The National Higher Education Regulatory and Qualification Framework (NIRF) 2025 has established penalties for research retractions by several institutions, including Anna University and Saveetha Dental College. These penalties will affect the institutions’ overall ranking within the framework. The NIRF assesses research quality and adherence to guidelines, resulting in sanctions for institutions found to have violated these standards. The impact is expected to influence future research output and ranking positions.