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This chapter explores modern text summarization techniques using LLMs such as PEGASUS, BART, T5, FLAN-T5-XXL, and Mistral-7B, and SLMs like DistilBERT, TinyBERT, and BitNet-b1.58. It compares extractive and abstractive summarization methods, highlighting tradeoffs in quality, speed, and efficiency.

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Text Summarization

  • 章节

  • 发表日期：

    2025年

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  • Venkata Gunnu,
  • Shubham Shah,
  • Anvesh Minukuri,
  • Jayanth Gopu

摘要

This chapter explores modern text summarization techniques using LLMs such as PEGASUS, BART, T5, FLAN-T5-XXL, and Mistral-7B, and SLMs like DistilBERT, TinyBERT, and BitNet-b1.58. It compares extractive and abstractive summarization methods, highlighting tradeoffs in quality, speed, and efficiency.