Instruction: Outline the approaches for text summarization and discuss their advantages and limitations.
Context: This question assesses the candidate's ability to apply NLP methods to a specific task, demonstrating their problem-solving skills and understanding of NLP applications.
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The way I'd approach it in an interview is this: Text summarization can be approached with extractive methods, abstractive methods, or hybrids. The right choice depends on whether the goal is faithful compression, fluent rewriting, or a balance of both.
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