Matrix spillover detection plays a vital role in ensuring the integrity of large language models (LLMs). Emerging trends in artificial intelligence have created unprecedented opportunities for effectively detecting matrix spillover, a phenomenon where information from one different matrices of a model transfers. AI-driven approaches leverage advanc