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The proliferation of bias and propaganda on social media is an increasingly significant concern, leading to the development of techniques for automatic detection. This article presents a multilingual corpus of 12, 000 Facebook posts fully…

Artificial Intelligence · Computer Science 2024-07-15 Lina Duaibes , Areej Jaber , Mustafa Jarrar , Ahmad Qadi , Mais Qandeel

The expanding financial markets of the Arab world require sophisticated Arabic NLP tools. To address this need within the banking domain, the Arabic Financial NLP (AraFinNLP) shared task proposes two subtasks: (i) Multi-dialect Intent…

Computation and Language · Computer Science 2024-07-16 Sanad Malaysha , Mo El-Haj , Saad Ezzini , Mohammed Khalilia , Mustafa Jarrar , Sultan Almujaiwel , Ismail Berrada , Houda Bouamor

We describe findings of the third Nuanced Arabic Dialect Identification Shared Task (NADI 2022). NADI aims at advancing state of the art Arabic NLP, including on Arabic dialects. It does so by affording diverse datasets and modeling…

Computation and Language · Computer Science 2022-10-24 Muhammad Abdul-Mageed , Chiyu Zhang , AbdelRahim Elmadany , Houda Bouamor , Nizar Habash

Propaganda is the expression of an opinion or an action by an individual or a group deliberately designed to influence the opinions or the actions of other individuals or groups with reference to predetermined ends, which is achieved by…

Computation and Language · Computer Science 2022-11-21 Firoj Alam , Hamdy Mubarak , Wajdi Zaghouani , Giovanni Da San Martino , Preslav Nakov

We describe the findings of the fourth Nuanced Arabic Dialect Identification Shared Task (NADI 2023). The objective of NADI is to help advance state-of-the-art Arabic NLP by creating opportunities for teams of researchers to collaboratively…

Computation and Language · Computer Science 2023-10-26 Muhammad Abdul-Mageed , AbdelRahim Elmadany , Chiyu Zhang , El Moatez Billah Nagoudi , Houda Bouamor , Nizar Habash

We present an overview of the ArAIEval shared task, organized as part of the first ArabicNLP 2023 conference co-located with EMNLP 2023. ArAIEval offers two tasks over Arabic text: (i) persuasion technique detection, focusing on identifying…

The spread of disinformation and propagandistic content poses a threat to societal harmony, undermining informed decision-making and trust in reliable sources. Online platforms often serve as breeding grounds for such content, and malicious…

Computation and Language · Computer Science 2023-11-07 Yunze Xiao , Firoj Alam

We present the results and the main findings of the NLP4IF-2021 shared tasks. Task 1 focused on fighting the COVID-19 infodemic in social media, and it was offered in Arabic, Bulgarian, and English. Given a tweet, it asked to predict…

Computation and Language · Computer Science 2021-09-28 Shaden Shaar , Firoj Alam , Giovanni Da San Martino , Alex Nikolov , Wajdi Zaghouani , Preslav Nakov , Anna Feldman

Social media platforms, while enabling global connectivity, have become hubs for the rapid spread of harmful content, including hate speech and fake narratives \cite{davidson2017automated, shu2017fake}. The Faux-Hate shared task focuses on…

Computation and Language · Computer Science 2025-12-19 Yash Bhaskar , Sankalp Bahad , Parameswari Krishnamurthy

This paper presents an overview of the ImageArg shared task, the first multimodal Argument Mining shared task co-located with the 10th Workshop on Argument Mining at EMNLP 2023. The shared task comprises two classification subtasks - (1)…

Computation and Language · Computer Science 2023-10-25 Zhexiong Liu , Mohamed Elaraby , Yang Zhong , Diane Litman

We present the results and findings of the First Nuanced Arabic Dialect Identification Shared Task (NADI). This Shared Task includes two subtasks: country-level dialect identification (Subtask 1) and province-level sub-dialect…

Computation and Language · Computer Science 2020-11-11 Muhammad Abdul-Mageed , Chiyu Zhang , Houda Bouamor , Nizar Habash

Automatic detection of fake news is a highly important task in the contemporary world. This study reports the 2nd shared task called UrduFake@FIRE2021 on identifying fake news detection in Urdu. The goal of the shared task is to motivate…

Computation and Language · Computer Science 2022-07-13 Maaz Amjad , Sabur Butt , Hamza Imam Amjad , Alisa Zhila , Grigori Sidorov , Alexander Gelbukh

We present an overview of the second edition of the ArAIEval shared task, organized as part of the ArabicNLP 2024 conference co-located with ACL 2024. In this edition, ArAIEval offers two tasks: (i) detection of propagandistic textual spans…

Computation and Language · Computer Science 2024-07-08 Maram Hasanain , Md. Arid Hasan , Fatema Ahmed , Reem Suwaileh , Md. Rafiul Biswas , Wajdi Zaghouani , Firoj Alam

We describe the findings of the fifth Nuanced Arabic Dialect Identification Shared Task (NADI 2024). NADI's objective is to help advance SoTA Arabic NLP by providing guidance, datasets, modeling opportunities, and standardized evaluation…

Computation and Language · Computer Science 2024-07-09 Muhammad Abdul-Mageed , Amr Keleg , AbdelRahim Elmadany , Chiyu Zhang , Injy Hamed , Walid Magdy , Houda Bouamor , Nizar Habash

This paper gives the overview of the first shared task at FIRE 2020 on fake news detection in the Urdu language. This is a binary classification task in which the goal is to identify fake news using a dataset composed of 900 annotated news…

Computation and Language · Computer Science 2022-07-27 Maaz Amjad , Grigori Sidorov , Alisa Zhila , Alexander Gelbukh , Paolo Rosso

This paper presents an overview of the Arabic Natural Language Understanding (ArabicNLU 2024) shared task, focusing on two subtasks: Word Sense Disambiguation (WSD) and Location Mention Disambiguation (LMD). The task aimed to evaluate the…

Computation and Language · Computer Science 2024-07-31 Mohammed Khalilia , Sanad Malaysha , Reem Suwaileh , Mustafa Jarrar , Alaa Aljabari , Tamer Elsayed , Imed Zitouni

The Shared Task on Evaluating Accuracy focused on techniques (both manual and automatic) for evaluating the factual accuracy of texts produced by neural NLG systems, in a sports-reporting domain. Four teams submitted evaluation techniques…

Computation and Language · Computer Science 2021-08-17 Craig Thomson , Ehud Reiter

We present the shared task on Fine-Grained Propaganda Detection, which was organized as part of the NLP4IF workshop at EMNLP-IJCNLP 2019. There were two subtasks. FLC is a fragment-level task that asks for the identification of propagandist…

Computation and Language · Computer Science 2019-10-23 Giovanni Da San Martino , Alberto Barrón-Cedeño , Preslav Nakov

We present the findings of the sixth Nuanced Arabic Dialect Identification (NADI 2025) Shared Task, which focused on Arabic speech dialect processing across three subtasks: spoken dialect identification (Subtask 1), speech recognition…

October 7, 2023 marked the start of a war against Gaza, one of the most devastating conflicts in modern history, which quickly produced a stark global attitudinal divide. To examine the role of media bias in shaping public understanding of…

Social and Information Networks · Computer Science 2026-02-27 Bedoor AlShebli , Bruno Gabriel Salvador Casara , Anne Maass
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