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Last Words: Large Language Models and the AI Apocalypse

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What kind of meaning can machines make—and why does it matter that it’s not the same as ours?

Anthropologist Paul Kockelman's Last Words offers a rigorous but accessible account of how large language models actually work—and why the meaning they produce is fundamentally different from human meaning-making. Drawing on the semiotics of C.S. Peirce, Kockelman’s witty and insightful pamphlet shows how LLMs are trained to predict word-word relations, not word-world relations, which explains both ...