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Guang-Sheng Yu

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#artificial intelligence Preprint Sep 2026

Diversity Combining for Multi-Path LLM Reasoning

Multi-path reasoning methods such as self-consistency (SC) sample $K$ reasoning paths and choose the most frequent answer. However, their gains quickly plateau as $K$ increases, and existing methods do not predict when this saturation will occur. We formalize multi-path LLM reasoning as a diversity combining problem fr...

Guang-Sheng Yu, Litianyi Zhang, Qin Wang et al. · 0 citations
Preprint Sep 2026

Replacing Large Language Models with Jev Decision Models for Low-Latency Edge Service Orchestration

Natural-language service requests can require a language-model decision before execution starts, consuming part of the request's latency budget. We integrate Jev's decision-oriented application programming interface (API) into edge service orchestration to reduce this overhead while retaining service completion. The in...

De-Long Li, Xu Wang, Hao-Chen Gong et al. · 2 citations · ⚡1

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