You Write Like You Eat: Stylistic variation as a predictor of social stratification

机译：就像吃的东西一样书写：文体差异是社会分层的预测指标

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Inspired by Labov's seminal work on stylistic variation as a function of social stratification, we develop and compare neural models that predict a person's presumed socio-economic status, obtained through distant supervision, from their writing style on social media. The focus of our work is on identifying the most important stylistic parameters to predict socioeconomic group. In particular, we show the effectiveness of morpho-syntactic features as stylistic predictors of socio-economic group, in contrast to lexical features, which are good predictors of topic.

机译：受拉波夫（Labov）关于风格变异作为社会分层功能的开创性工作的启发，我们开发并比较了神经模型，这些模型通过远程监督从一个人在社交媒体上的写作风格来预测一个人的假定社会经济地位。我们的工作重点是确定最重要的文体参数，以预测社会经济群体。特别是，我们展示了词法句法功能作为社会经济群体的文体预测指标的有效性，而词汇特征则是主题的良好预测指标。

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《Annual meeting of the Association for Computational Linguistics》|2019年|2583-2593|共11页
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Angelo Basile; Albert Gatt; Malvina Nissim;
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4. You Write Like You Eat: Stylistic variation as a predictor of social stratification [C] . Angelo Basile, Albert Gatt, Malvina Nissim Annual meeting of the Association for Computational Linguistics . 2019

机译：你写的就像你吃的东西：风格变异作为社会分层的预测
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You Write Like You Eat: Stylistic variation as a predictor of social stratification

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