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cs.LG 1

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2025 1

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REJECT 1

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Phase Transitions in Large Language Models and the $O(N)$ Model

cs.LG · 2025-01-27 · reject · novelty 5.0

A proposed O(N)-model reformulation of Transformers yields fitted estimates of an internal dimension near 6 and a claimed capability-emergence threshold near 7B parameters, though both rest on fragile fits.

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  • Phase Transitions in Large Language Models and the $O(N)$ Model cs.LG · 2025-01-27 · reject · none · ref 6

    A proposed O(N)-model reformulation of Transformers yields fitted estimates of an internal dimension near 6 and a claimed capability-emergence threshold near 7B parameters, though both rest on fragile fits.