arXiv cs.CL· Chen Cecilia Liu, Roi Reichart, Anna Korhonen·· 11 小时前AI 评分31
研究：LLM 能否通过重复社交互动实现文化适应
Cultural Adaptation within Repeated Social Interactions
AI 导读
一项 arXiv 研究将文化适应重新定义为通过社交互动持续同化规范的过程，并在沙盒环境中检验 LLM 能否在重复互动中完成适应。结果显示，记忆机制能促进跨重复互动的纵向学习、迁移到不同社交场景，并在五种语言间实现规范同化。
正文 · 原文
Abstract:Much of human culture is tacit and is typically learned through situated social interaction. As LLMs are deployed as interactive agents across diverse communities, assessing their cultural competence demands moving beyond existing question-answering approaches, shifting from what they know to how they adapt. In this work, we broaden the scope of cultural adaptation in NLP by investigating whether LLMs can adapt through repeated interactions via a sandbox environment. By reframing cultural adaptation as a continuous process of norm assimilation through social interaction, our work demonstrates that memory mechanisms foster longitudinal learning across repeated interactions, facilitate transfer to different social settings, and enable multilingual norm assimilation across five languages. Together, our findings lay the groundwork for continuous, interaction-driven cultural adaptation in LLMs.
| Subjects: | Computation and Language (cs.CL) |
| Cite as: | arXiv:2611.08334 [cs.CL] |
| (or arXiv:2611.08334v1 [cs.CL] for this version) | |
| https://doi.org/10.48550/arXiv.2611.08334 arXiv-issued DOI via DataCite (pending registration) |
Submission history
From: Chen Liu [view email]
[v1]
Thu, 5 Nov 2026 17:23:30 UTC (315 KB)
来源：arXiv cs.CL · arxiv.org