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Shuxin Zhuang

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#natural language process... Preprint Aug 2026

Is Imagination Derived from Hallucination? A Cross-Taxonomy Evaluation of Imagination and Hallucination in Large Language Models

Imagination performs as a high-level function of large language models (LLMs) which determines the potential of how an LLM creates unseen or creative content. While existing works have built a rich family of creativity benchmarks for this ability, they only measure how far an output departs from common answers and neve...

Zi-Xuan Tang, Hong-Zong Li, Shu-Xin Zhuang et al. · 0 citations
Preprint Aug 2026

Adversarial Attacks on Deep OCR Systems

Deep-OCR (DeepSeek-OCR) advances document recognition by treating the visual modality as an optical compression medium, enabling long-context OCR at low token cost. However, its increased complexity may introduce new security vulnerabilities. In this paper, we present, to the best of our knowledge, the first pure black...

Wenbo Sun, Hong-Zong Li, Yanyun Wang et al. · 0 citations

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