Free(): Learning to Forget in Malloc-Only Reasoning Models

Yilun Zheng, Dongyang Ma, Tian Liang +5

Reasoning models enhance problem-solving by scaling test-time compute, yet they face a critical paradox: excessive thinking tokens often degrade performance rather than improve it.…