Unverified50% confidenceFactExact time
Although the pooled version can still be inverted, text recall remains at a low level, and the actual leakage risk is clearly lower than with order shuffling.
1
Sources
50%
Confidence
Long-term
Relevance
10/13/2026
First Seen
Sources
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Related Claims
UnverifiedMention-level precision and recall of around 70% means that real-world large-scale applications will still produce a considerable proportion of missed detections and false positives, making it difficult to eliminate manual review in the short term.66% similarUnverifiedWhen the wording of a prompt changes slightly, the model's output distribution shifts accordingly, causing contradictions to emerge between successive conclusions.66% similarUnverified底层模型更换后，即便微小的输出分布变化也可能导致此前校准的安全护栏过度拦截或防护失效，需要重新标注和调试66% similarUnverifiedModels that more substantially reconstruct their own representations based on example content actually benefit more from few-shot prompting, which is contrary to the popular disruption hypothesis.65% similarUnverifiedOn the low-error-rate subset, representational consensus did not outperform paraphrase consensus and instead produced significantly more false positives.64% similar
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