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Figurative Language: 'Meaning' is often more than just a sum of the parts

机译:比喻语言:“意思是”通常不仅仅是零件的总和

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Although the field of natural language processing has made considerable strides in the automated processing of standard language, figurative (i.e., non-literal) language still causes great difficulty. Normally, when we understand human language we combine the meaning of individual words into larger units in a compositional manner. However, understanding figurative language often involves an interpretive adjustment to individual words. A complete model of language processing needs to account for the way normal word meanings can be profoundly altered by their combination. Although figurative language is common in naturally occurring language, we know of no previous quantitative analyses of this phenomenon. Furthermore, while certain types and tokens are used more frequently than others, it is unknown whether frequency of use interacts with processing load. This paper outlines our current research program exploring the functional and neural bases of figurative language through a combination of theoretical work, corpus analysis, and experimental techniques. Previous research seems to indicate that the cerebral hemispheres may process language in parallel, each with somewhat different priorities, ultimately competing to reach an appropriate interpretation. If this is indeed the case, an optimal architecture for automated language processing may need to include similar parallel-processing circuits.
机译:虽然自然语言处理领域在标准语言的自动化处理中取得了相当大的进步,但是比喻(即非文字)语言仍然导致困难。通常,当我们理解人类语言时,我们以组成方式将个别单词的含义与更大的单位结合在一起。然而,了解比喻语言通常涉及对单个单词的解释性调整。一种完整的语言处理模型需要考虑正常的单词含义的方式可以通过它们的组合深刻地改变。虽然比喻语言在天然存在的语言中是常​​见的,但我们知道这种现象的先前没有定量分析。此外,虽然某些类型和令牌比其他类型更频繁地使用,但是它是未知的使用频率是否与处理负载相互作用。本文通过理论上工作,语料库分析和实验技术,概述了我们目前的研究计划,通过组合探索了比喻语言的功能和神经基础。以前的研究似乎表明脑半球可以平行处理语言,每个优先级都有一些不同的优先级,最终竞争达到适当的解释。如果这实际上是这种情况,则用于自动语言处理的最佳架构可能需要包括类似的并行处理电路。

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