Accessing gpt-4 level mathematical olympiad solutions via monte carlo tree self-refine with llama-3 8b

D Zhang, X Huang, D Zhou, Y Li, W Ouyang - arXiv preprint arXiv …, 2024 - arxiv.org
This paper introduces the MCT Self-Refine (MCTSr) algorithm, an innovative integration of
Large Language Models (LLMs) with Monte Carlo Tree Search (MCTS), designed to …

[PDF][PDF] Accessing gpt-4 level mathematical olympiad solutions via monte carlo tree self-refine with llama-3 8b: A technical report

XH Di Zhang, D Zhou, Y Li… - arXiv preprint arXiv …, 2024 - blog.biocomm.ai
This paper introduces the MCT Self-Refine (MCTSr) algorithm, an innovative integration of
Large Language Models (LLMs) with Monte Carlo Tree Search (MCTS), designed to …

MC-NEST--Enhancing Mathematical Reasoning in Large Language Models with a Monte Carlo Nash Equilibrium Self-Refine Tree

G Rabby, F Keya, P Zamil, S Auer - arXiv preprint arXiv:2411.15645, 2024 - arxiv.org
Mathematical reasoning has proven to be a critical yet challenging task for large language
models (LLMs), as they often struggle with complex multi-step problems. To address these …

MCTS-SQL: An Effective Framework for Text-to-SQL with Monte Carlo Tree Search

S Yuan, L Chen, M Yuan, J Zhao, H Peng… - arXiv preprint arXiv …, 2025 - arxiv.org
Text-to-SQL is a fundamental and longstanding problem in the NLP area, aiming at
converting natural language queries into SQL, enabling non-expert users to operate …