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Understanding Confounding Effects in Linguistic Coordination: An Information-Theoretic Approach

机译:理解语言协调中的混杂效应:一种信息理论方法

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摘要

We suggest an information-theoretic approach for measuring stylistic coordination in dialogues. The proposed measure has a simple predictive interpretation and can account for various confounding factors through proper conditioning. We revisit some of the previous studies that reported strong signatures of stylistic accommodation, and find that a significant part of the observed coordination can be attributed to a simple confounding effect—length coordination. Specifically, longer utterances tend to be followed by longer responses, which gives rise to spurious correlations in the other stylistic features. We propose a test to distinguish correlations in length due to contextual factors (topic of conversation, user verbosity, etc.) and turn-by-turn coordination. We also suggest a test to identify whether stylistic coordination persists even after accounting for length coordination and contextual factors.
机译:我们建议使用一种信息理论方法来衡量对话中的风格协调。所提出的措施具有简单的预测解释,并且可以通过适当的条件解决各种混杂因素。我们回顾了一些以前的研究,这些研究报告了风格上的适应性强的特征,并且发现观察到的协调的很大一部分可以归因于简单的混杂效应-长度协调。具体而言,较长的语音倾向于跟随较长的响应,这会导致其他样式特征中的虚假相关。我们提出了一项测试,以区分由于上下文因素(会话主题,用户详细程度等)和逐个轮转协调而导致的长度相关性。我们还建议进行一项测试,以确定即使考虑到长度协调和上下文因素,风格协调是否仍然持续。

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