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Although the prediction of dialects is an important language processing task, with a wide range of applications, existing work is largely limited to coarse-grained varieties. Inspired by geolocation research, we propose the novel task of…

计算与语言 · 计算机科学 2020-12-08 Muhammad Abdul-Mageed , Chiyu Zhang , AbdelRahim Elmadany , Lyle Ungar

Arabic dialect recognition presents a significant challenge in speech technology due to the linguistic diversity of Arabic and the scarcity of large annotated datasets, particularly for underrepresented dialects. This research investigates…

音频与语音处理 · 电气工程与系统科学 2025-06-27 Ghazal Al-Shwayyat , Omer Nezih Gerek

This paper presents our work for the Violence Inciting Text Detection shared task in the First Workshop on Bangla Language Processing. Social media has accelerated the propagation of hate and violence-inciting speech in society. It is…

计算与语言 · 计算机科学 2023-12-01 Saurabh Page , Sudeep Mangalvedhekar , Kshitij Deshpande , Tanmay Chavan , Sheetal Sonawane

This study investigates logistic regression, linear support vector machine, multinomial Naive Bayes, and Bernoulli Naive Bayes for classifying Libyan dialect utterances gathered from Twitter. The dataset used is the QADI corpus, which…

计算与语言 · 计算机科学 2025-12-05 Mansour Essgaer , Khamis Massud , Rabia Al Mamlook , Najah Ghmaid

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…

计算与语言 · 计算机科学 2024-07-31 Mohammed Khalilia , Sanad Malaysha , Reem Suwaileh , Mustafa Jarrar , Alaa Aljabari , Tamer Elsayed , Imed Zitouni

We present the Charles University system for the MRL~2023 Shared Task on Multi-lingual Multi-task Information Retrieval. The goal of the shared task was to develop systems for named entity recognition and question answering in several…

计算与语言 · 计算机科学 2023-10-26 Jindřich Helcl , Jindřich Libovický

Word segmentation plays a pivotal role in improving any Arabic NLP application. Therefore, a lot of research has been spent in improving its accuracy. Off-the-shelf tools, however, are: i) complicated to use and ii) domain/dialect…

计算与语言 · 计算机科学 2017-09-05 Hassan Sajjad , Fahim Dalvi , Nadir Durrani , Ahmed Abdelali , Yonatan Belinkov , Stephan Vogel

On annotating multi-dialect Arabic datasets, it is common to randomly assign the samples across a pool of native Arabic speakers. Recent analyses recommended routing dialectal samples to native speakers of their respective dialects to build…

计算与语言 · 计算机科学 2024-06-10 Amr Keleg , Walid Magdy , Sharon Goldwater

Arabic is a Semitic language which is widely spoken with many dialects. Given the success of pre-trained language models, many transformer models trained on Arabic and its dialects have surfaced. While these models have been compared with…

计算与语言 · 计算机科学 2022-11-18 Ahmed Abdelali , Nadir Durrani , Fahim Dalvi , Hassan Sajjad

This paper addresses the problem of Bangla hate speech identification, a socially impactful yet linguistically challenging task. As part of the "Bangla Multi-task Hate Speech Identification" shared task at the BLP Workshop, IJCNLP-AACL…

计算与语言 · 计算机科学 2025-11-11 Sourav Saha , K M Nafi Asib , Mohammed Moshiul Hoque

We describe our contribution to the SemEVAl 2023 AfriSenti-SemEval shared task, where we tackle the task of sentiment analysis in 14 different African languages. We develop both monolingual and multilingual models under a full supervised…

计算与语言 · 计算机科学 2023-04-26 Gagan Bhatia , Ife Adebara , AbdelRahim Elmadany , Muhammad Abdul-Mageed

This article presents a full end-to-end pipeline for Arabic Dialect Identification (ADI) using intonation patterns and acoustic representations. Recent approaches to language and dialect identification use linguistic-aware deep…

音频与语音处理 · 电气工程与系统科学 2020-08-04 Aitor Arronte Alvarez , Elsayed Sabry Abdelaal Issa

Natural Language Processing (NLP) is today a very active field of research and innovation. Many applications need however big sets of data for supervised learning, suitably labelled for the training purpose. This includes applications for…

计算与语言 · 计算机科学 2021-02-23 ElMehdi Boujou , Hamza Chataoui , Abdellah El Mekki , Saad Benjelloun , Ikram Chairi , Ismail Berrada

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…

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…

计算与语言 · 计算机科学 2017-09-04 Suwon Shon , Ahmed Ali , James Glass

Native language identification (NLI) is the task of training (via supervised machine learning) a classifier that guesses the native language of the author of a text. This task has been extensively researched in the last decade, and the…

计算与语言 · 计算机科学 2022-08-03 Barbara Berti , Andrea Esuli , Fabrizio Sebastiani

Transcribed speech and user-generated text in Arabic typically contain a mixture of Modern Standard Arabic (MSA), the standardized language taught in schools, and Dialectal Arabic (DA), used in daily communications. To handle this…

计算与语言 · 计算机科学 2023-10-24 Amr Keleg , Sharon Goldwater , Walid Magdy

This paper presents the system that we have developed while solving this shared task on violence inciting text detection in Bangla. We explain both the traditional and the recent approaches that we have used to make our models learn. Our…

计算与语言 · 计算机科学 2023-10-18 Saumajit Saha , Albert Nanda

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…

计算与语言 · 计算机科学 2025-11-14 Haroun Elleuch , Youssef Saidi , Salima Mdhaffar , Yannick Estève , Fethi Bougares

Prediction of language varieties and dialects is an important language processing task, with a wide range of applications. For Arabic, the native tongue of ~ 300 million people, most varieties remain unsupported. To ease this bottleneck, we…

计算与语言 · 计算机科学 2019-11-01 Muhammad Abdul-Mageed , Chiyu Zhang , AbdelRahim Elmadany , Arun Rajendran , Lyle Ungar