exchange captures the ongoing dispute over whether the classic LLM critique still applies.

Related event: DeepMind Researcher Rebuts "Stochastic Parrot" Paper(2 posts)→

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