Author name: Ke Xu, Yuhao Wang, Yu Wang

arXiv:2604.15037v2 Announce Type: replace-cross
Abstract: Recent advancements in LLM agents are gradually shifting from reactive, text-based paradigms toward proactive, multimodal interaction. However, existing benchmarks primarily focus on reactive r…

arXiv:2604.15037v1 Announce Type: cross
Abstract: Recent advancements in LLM agents are gradually shifting from reactive, text-based paradigms toward proactive, multimodal interaction. However, existing benchmarks primarily focus on reactive responses…