Matrix spillover detection represents a critical aspect in safeguarding the integrity of large language models (LLMs). Emerging trends in artificial intelligence have created unprecedented opportunities for precisely pinpointing matrix spillover, a phenomenon where data within different matrices of a model leaks. AI-driven approaches leverage sophi