语言演算:通过类型理论范式对新兴语言结构的显式表征

IF 1 4区 综合性期刊 Q3 MULTIDISCIPLINARY SCIENCES
Juan Luis Gastaldi, L. Pellissier
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引用次数: 1

摘要

最近深度神经网络技术在自然语言处理中的成功很大程度上依赖于所谓的分布假设。我们认为后者可以被理解为经典结构主义假设的简化版本,是旨在从第一原理和语料库分析重建语法结构的程序的核心。然后,我们建议用证明论的见解来重新解释结构主义纲领,特别是将范式关系和单位与通过适当的相互作用概念定义的形式类型联系起来。通过这种方式,我们打算在计算逻辑和经典结构主义之间建立原始的概念桥梁,这有助于理解NLP的最新进展。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
The calculus of language: explicit representation of emergent linguistic structure through type-theoretical paradigms
ABSTRACT The recent success of deep neural network techniques in natural language processing rely heavily on the so-called distributional hypothesis. We suggest that the latter can be understood as a simplified version of the classic structuralist hypothesis, at the core of a programme aiming at reconstructing grammatical structures from first principles and corpus analysis. Then, we propose to reinterpret the structuralist programme with insights from proof theory, especially associating paradigmatic relations and units with formal types defined through an appropriate notion of interaction. In this way, we intend to build original conceptual bridges between computational logic and classic structuralism, which can contribute to understanding the recent advances in NLP.
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来源期刊
Interdisciplinary Science Reviews
Interdisciplinary Science Reviews 综合性期刊-综合性期刊
CiteScore
2.30
自引率
9.10%
发文量
20
审稿时长
>12 weeks
期刊介绍: Interdisciplinary Science Reviews is a quarterly journal that aims to explore the social, philosophical and historical interrelations of the natural sciences, engineering, mathematics, medicine and technology with the social sciences, humanities and arts.
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