Papers by Seo Hyeong Kim
SPeCtrum: A Grounded Framework for Multidimensional Identity Representation in LLM-Based Agent (2025.naacl-long)
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Keyeun Lee, Seo Hyeong Kim, Seolhee Lee, Jinsu Eun, Yena Ko, Hayeon Jeon, Esther Hehsun Kim, Seonghye Cho, Soeun Yang, Eun-mee Kim, Hajin Lim
| Challenge: | Existing methods for simulating individual identities oversimplify human complexity, leading to incomplete or flattened representations. |
| Approach: | They propose a framework for constructing authentic LLM agent personas by incorporating an individual’s multidimensional self-concept. |
| Outcome: | The framework integrates Social Identity (S), Personal Identity (P), and Personal Life Context (C) components, each contributing distinct yet interconnected aspects of identity. |