Evaluation and reliability

Reward hacking

stable definition

Definition

Achieving a high measured reward through behavior that exploits the metric or evaluator without accomplishing the intended objective.

Distinguish it from nearby terms

Reward hacking targets an optimization signal; specification gaming exploits gaps in the written objective or rules. They often overlap.

Check your understanding

Inspect trajectories and real outcomes, not only the score that drove optimization.