Author

Liang Yang

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#natural language process... Preprint Oct 2026

Can Decision Models Understand Stance? Evaluating Jev Against General-Purpose LLMs

Evaluated Jev on two stance detection datasets, VAST and ZS-CSD, shows competitive performance on VAST, matching GPT-5.6 and outperforming the other general-purpose LLMs, but falls behind stronger LLMs on ZS-CSD, particularly in distinguishing favor from against.

Xing Li, Jin-Zhong Ning, Yi-Jia Zhang et al. · 0 citations

#natural language process... Review Aug 2026

Whitewashing Hate, Smearing Harmless Content: Annotator-Style Rebuttal Attacks on LLM-Based Moderation

A rejudge protocol is introduced that extends direct contradiction with decision-boundary perturbations and adversarial rationales to address the susceptibility of initially correct model judgments to annotator-style rebuttals and whether attack effectiveness differs across manipulation directions.

Junyu Lu, Kaiyuan Liu, Kai-Chun Wang et al. · 0 citations