Shorter, but Still Trustworthy? An Empirical Study of Chain-of-Thought Compression

Lingjie Zeng, Xiaofan Chen, Yanbo Wang +1

Long chain-of-thought (Long-CoT) reasoning models have motivated a growing body of work on compressing reasoning traces to reduce inference cost, yet existing evaluations focus alm…