Author

Zhuoran Li

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Review Jul 2026

Same Evidence, Different Target: Decoding How Diagnostic Evidence Bears on Causal Questions from Language-Model States

This work introduces paired prompts that repeat the same diagnostic evidence verbatim while changing the causal target, and shows that the hidden state contains linearly decodable information about whether diagnostic evidence favors, challenges, or fails to address the causal target.

Wei-Yi Kong, Zhuoran Li · arXiv.org · 0 citations

#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