Tree-of-Thought
A large language model reasoning framework that organizes the inference process as a tree structure, allowing the model to explore, evaluate, and backtrack across multiple reasoning branches. This approach improves accuracy on complex multi-step reasoning tasks by enabling systematic search through a space of possible intermediate thoughts rather than following a single linear chain of reasoning.
Timeline (last 90 days)
Architectures such as Reflexion and Tree-of-Thought are designed to introduce systematic backtracking and verification capabilities in multi-step reasoning.
Self-Consistency由Wang等人提出，Tree-of-Thought由Yao等人提出
高级提示技术包括Tree-of-Thought（思维树）、Self-Consistency（自洽性采样）、ReAct（推理+行动）等，通过设计输入格式在不改变模型参数的情况下激活模型潜在推理能力
All Facts (5)
2023年以来，学术界提出了思维链（Chain-of-Thought）、思维树（Tree-of-Thought）、自我一致性（Self-Consistency）等推理增强技术
75%UnverifiedSelf-Consistency（自洽性采样）和Tree-of-Thought（思维树）是Chain-of-Thought的后续衍生方法
60%UnverifiedArchitectures such as Reflexion and Tree-of-Thought are designed to introduce systematic backtracking and verification capabilities in multi-step reasoning.
50%UnverifiedSelf-Consistency由Wang等人提出，Tree-of-Thought由Yao等人提出
50%Unverified高级提示技术包括Tree-of-Thought（思维树）、Self-Consistency（自洽性采样）、ReAct（推理+行动）等，通过设计输入格式在不改变模型参数的情况下激活模型潜在推理能力
50%