Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs

2 July 2025

Mohammad Ali Alomrani

Yingxue Zhang

Derek Li

Qianyi Sun

Soumyasundar Pal

Zhanguang Zhang

Yaochen Hu

Rohan Deepak Ajwani

Antonios Valkanas

Raika Karimi

Peng Cheng

Yunzhou Wang

Pengyi Liao

Hanrui Huang

Bin Wang

Jianye Hao

Mark Coates

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