Does Personalization Break Trust? Open-Set Rejection Calibration Under Few-Shot On-Device Intent Adaptation

arXiv:2610.20652 · cs.CL · Submitted 2026-10-12 · Read on arXiv

cs.CL

Submitted: 2026-10-12

Updated: 2026-10-12

Terminology

• Adaptation — 1× in this paper · explained in 1 episode
• Calibration — 1× in this paper · explained in 7 episodes
• Personalization — 1× in this paper · explained in 2 episodes

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