EntCollabBench shows that today's LLM agents still struggle with delegation, context transfer, parameter grounding, workflow closure, and decision commitment when tested in a simulated enterprise with 11 role-specialized agents.
Entworld: A holistic environment and benchmark for verifiable enterprise gui agents
2 Pith papers cite this work. Polarity classification is still indexing.
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2026 2verdicts
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WebForge is an automated multi-agent framework that creates realistic and reproducible browser agent benchmarks at scale, demonstrated via a 934-task benchmark that reveals distinct model capability profiles through multi-dimensional difficulty analysis.
citing papers explorer
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Beyond the All-in-One Agent: Benchmarking Role-Specialized Multi-Agent Collaboration in Enterprise Workflows
EntCollabBench shows that today's LLM agents still struggle with delegation, context transfer, parameter grounding, workflow closure, and decision commitment when tested in a simulated enterprise with 11 role-specialized agents.
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WebForge: Breaking the Realism-Reproducibility-Scalability Trilemma in Browser Agent Benchmark
WebForge is an automated multi-agent framework that creates realistic and reproducible browser agent benchmarks at scale, demonstrated via a 934-task benchmark that reveals distinct model capability profiles through multi-dimensional difficulty analysis.