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Training language models to reason efficiently

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cs.CL 1

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2026 1

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Hint Tuning: Less Data Makes Better Reasoners

cs.CL · 2026-05-09 · unverdicted · novelty 6.0

Hint Tuning reduces token usage 24-66% (31.5% avg) in reasoning models via 1K self-annotated samples aligned to an instruct model's capabilities while keeping benchmark accuracy.

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  • Hint Tuning: Less Data Makes Better Reasoners cs.CL · 2026-05-09 · unverdicted · none · ref 16

    Hint Tuning reduces token usage 24-66% (31.5% avg) in reasoning models via 1K self-annotated samples aligned to an instruct model's capabilities while keeping benchmark accuracy.