Author

X. Wang

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#artificial intelligence Preprint Oct 2026

AgentDecept: Benchmarking Deceptive Behavior in Tool-Using LLM Agents under Pressure

This work introduces AgentDecept, an executable benchmark for evaluating behavioral deception under pressure that enables controlled analysis of when multi-turn agents'reports diverge from execution in realistic application interactions.

Ye-Han Zhang, Qian-Qi Yan, Hang Yin et al. · 0 citations

Preprint Aug 2026

Hear, Invoke, and Understand: A Skill-Calling Multimodal Agent for Large Audio Language Models

SpeechAgent-R, an audio agent that coordinates its intrinsic multimodal understanding with external skills and tools, is developed and HIU-Bench is introduced to jointly evaluate task performance, interaction quality and generalization to diverse task settings.

Yuwen Wang, Tian-Hao Zhang, Ming Cai et al. · 0 citations