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Large Language Models (LLMs) inherently reflect the vast data distributions they encounter during their pre-training phase. As this data is predominantly sourced from the web, there is a high chance it will be skewed towards high-resourced…

Computation and Language · Computer Science 2025-09-03 Fakhraddin Alwajih , Abdellah El Mekki , Hamdy Mubarak , Majd Hawasly , Abubakr Mohamed , Muhammad Abdul-Mageed

This overview paper describes the first shared task on fake news detection in Urdu language. The task was posed as a binary classification task, in which the goal is to differentiate between real and fake news. We provided a dataset divided…

Computation and Language · Computer Science 2022-07-26 Maaz Amjad , Grigori Sidorov , Alisa Zhila , Alexander Gelbukh , Paolo Rosso

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…

We present the task description and discussion on the results of the DCASE 2022 Challenge Task 2: ``Unsupervised anomalous sound detection (ASD) for machine condition monitoring applying domain generalization techniques''. Domain shifts are…

Named Entity Recognition is an information extraction task that serves as a preprocessing step for other natural language processing tasks, such as machine translation, information retrieval, and question answering. Named entity recognition…

Computation and Language · Computer Science 2022-07-05 Ebrahim Chekol Jibril , A. Cüneyd Tantğ

The automatic classification of Arabic dialects is an ongoing research challenge, which has been explored in recent work that defines dialects based on increasingly limited geographic areas like cities and provinces. This paper focuses on a…

Computation and Language · Computer Science 2021-10-04 Abdulkareem Alsudais , Wafa Alotaibi , Faye Alomary

We present the results from the second shared task on multimodal machine translation and multilingual image description. Nine teams submitted 19 systems to two tasks. The multimodal translation task, in which the source sentence is…

Computation and Language · Computer Science 2017-10-20 Desmond Elliott , Stella Frank , Loïc Barrault , Fethi Bougares , Lucia Specia

The generation of highly fluent text by Large Language Models (LLMs) poses a significant challenge to information integrity and academic research. In this paper, we introduce the Multi-Domain Detection of AI-Generated Text (M-DAIGT) shared…

We present a machine learning approach that ranked on the first place in the Arabic Dialect Identification (ADI) Closed Shared Tasks of the 2018 VarDial Evaluation Campaign. The proposed approach combines several kernels using multiple…

Computation and Language · Computer Science 2018-07-31 Andrei M. Butnaru , Radu Tudor Ionescu

This paper presents the shared task on Multilingual Idiomaticity Detection and Sentence Embedding, which consists of two subtasks: (a) a binary classification task aimed at identifying whether a sentence contains an idiomatic expression,…

Computation and Language · Computer Science 2022-05-31 Harish Tayyar Madabushi , Edward Gow-Smith , Marcos Garcia , Carolina Scarton , Marco Idiart , Aline Villavicencio

The focus of language model evaluation has transitioned towards reasoning and knowledge-intensive tasks, driven by advancements in pretraining large models. While state-of-the-art models are partially trained on large Arabic texts,…

This paper addresses the challenge of learning to recite the Quran for non-Arabic speakers. We explore the possibility of crowdsourcing a carefully annotated Quranic dataset, on top of which AI models can be built to simplify the learning…

Sound · Computer Science 2024-05-07 Raghad Salameh , Mohamad Al Mdfaa , Nursultan Askarbekuly , Manuel Mazzara

We present the findings of the second edition of the IQRA Interspeech Challenge, a challenge on automatic Mispronunciation Detection and Diagnosis (MDD) for Modern Standard Arabic (MSA). Building on the previous edition, this iteration…

We present an overview of the FIGNEWS shared task, organized as part of the ArabicNLP 2024 conference co-located with ACL 2024. The shared task addresses bias and propaganda annotation in multilingual news posts. We focus on the early days…

Computation and Language · Computer Science 2024-07-26 Wajdi Zaghouani , Mustafa Jarrar , Nizar Habash , Houda Bouamor , Imed Zitouni , Mona Diab , Samhaa R. El-Beltagy , Muhammed AbuOdeh

This paper describes the Arabic Multi-Genre Broadcast (MGB-2) Challenge for SLT-2016. Unlike last year's English MGB Challenge, which focused on recognition of diverse TV genres, this year, the challenge has an emphasis on handling the…

Computation and Language · Computer Science 2019-09-04 Ahmed Ali , Peter Bell , James Glass , Yacine Messaoui , Hamdy Mubarak , Steve Renals , Yifan Zhang

We present the GenAI Content Detection Task~1 -- a shared task on binary machine generated text detection, conducted as a part of the GenAI workshop at COLING 2025. The task consists of two subtasks: Monolingual (English) and Multilingual.…

Online presence on social media platforms such as Facebook and Twitter has become a daily habit for internet users. Despite the vast amount of services the platforms offer for their users, users suffer from cyber-bullying, which further…

Computation and Language · Computer Science 2022-07-19 Ahmad Shapiro , Ayman Khalafallah , Marwan Torki

This paper presents the design and development of multi-dialect automatic speech recognition for Arabic. Deep neural networks are becoming an effective tool to solve sequential data problems, particularly, adopting an end-to-end training of…

Audio and Speech Processing · Electrical Eng. & Systems 2021-12-30 Abbas Raza Ali

In this paper, we tackle the Arabic Fine-Grained Hate Speech Detection shared task and demonstrate significant improvements over reported baselines for its three subtasks. The tasks are to predict if a tweet contains (1) Offensive language;…

Computation and Language · Computer Science 2022-05-18 Badr AlKhamissi , Mona Diab

While resources for English language are fairly sufficient to understand content on social media, similar resources in Arabic are still immature. The main reason that the resources in Arabic are insufficient is that Arabic has many dialects…

Computation and Language · Computer Science 2023-09-22 Fatimah Alzamzami , Abdulmotaleb El Saddik