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Barkin received a Golden Globe nomination in 1991 for her performance in the film Sea of Love. The film is a neo-noir thriller directed by Harold Becker and starring Al Pacino and Ellen Barkin. The film was a critical and commercial success, grossing over $100 million worldwide. Barkin's performance was praised by critics, with many noting her ability to convey both strength and vulnerability.