Delete
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       << Click to Display Table of Contents >> Navigation: Geometry Editing > Geometry Editor Reference > Geometry Context Menu > Delete  | 
    
As you might expect, this will delete the selected geometry. Pressing the DELETE key on the keyboard will have the same effect.