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Huan Deng

2 accepted papers

2025

Refusal-Aware Red Teaming: Exposing Inconsistency in Safety Evaluations

EMNLP 2025

The responsible deployment of Large Language Models (LLMs) necessitates rigorous safety evaluations. However, a critical challenge arises from inconsistencies between an LLM’s internal refusal decisions and external safety assessments, hindering effective validation. This paper introduces the concep

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2024

Suitable is the Best: Task-Oriented Knowledge Fusion in Vulnerability Detection

NeurIPS 2024poster

Deep learning technologies have demonstrated remarkable performance in vulnerability detection. Existing works primarily adopt a uniform and consistent feature learning pattern across the entire target set. While designed for general-purpose detection tasks, they lack sensitivity towards target code…

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