Beyond Examples: High-level Automated Reasoning Paradigm in In-Context Learning via MCTS

27 November 2024

Papers citing "Beyond Examples: High-level Automated Reasoning Paradigm in In-Context Learning via MCTS"

6 / 6 papers shown

Title
HyperTree Planning: Enhancing LLM Reasoning via Hierarchical Thinking Runquan Gui Zhilin Wang Jun Wang Chi Ma Huiling Zhen M. Yuan Jianye Hao Defu Lian Enhong Chen Feng Wu LRM 141 0 0 05 May 2025
Leveraging Constrained Monte Carlo Tree Search to Generate Reliable Long Chain-of-Thought for Mathematical Reasoning Qingwen Lin Boyan Xu Zijian Li Zhifeng Hao Keli Zhang Ruichu Cai LRM 52 2 0 16 Feb 2025
Bag of Tricks for Inference-time Computation of LLM Reasoning Fan Liu Wenshuo Chao Naiqiang Tan Hao Liu OffRL LRM 79 3 0 11 Feb 2025
Boosting Multimodal Reasoning with MCTS-Automated Structured Thinking Jinyang Wu Mingkuan Feng Shuai Zhang Ruihan Jin Feihu Che Zengqi Wen J. Tao LRM 68 8 0 04 Feb 2025
BoostStep: Boosting mathematical capability of Large Language Models via improved single-step reasoning Beichen Zhang Yuhong Liu Xiaoyi Dong Yuhang Zang Pan Zhang Haodong Duan Yuhang Cao Dahua Lin J. T. Wang LRM ReLM 61 2 0 06 Jan 2025
Toward Adaptive Reasoning in Large Language Models with Thought Rollback Sijia Chen Baochun Li KELM LRM 79 6 0 27 Dec 2024