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#stochastic-parrots

The "Sarcastic Parrot" Cartoons - Strong Evidence of Conceptual Understanding in Today's AI Models

Reddit r/ArtificialInteligence ↗ · 2026-10-04

A commentary piece arguing that image models' handling of the 'sarcastic parrot' vs 'stochastic parrot' prompt provides evidence that modern AI models exhibit genuine conceptual understanding, echoing Geoffrey Hinton's recent remarks on LLM comprehension.

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@lateinteraction: the only correct perspective on stochastic parrots

X AI KOLs Timeline ↗ · 2026-09-26 Cached

Omar Khattab defends the term 'stochastic parrots,' suggesting it underscores the power of large language models despite criticism.

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I Don't Want to Interact with Stochastic Parrots

Hacker News Top ↗ · 2026-09-09

The article expresses a reluctance to interact with AI systems referred to as 'stochastic parrots,' likely critiquing the limitations and ethical concerns of large language models.

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What Emily Bender Really Meant by "Stochastic Parrots"

Reddit r/ArtificialInteligence ↗ · 2026-07-06 Cached

Emily Bender clarifies the original meaning of 'stochastic parrots' from her 2021 paper, debunking common misconceptions about LLMs and critiquing the term 'artificial intelligence' for overselling technology.

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Salvaggio: 'Useful' Agentic AI Deepens, Not Resolves, LLM Risk

Reddit r/ArtificialInteligence ↗ · 2026-06-29

Eryk Salvaggio argues that the widespread use of agentic AI systems deepens, rather than resolves, the risks of large language models. He contends that chaining models together compounds their underlying flaws, making errors harder to detect and leading to harmful real-world consequences such as 'slopware.'

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Where does next-token prediction leave us?

Hacker News Top ↗ · 2026-05-27 Cached

A critical examination of how AI maximalists celebrate the obsolescence of human labor through next-token prediction, and the socioeconomic risks this attitude poses, particularly for vulnerable populations.

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Stochastic Parrots: Frequently Unasked Questions

Hacker News Top ↗ · 2026-05-13 Cached

Emily M. Bender reflects on the term 'stochastic parrot' five years after her seminal paper, addressing common misconceptions about how large language models work and the implications of the metaphor.

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