The paper's finding that training efficiency declines monotonically with token count is guaranteed by its efficiency metric, which divides by token count and power consumption.
(2026).Follow up power study.Zenodo
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Revisiting Training Scale: An Empirical Study of Token Count, Power Consumption, and Parameter Efficiency
The paper's finding that training efficiency declines monotonically with token count is guaranteed by its efficiency metric, which divides by token count and power consumption.