Preprint
Aug 2026
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.
T. Nguyen, Thanh Nguyen, H. Nguyễn et al.
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