Unverified50% confidenceFactExact time
In LLM-based knowledge graph construction pipelines, confidence estimates are often used to guide human review.
1
Sources
50%
Confidence
Long-term
Relevance
11/5/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedCombining LLMs' probabilistic reasoning capabilities with verified deterministic tools, supplemented by security governance, is a pragmatic path for AI deployment in professional domains.77% similarUnverifiedWhen applying LLMs to scenarios requiring rigorous logic, introducing human-machine collaboration and external verification tools is more pragmatic than blindly trusting model outputs.76% similarUnverified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76% similarVerifiedThe root cause of AI hallucination lies in the generative mechanism of LLMs: the model is essentially performing next-token probability prediction, optimizing for linguistic coherence rather than factual accuracy.75% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1137684API
curl https://kongchang.com/api/v1/knowledge/claims/1137684MCP
get_claim(id=1137684)