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

arXiv:2607.22602v2 Announce Type: replace Abstract: 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 observation that reasoning failures