Author

Zhongze Luo

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#natural language process... Preprint Oct 2026

From Belief Inference to Task Action: A Multi-Level Evaluation of Theory of Mind on Verifiable Tasks

Effective collaboration requires language models to understand what others know and believe, and to act accordingly. Models that assume others share their information may omit necessary communication and undermine coordination. Many theory-of-mind (ToM) benchmarks assess mental-state inference through story questions,...

Zhen-Shuai Yin, Yong-Xin Guo, Ming-Da Zhang et al. · 0 citations

#natural language process... Preprint Oct 2026

LADDER: Diagnosing Domain-Level Self-Assessment Under Noisy Feedback

Knowing when they are reliable is essential for language models to support human-AI collaboration. Yet interaction feedback is not always complete or correct, and may mislead models'understanding of their own capabilities. We introduce LADDER to study how language models assess themselves under unreliable feedback. Our...

Zhen-Shuai Yin, Jian-Shuai Liang, Xu-Yue Xiong et al. · 0 citations

#natural language process... Preprint Jun 2026

Voices Across Registers: Corpus-Conditioned Vernacular Jailbreaks against Aligned LLMs via Fanfiction Subgenres

Existing jailbreaks against aligned LLMs are discrete artifacts whose surface forms are easy to fingerprint and patch. We argue that the broader failure mode may lie not in any specific prompt, but in natural writing registers that safety tuning under-covers. Building on this insight, we introduce VAR, the first jailbr...

Zhongze Luo, Rui-He Shi, Zhenshuai Yin et al. · 0 citations