文章基本信息

标题：A Web Interface for Analyzing Hate Speech
本地全文：下载
作者：Lazaros Vrysis ; Nikolaos Vryzas ; Rigas Kotsakis 等
期刊名称：Future Internet
电子版ISSN：1999-5903
出版年度：2021
卷号：13
期号：3
页码：80
DOI：10.3390/fi13030080
出版社：MDPI Publishing
摘要：Social media services make it possible for an increasing number of people to express their opinion publicly. In this context, large amounts of hateful comments are published daily. The PHARM project aims at monitoring and modeling hate speech against refugees and migrants in Greece, Italy, and Spain. In this direction, a web interface for the creation and the query of a multi-source database containing hate speech-related content is implemented and evaluated. The selected sources include Twitter, YouTube, and Facebook comments and posts, as well as comments and articles from a selected list of websites. The interface allows users to search in the existing database, scrape social media using keywords, annotate records through a dedicated platform and contribute new content to the database. Furthermore, the functionality for hate speech detection and sentiment analysis of texts is provided, making use of novel methods and machine learning models. The interface can be accessed online with a graphical user interface compatible with modern internet browsers. For the evaluation of the interface, a multifactor questionnaire was formulated, targeting to record the users’ opinions about the web interface and the corresponding functionality.
关键词：hate speech detection; natural language processing; web interface; database; machine learning; lexicon; sentiment analysis; news semantics hate speech detection ; natural language processing ; web interface ; database ; machine learning ; lexicon ; sentiment analysis ; news semantics