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Lesson 8: Summarization and Text Simplification by LLMs
DukeRem
  #LLMs can also be used for #text #summarization and text #simplification. In this #lesson, we'll discuss how these techniques can be used to process and present #information more #effectively. Text summarization involves condensing a longer piece of text into a shorter, more concise version while retaining the essential information. LLMs can generate summaries by understanding the context and extracting the most important points from the source text. Text simplification aims to make complex or technical information more accessible by rewriting it in simpler language. LLMs can simplify text by rephrasing sentences, replacing jargon with more common terms, and breaking down complex ideas into more straightforward explanations. These applications are valuable in various domains, such as education, journalism, and content creation. An example of this follows: : The new restaurant in town has a great atmosphere and a wide variety of dishes on its menu. The prices are a bit high, but the quality of the food makes it worth it. The restaurant has a cosy and welcoming ambience, with friendly staff and excellent service. Overall, it's a great place to enjoy a nice meal with friends or family. : New restaurant in town offers great atmosphere, variety of dishes, friendly staff, and high-priced quality food. Ideal for a cosy meal with loved ones.