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Research questionHow can assistants identify when a request conflicts with implicit user-specific circumstances?A seemingly reasonable request may become inappropriate because of facts about the user that the request does not mention. The assistant must connect those user-specific facts to the request before determining whether a conflict exists.
AI
AI Agents
Alignment & Safety
Evaluation & Benchmarks
Information Retrieval
Natural Language Processing
Retrieval-Augmented Generation
Latest papersRecent research connected to this question, newest first.PACE: Towards Surfacing Hidden Conflicts in User RequestsThe source concerns personalized assistants, persona-grounded egocentric facts or events, and implicit retrieval from a knowledge base. Its evidence comes from the PACE dataset and evaluations of evidence retrieval and conflict-decision accuracy; broader deployment capabilities are not established.research paper · Sep 3, 2026
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