Latest research in Mobile Device Forensics focuses on developing advanced methodologies, frameworks, and AI-driven tools to enhance the acquisition, analysis, and investigation of data from mobile devices. Studies emphasize the integration of large language models for synthetic dataset generation, comprehensive forensic toolboxes, and AI functionalities to improve the efficiency and accuracy of forensic investigations. Research also explores specialized techniques for extracting and analyzing social media data, addressing challenges posed by encryption, frequent OS updates, and diverse mobile platforms. These advancements collectively aim to equip investigators with intelligent, data-driven solutions to handle complex mobile forensic scenarios, optimize investigative workflows, and support law enforcement in cybercrime detection and prevention.