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New OpenAI Report Shows How to Fix Reward Hacking in Large Reasoning Models

  • OpenAI has released a research report on fixing reward hacking in reasoning models.
  • The report explores strategies to monitor and mitigate reward hacking behaviors.
  • OpenAI demonstrates how to monitor models for reward hacking using chain-of-thoughts observation.
  • When monitoring chain-of-thoughts, OpenAI recalled 95% of the hacks, compared to 60% with action-only monitoring.

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