Unverified50% confidenceTradeoffExact time
In traditional document extraction pipelines, errors from the parsing stage are propagated layer by layer to the extraction stage, affecting the quality of the final results.
1
Sources
50%
Confidence
Long-term
Relevance
10/1/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedDifferences in toolchains regarding context management, file operation capabilities, and error feedback loops directly affect the final completeness of the code.74% similarUnverifiedTraditional end-to-end evaluation only looks at whether the final result passes or fails, and cannot distinguish whether the failure occurred at the retrieval stage or the editing stage.72% similarUnverifiedErrors that occur early in the process (such as selecting the wrong data source) and are only detected at the end result in the entire reasoning chain being built on a faulty foundation, making correction extremely costly.72% similarUnverified标准自回归模型逐Token从左到右生成文本，在时间步t仅依赖之前的输出，缺乏自我审查和回溯机制，导致错误积累效应71% similarUnverifiedThe framework is highly dependent on the quality and completeness of accident narrative text; rough original reports will cause distortion in the extracted mechanistic attributes.69% similar
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