2025 Intrinsic Fingerprint of LLMs [Published: 07-04] View The paper proposes a robust fingerprinting method based on the inter-layer standard-deviation distribution pattern of attention parameter matrices (Q/K/V/O), used to detect lineage relationships between large language models (LLMs) — for example, whether one model was derived from another through continued training, fine-tuning, or an upgrade.