DyCon: Dynamic Reasoning Control via Evolving Difficulty Modeling

In three linesDyCon is a training-free framework that dynamically models task difficulty via latent step-level representations. Tested on 4 models (4B-32B) and 12 benchmarks (math, QA, code), it reduces redundant reasoning steps without sacrificing accuracy.

Summary generated by Claude — human-verified