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Qiaolin Yu

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Preprint Jul 2026

Toward User-Conditioned Evaluation of Personal LLM Agents under Temporal Interventions

A minimal benchmark design and candidate reporting metrics for user-conditioned adaptation are proposed and a concrete design requirement for future personal-agent evaluation, with metrics used as reporting tools for that requirement.

Pinyan Qian, Su Wang, Yihang Chen et al. · 0 citations