ReBug reproduces 49.96% of 667 real web GUI bug reports by reconstructing prerequisites, executing state-aware browser actions, and validating outcomes, beating both browser-agent and script-generation baselines.
Recent trends and challenges in using nlp techniques in software debugging: A systematic literature review,
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From Bug Reports to Browser-Executable Procedures: An LLM-Driven Agent for Web GUI Bug Reproduction
ReBug reproduces 49.96% of 667 real web GUI bug reports by reconstructing prerequisites, executing state-aware browser actions, and validating outcomes, beating both browser-agent and script-generation baselines.