Unverified50% confidenceBenchmarkExact time
Under the alias filter tested, KRISHOKTECH's cross-crop retrieval violations dropped from 36.5% to 0%.
1
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50%
Confidence
Long-term
Relevance
10/26/2026
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UnverifiedAblation experiments show that when the KL retention coefficient drops from 0.1 to 0.01, the correction rate falls from 53.3% to 35.0%, indicating that KL anchoring also contributes to supporting correction effectiveness.67% similarUnverifiedIn the experiments, the two coarse-grained gates (the screening gate and the router) discarded 34.2% of true instances, whereas the fine-grained classifiers lost only 6.7%.64% similarUnverifiedAfter removing the candidate filtering component, FEVER accuracy dropped to 76.24%.64% similarUnverifiedCode replay inherits errors from the extraction stage; in the cluster sufficiency test, gpt-oss-120b's pass rate actually dropped from 56% to 40%.63% similarUnverifiedOnline A/B testing showed a 5% decrease in skip rate.63% similar
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