Automatic Text Simplification (Synthesis Lectures on Human Language Technologies)
暫譯: 自動文本簡化(人類語言技術合成講座)

Horacio Saggion

  • 出版商: Morgan & Claypool
  • 出版日期: 2017-04-25
  • 售價: $1,930
  • 貴賓價: 9.5$1,834
  • 語言: 英文
  • 頁數: 138
  • 裝訂: Paperback
  • ISBN: 1627058680
  • ISBN-13: 9781627058681
  • 海外代購書籍(需單獨結帳)

商品描述

Thanks to the availability of texts on the Web in recent years, increased knowledge and information have been made available to broader audiences. However, the way in which a text is written-its vocabulary, its syntax-can be difficult to read and understand for many people, especially those with poor literacy, cognitive or linguistic impairment, or those with limited knowledge of the language of the text. Texts containing uncommon words or longand complicated sentences can be difficult to read and understand by people as well as difficult to analyze by machines. Automatic text simplification is the process of transforming a text into another text which, ideally conveying the same message, will be easier to read and understand by a broader audience. The process usually involves the replacement of difficult or unknown phrases with simpler equivalents and the transformation of long and syntactically complex sentences into shorter and less complex ones. Automatic text simplification, a research topic which started 20 years ago, now has taken on a central role in natural language processing research not only because of the interesting challenges it posesses but also because of its social implications. This book presents past and current research in text simplification, exploring key issues including automatic readability assessment, lexical simplification, and syntactic simplification. It also provides a detailed account of machine learning techniques currently used in simplification, describes full systems designed for specific languages and target audiences, and offers available resources for research and development together with text simplification evaluation techniques.

商品描述(中文翻譯)

近年來,隨著網路上文本的可獲得性,更多的知識和資訊已經向更廣泛的受眾開放。然而,文本的寫作方式——其詞彙、語法——對許多人來說可能難以閱讀和理解,特別是對於識字能力較差、認知或語言障礙的人,或是對文本語言知識有限的人來說。包含不常見單詞或冗長且複雜句子的文本,對人類來說難以閱讀和理解,對機器來說也難以分析。自動文本簡化是將一段文本轉換為另一段文本的過程,理想情況下,這段新文本能夠傳達相同的訊息,並且更容易被更廣泛的受眾閱讀和理解。這個過程通常涉及用更簡單的等價詞替換困難或不熟悉的短語,並將冗長且語法複雜的句子轉換為更短且不那麼複雜的句子。自動文本簡化是一個始於20年前的研究主題,現在在自然語言處理研究中扮演著核心角色,不僅因為它所面臨的有趣挑戰,還因為其社會意義。本書介紹了文本簡化的過去和當前研究,探討了包括自動可讀性評估、詞彙簡化和語法簡化等關鍵議題。它還詳細說明了目前在簡化中使用的機器學習技術,描述了為特定語言和目標受眾設計的完整系統,並提供了可用於研究和開發的資源以及文本簡化評估技術。

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