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ResearchSeptember 14, 2026

Toward Robust Personalized Alignment for LLMs: Mitigating Persona Drift in Multi-Turn Dialogue

arXiv:2609.12373v1 Announce Type: new Abstract: Persona drift remains a central challenge for personalized language models, as user profiles evolve over long interactions rather than remain permanently fixed. Models must therefore revise persistent persona states when…

Youyuan Zhang, Siyuan Li, Fangming Liu, Jing Li·arXiv — cs.AI
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  • 01.arXiv:2609.12373v1 Announce Type: new Abstract: Persona drift remains a central challenge for personalized language models, as user profiles evolve over long interactions rather than remain permanently fixed
  • 02.Models must therefore revise persistent persona states when…

This material is provided as an extended analytical summary.

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