Author

Hai-Long Sun

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#artificial intelligence Review Dec 2025

Scoring, Reasoning, and Selecting the Best! Ensembling Large Language Models via a Peer-Review Process

We propose LLM-PeerReview, an unsupervised LLM Ensemble method that selects the most ideal response from multiple LLM-generated candidates for each query, harnessing the collective wisdom of multiple models with diverse strengths. LLM-PeerReview is built on a novel, peer-review-inspired framework that offers a transpar...

Zhijun Chen, Zeyu Ji, Qianren Mao et al. · arXiv.org · 5 citations

Conference Open access Sep 2026

Generalizing Bayesian Human-AI Collaboration: Theory and Application in Data-Scarce Environments

This work proposes a flexible Bayesian framework that significantly outperforms standalone ResNet, human, and LLM-based approaches, demonstrating the practical benefits of fusing these heterogeneous signal sources.

Peng Liu, Hai-Long Sun, C. Teo et al. · Proceedings of the Thirty-Fi... · 0 citations