DDOR: Delta Debugging for Explainable Overrefusal Testing and Repair

📰 ArXiv cs.AI

Learn how to use DDOR for explainable overrefusal testing and repair in large language models to improve safety alignment and reduce unwarranted query rejections

advanced Published 3 Jun 2026
Action Steps
  1. Apply Delta Debugging to identify overrefusal patterns in LLMs
  2. Run automated testing to detect unwarranted query rejections
  3. Configure DDOR framework for explainable overrefusal testing
  4. Test and refine DDOR for improved safety alignment
  5. Analyze and repair overrefusal issues using DDOR's output
Who Needs to Know This

AI engineers and researchers working on LLMs can benefit from DDOR to improve model safety and explainability, while product managers can use it to enhance user experience

Key Insight

💡 DDOR provides a fully automated and explainable framework for overrefusal testing and repair in black-box LLM settings

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🚀 Improve LLM safety with DDOR! 🤖

Key Takeaways

Learn how to use DDOR for explainable overrefusal testing and repair in large language models to improve safety alignment and reduce unwarranted query rejections

Read full paper → ← Back to Reads

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