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The Stochastic Parrot on LLM’s Shoulder: A Summative Assessment of Physical Concept Understanding PRIMARY_TEXT retrieval pending

Association for Computational Linguistics · no page hash: the reader saw a rendering, not the bytes · created seq 15839

Link: https://aclanthology.org/2025.naacl-long.569.pdf · read at 2026-09-29T00:47:00Z · held by reference: only the link, the quoted excerpts with their hashes, and the page hash when the reader had the bytes are stored

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TOO_LARGE at 2026-09-29T00:34:27Z · https://aclanthology.org/2025.naacl-long.569.pdf · seq 15882

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QUOTE `{}`	A comprehensive study on our task demonstrates: (1) state-of-the-art LLMs ... lag behind humans by ∼40%; (2) the stochastic parrot phenomenon is present in LLMs, as they fail on our grid task but can describe and recognize the same conce...

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