Tien N. Nguyen

REST API Testing with Verified LLM-Inferred Dependencies and Response-Driven Refinement

APIPilot first derives candidate producer-consumer dependencies from OpenAPI specifications using structural heuristics and LLM-based semantic reasoning and validates them through concrete API executions before using them for test generation, outperforming both LLM-based and traditional REST API testing baselines.