Unverified50% confidenceFactExact time
思维链、少样本示例、自洽性采样、思维树等方法共同构成了提示词工程的方法论体系
1
Sources
50%
Confidence
Long-term
Relevance
7/18/2026
First Seen
Sources
Related Claims
Partially VerifiedChain of Thought has given rise to variants such as Tree of Thought (ToT) and Graph of Thought (GoT), which allow models to explore multiple reasoning paths and backtrack.79% similarUnverifiedThe mainstream implementation approaches for the thinking layer include the ReAct framework, Chain-of-Thought prompt chaining, and Tree of Thoughts methods.79% similarUnverifiedIn prompt engineering, few-shot examples guide output format by providing 2–5 examples, while Chain-of-Thought requires the model to "think step by step" to activate reasoning capability.78% similarUnverifiedTree of Thought is currently the strongest reasoning approach, deriving multiple branches at each step and self-scoring them for evaluation, supporting a backtracking mechanism, but with enormous computational cost and high token consumption.78% similarUnverifiedMechanisms such as Chain-of-Thought, multi-step verification, and self-reflection are implementations of test-time compute scaling.78% similar
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