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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…

Computation and Language · Computer Science 2022-11-18 Ahmed Abdelali , Nadir Durrani , Fahim Dalvi , Hassan Sajjad

Arabic text-to-speech (TTS) remains challenging due to limited resources and complex phonological patterns. We present reproducible baselines for Arabic TTS built on the FastPitch architecture and introduce cepstral-domain metrics for…

Audio and Speech Processing · Electrical Eng. & Systems 2025-12-02 Lars Nippert

The Arabic language is among the most popular languages in the world with a huge variety of dialects spoken in 22 countries. In this study, we address the problem of classifying 18 Arabic dialects of the QADI dataset of Arabic tweets. RNN…

Computation and Language · Computer Science 2025-07-01 Omar A. Essameldin , Ali O. Elbeih , Wael H. Gomaa , Wael F. Elsersy

Recent work has shown the effectiveness of the word representations features in significantly improving supervised NER for the English language. In this study we investigate whether word representations can also boost supervised NER in…

Computation and Language · Computer Science 2018-04-17 Ismail El Bazi , Nabil Laachfoubi

We present paired learning and inference algorithms for significantly reducing computation and increasing speed of the vector dot products in the classifiers that are at the heart of many NLP components. This is accomplished by partitioning…

Computation and Language · Computer Science 2015-05-25 Emma Strubell , Luke Vilnis , Kate Silverstein , Andrew McCallum

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

In this work, we address the problem of spelling correction in the Arabic language utilizing the new corpus provided by QALB (Qatar Arabic Language Bank) project which is an annotated corpus of sentences with errors and their corrections.…

Machine Learning · Computer Science 2014-10-01 Youssef Hassan , Mohamed Aly , Amir Atiya

This paper describes our system, which placed third in the Multilingual Track (subtask 11), fourth in the Code-Mixed Track (subtask 12), and seventh in the Chinese Track (subtask 9) in the SemEval 2022 Task 11: MultiCoNER Multilingual…

Computation and Language · Computer Science 2022-04-18 Weichao Gan , Yuanping Lin , Guangbo Yu , Guimin Chen , Qian Ye

Language Identification (LID) is the task of determining the language of a given text and is a fundamental preprocessing step that affects the reliability of downstream NLP applications. While recent work has expanded LID coverage for…

Computation and Language · Computer Science 2026-01-30 Sang Yun Kwon , AbdelRahim Elmadany , Muhammad Abdul-Mageed

There are many difficulties facing a handwritten Arabic recognition system such as unlimited variation in human handwriting, similarities of distinct character shapes, interconnections of neighbouring characters and their position in the…

Computer Vision and Pattern Recognition · Computer Science 2014-02-27 Ahmed Sahlol , Cheng Suen

Named entity recognition has been extensively studied on English news texts. However, the transfer to other domains and languages is still a challenging problem. In this paper, we describe the system with which we participated in the first…

Computation and Language · Computer Science 2020-07-03 Lukas Lange , Heike Adel , Jannik Strötgen

In this paper, we highlight our approach for the "Arabic AI Tasks Evaluation (ArAiEval) Shared Task 2023". We present our approaches for task 1-A and task 2-A of the shared task which focus on persuasion technique detection and…

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

Video-to-text and text-to-video retrieval are dominated by English benchmarks (e.g. DiDeMo, MSR-VTT) and recent multilingual corpora (e.g. RUDDER), yet Arabic remains underserved, lacking localized evaluation metrics. We introduce a…

Computer Vision and Pattern Recognition · Computer Science 2025-09-23 Mohamed Eltahir , Osamah Sarraj , Abdulrahman Alfrihidi , Taha Alshatiri , Mohammed Khurd , Mohammed Bremoo , Tanveer Hussain

In this paper, we explore the effects of language variants, data sizes, and fine-tuning task types in Arabic pre-trained language models. To do so, we build three pre-trained language models across three variants of Arabic: Modern Standard…

Computation and Language · Computer Science 2021-09-07 Go Inoue , Bashar Alhafni , Nurpeiis Baimukan , Houda Bouamor , Nizar Habash

This paper describes speaker verification (SV) systems submitted by the SpeakIn team to the Task 1 and Task 2 of the Far-Field Speaker Verification Challenge 2022 (FFSVC2022). SV tasks of the challenge focus on the problem of fully…

Sound · Computer Science 2022-09-26 Yu Zheng , Jinghan Peng , Yihao Chen , Yajun Zhang , Jialong Wang , Min Liu , Minqiang Xu

This paper presents the first application of Native Language Identification (NLI) for the Turkish language. NLI is the task of automatically identifying an individual's native language (L1) based on their writing or speech in a non-native…

Computation and Language · Computer Science 2025-11-10 Ahmet Yavuz Uluslu , Gerold Schneider

This paper replicates and extends the system used in the AuTexTification 2023 shared task for authorship attribution of machine-generated texts. First, we tried to reproduce the original results. Exact replication was not possible because…

Computation and Language · Computer Science 2026-03-17 Adam Skurla , Dominik Macko , Jakub Simko

We present a joint multitask model for the UniDive 2025 Morpho-Syntactic Parsing shared task, where systems predict both morphological and syntactic analyses following novel UD annotation scheme. Our system uses a shared XLM-RoBERTa encoder…

Computation and Language · Computer Science 2025-08-21 Demian Inostroza , Mel Mistica , Ekaterina Vylomova , Chris Guest , Kemal Kurniawan

Sentiment Analysis in Arabic is a challenging task due to the rich morphology of the language. Moreover, the task is further complicated when applied to Twitter data that is known to be highly informal and noisy. In this paper, we develop a…

Computation and Language · Computer Science 2018-05-23 Nora Al-Twairesh , Hend Al-Khalifa , AbdulMalik Alsalman , Yousef Al-Ohali

Classifying text is a method for categorizing documents into pre-established groups. Text documents must be prepared and represented in a way that is appropriate for the algorithms used for data mining prior to classification. As a result,…

Computation and Language · Computer Science 2024-02-26 Esra'a Alhenawi , Ruba Abu Khurma , Pedro A. Castillo , Maribel G. Arenas