Hate Speech in Political Discourse: A Case Study of UK MPs on Twitter

被引:10
|
作者
Agarwal, Pushkal [1 ]
Hawkins, Oliver [2 ]
Amaxopoulou, Margarita [1 ]
Dempsey, Noel [2 ]
Sastry, Nishanth [3 ]
Wood, Edward [2 ]
机构
[1] Kings Coll London, London, England
[2] House Commons, London, England
[3] Univ Surrey, Guildford, Surrey, England
关键词
twitter; politics; hate-speech; topics;
D O I
10.1145/3465336.3475113
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Online presence is becoming unavoidable for politicians worldwide. In countries such as the UK, Twitter has become the platform of choice, with over 85% (553 of 650) of the Members of Parliament (MPs) having an active online presence. Whereas this has allowed ordinary citizens unprecedented and immediate access to their elected representatives, it has also led to serious concerns about online hate towards MPs. This work attempts to shed light on the problem using a dataset of conversations between MPs and non-MPs over a two month period. Deviating from other approaches in the literature, our data captures entire threads of conversations between Twitter handles of MPs and citizens in order to provide a full context for content that may be flagged as 'hate'. By combining widely-used hate speech detection tools trained on several widely available datasets, we analyse 2.5 million tweets to identify hate speech against MPs and we characterise hate across multiple dimensions of time, topics and MPs' demographics. We find that MPs are subject to intense 'pile on' hate by citizens whereby they get more hate when they are already busy with a high volume of mentions regarding some event or situation. We also show that hate is more dense with regard to certain topics and that MPs who have an ethnic minority background and those holding positions in Government receive more hate than other MPs. We find evidence of citizens expressing negative sentiments while engaging in cross-party conversations, with supporters of one party (e.g. Labour) directing hate against MPs of another party (e.g. Conservative).
引用
收藏
页码:5 / 16
页数:12
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