Declarative Statement

Declarative statements, expressing knowledge or constraints without specifying execution procedures, are a central focus in several AI subfields. Current research emphasizes leveraging declarative approaches in diverse applications, including explainable AI (e.g., clustering and model explanation), knowledge representation in large language models, and data sonification. This involves developing novel declarative languages and integrating them with constraint programming, Boolean networks, and probabilistic logic programming to improve model interpretability, efficiency, and generalization capabilities. The resulting advancements have significant implications for enhancing AI transparency, improving the reliability of AI systems, and facilitating human-computer interaction in complex domains.