← 返回论文库
LATS: Language Agent Tree Search Unifies Reasoning, Acting, and Planning
Zhou, Yu, et al. (UIUC) · 2023
L3.1 · LLM Agent Patterns & FrameworksICML 2024#reasoning#mcts
CORE IDEA
ToT + MCTS + Reflexion 集大成：tree search with LLM value function + verbal reflection on failures。
L-ANCHOR · 为什么在这一层重要
reasoning tree + RL search 融合
相关论文
Navigating the Alpha Jungle: An LLM-Powered MCTS Framework for Formulaic Factor Mining
AlphaProof / AlphaGeometry 2: Olympiad-level Formal Mathematical Reasoning with RL
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models
Self-Consistency Improves Chain of Thought Reasoning in Language Models