Unverified90% confidenceFactTime unknown
LLM 工具将思维链输出到 stderr、将最终响应输出到 stdout，使得推理过程可实时显示而结构化结果流入下游工具
1
Sources
90%
Confidence
Long-term
Relevance
6/1/2026
First Seen
Sources
llm-echo 0.5a0：模拟思维链输出的LLM测试利器
rss
Related Entities
Related Claims
Unverified思维链提示有效的原理是：LLM是逐词生成的自回归模型，先生成推理过程可作为后续推断的工作记忆，降低直接跳结论的错误率74% similarVerified推理能力基于思维链（Chain-of-Thought, CoT）技术，模型在给出最终答案前生成内部逐步推导过程73% similarVerifiedDeepSeek V4 Pro has a built-in Thinking mode (Chain-of-Thought reasoning chain), allowing the model to perform internal reasoning steps before providing a final answer.72% similarUnverifiedTool calling allows models to dynamically invoke external functions during inference and incorporate execution results into the context of subsequent reasoning, forming a closed loop of perception, decision-making, and execution.72% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/32933API
curl https://kongchang.com/api/v1/knowledge/claims/32933MCP
get_claim(id=32933)