# Socio-Foundation: A Model for Generalizable Individual Behavior Simulation via Hierarchical Capability Distillation

**Published:** October 8, 2026
**Author:** Liang Wang, Wenxuan Xie, Xinyi Mou, Yixin Luo, Zhongyu Wei
**Source:** arXiv — cs.AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/en/articles/socio-foundation-a-model-for-generalizable-individual-behavior-simulatio

Simulating individual behavior requires large language models (LLMs) to preserve persona traits while adapting to dynamic social contexts. However, general-purpose LLMs often flatten distinct personas, while task-specific tuning suffers from fragmentation and generalization. To…

> From the original source: **arXiv — cs.AI**
> [Read full article at arXiv — cs.AI](https://arxiv.org/abs/2610.08967)

**Tags:** #arXiv

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