UserArena: Benchmarking Interactive User Simulation for Long-Horizon Shopping Agents

UserArena is a real-world e-commerce interactive benchmark containing 64,729 session trajectories from 11,010 users, spanning 566,102 items and 13 action types, and supports offline validation against outcomes from a controlled production A/B test.