SPARQL Query

SPARQL is a query language for retrieving information from knowledge graphs, structured datasets representing knowledge as interconnected entities and relationships. Current research focuses on improving the automatic translation of natural language questions into SPARQL queries, employing techniques like neural machine translation (using architectures such as transformers and convolutional sequence-to-sequence models) and integrating large language models to enhance accuracy and handle complex queries. This work is significant because it aims to make knowledge graphs more accessible to non-experts, enabling broader use in diverse applications ranging from scholarly question answering to healthcare decision support systems.