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Shengtao Li

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Jul 2026

IRIS: Reusable Identity Representations from Frozen LLMs for Entity Alignment

The proposed IRIS (Identity Representations from Internal States), a training-free framework that constructs for each entity an iris-like signature encoding its distinctive and stable identity characteristics, thereby forming a shared space in which each entity is encoded once and can be aligned across different KGs th...

Xin-Ran Liu, Shengtao Li, Shouqian Shi et al. · 0 citations

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