From Reactive to Proactive: Assessing the Proactivity of Voice Agents via ProVoice-Bench

Ke Xu, Yuhao Wang, Yu Wang

Recent advancements in LLM agents are gradually shifting from reactive, text-based paradigms toward proactive, multimodal interaction. However, existing benchmarks primarily focus…