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Position: LLM Inference Should Be Evaluated as Energy-to-Token Production

Hugging Face Daily Papers · 2026-05-12 Cached

This paper argues that LLM inference should be evaluated as energy-to-token production under constraints of compute, power, cooling, and operational efficiency, proposing new metrics like joules/token and PUE-adjusted delivered power.

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