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Ruo-Meng Ding

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#artificial intelligence Preprint Sep 2026

Speculative Evaluation of Stochastic LLMs

Real-generation experiments that account for the pilot synchronization barrier show that HBN-async mitigates its overhead, helping translate statistical efficiency into practical evaluation benefits, and outperforming hindsight-tuned empirical and independent Bayesian baselines.

Qian-Li Shen, Xiang Li, Ruo-Meng Ding et al. · 0 citations

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