Author

Xinran Liu

h-index 0 View on Semantic Scholar

We have 2 of 2 papers

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

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. · arXiv.org · 0 citations

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, Xin-Ran Liu et al. · arXiv.org · 0 citations