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Wait, we don’t need to "wait"! removing thinking tokens improves reasoning efficiency

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cs.AI 1

years

2026 1

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UNVERDICTED 1

representative citing papers

Reasoning Compression with Mixed-Policy Distillation

cs.AI · 2026-05-09 · unverdicted · novelty 5.0

Mixed-Policy Distillation transfers concise reasoning behavior from larger to smaller LLMs by having the teacher compress student-generated trajectories, cutting token usage up to 27% while raising benchmark scores.

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  • Reasoning Compression with Mixed-Policy Distillation cs.AI · 2026-05-09 · unverdicted · none · ref 5

    Mixed-Policy Distillation transfers concise reasoning behavior from larger to smaller LLMs by having the teacher compress student-generated trajectories, cutting token usage up to 27% while raising benchmark scores.