Is It Thinking or Cheating? Detecting Implicit Reward Hacking by Measuring Reasoning Effort

Xinpeng Wang, Nitish Joshi, Barbara Plank +2

Reward hacking, where a reasoning model exploits loopholes in a reward function to achieve high rewards without solving the intended task, poses a significant threat. This behavior…