Author

Zhong-Rui Sun

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Preprint Sep 2026

The Shape of Ownership: Verifying LLM Provenance through Semantic Structures

This work introduces PROSE (Provenance through Relational Organization of Semantic Expression), replacing fixed query sets with a target semantical domain and brittle response keys with semantic structures internalized as domain-conditioned response behavior.

Zhong-Rui Sun, Jia-Hao Chen, Ou-Bo Ma et al. · 0 citations