文章基本信息

标题：Zero-shot Cross-lingual Content Filtering: Offensive Language and Hate Speech Detection
本地全文：下载
作者：Andraž Pelicon ; Ravi Shekhar ; Matej Martinc 等
期刊名称：Conference on European Chapter of the Association for Computational Linguistics (EACL)
出版年度：2021
卷号：2021
页码：30-34
语种：English
出版社：ACL Anthology
摘要：We present a system for zero-shot cross-lingual offensive language and hate speech classification. The system was trained on English datasets and tested on a task of detecting hate speech and offensive social media content in a number of languages without any additional training. Experiments show an impressive ability of both models to generalize from English to other languages. There is however an expected gap in performance between the tested cross-lingual models and the monolingual models. The best performing model (offensive content classifier) is available online as a REST API.