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Google Research introduced Urania, a differentially private framework for analyzing AI chatbot usage. The system uses DP clustering, DP keyword extraction, and LLM summarization to generate high-level insights while providing rigorous, end-to-end privacy guarantees. The paper was presented at COLM 2025.
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