Author

Junhyun Lee

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Preprint Aug 2026

XBridge: Entity-Grounded Latent Bridge for Heterogeneous LLM Communication

XBRIDGE is proposed, a decode-free communication protocol that outperforms text-based communication on all seven tasks for each model pair while achieving 11x lower latency, and in a same-architecture setting it also exceeds a KV-sharing baseline on six of seven tasks.

Wooseong Yang, Wei-Chieh Huang, Wei-Zhi Zhang et al. · 3 citations

#artificial intelligence Preprint Aug 2026

Enhancing Low-Resource Language Reasoning via High-Resource Language Feature Transfer

A mechanistic intervention framework for identifying and transferring task-relevant sparse latent features across languages and reframes some cross-lingual reasoning gaps as failures of mechanism elicitation rather than capability absence, and offers a causally testable route to feature-mediated transfer without transl...

Minju Song, Hyeon Hwang, Junhyun Lee et al. · 0 citations