LLMs Spawn Ghostly Name Pairs, Leaving Traceable Fake Academic Records
Researchers discovered that LLMs consistently generate the same fictional name pairs—like Elena Vasquez and Marcus Chen—and embed them across thousands of AI‑crafted documents. These correlated priors act as model‑specific fingerprints, even producing fake scholarly articles with real DOIs, exposing a new avenue for misinformation and provenance tracking.