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This paper investigates the optimization of propaganda technique detection in Arabic text, including tweets \& news paragraphs, from ArAIEval shared task 1. Our approach involves fine-tuning the AraBERT v2 model with a neural network…

Computation and Language · Computer Science 2024-07-02 Abrar Abir , Kemal Oflazer

With the ever-increasing availability of digital information, toxic content is also on the rise. Therefore, the detection of this type of language is of paramount importance. We tackle this problem utilizing a combination of a…

Computation and Language · Computer Science 2021-04-12 Akbar Karimi , Leonardo Rossi , Andrea Prati

This paper presents our submission to the SemEval 2020 - Task 10 on emphasis selection in written text. We approach this emphasis selection problem as a sequence labeling task where we represent the underlying text with various contextual…

Computation and Language · Computer Science 2020-09-08 Sarthak Anand , Pradyumna Gupta , Hemant Yadav , Debanjan Mahata , Rakesh Gosangi , Haimin Zhang , Rajiv Ratn Shah

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

PCL detection task is aimed at identifying and categorizing language that is patronizing or condescending towards vulnerable communities in the general media.Compared to other NLP tasks of paragraph classification, the negative language…

Computation and Language · Computer Science 2022-08-03 Yong Deng , Chenxiao Dou , Liangyu Chen , Deqiang Miao , Xianghui Sun , Baochang Ma , Xiangang Li

Women are influential online, especially in image-based social media such as Twitter and Instagram. However, many in the network environment contain gender discrimination and aggressive information, which magnify gender stereotypes and…

Computation and Language · Computer Science 2022-04-21 Da Li , Ming Yi , Yukai He

This paper presents the CUNLP submission for the NLP4IF 2019 shared-task on FineGrained Propaganda Detection. Our system finished 5th out of 26 teams on the sentence-level classification task and 5th out of 11 teams on the fragment-level…

Computation and Language · Computer Science 2021-04-29 Tariq Alhindi , Jonas Pfeiffer , Smaranda Muresan

This paper describes our submission to subtask a and b of SemEval-2020 Task 4. For subtask a, we use a ALBERT based model with improved input form to pick out the common sense statement from two statement candidates. For subtask b, we use a…

Computation and Language · Computer Science 2020-07-07 Shilei Liu , Yu Guo , Bochao Li , Feiliang Ren

Detecting which parts of a sentence contribute to that sentence's toxicity -- rather than providing a sentence-level verdict of hatefulness -- would increase the interpretability of models and allow human moderators to better understand the…

Computation and Language · Computer Science 2021-04-13 Alireza Salemi , Nazanin Sabri , Emad Kebriaei , Behnam Bahrak , Azadeh Shakery

This paper describes our system for SemEval-2022 Task 2 Multilingual Idiomaticity Detection and Sentence Embedding sub-task B. We modify a standard BERT sentence transformer by adding embeddings for each idioms, which are created using…

Computation and Language · Computer Science 2022-05-26 Dylan Phelps

This paper describes our approach to the SemEval 2017 Task 10: "Extracting Keyphrases and Relations from Scientific Publications", specifically to Subtask (B): "Classification of identified keyphrases". We explored three different deep…

Computation and Language · Computer Science 2017-04-25 Steffen Eger , Erik-Lân Do Dinh , Ilia Kuznetsov , Masoud Kiaeeha , Iryna Gurevych

Propaganda aims at influencing people's mindset with the purpose of advancing a specific agenda. Previous work has addressed propaganda detection at the document level, typically labelling all articles from a propagandistic news outlet as…

Computation and Language · Computer Science 2019-10-08 Giovanni Da San Martino , Seunghak Yu , Alberto Barrón-Cedeño , Rostislav Petrov , Preslav Nakov

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

This paper describes my participation in the SemEval-2022 Task 4: Patronizing and Condescending Language Detection. I participate in both subtasks: Patronizing and Condescending Language (PCL) Identification and Patronizing and…

Computation and Language · Computer Science 2022-11-15 Jinghua Xu

The proliferation of online news and the increasing spread of misinformation necessitate robust methods for automatic data analysis. Narrative classification is emerging as a important task, since identifying what is being said online is…

Computation and Language · Computer Science 2025-05-30 Iknoor Singh , Carolina Scarton , Kalina Bontcheva

In recent times, the detection of hate-speech, offensive, or abusive language in online media has become an important topic in NLP research due to the exponential growth of social media and the propagation of such messages, as well as their…

Computation and Language · Computer Science 2022-05-31 Andrei Paraschiv , Mihai Dascalu , Dumitru-Clementin Cercel

This paper describes our efforts in tackling Task 5 of SemEval-2020. The task involved detecting a class of textual expressions known as counterfactuals and separating them into their constituent elements. Counterfactual statements describe…

Computation and Language · Computer Science 2020-07-22 Anirudh Anil Ojha , Rohin Garg , Shashank Gupta , Ashutosh Modi

In this paper, we share our best performing submission to the Arabic AI Tasks Evaluation Challenge (ArAIEval) at ArabicNLP 2023. Our focus was on Task 1, which involves identifying persuasion techniques in excerpts from tweets and news…

This paper describes our approach to hierarchical multi-label detection of persuasion techniques in meme texts. Our model, developed as a part of the recent SemEval task, is based on fine-tuning individual language models (BERT,…

Computation and Language · Computer Science 2024-07-04 Kota Shamanth Ramanath Nayak , Leila Kosseim

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