"step-by-step reasoning" Papers

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Creativity or Brute Force? Using Brainteasers as a Window into the Problem-Solving Abilities of Large Language Models

Sophia Han, Howard Dai, Stephen Xia et al.

NEURIPS 2025arXiv:2505.10844
1
citations

Learning to Solve Complex Problems via Dataset Decomposition

Wanru Zhao, Lucas Page-Caccia, Zhengyan Shi et al.

NEURIPS 2025

Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Huanjin Yao, Jiaxing Huang, Wenhao Wu et al.

NEURIPS 2025spotlightarXiv:2412.18319
106
citations