Efficient Query

Efficient query processing focuses on optimizing the retrieval of information from large datasets, minimizing computational cost and resource consumption while maintaining accuracy. Current research emphasizes techniques like knowledge distillation and prompt engineering for model compression and improved query generation, particularly within transformer architectures and large language models (LLMs) applied to tasks such as text-to-SQL conversion and image processing. These advancements are crucial for improving the scalability and accessibility of data-driven applications across diverse fields, ranging from database management and natural language processing to computer vision and robotics.