Unverified50% confidenceTradeoffExact time
The noticeably higher error in the classification stage compared to the detection stage in the end-to-end scenario reflects the effect of error cascading in multi-stage pipeline systems.
1
Sources
50%
Confidence
Long-term
Relevance
10/5/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedIn a parse-then-extract two-stage pipeline, errors accumulate—table reconstruction errors in the parsing stage propagate to extraction results, causing end-to-end accuracy to fall below the independent performance of each individual module.79% similarUnverified数值实验表明三项误差中score误差项占据主导，整体TV误差与score误差呈线性关系77% similarUnverified长链推理中每步的微小误差会被累积放大，学术界称为复合错误（compounding errors）问题77% similarUnverifiedError dependence is stronger among high-accuracy frontier model reviewers, even when those reviewers come from different vendors.77% similarUnverified级联失败是指单次工具调用错误会污染后续上下文，导致模型在错误的中间状态上继续推理，最终使整个任务偏轨76% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/975928API
curl https://kongchang.com/api/v1/knowledge/claims/975928MCP
get_claim(id=975928)