ProAgentBench: Evaluating LLM Agents for Proactive Assistance with Real-World Data. - Yuanbo Tang; Huaze Tang; Tingyu Cao; Lam Nguyen; Anping Zhang; Xinwen Cao; Chunkang Liu; Wenbo Ding 001; Yang Li 104 (CoRR, 2026)