Matrix spillover detection plays a vital role in maintaining 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 transfers. AI-driven algorithms leverage sophisticate