Javascript Object Notation

Javascript Object Notation (JSON) is a lightweight data-interchange format widely used for representing structured data in applications and facilitating communication between systems. Current research focuses on improving the efficiency and accuracy of generating and processing JSON, particularly within the context of large language models (LLMs), employing techniques like optimized prompting strategies and graph neural networks to enhance semantic understanding and structured output generation. This work is significant because reliable JSON handling is crucial for integrating LLMs into complex AI systems and enabling diverse applications, ranging from data analysis and semantic type prediction to advanced tasks like monocular 3D object detection and agentic frameworks.