Semantic Matter and Its States: Words, Meaning, and Modeling
暫譯: 語義物質及其狀態:詞彙、意義與建模
Ploux, Sabine
- 出版商: Springer
- 出版日期: 2026-08-09
- 售價: $6,720
- 貴賓價: 9.5 折 $6,384
- 語言: 英文
- 頁數: 111
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 3032228085
- ISBN-13: 9783032228086
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相關分類:
Natural Language Processing
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商品描述
This book explores the goodness of fit, or lack thereof, between linguistic phenomena--more specifically in lexical semantics--and the mathematical and computational models that seek to account for those phenomena. In particular, the largely predominant vector-based paradigm and its construction based on massive scanning of text corpora are examined. Following the structuralists, this book defends a complementary approach grounded in the need to take into account the major paradigmatic and syntagmatic relations that structure language and its acquisition. To address this need, a formal framework is proposed that relies on the notions of paradigmatic and syntagmatic arborescences in order to account for context-based variations in meaning, semantic isotopies, and the effects of negation. This model is parsimonious in terms of both the size of the required corpora and that of the arborescences themselves. The target audience comprises researchers and experts in the field. This book is also beneficial for graduate and post-graduate students.
商品描述(中文翻譯)
本書探討語言現象之間的適配性,或缺乏適配性,特別是在詞彙語義學方面,以及試圖解釋這些現象的數學和計算模型。特別是,對於主要以向量為基礎的範式及其基於大量文本語料庫掃描的構建進行了檢視。
本書遵循結構主義者的觀點,主張一種互補的方法,基於考慮結構語言及其習得的主要範式和聯結關係的必要性。為了滿足這一需求,提出了一個正式框架,依賴於範式和聯結樹的概念,以解釋基於上下文的意義變化、語義同質性及否定的效果。該模型在所需語料庫的大小和樹本身的大小方面都具有簡約性。
目標讀者包括該領域的研究人員和專家。本書對研究生和研究所學生也具有幫助。