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Mobile application repair performance varies dramatically across LLM agents, with success rates ranging from 22% to 90% depending on the evaluator used.
Re-ranking control alone boosts key performance metrics by over 2%, but extending it to fine ranking unlocks even greater gains without sacrificing system stability.