Author

Nancy F. Chen

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#artificial intelligence Preprint Aug 2026

EXAM2: Extending Audio Understanding in Multilingual and Multimodal Analysis

This paper introduces EXAM, a benchmark for multilingual and multimodal audio understanding spanning six languages and multiple modalities, and evaluates state-of-the-art open-source and proprietary LALMs as well as multimodal LLMs, revealing substantial performance gaps in multilingual and cross-modal understanding.

Jia-Wen Wang, Xiao-Xue Gao, Ziliang Pang et al. · 0 citations

#natural language process... Preprint May 2025

From ASR to ASP: Evaluating Prompt Attack Vulnerabilities Against Open-Source LLMs

This paper comprehensively studies effective prompt injection attacks against 14 widely used open-source and three closed-source LLMs on five attack benchmarks and proposes a straightforward and effective hypnotism attack, showing that this attack causes aligned language models to generate objectionable behaviors.

Jia-Wen Wang, Pritha Gupta, E. Hüllermeier et al. · 9 citations