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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 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

SALMA, the first Arabic sense-annotated corpus, consists of ~34K tokens, which are all sense-annotated. The corpus is annotated using two different sense inventories simultaneously (Modern and Ghani). SALMA novelty lies in how tokens and…

Computation and Language · Computer Science 2023-10-31 Mustafa Jarrar , Sanad Malaysha , Tymaa Hammouda , Mohammed Khalilia

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

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…

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

Question semantic similarity (Q2Q) is a challenging task that is very useful in many NLP applications, such as detecting duplicate questions and question answering systems. In this paper, we present the results and findings of the shared…

Computation and Language · Computer Science 2019-09-24 Haitham Seelawi , Ahmad Mustafa , Hesham Al-Bataineh , Wael Farhan , Hussein T. Al-Natsheh

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,…

Word Sense Disambiguation (WSD) is a long-standing task in Natural Language Processing(NLP) that aims to automatically identify the most relevant meaning of the words in a given context. Developing standard WSD test collections can be…

Computation and Language · Computer Science 2021-07-06 Hossein Rouhizadeh , Mehrnoush Shamsfard , Vahideh Tajalli , Masoud Rouhziadeh

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

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

We describe the systems of the University of Alberta team for the SemEval-2023 Visual Word Sense Disambiguation (V-WSD) Task. We present a novel algorithm that leverages glosses retrieved from BabelNet, in combination with text and image…

Computation and Language · Computer Science 2023-06-27 Michael Ogezi , Bradley Hauer , Talgat Omarov , Ning Shi , Grzegorz Kondrak

As a key natural language processing (NLP) task, word sense disambiguation (WSD) evaluates how well NLP models can understand the lexical semantics of words under specific contexts. Benefited from the large-scale annotation, current WSD…

Computation and Language · Computer Science 2022-10-17 Ying Su , Hongming Zhang , Yangqiu Song , Tong Zhang

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

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

Question semantic similarity is a challenging and active research problem that is very useful in many NLP applications, such as detecting duplicate questions in community question answering platforms such as Quora. Arabic is considered to…

Computation and Language · Computer Science 2019-09-23 Hesham Al-Bataineh , Wael Farhan , Ahmad Mustafa , Haitham Seelawi , Hussein T. Al-Natsheh

Named Entity Recognition (NER) is a task in Natural Language Processing (NLP) that aims to identify and classify entities in text into predefined categories. However, when applied to Arabic data, NER encounters unique challenges stemming…

Computation and Language · Computer Science 2024-08-08 Ahmed Abdou , Tasneem Mohsen

This paper describes our method for the task of Semantic Question Similarity in Arabic in the workshop on NLP Solutions for Under-Resourced Languages (NSURL). The aim is to build a model that is able to detect similar semantic questions in…

Computation and Language · Computer Science 2020-04-28 Hana Al-Theiabat , Aisha Al-Sadi

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…

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