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Detector Confidence Signals Presence Rather Than Occlusion in Cluttered Manipulation
An open-vocabulary detector's confidence that a named object is present barely changes when clutter hides all but an eighth of it, and can even rise as clutter grows. That score is read as a visibility signal: it thresholds detections, grounds language, and gates when an agent acquires another view.
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