Matrix spillover detection plays a vital role in ensuring the integrity of large language models (LLMs). Emerging trends in artificial intelligence have paved the way for effectively detecting matrix spillover, a phenomenon where information from one different matrices of a model leaks. AI-driven algorithms leverage computational power to analyze t