Latest research in Mobile Device Evidence Extraction focuses on developing advanced methodologies, AI-driven tools, and comprehensive forensic frameworks to efficiently acquire, preserve, and analyze data from mobile devices. Studies emphasize the use of physical, logical, and file system acquisition techniques to maintain data integrity while addressing challenges posed by encryption, frequent OS updates, and diverse device platforms. Research also explores the extraction of social media data, cloud-stored information, and blockchain-related evidence, alongside comparative evaluations of popular forensic tools such as Cellebrite UFED, Magnet AXIOM, Oxygen Forensic Detective, and XRY. These advancements collectively aim to enhance the accuracy, reliability, and efficiency of mobile device forensic investigations, supporting law enforcement and cybersecurity efforts.