mlsanityData to 14 Oct 2026

Hate Speech Targets Detection in Parler using BERT

arXiv 2304.01179 ↗First posted 3 Apr 2023cs.CL cs.AIcited by 0

Not on the map. Why?

Abstract (arXiv)

Online social networks have become a fundamental component of our everyday life. Unfortunately, these platforms are also a stage for hate speech. Popular social networks have regularized rules against hate speech. Consequently, social networks like Parler and Gab advocating and claiming to be free speech platforms have evolved. These platforms have become a district for hate speech against diverse targets. We present in our paper a pipeline for detecting hate speech and its targets and use it for creating Parler hate targets' distribution. The pipeline consists of two models; one for hate speech detection and the second for target classification, both based on BERT with Back-Translation and data pre-processing for improved results. The source code used in this work, as well as other relevant sources, are available at: https://github.com/NadavSc/HateRecognition.git

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 12 of its 16 references that are in the map. First posted on arXiv 3 Apr 2023.

Builds on

12 of 16 references.

References · 12

  1. 2018BERT: Pre-training of Deep Bidirectional Transformers for Language Understandingcited by 40,399
  2. 2019PyTorch: An Imperative Style, High-Performance Deep Learning Librarycited by 20,305
  3. 2016"Why Should I Trust You?": Explaining the Predictions of Any Classifiercited by 5,070
  4. 2022BERTopic: Neural topic modeling with a class-based TF-IDF procedurecited by 801
  5. 2017Automated Hate Speech Detection and the Problem of Offensive Languagecited by 736
  6. 2022ToxiGen: A Large-Scale Machine-Generated Dataset for Adversarial and Implicit Hate Speech Detectioncited by 422
  7. 2020HateXplain: A Benchmark Dataset for Explainable Hate Speech Detectioncited by 407
  8. 2020BERTweet: A pre-trained language model for English Tweetscited by 346
  9. 2019Predicting the Type and Target of Offensive Posts in Social Mediacited by 271
  10. 2018Marian: Fast Neural Machine Translation in C++cited by 203
  11. 2022Human-Machine Collaboration Approaches to Build a Dialogue Dataset for Hate Speech Counteringcited by 40
  12. 2021An Early Look at the Parler Online Social Networkcited by 8

Built on by

Not cited yet.