论文标题

施工重复降低对话中的信息率

Construction Repetition Reduces Information Rate in Dialogue

论文作者

Giulianelli, Mario, Sinclair, Arabella, Fernández, Raquel

论文摘要

演讲者在对话中经常重复构造。由于其特殊的信息理论属性,可以将重复视为具有成本效益的策略。在这项研究中,我们专注于在英语开放式域口语对话中重复词汇化结构(即重复出现的多词单元)。我们假设扬声器使用施工重复来减轻信息率,从而导致对话过程中说话信息内容的总体下降。我们进行定量分析,测量结构的信息内容及其包含的话语,并使用自适应神经语言模型估算信息内容。我们观察到施工的使用降低了话语的信息内容。这种促进效应(i)在整个对话过程中增加,(ii)通过重复增强,(iii)随着重复频率和密度的函数而增长,并且(iv)对于参考结构的重复而言更为强。

Speakers repeat constructions frequently in dialogue. Due to their peculiar information-theoretic properties, repetitions can be thought of as a strategy for cost-effective communication. In this study, we focus on the repetition of lexicalised constructions -- i.e., recurring multi-word units -- in English open-domain spoken dialogues. We hypothesise that speakers use construction repetition to mitigate information rate, leading to an overall decrease in utterance information content over the course of a dialogue. We conduct a quantitative analysis, measuring the information content of constructions and that of their containing utterances, estimating information content with an adaptive neural language model. We observe that construction usage lowers the information content of utterances. This facilitating effect (i) increases throughout dialogues, (ii) is boosted by repetition, (iii) grows as a function of repetition frequency and density, and (iv) is stronger for repetitions of referential constructions.

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