Unverified50% confidenceOpinionExact time
The Map-then-Drill pattern has three steps: the first pass has the model generate a structured outline for the long document in chunks; the second pass pulls only the relevant chunks for close reading against the question; the third pass synthesizes the results into a conclusion with citations, and three cheap calls beat one giant call in both accuracy and cost.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
10/14/2026
First Seen
Valid until: 1/12/2027
Sources
Related Entities
Related Claims
UnverifiedThe paper proposes a three-stage MoR-Tuning procedure that progressively guides the model to perform reasonable recursive sparsity on multimodal inputs.75% similarUnverifiedAt inference time, the model uses a dynamic threshold of mean plus standard deviation to filter sentences, with a top-3 fallback mechanism to ensure at least three sentences are selected.72% similarUnverified渐进式路由建议分三阶段：先全部走通用模型收集成本数据，再对高成本任务引入规则路由，最后在ROI为正时考虑微调或自托管72% similarUnverifiedAfter using a complete prompt containing role, context, and output format, the model consistently produced a three-point summary meeting the requirements.70% similarUnverified三重循环视角可帮助开发者精准定位问题：推理错误在最内层需优化提示词或换模型，工具调用失败在中间层需改善可靠性，任务无法收敛或成本失控在最外层需调整编排逻辑69% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1030003API
curl https://kongchang.com/api/v1/knowledge/claims/1030003MCP
get_claim(id=1030003)