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VLoc Benchmark results establish vulnerability localization as a distinct repository-scale capability and provide a setting for studying both how security agents search for vulnerable code and when they should refrain from reporting it.
Antares-3B rivals GPT-5.5 in vulnerability localization while being 200x smaller and achieving rapid, low-cost evaluations.