mlsanityData to 7 Oct 2026

Transformers and Ensemble methods: A solution for Hate Speech Detection in Arabic languages

arXiv 2303.09823 ↗First posted 17 Mar 2023cs.CL cs.AI cs.LGcited by 2

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Abstract (arXiv)

This paper describes our participation in the shared task of hate speech detection, which is one of the subtasks of the CERIST NLP Challenge 2022. Our experiments evaluate the performance of six transformer models and their combination using 2 ensemble approaches. The best results on the training set, in a five-fold cross validation scenario, were obtained by using the ensemble approach based on the majority vote. The evaluation of this approach on the test set resulted in an F1-score of 0.60 and an Accuracy of 0.86.

Key facts. Cited by 2 papers in the map (data through 7 Oct 2026). Builds on 12 of its 26 references that are in the map. First posted on arXiv 17 Mar 2023.

Builds on

12 of 26 references.

References · 12

  1. 2017Attention Is All You Needcited by 59,932
  2. 2018BERT: Pre-training of Deep Bidirectional Transformers for Language Understandingcited by 40,204
  3. 2019Unsupervised Cross-lingual Representation Learning at Scalecited by 3,907
  4. 2021A Survey of Transformerscited by 399
  5. 2020AraBERT: Transformer-based Model for Arabic Language Understandingcited by 359
  6. 2020SemEval-2020 Task 12: Multilingual Offensive Language Identification in Social Media (OffensEval 2020)cited by 138
  7. 2020AraGPT2: Pre-Trained Transformer for Arabic Language Generationcited by 54
  8. 2020AraELECTRA: Pre-Training Text Discriminators for Arabic Language Understandingcited by 43
  9. 2022Emojis as Anchors to Detect Arabic Offensive Language and Hate Speechcited by 14
  10. 2021AI-UPV at IberLEF-2021 DETOXIS task: Toxicity Detection in Immigration-Related Web News Comments Using Transformers and Statistical Modelscited by 8
  11. 2021Sexism Prediction in Spanish and English Tweets Using Monolingual and Multilingual BERT and Ensemble Modelscited by 5
  12. 2022Deep Multi-Task Models for Misogyny Identification and Categorization on Arabic Social Mediacited by 1

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Citing papers per year: 2023: 2.

2 papers.