Unverified50% confidenceSolutionExact time
The author advocates managing LLMs as noisy machines, following a four-step process: draw the blueprint (define the data structure contract), inspect each piece (schema validation), rework with defect descriptions (repair loop), and shut it down when the machine breaks (circuit breaker).
1
Sources
50%
Confidence
Long-term
Relevance
10/16/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedThe paper designs an LLM-judged, history-aware adaptive repair pipeline comprising three actions: identifying single-hop failure cases, targeted fine-tuning, and removing or isolating noisy triples.70% similarUnverifiedLLMs should be regarded as part of a system rather than an isolated component, as their output needs to work in concert with downstream processing pipelines and human review steps62% similarUnverified自适应过拟合由Dwork等人在2015年论文《The Reusable Holdout》中正式阐述，即分析者根据验证集反馈反复调整模型时，模型选择过程会逐渐拟合验证集的特异性噪声62% similarUnverifiedThe paper argues that assertions about hosted model behavior must be explicitly annotated along four dimensions: the model identifier tested, the service period, the measurement tool, and the inference configuration.62% 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61% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1043085API
curl https://kongchang.com/api/v1/knowledge/claims/1043085MCP
get_claim(id=1043085)