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L. Wilkinson

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#artificial intelligence Preprint Sep 2026

CivBench: A Long-Horizon Benchmark for Tool-Mediated Agents in Civilization VI

CivBench is presented, an open-source benchmark for evaluating language model agents in long-horizon, tool-mediated environments through the Model Context Protocol (MCP), and two interface-level metrics are introduced that the environment makes measurable: Proactive Monitoring Rate (PMR) and RAG@10, capturing whether c...

Austin Andrews, L. Wilkinson, Jamie Heagerty et al. · 0 citations