Adaptive Overclocking: Dynamic Control of Thinking Path Length via Real-Time Reasoning Signals

Shuhao Jiang, Songbo Wang, Yang Qiao +7

Large Reasoning Models (LRMs) often suffer from computational inefficiency due to overthinking, where a fixed reasoning budget fails to match the varying complexity of tasks. To ad…