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The "Unbeaten Season" refers to Arsenal's 2003-04 Premier League campaign, where they remarkably remained undefeated throughout the entire 38-match season. This extraordinary feat earned them the title of "The Invincibles," making them the first and only team in Premier League history to accomplish this remarkable achievement.