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C3ot: Generating shorter chain-of-thought without compromising effectiveness

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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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