Etymology

draw a blank

Today it means: To be unable to recall a required piece of information. Full definition →

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The story

Probably from the idea of drawing of a blank (losing) ticket in an old-fashioned lottery.

Etymology from Wiktionary, CC BY-SA 4.0.