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arXiv 2103.01345cs.CL

Emotion Dynamics in Movie Dialogues

Carleton University(卡尔顿大学);National Research Council Canada(加拿大国家研究委员会)

Will E. Hipson, Saif M. Mohammad

英文摘要:

Emotion dynamics is a framework for measuring how an individual's emotions change over time. It is a powerful tool for understanding how we behave and interact with the world. In this paper, we introduce a framework to track emotion dynamics through one's utterances. Specifically we introduce a number of utterance emotion dynamics (UED) metrics inspired by work in Psychology. We use this approach to trace emotional arcs of movie characters. We analyze thousands of such character arcs to test hypotheses that inform our broader understanding of stories. Notably, we show that there is a tendency for characters to use increasingly more negative words and become increasingly emotionally discordant with each other until about 90 percent of the narrative length. UED also has applications in behavior studies, social sciences, and public health.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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