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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

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

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

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 the findings and results of the Second Nuanced Arabic Dialect Identification Shared Task (NADI 2021). This Shared Task includes four subtasks: country-level Modern Standard Arabic (MSA) identification (Subtask 1.1), country-level…

Computation and Language · Computer Science 2021-04-20 Muhammad Abdul-Mageed , Chiyu Zhang , AbdelRahim Elmadany , Houda Bouamor , Nizar Habash

This paper describes Elyadata \& LIA's joint submission to the NADI multi-dialectal Arabic Speech Processing 2025. We participated in the Spoken Arabic Dialect Identification (ADI) and multi-dialectal Arabic ASR subtasks. Our submission…

Computation and Language · Computer Science 2025-11-14 Haroun Elleuch , Youssef Saidi , Salima Mdhaffar , Yannick Estève , Fethi Bougares

In this paper, we present our approach for the "Nuanced Arabic Dialect Identification (NADI) Shared Task 2023". We highlight our methodology for subtask 1 which deals with country-level dialect identification. Recognizing dialects plays an…

Computation and Language · Computer Science 2023-12-01 Vedant Deshpande , Yash Patwardhan , Kshitij Deshpande , Sudeep Mangalvedhekar , Ravindra Murumkar

Arabic is one of the most important and growing languages in the world. With the rise of social media platforms such as Twitter, Arabic spoken dialects have become more in use. In this paper, we describe our approach on the NADI Shared Task…

Computation and Language · Computer Science 2020-11-16 Ahmad Beltagy , Abdelrahman Wael , Omar ElSherief

Arabic dialect identification is a complex problem for a number of inherent properties of the language itself. In this paper, we present the experiments conducted, and the models developed by our competing team, Mawdoo3 AI, along the way to…

In this paper, we tackle the Nuanced Arabic Dialect Identification (NADI) shared task (Abdul-Mageed et al., 2021) and demonstrate state-of-the-art results on all of its four subtasks. Tasks are to identify the geographic origin of short…

Computation and Language · Computer Science 2021-03-02 Badr AlKhamissi , Mohamed Gabr , Muhammad ElNokrashy , Khaled Essam

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

In this paper, we conduct an in-depth analysis of several key factors influencing the performance of Arabic Dialect Identification NADI'2023, with a specific focus on the first subtask involving country-level dialect identification. Our…

Computation and Language · Computer Science 2023-12-19 Mohamed Lichouri , Khaled Lounnas , Aicha Zitouni , Houda Latrache , Rachida Djeradi

This paper presents our approach to address the EACL WANLP-2021 Shared Task 1: Nuanced Arabic Dialect Identification (NADI). The task is aimed at developing a system that identifies the geographical location(country/province) from where an…

Computation and Language · Computer Science 2021-02-23 Anshul Wadhawan

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

In order to successfully annotate the Arabic speech con- tent found in open-domain media broadcasts, it is essential to be able to process a diverse set of Arabic dialects. For the 2017 Multi-Genre Broadcast challenge (MGB-3) there were two…

Computation and Language · Computer Science 2017-09-04 Suwon Shon , Ahmed Ali , James Glass

This study presents systems submitted by the University of Texas at Dallas, Center for Robust Speech Systems (UTD-CRSS) to the MGB-3 Arabic Dialect Identification (ADI) subtask. This task is defined to discriminate between five dialects of…

Audio and Speech Processing · Electrical Eng. & Systems 2017-10-03 Ahmet E. Bulut , Qian Zhang , Chunlei Zhang , Fahimeh Bahmaninezhad , John H. L. Hansen

Automatic speech recognition (ASR) plays a vital role in enabling natural human-machine interaction across applications such as virtual assistants, industrial automation, customer support, and real-time transcription. However, developing…

Computation and Language · Computer Science 2025-08-13 Mahmoud Salhab , Shameed Sait , Mohammad Abusheikh , Hasan Abusheikh

Automatic Arabic Dialect Identification (ADI) of text has gained great popularity since it was introduced in the early 2010s. Multiple datasets were developed, and yearly shared tasks have been running since 2018. However, ADI systems are…

Computation and Language · Computer Science 2023-10-23 Amr Keleg , Walid Magdy

The hospitality industry in the Arab world increasingly relies on customer feedback to shape services, driving the need for advanced Arabic sentiment analysis tools. To address this challenge, the Sentiment Analysis on Arabic Dialects in…

Computation and Language · Computer Science 2025-11-18 Maram Alharbi , Salmane Chafik , Saad Ezzini , Ruslan Mitkov , Tharindu Ranasinghe , Hansi Hettiarachchi

In this work, we tackle the Diacritic Restoration (DR) task for Arabic dialectal sentences using a multimodal approach that combines both textual and speech information. We propose a model that represents the text modality using an encoder…

Computation and Language · Computer Science 2025-10-29 Ahmad Ghannam , Naif Alharthi , Faris Alasmary , Kholood Al Tabash , Shouq Sadah , Lahouari Ghouti
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