Learning When to Think: Adaptive Reasoning for Test-Time Compute Allocation

Gijs Kassenaar, Zhao Yang, Vincent François-Lavet

Reasoning language models trained with reinforcement learning typically operate under a fixed token budget rather than an explicitly adaptive one, which can lead to over-computatio…