Unverified50% confidenceBenchmarkExact time
pr-witness improved precision from 0.67 in the first version to 0.80 and then to 0.89 through the crossrun mechanism, while achieving zero false negatives.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
10/11/2026
First Seen
Valid until: 1/9/2027
Sources
Related Entities
Related Claims
UnverifiedOn dependency tasks, memory raised the success rate from a leakage-verified baseline of 0.00 to 0.55–1.00.70% similarUnverifiedEvidence-driven pre-improvement validation improved precision from 58.6% to 72.3%, and reduced unsupported objectives per round from 1.93 to 0.50.69% similarUnverifiedThe framework achieved a precision of 0.82, a recall of 0.85, and an F1 score of 0.82.66% similarUnverifiedIn the final round of experiments, the composite evaluation score improved by 0.0903, and zero-score conversations decreased by 40%.65% similarUnverifiedFor two-step and three-step compositional tasks, the median paired difference in accuracy under the masking condition reaches 0.846 and 0.859, respectively.65% similar
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