Unverified50% confidenceFactExact time
The same prompt produces noticeably different results across generation rounds, so at least three to five versions should be generated in batch.
1
Sources
50%
Confidence
Long-term
Relevance
10/17/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedRewriting one criterion in a prompt causes the pass rate of other criteria within the same prompt to fluctuate by 5 to 10 percentage points.68% similarUnverifiedRepeated sample splitting reduces dependence on a single split by averaging the results of multiple random partitions, but averaging multiple intervals makes the overall result more conservative, and the intervals of several estimators become wider.67% similarUnverifiedAmong the four judges that also see the artifact, the stronger the model, the smaller the gain from claimcheck, and the strongest judge is already close to the level of 'informed single call'.67% similarUnverifiedThe experimental results show that even with identical inputs, the raw Recall@1 between latent representations produced by different schemas is only 5.9%–17.7%.66% similarUnverified同一个基座模型在不同系统提示词下的表现差异可以高达30-50个百分点65% similar
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