Author

Xinran Liu

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Preprint 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 through direct similarity comparison.

Xinran Liu, Shengtao Li, Shouqian Shi et al. · 0 citations

Preprint Jul 2026

Penelope: Localized Latent Recurrence for Efficient Structured Reasoning

Penelope is introduced, an efficient latent-reasoning framework for pretrained decoder-only Transformers that localizes recurrent computation to a selected decoder interval and attains competitive accuracy relative to established latent-reasoning models while reducing measured inference latency.

Yutong Chen, Shouqian Shi, Xinran Liu et al. · 0 citations