Text-to-SPARQL Generation with Reinforcement Learning: A GRPO-based Approach on DBLP

Knowledge graph question answering seeks to translate natural language questions into executable queries over knowledge graphs, but existing approaches often rely on large models or full supervision in the form of gold query annotations. This study examines whether reinforcement learning with outcom...