Integrating implicit and explicit linguistic phenomena via multi-task learning for offensive language detection

作者:

Highlights:

• Addressing offensive language detection for Spanish texts.

• Studying implicit and explicit linguistic phenomena for offensive language.

• Assessing the impact of including phenomena via multi-task learning.

• Performance comparison of multi-task learning models with a well-known Transformer.

• Analyzing the knowledge transfer of the explored phenomena.

摘要

•Addressing offensive language detection for Spanish texts.•Studying implicit and explicit linguistic phenomena for offensive language.•Assessing the impact of including phenomena via multi-task learning.•Performance comparison of multi-task learning models with a well-known Transformer.•Analyzing the knowledge transfer of the explored phenomena.

论文关键词:Natural language processing,Offensive language,Multi-task learning,Linguistic phenomena,Spanish

论文评审过程:Received 7 February 2022, Revised 24 July 2022, Accepted 28 September 2022, Available online 5 October 2022, Version of Record 22 October 2022.

论文官网地址:https://doi.org/10.1016/j.knosys.2022.109965