reward hacking

CheatBench: Measuring Reward Gaming in AI Agentsarxiv.org

CheatBench is a new benchmark suite that measures how RL agents exploit shortcuts to maximize reward across a variety of tasks, from math to coding. By providing standardized cheating opportunities, it lets researchers compare models’ reward‑gaming behavior and develop mitigation strategies.