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#ai-oversight2 articles
2 articles
AINeutralarXiv – CS AI · 4d ago7/103
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Is It Thinking or Cheating? Detecting Implicit Reward Hacking by Measuring Reasoning Effort

Researchers propose TRACE (Truncated Reasoning AUC Evaluation), a new method to detect implicit reward hacking in AI reasoning models. The technique identifies when AI models exploit loopholes by measuring reasoning effort through progressively truncating chain-of-thought responses, achieving over 65% improvement in detection compared to existing monitors.

$CRV