Unverified50% confidenceCautionExact time
The effectiveness of StepBack depends on the accuracy of the lightweight signals in locating the first error position; when localization is inaccurate, resampling may land on an incorrect prefix.
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50%
Confidence
Long-term
Relevance
11/6/2026
First Seen
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UnverifiedThe fix for edge-case hallucination is confidence calibration: if the model's confidence is below a threshold, route to a fallback rather than producing output directly.72% similarUnverified该方法通过前向—后向循环检查过滤遮挡区域的错误对应关系，端点误差超过阈值的像素被从监督中屏蔽70% similarVerifiedError cascading refers to small judgment deviations in early steps being progressively amplified as the reasoning chain extends, ultimately producing results far from what was intended.69% similarVerifiedAfter geometric transformation, the transformation parameters must be recorded and the predicted boxes must be inverse-transformed to align them; ignoring this step will cause semantic misalignment in the consistency loss and harm training effectiveness68% similarUnverifiedAfter the fix, error events in the streaming path will be explicitly raised and can be handled via standard exception-catching mechanisms68% similar
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