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Lower-cost models can achieve up to 94% of the localization quality of premium explorers while slashing agent time and token usage by up to 95%.
Explicit file-level localization boosts repair effectiveness by over 7% and cuts mean repair time significantly, revealing a critical lever for enhancing automated code repair systems.