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Author

Jiahuan Pei

2 papers indexed here

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Preprint Aug 2026

When Trust Meets Truth: Trust-Truth Separability in LLM-as-Judge

Results show that current LLM-as-Judge protocols should not treat trust scores as independent evidence for truth judgments, suggesting weaker separations between trust and truth judgment.

Xin Sun, Di Wu, Yuchen Guo et al. · 0 citations
#artificial intelligence Preprint Sep 2026

SEAL: Reinforcing Global Safety in Mixture-of-Experts through Shared Expert ALignment

Mixture-of-Experts (MoE) is a scaling architecture for large language models that activates only a small subset of expert modules per token, enabling massive parameter growth with nearly constant computation. Recent Hybrid MoE architecture adds \textit{shared experts} to capture consistently useful representations, fur...

Qingyu Meng, Yiwei Zha, Jia-Huan Pei et al. · 0 citations

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