The AI Evaluation Ecosystem.

arXiv:2610.09296v1 Announce Type: new Abstract: AI evaluation shapes the decisions of model providers, users, funders, and regulators. We argue that designing valid benchmarks requires contextualizing design choices in the dynamics of this ecosystem of actors.