AINeutralarXiv – CS AI · 8h ago6/10
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Need to Know: Contextual-Integrity-Grounded Query Rewriting for Privacy-Conscious LLM Delegation
Researchers introduce DelegateCI-Bench, a privacy-focused benchmark for query rewriting in LLM delegation, combined with a reinforcement learning framework that selectively redacts sensitive information while preserving task-critical content. The approach achieves superior privacy-utility tradeoffs compared to existing type-based PII redaction methods, addressing growing concerns about sensitive data exposure in cloud-hosted AI systems.