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Author

Yuanqing Liang

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2 papers indexed here

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Open access Aug 2026

A leakage-controlled benchmark shows apparent codon-language-model advantages in synonymous-variant prediction are evaluation artifacts

Synonymous codon choices shape mRNA stability, translation, and folding, and codon language models (cLMs) are increasingly reported to read this biology from sequence. However, when a true signal is thin relative to a confounding one, standard evaluation protocols can manufacture the reported gain rather than measure i...

Yuanqing Liang, Wei-Min Zhu, Huiying Liang et al. · 0 citations
#artificial intelligence Preprint Sep 2026

DualStake: Dual-Path Confidence Calibration in Deep Research Agents

It is found that Evidence Confidence (E-Conf), elicited after the final retrieval step, provides a stronger uncertainty signal than Answer Confidence (A-Conf), elicited after answer generation, and that A-Conf is largely shaped by E-Conf.

Yi-Nuo Xu, Yuanqing Liang, Jianjie Cheng et al. · 0 citations

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