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The Natural Language Processing Workshop
book

The Natural Language Processing Workshop

by Rohan Chopra, Aniruddha M. Godbole, Nipun Sadvilkar, Muzaffar Bashir Shah, Sohom Ghosh, Dwight Gunning, Ankit Bhatia, Nagendra Nagaraj, John Bura, Sumit Kumar Raj, Tom Taulli, Ankit Verma
August 2020
Beginner to intermediate content levelBeginner to intermediate
452 pages
7h 42m
English
Packt Publishing
Content preview from The Natural Language Processing Workshop

7. Text Generation and Summarization

Overview

This chapter begins with the concept of text generation using Markov chains, before moving on to two types of text summarization—namely, abstractive and extractive summarization. You will then explore the TextRank algorithm and use it with different datasets. By the end of this chapter, you will understand the applications and challenges of text generation and summarization using Natural Language Processing (NLP) approaches.

Introduction

The ability to express thoughts in words (sentence generation), the ability to replace a piece of text with different but equivalent text (paraphrasing), and the ability to find the most important parts of a piece of text (summarization) are all key elements ...

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Publisher Resources

ISBN: 9781800208421Supplemental Content