alt Hacker NewsWhether Bender intended it or not, the term has an inherently pejorative sense. "Parroting" is not really indicative of what modern LLMs do. However, when most people bring it up as a criticism of "AI in general" in 2026, they're using it as a pointer to all of the social/environmental criticisms, rather than the technological capabilities.
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I think stochastic parroting is really a very accurate description of what they do (if underserving of the overall usefulness of LLMs). As long as you consider they are parroting from the whole of human intelligence. Its just that as they have gotten more sophisticated, the amount of gates, guardrails, and tertiary tools add variety. Trace any LLM hallucination back to provenance and you begin to see how the stochastic parrot works.
How can you articulate a criticism without a repetition of your criticism becoming "inherently pejorative"?
You can't. That's just the way the news goes.
Essentially, what you are saying is that because some people somewhere frame a statement as pejorative, the statement itself is inherently pejorative. By that logic, every criticism ever articulated is inherently an insult.
Yeah, there's some beautiful math underlying what LLMs are doing, and it's the same math our neocortex runs on.
We're all going to stay fixated on what exactly a "parrot" is, but the paper doesn't rest on the definition of tropical birds: it advances a specific and detailed hypothesis about how language models don't operate with communicative intent, and in fact the meaning humans obtain from LLM output is a cognitive pattern matching illusion. Those claims have not held up at all.
At this point, I think the authors are really counting on people not to read their paper.