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Paper · arXiv

VISTA: A Versatile Interactive User Simulation Toolkit for Agent Evaluation

Evaluation remains a critical bottleneck for interactive agent development. Existing evaluation methods often rely on static benchmarks, which fail to capture the dynamic, multi-step nature of agentic behavior and struggle to expose meaningful failure modes. While user-simulation-based evaluation offers a promising alternative, existing simulation frameworks suffer from two major limitations. First, they provide limited mechanisms for evaluating the quality and comprehensiveness of simulated interactions, making it difficult to assess whether a simulator sufficiently explores an agent's capabilities and failure modes. Second, most frameworks are restricted to either UI-only actions or API...

AuthorsYunan Lu, Ryan Shea, Yusen Zhang et al.
Primary categorycs.CL
Published9 June 2026
Last updated at source9 October 2026
cs.CL
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