Dialog Structure Through the Lens of Gender, Gender Environment, and Power

Q1 Arts and Humanities Dialogue and Discourse Pub Date : 2017-06-12 DOI:10.5087/dad.2017.202
Vinodkumar Prabhakaran, Owen Rambow
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引用次数: 9

Abstract

Understanding how the social context of an interaction affects our dialog behavior is of great interest to social scientists who study human behavior, as well as to computer scientists who build automatic methods to infer those social contexts. In this paper, we study the interaction of power, gender, and dialog behavior in organizational interactions. In order to perform this study, we first construct the Gender Identified Enron Corpus of emails, in which we semi-automatically assign the gender of around 23,000 individuals who authored around 97,000 email messages in the Enron corpus. This corpus, which is made freely available, is orders of magnitude larger than previously existing gender identified corpora in the email domain. Next, we use this corpus to perform a large-scale data-oriented study of the interplay of gender and manifestations of power. We argue that, in addition to one's own gender, the "gender environment" of an interaction, i.e., the gender makeup of one's interlocutors, also affects the way power is manifested in dialog. We focus especially on manifestations of power in the dialog structure --- both, in a shallow sense that disregards the textual content of messages (e.g., how often do the participants contribute, how often do they get replies etc.), as well as the structure that is expressed within the textual content (e.g., who issues requests and how are they made, whose requests get responses etc.). We find that both gender and gender environment affect the ways power is manifested in dialog, resulting in patterns that reveal the underlying factors. Finally, we show the utility of gender information in the problem of automatically predicting the direction of power between pairs of participants in email interactions.
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性别、性别环境与权力视角下的对话结构
了解互动的社会背景如何影响我们的对话行为是研究人类行为的社会科学家以及建立自动方法来推断这些社会背景的计算机科学家非常感兴趣的。本文研究了权力、性别和对话行为在组织互动中的相互作用。为了进行这项研究,我们首先构建了性别识别安然电子邮件语料库,在该语料库中,我们半自动地分配了大约23,000个人的性别,这些人在安然语料库中撰写了大约97,000封电子邮件。该语料库是免费提供的,比以前在电子邮件领域存在的性别识别语料库要大几个数量级。接下来,我们使用这个语料库对性别和权力表现的相互作用进行了大规模的数据导向研究。我们认为,除了一个人自身的性别之外,互动的“性别环境”,即对话者的性别构成,也会影响权力在对话中的表现方式。我们特别关注对话结构中权力的表现——两者都是,在肤浅的意义上,忽略了消息的文本内容(例如,参与者贡献的频率,他们得到回复的频率等),以及文本内容中表达的结构(例如,谁发出请求以及如何发出请求,谁的请求得到响应等)。我们发现,性别和性别环境都会影响权力在对话中的表现方式,从而形成揭示潜在因素的模式。最后,我们展示了性别信息在自动预测电子邮件交互中参与者对之间权力方向的问题中的效用。
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来源期刊
Dialogue and Discourse
Dialogue and Discourse Arts and Humanities-Language and Linguistics
CiteScore
1.90
自引率
0.00%
发文量
7
审稿时长
12 weeks
期刊介绍: D&D seeks previously unpublished, high quality articles on the analysis of discourse and dialogue that contain -experimental and/or theoretical studies related to the construction, representation, and maintenance of (linguistic) context -linguistic analysis of phenomena characteristic of discourse and/or dialogue (including, but not limited to: reference and anaphora, presupposition and accommodation, topicality and salience, implicature, ---discourse structure and rhetorical relations, discourse markers and particles, the semantics and -pragmatics of dialogue acts, questions, imperatives, non-sentential utterances, intonation, and meta--communicative phenomena such as repair and grounding) -experimental and/or theoretical studies of agents'' information states and their dynamics in conversational interaction -new analytical frameworks that advance theoretical studies of discourse and dialogue -research on systems performing coreference resolution, discourse structure parsing, event and temporal -structure, and reference resolution in multimodal communication -experimental and/or theoretical results yielding new insight into non-linguistic interaction in -communication -work on natural language understanding (including spoken language understanding), dialogue management, -reasoning, and natural language generation (including text-to-speech) in dialogue systems -work related to the design and engineering of dialogue systems (including, but not limited to: -evaluation, usability design and testing, rapid application deployment, embodied agents, affect detection, -mixed-initiative, adaptation, and user modeling). -extremely well-written surveys of existing work. Highest priority is given to research reports that are specifically written for a multidisciplinary audience. The audience is primarily researchers on discourse and dialogue and its associated fields, including computer scientists, linguists, psychologists, philosophers, roboticists, sociologists.
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