Corentin Duchêne

A benchmark for toxic comment classification on civil comments dataset

By Corentin Duchêne, Henri Jamet, Pierre Guillaume, Réda Dehak

2023-01-16

In Extraction et gestion des connaissances, EGC 2023, lyon, france, 16 au 20 janvier 2023

Abstract

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Hate speech and toxic comment detection using transformers

By Pierre Guillaume, Corentin Duchêne, Réda Dehak

2022-01-12

In Workshop EGC 2022 DL for NLP

Abstract Hate speech and toxic comment detection on social media has proven to be an essential issue for content moderation. This paper displays a comparison between different Transformer models for Hate Speech detection such as Hate BERT, a BERT-based model, RoBERTa and BERTweet which is a RoBERTa based model. These Transformer models are tested on Jibes&Delight 2021 reddit dataset using the same training and testing conditions. Multiple approaches are detailed in this paper considering feature extraction and data augmentation.

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