FM-Bench Evaluates Long-Horizon Agent Management via Football Club Simulation

Tianyou Wang · hf · 2026-08-20

FM-Bench is a new benchmark designed to evaluate the long-horizon decision-making capabilities of LLM agents. It simulates managing a football club over 20 years, revealing that managerial behavior, rather than model scale or token spend, is the primary driver of performance.

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