Cluster-Aware Dual-Level Test Specification Generation for Large-Scale Automotive Software Requirements
Researchers have developed a novel "Cluster-then-Summarize" pipeline to automate the generation of test specifications for large-scale automotive software requirements. This method embeds requirements, clusters them using UMAP and HDBSCAN, and then summarizes each cluster to preserve critical information. The pipeline generates tests at both individual requirement and cluster-level integration points, enhancing coverage and efficiency compared to standard LLM approaches. AI