Building a RAG System That Knows When It’s Wrong
📰 Medium · LLM
Learn to build a RAG system with a citation gate, secondary judge, and 'I don't know' path for improved accuracy and transparency
Action Steps
- Build a RAG system with a microsecond-fast citation gate using a public eval set
- Implement a cheap secondary judge to validate the system's responses
- Configure a real 'I don't know' path to handle uncertain or unknown inputs
- Test the system using the public eval set to evaluate its performance
- Apply the lessons learned to improve the overall accuracy and transparency of the RAG system
Who Needs to Know This
NLP engineers and researchers can benefit from this article to improve their RAG systems, while product managers can use this to inform their product development and evaluation strategies
Key Insight
💡 Adding a citation gate, secondary judge, and 'I don't know' path can significantly improve the accuracy and transparency of a RAG system
Share This
💡 Improve your RAG system with a citation gate, secondary judge, and 'I don't know' path! #RAG #LLM #NLP
Key Takeaways
Learn to build a RAG system with a citation gate, secondary judge, and 'I don't know' path for improved accuracy and transparency
Full Article
How I added a microsecond-fast citation gate, a cheap secondary judge, and a real “I don’t know” path — with a public eval set so you can… Continue reading on Medium »
DeepCamp AI