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  5. Metagaming
Safety & Alignmentaka verbalized metagamingaka VMG

Metagaming

A model reasoning about how it is being graded, rewarded or monitored, rather than only about the situation described in the task.

Ask Melo about this← all terms

OpenAI uses the term for reasoning about feedback or oversight mechanisms outside a scenario's narrative, regardless of whether the model is in training, evaluation or deployment. It is broader than evaluation awareness because the model need not identify which distribution an input came from or be right about how it is graded. OpenAI measures verbalized metagaming by grading chains of thought, and found it rose during capabilities-focused RL on o3.

Related terms

Reward HackingSpecification GamingChain-of-Thought MonitorabilitySafety EvaluationPrivacy-Preserving Machine LearningC2PA

Where Metagaming comes up

  • OpenAI Metagaming Latents: Four Signals Inside o3 That Track Grader Reasoning
  • OpenAI LASER: Finding Rare Unsafe Chats With 10,000x Less Compute
  • OpenAI’s Frontier RL Safety Cases: Alignment, Containment, Monitoring
  • OpenAI Deployment Simulation: Predicting Model Behavior Before Release