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arXiv 2004.04938cs.CLcs.AI
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Identifying Distributional Perspective Differences from Colingual Groups

University of Southern California(南加州大学);Columbia University(哥伦比亚大学);University of California Los Angeles(加州大学洛杉矶分校)

Yufei Tian, Tuhin Chakrabarty, Fred Morstatter, Nanyun Peng

英文摘要:

Perspective differences exist among different cultures or languages. A lack of mutual understanding among different groups about their perspectives on specific values or events may lead to uninformed decisions or biased opinions. Automatically understanding the group perspectives can provide essential background for many downstream applications of natural language processing techniques. In this paper, we study colingual groups and use language corpora as a proxy to identify their distributional perspectives. We present a novel computational approach to learn shared understandings, and benchmark our method by building culturally-aware models for the English, Chinese, and Japanese languages. On a held out set of diverse topics including marriage, corruption, democracy, our model achieves high correlation with human judgements regarding intra-group values and inter-group differences.

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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