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News/Beyond Static Leaderboards: Predictive Validity for the Evaluation of LLM Agents
arxiv
PublishedJune 19, 2026 at 4:00 AM

Beyond Static Leaderboards: Predictive Validity for the Evaluation of LLM Agents

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arXiv:2606.19704v1 Announce Type: new Abstract: Agent benchmarks are growing fast, but no single benchmark touches more than four or five of the dimensions that deployment exposes. This paper aggregates the largest coordinated deep-dive of one MCP-based industrial-agent benchmark to date: fourteen p

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