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A RAG assistant started giving wrong citations even though answer quality looks stable. Diagnose it.
- Root Cause Analysis
- Top-AI-Interview
- Medium
- 10 min
Focus on identifying potential issues in the retrieval-augmented generation (RAG) process that could lead to incorrect citations. Consider the various components involved, such as the data sources, retrieval mechanisms, and the model's citation generation logic. Analyze whether the problem lies in the training data, the retrieval algorithm, or the way citations are extracted and formatted. Discuss how you would validate your hypotheses and what metrics you would use to assess the accuracy of citations versus answer quality. Finally, propose actionable steps to investigate and resolve the issue.
What this question tests
- Root Cause Analysis
- Data Debugging
- Model Monitoring
- Incident Communication
Practise this question under interview conditions. Answer it out loud against a timer with an AI interviewer that asks follow-ups, then review the scored report.
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