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The word 无影无踪 is formed by combining two parallel phrases: 无影 (without shadow) and 无踪 (without trace). Each phrase uses the negating character 无 followed by a noun (影 for shadow, 踪 for trace), and their juxtaposition reinforces the meaning of complete disappearance or absence.

Word Definition - 无影无踪

wú yǐng wú zōng (idiom) (to disappear) without a trace