arXiv:2412.07419cs.CL2024-12被引 2

融合分布语义与构式语法,构建动态意义生成机制。

Composing or Not Composing? Towards Distributional Construction Grammars

  • 用特征结构扩展构式语法,实现形式化定义
  • 通过激活相似性与统一性计算意义组合过程
  • 适合语言认知与自然语言理解研究者

语言理解过程中的意义建构机制仍是未解之谜。传统观点认为意义是逐步、组合式构建的,但大量研究早已揭示非组合现象同样存在。为此,本文提出一种整合两类机制的框架:基于构式语法,完善符号基础构式语法中的特征结构表示;进一步建立基于构式、框架与事件交互的意义通用表征。该框架支持以相似性与统一性评估为依据的激活机制,实现意义动态构建。新方法将分布语义特征融入构式主义体系,形成所谓分布式构式语法(Distributional Construction Grammars),为语言处理提供统一解释路径。

原文摘要 · Abstract (English)

The mechanisms of comprehension during language processing remains an open question. Classically, building the meaning of a linguistic utterance is said to be incremental, step-by-step, based on a compositional process. However, many different works have shown for a long time that non-compositional phenomena are also at work. It is therefore necessary to propose a framework bringing together both approaches. We present in this paper an approach based on Construction Grammars and completing this framework in order to account for these different mechanisms. We propose first a formal definition of this framework by completing the feature structure representation proposed in Sign-Based Construction Grammars. In a second step, we present a general representation of the meaning based on the interaction of constructions, frames and events. This framework opens the door to a processing mechanism for building the meaning based on the notion of activation evaluated in terms of similarity and unification. This new approach integrates features from distributional semantics into the constructionist framework, leading to what we call Distributional Construction Grammars.

构式语法分布语义意义建构语言模型

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