Unverified95% confidenceFactTime unknown
VARC将推理过程重构为有向马尔可夫链，包含强制观察、因果归因和证据裁决三个步骤
1
Sources
95%
Confidence
Long-term
Relevance
6/1/2026
First Seen
Sources
Related Entities
Related Claims
VerifiedReAct requires the model to explicitly output a "Thought—Action—Observation" triplet at each step, forming a traceable decision trajectory.69% similarVerifiedThe ReAct framework forms a three-part cycle of Thought → Action → Observation, which differs from Chain-of-Thought (CoT) that reasons only within the model internally.66% similarUnverifiedReAct enables the model to dynamically revise its reasoning path based on tool return results by alternately generating three types of tokens: Thought, Action, and Observation.65% similarUnverifiedMechanisms such as Chain-of-Thought, multi-step verification, and self-reflection are implementations of test-time compute scaling.64% 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64% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/18045API
curl https://kongchang.com/api/v1/knowledge/claims/18045MCP
get_claim(id=18045)