# P-ContextBench: From Personal Fact Recall to Personalized Agent Behavior

**Published:** November 2, 2026
**Author:** Grant Nasir Brown, Abdul Basir Bari, Anmol Tadikonda, Isabel Song
**Source:** arXiv — cs.AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/en/articles/p-contextbench-from-personal-fact-recall-to-personalized-agent-behavior

arXiv:2610.40959v1 Announce Type: new Abstract: Large language models (LLMs) are increasingly used for personal tasks, yet evaluating their safe use of personal context remains difficult because such contexts are private, fragmented, dynamic, and socially situated. We introduce…

> From the original source: **arXiv — cs.AI**
> [Read full article at arXiv — cs.AI](https://arxiv.org/abs/2610.40959)

**Tags:** #Papers with Code #arXiv

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