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code-mixing 1large language models 1model fingerprinting 1multilingual representations 1ownership verification 1

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1 paper

cs.CL2026

Construction-Driven Injection: Linguistically-Grounded Edit-Based Code-Mixing Fingerprints for Large Language Models

Yongyi Cui, Yue Li, Tianbao Jiang +1

The paper introduces a unified framework that creates code‑mixing fingerprints from low‑resource languages and injects them into large language models using null‑space projection a…