Auditing and Decomposing Feedback-Driven Evolution in LLM Test Generation under the Oracle Problem

Execution feedback is often treated as a self-verifying signal for improving LLM-generated tests. However, when generated inputs are executed on a single accepted program and its outputs are used as ground truth, invalid or underspecified inputs can create spurious fault detections and apparent evol...