Unified and Multilingual Author Profiling for Detecting Haters
This paper presents a unified user profiling framework to identify hate speech spreaders by processing their tweets regardless of the language. The framework encodes the tweets with sentence transformers and applies an attention mechanism to select important tweets for learning user profiles. Furthermore, the attention layer helps to explain why a user is a hate speech spreader by producing attention weights at both token and post level. Our proposed model outperformed the state-of-the-art multilingual transformer models.
Code (1)
Tasks
Author ProfilingSentenceSimilar Papers 제목 키워드 기반
Profiling Bots, Fake News Spreaders and Haters
Author profiling studies how language is shared by people. Stylometry techniques help in identifying aspects such as gender, age, native language, or even personality. Author profiling is a problem of growing importance,…
Abusive LanguageAuthor ProfilingMarketingTwiSty: A Multilingual Twitter Stylometry Corpus for Gender and Personality Profiling
Personality profiling is the task of detecting personality traits of authors based on writing style. Several personality typologies exist, however, the Briggs-Myer Type Indicator (MBTI) is particularly popular in the non…
Gender PredictionPreventing Author Profiling through Zero-Shot Multilingual Back-Translation
Documents as short as a single sentence may inadvertently reveal sensitive information about their authors, including e.g. their gender or ethnicity. Style transfer is an effective way of transforming texts in order to r…
Author ProfilingSentenceStyle TransferText Style Transfer+1Beware Haters at ComMA@ICON: Sequence and Ensemble Classifiers for Aggression, Gender Bias and Communal Bias Identification in Indian Languages
Aggressive and hate-filled messages are prevalent on the internet more than ever. These messages are being targeted against a person or an event online and making the internet a more hostile environment. Since this issue…
Language IdentificationA Turkish Dataset for Gender Identification of Twitter Users
Author profiling is the identification of an author{'}s gender, age, and language from his/her texts. With the increasing trend of using Twitter as a means to express thought, profiling the gender of an author from his/h…
Author Profiling