DeepLook: Uncertainty-Guided Branching with Lookahead Confidence for Efficient Reasoning

Tingxin Yang, Zefeng Wang, Mengyue Wang +4

Test-time scaling improves large language model reasoning, but spends compute uniformly along a reasoning trace, even in stretches that are already stable. Motivated by the observa…