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cs.LG 1

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2026 1

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Compute Where it Counts: Self Optimizing Language Models

cs.LG · 2026-05-11 · unverdicted · novelty 6.0

SOL trains a policy to dynamically control multiple efficiency mechanisms per token via group-relative policy optimization on teacher-forced episodes, yielding better quality at matched average budget than static or random allocation.

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  • Compute Where it Counts: Self Optimizing Language Models cs.LG · 2026-05-11 · unverdicted · none · ref 25

    SOL trains a policy to dynamically control multiple efficiency mechanisms per token via group-relative policy optimization on teacher-forced episodes, yielding better quality at matched average budget than static or random allocation.