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Large Language ModelsarXiv cs.AIPublished: Apr 16, 2026, 13:00 JST1 min read

New benchmark tests AI agents' ability to detect fraud and manage risks in real e-commerce environments with 1,513 production tasks.

New benchmark tests AI agents' ability to detect fraud and manage risks in real e-commerce environments with 1,513 production tasks.

3 Key Points

  1. RiskWebWorld is the first interactive benchmark specifically designed to evaluate GUI agents in high-stakes e-commerce risk management scenarios

  2. Includes 1,513 tasks from production risk-control pipelines across 8 core domains, capturing authentic challenges on uncooperative websites

  3. Features Gymnasium-compliant infrastructure that separates policy planning from environment mechanics to support scalable evaluation and reinforcement learning

  4. Evaluation reveals significant capability gaps between different AI models in handling real-world risk operations and environmental hijackments

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