I think I have a tie between Native Son and The Great Gatsby. I swear if it wasn't for Sparknotes and Google I would've failed my Literature classes. I never even read a single chapter of any of those novels.
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Samuel Beckett's Waiting for Godot. That had to be one of my least favorite books.