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This article provides an in-depth exploration of various JavaScript array deduplication methods, analyzing problems with traditional prototype approaches and detailing modern solutions using ES5 filter and ES6 Set. Through comparative analysis of performance, compatibility, and use cases, it offers complete code examples and best practice recommendations to help developers choose optimal deduplication strategies.