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This paper describes our participation in SemEval-2020 Task 12: Multilingual Offensive Language Detection. We jointly-trained a single model by fine-tuning Multilingual BERT to tackle the task across all the proposed languages: English,…

Computation and Language · Computer Science 2020-08-17 Juan Manuel Pérez , Aymé Arango , Franco Luque

This paper presents our system entitled `LIIR' for SemEval-2020 Task 12 on Multilingual Offensive Language Identification in Social Media (OffensEval 2). We have participated in sub-task A for English, Danish, Greek, Arabic, and Turkish…

Computation and Language · Computer Science 2020-07-20 Erfan Ghadery , Marie-Francine Moens

Offensive language detection is one of the most challenging problem in the natural language processing field, being imposed by the rising presence of this phenomenon in online social media. This paper describes our Transformer-based…

Computation and Language · Computer Science 2020-10-28 Mircea-Adrian Tanase , Dumitru-Clementin Cercel , Costin-Gabriel Chiru

Nowadays, offensive content in social media has become a serious problem, and automatically detecting offensive language is an essential task. In this paper, we build an offensive language detection system, which combines multi-task…

Computation and Language · Computer Science 2020-07-21 Wenliang Dai , Tiezheng Yu , Zihan Liu , Pascale Fung

This paper presents the different models submitted by the LT@Helsinki team for the SemEval 2020 Shared Task 12. Our team participated in sub-tasks A and C; titled offensive language identification and offense target identification,…

Computation and Language · Computer Science 2020-08-04 Marc Pàmies , Emily Öhman , Kaisla Kajava , Jörg Tiedemann

In this paper, we present various systems submitted by our team problemConquero for SemEval-2020 Shared Task 12 Multilingual Offensive Language Identification in Social Media. We participated in all the three sub-tasks of OffensEval-2020,…

Computation and Language · Computer Science 2020-07-23 Karishma Laud , Jagriti Singh , Randeep Kumar Sahu , Ashutosh Modi

In this paper, we describe the PUM team's entry to the SemEval-2020 Task 12. Creating our solution involved leveraging two well-known pretrained models used in natural language processing: BERT and XLNet, which achieve state-of-the-art…

Computation and Language · Computer Science 2020-10-06 Piotr Janiszewski , Mateusz Skiba , Urszula Walińska

This paper describes the Duluth systems that participated in SemEval--2020 Task 12, Multilingual Offensive Language Identification in Social Media (OffensEval--2020). We participated in the three English language tasks. Our systems provide…

Computation and Language · Computer Science 2020-07-28 Ted Pedersen

In this paper, we describe our approach to utilize pre-trained BERT models with Convolutional Neural Networks for sub-task A of the Multilingual Offensive Language Identification shared task (OffensEval 2020), which is a part of the SemEval…

Computation and Language · Computer Science 2020-07-28 Ali Safaya , Moutasem Abdullatif , Deniz Yuret

This research presents our team KEIS@JUST participation at SemEval-2020 Task 12 which represents shared task on multilingual offensive language. We participated in all the provided languages for all subtasks except sub-task-A for the…

Computation and Language · Computer Science 2020-05-19 Saja Khaled Tawalbeh , Mahmoud Hammad , Mohammad AL-Smadi

Offensive language detection is an important and challenging task in natural language processing. We present our submissions to the OffensEval 2020 shared task, which includes three English sub-tasks: identifying the presence of offensive…

Computation and Language · Computer Science 2020-07-30 Sajad Sotudeh , Tong Xiang , Hao-Ren Yao , Sean MacAvaney , Eugene Yang , Nazli Goharian , Ophir Frieder

In this paper, we describe the team \textit{BRUMS} entry to OffensEval 2: Multilingual Offensive Language Identification in Social Media in SemEval-2020. The OffensEval organizers provided participants with annotated datasets containing…

Computation and Language · Computer Science 2020-10-14 Tharindu Ranasinghe , Hansi Hettiarachchi

SemEval-2020 Task 12 was OffenseEval: Multilingual Offensive Language Identification in Social Media (Zampieri et al., 2020). The task was subdivided into multiple languages and datasets were provided for each one. The task was further…

Computation and Language · Computer Science 2020-09-03 Avishek Garain

With the growing use of social media and its availability, many instances of the use of offensive language have been observed across multiple languages and domains. This phenomenon has given rise to the growing need to detect the offensive…

Computation and Language · Computer Science 2020-07-09 Kartikey Pant , Tanvi Dadu

This paper describes Galileo's performance in SemEval-2020 Task 12 on detecting and categorizing offensive language in social media. For Offensive Language Identification, we proposed a multi-lingual method using Pre-trained Language…

Computation and Language · Computer Science 2020-10-08 Shuohuan Wang , Jiaxiang Liu , Xuan Ouyang , Yu Sun

Offensive content is pervasive in social media and a reason for concern to companies and government organizations. Several studies have been recently published investigating methods to detect the various forms of such content (e.g. hate…

Computation and Language · Computer Science 2021-05-21 Tharindu Ranasinghe , Marcos Zampieri

In this paper, we present our participation in SemEval-2020 Task-12 Subtask-A (English Language) which focuses on offensive language identification from noisy labels. To this end, we developed a hybrid system with the BERT classifier…

Computation and Language · Computer Science 2020-05-04 Manikandan Ravikiran , Amin Ekant Muljibhai , Toshinori Miyoshi , Hiroaki Ozaki , Yuta Koreeda , Sakata Masayuki

Communicating through social platforms has become one of the principal means of personal communications and interactions. Unfortunately, healthy communication is often interfered by offensive language that can have damaging effects on the…

Computation and Language · Computer Science 2025-02-19 Yasser Otiefy , Ahmed Abdelmalek , Islam El Hosary

This paper presents six document classification models using the latest transformer encoders and a high-performing ensemble model for a task of offensive language identification in social media. For the individual models, deep transformer…

Computation and Language · Computer Science 2020-07-22 Xiangjue Dong , Jinho D. Choi

We present the results and main findings of SemEval-2020 Task 12 on Multilingual Offensive Language Identification in Social Media (OffensEval 2020). The task involves three subtasks corresponding to the hierarchical taxonomy of the OLID…

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