This special issue addresses the challenges and opportunities surrounding the integrity of foundation models and the development of ranking methodologies in the era of large language models. The call seeks research that examines how foundation models maintain reliability and trustworthiness, as well as novel approaches to ranking and evaluating such models in information processing and management contexts.