July 6, 2026
Polly wants a backlash
Emily Bender Sets the Record Straight on "Stochastic Parrots"
AI’s favorite insult is back, and the comments are fighting over who the real parrots are
TLDR: Emily Bender says her famous “stochastic parrot” phrase about chatbots has been misunderstood and that “artificial intelligence” is too vague to be useful. Commenters immediately turned it into a brawl over whether the phrase is still right, whether the paper was flawed, and whether humans—or parrots—deserve the bigger apology.
Emily Bender, one of the authors behind the famous 2021 “stochastic parrots” paper, is back to clarify what she says people got wrong about the phrase. Her original argument was simple: today’s chatbot systems don’t understand language like people do—they predict likely words in a row. She also says the label “artificial intelligence” muddies the waters by lumping very different tools together and making them sound smarter than they are.
But the real fireworks are in the replies. One camp basically said: hold on, isn’t that still the whole argument? A baffled commenter asked what exactly is being “set straight” if the central dispute never went away. Another went even harder, calling the paper itself “quite apparent how bad,” which is about as subtle as throwing a keyboard through a window.
Then came the comedy. One of the funniest takes claimed most humans are stochastic parrots too, accusing people of sleepwalking through life by repeating slogans and catchphrases. That instantly turned the debate from “Are chatbots fake thinkers?” into “Wait… are we?” And in perhaps the most unexpectedly wholesome protest of all, one user objected on behalf of actual birds: “I respect you and parrots, please don’t use parrots as an insult.”
So yes, Bender wanted nuance. The internet responded with existential dread, bird advocacy, and a fresh round of “AI is just autocomplete” warfare.
Key Points
- •A 2021 paper by four researchers introduced the term 'stochastic parrot' to describe large language models as systems that predict word sequences rather than understand meaning.
- •The paper gained significant attention in part because Google fired coauthors Timnit Gebru and Margaret Mitchell shortly before publication.
- •Emily M. Bender wrote a blog post on the paper’s five-year anniversary to address misconceptions about what 'stochastic parrot' originally meant.
- •In the IEEE Spectrum interview, Bender described computational linguistics as both the study of language and the development of useful language technologies such as transcription, translation, and spell check.
- •Bender argued that 'artificial intelligence' is an overly broad label that groups together unlike technologies such as chatbot LLMs and systems like AlphaFold.