scholarly journals Correction to: Bridging the Gaps: Multi Task Learning for Domain Transfer of Hate Speech Entection

2021 ◽  
pp. C1-C1
Author(s):  
Zeerak Talat ◽  
James Thorne ◽  
Joachim Bingel
Keyword(s):  
Hate Speech ◽  
Task Learning ◽  
Domain Transfer

scholarly journals Fuzzy Multi-task Learning for Hate Speech Type Identification

2019 ◽  
Author(s):  
Han Liu ◽  
Pete Burnap ◽  
Wafa Alorainy ◽  
Matthew L. Williams
Keyword(s):  
Hate Speech ◽  
Task Learning

Arabic Offensive and Hate Speech Detection Using a Cross-Corpora Multi-Task Learning Model

Informatics ◽  
2021 ◽  
Vol 8 (4) ◽  
pp. 69
Author(s):  
Wassen Aldjanabi ◽  
Abdelghani Dahou ◽  
Mohammed A. A. Al-qaness ◽  
Mohamed Abd Elaziz ◽  
Ahmed Mohamed Helmi ◽  
...  
Keyword(s):  
Social Media ◽  
Hate Speech ◽  
Detection System ◽  
Language Model ◽  
Arabic Language ◽  
Social Phenomena ◽  
Speech Detection ◽  
Task Learning ◽  
Opinion Expression ◽  
Social Media Platforms

As social media platforms offer a medium for opinion expression, social phenomena such as hatred, offensive language, racism, and all forms of verbal violence have increased spectacularly. These behaviors do not affect specific countries, groups, or communities only, extending beyond these areas into people’s everyday lives. This study investigates offensive and hate speech on Arab social media to build an accurate offensive and hate speech detection system. More precisely, we develop a classification system for determining offensive and hate speech using a multi-task learning (MTL) model built on top of a pre-trained Arabic language model. We train the MTL model on the same task using cross-corpora representing a variation in the offensive and hate context to learn global and dataset-specific contextual representations. The developed MTL model showed a significant performance and outperformed existing models in the literature on three out of four datasets for Arabic offensive and hate speech detection tasks.

scholarly journals A Multi-task Learning Approach to Hate Speech Detection Leveraging Sentiment Analysis

IEEE Access ◽  
2021 ◽  
pp. 1-1
Author(s):  
Flor Miriam Plaza-Del-Arco ◽  
M. Dolores Molina-Gonzalez ◽  
L. Alfonso Urena-Lopez ◽  
Maria Teresa Martin-Valdivia
Keyword(s):  
Sentiment Analysis ◽  
Hate Speech ◽  
Learning Approach ◽  
Speech Detection ◽  
Task Learning

Letter to Mark Zuckerberg on Hate Speech

2020 ◽  
Author(s):  
Arthur C. Evans
Keyword(s):  
Hate Speech

The Roma in Post-Communist Bulgaria: Growing Social Marginalization and State Policies

2020 ◽  
Vol 2 (1) ◽  
pp. 1-24
Author(s):  
Yorgos Christidis
Keyword(s):  
Political Parties ◽  
Social Exclusion ◽  
Hate Crime ◽  
Hate Speech ◽  
Poor Performance ◽  
State Policies ◽  
Social Marginalization ◽  
Popular Support ◽  
Economic Problems ◽  
The Poor

This article analyzes the growing impoverishment and marginalization of the Roma in Bulgarian society and the evolution of Bulgaria’s post-1989 policies towards the Roma. It examines the results of the policies so far and the reasons behind the “poor performance” of the policies implemented. It is believed that Post-communist Bulgaria has successfully re-integrated the ethnic Turkish minority given both the assimilation campaign carried out against it in the 1980s and the tragic events that took place in ex-Yugoslavia in the 1990s. This Bulgaria’s successful “ethnic model”, however, has failed to include the Roma. The “Roma issue” has emerged as one of the most serious and intractable ones facing Bulgaria since 1990. A growing part of its population has been living in circumstances of poverty and marginalization that seem only to deteriorate as years go by. State policies that have been introduced since 1999 have failed at large to produce tangible results and to reverse the socio-economic marginalization of the Roma: discrimination, poverty, and social exclusion continue to be the norm. NGOs point out to the fact that many of the measures that have been announced have not been properly implemented, and that legislation existing to tackle discrimination, hate crime, and hate speech is not implemented. Bulgaria’s political parties are averse in dealing with the Roma issue. Policies addressing the socio-economic problems of the Roma, including hate speech and crime, do not enjoy popular support and are seen as politically damaging.

A Study on Online Hate Speech and Offline Hate Speech Relationship

2019 ◽  
Vol 15 (2) ◽  
pp. 23-36
Author(s):  
Je Seong Cho ◽  
Youn oh Cho
Keyword(s):  
Hate Speech
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