ResearchBenchmarksPre-verbalization Preference Stabilization on Qwen Evaluation Suite Prompt shift Qwen3Pre-verbalization Preference Stabilization on Qwen Evaluation Suite Prompt shift Qwen3Follow100AccuracyQwen383.77687.98892.296.412May 7, 2026Evaluation resultsMethodMethodLinksAccuracyFinal Win RateCommit RateMean Onset TimeMean Lead TimeQwen3Samples=96, Threshold...Samples=96, Threshold (gamma)=2, Confidence intervals=grouped bootstrap 95% intervals2026.0510010010053.7619.69Qwen3Samples=64, Threshold...Samples=64, Threshold (gamma)=2, Confidence intervals=grouped bootstrap 95% intervals2026.0584.410096.936.5531.1