arXiv AI Papers

Emergence WebVoyager: Toward Consistent and Transparent Evaluation of (Web) Agents in The Wild

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Researchers introduce Emergence WebVoyager, an improved benchmark for evaluating web agents with standardized methodology. The study addresses critical gaps in existing AI agent evaluation practices, particularly for web-based tasks, by establishing clear guidelines for task definition, error handling, and reporting. Achieving 95.9% inter-annotator agreement, this framework enables more reliable performance comparisons. Testing on OpenAI Operator reveals 68.