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Offensive language detection is an important and challenging task in natural language processing. We present our submissions to the OffensEval 2020 shared task, which includes three English sub-tasks: identifying the presence of offensive…

Computation and Language · Computer Science 2020-07-30 Sajad Sotudeh , Tong Xiang , Hao-Ren Yao , Sean MacAvaney , Eugene Yang , Nazli Goharian , Ophir Frieder

ChatGPT's emergence heralds a transformative phase in NLP, particularly demonstrated through its excellent performance on many English benchmarks. However, the model's efficacy across diverse linguistic contexts remains largely uncharted…

Computation and Language · Computer Science 2023-10-24 Md Tawkat Islam Khondaker , Abdul Waheed , El Moatez Billah Nagoudi , Muhammad Abdul-Mageed

Multimodal Sentiment Analysis (MSA) has recently become a centric research direction for many real-world applications. This proliferation is due to the fact that opinions are central to almost all human activities and are key influencers of…

Computation and Language · Computer Science 2023-06-13 Abdelhamid Haouhat , Slimane Bellaouar , Attia Nehar , Hadda Cherroun

As more and more Arabic texts emerged on the Internet, extracting important information from these Arabic texts is especially useful. As a fundamental technology, Named entity recognition (NER) serves as the core component in information…

Computation and Language · Computer Science 2023-08-09 Xiaoye Qu , Yingjie Gu , Qingrong Xia , Zechang Li , Zhefeng Wang , Baoxing Huai

Darija Open Dataset (DODa) is an open-source project for the Moroccan dialect. With more than 10,000 entries DODa is arguably the largest open-source collaborative project for Darija-English translation built for Natural Language Processing…

Computation and Language · Computer Science 2021-03-18 Aissam Outchakoucht , Hamza Es-Samaali

This paper describes neural models developed for the Hate Speech and Offensive Content Identification in English and Indo-Aryan Languages Shared Task 2021. Our team called neuro-utmn-thales participated in two tasks on binary and…

Computation and Language · Computer Science 2022-10-18 Anna Glazkova , Michael Kadantsev , Maksim Glazkov

Understanding the deep meanings of the Qur'an and bridging the language gap between modern standard Arabic and classical Arabic is essential to improve the question-and-answer system for the Holy Qur'an. The Qur'an QA 2023 shared task…

Computation and Language · Computer Science 2024-12-17 Mohamed Basem , Islam Oshallah , Baraa Hikal , Ali Hamdi , Ammar Mohamed

Accents mismatching is a critical problem for end-to-end ASR. This paper aims to address this problem by building an accent-robust RNN-T system with domain adversarial training (DAT). We unveil the magic behind DAT and provide, for the…

Audio and Speech Processing · Electrical Eng. & Systems 2021-02-15 Hu Hu , Xuesong Yang , Zeynab Raeesy , Jinxi Guo , Gokce Keskin , Harish Arsikere , Ariya Rastrow , Andreas Stolcke , Roland Maas

With the growing number of textual resources available, the ability to understand them becomes critical. An essential first step in understanding these sources is the ability to identify the part of speech in each sentence. Arabic is a…

Computation and Language · Computer Science 2013-07-15 Bilel Ben Ali , Fethi Jarray

Mispronunciation detection and diagnosis (MDD) technology is a key component of computer-assisted pronunciation training system (CAPT). In the field of assessing the pronunciation quality of constrained speech, the given transcriptions can…

Sound · Computer Science 2022-06-16 Linkai Peng , Yingming Gao , Binghuai Lin , Dengfeng Ke , Yanlu Xie , Jinsong Zhang

Reproducible benchmarks are crucial in driving progress of machine translation research. However, existing machine translation benchmarks have been mostly limited to high-resource or well-represented languages. Despite an increasing…

Computation and Language · Computer Science 2021-09-13 Machel Reid , Junjie Hu , Graham Neubig , Yutaka Matsuo

Recent multi-modal face anti-spoofing (FAS) methods have investigated the potential of leveraging multiple modalities to distinguish live and spoof faces. However, pre-adapted multi-modal FAS models often fail to detect unseen attacks from…

Computer Vision and Pattern Recognition · Computer Science 2025-09-30 Ming-Tsung Hsu , Fang-Yu Hsu , Yi-Ting Lin , Kai-Heng Chien , Jun-Ren Chen , Cheng-Hsiang Su , Yi-Chen Ou , Chiou-Ting Hsu , Pei-Kai Huang

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 there have been an extrinsic…

Computation and Language · Computer Science 2022-10-19 Ahmed Abdelali , Nadir Durrani , Fahim Dalvi , Hassan Sajjad

In this paper, we present the annotation pipeline and the guidelines we wrote as part of an effort to create a large manually annotated Arabic author profiling dataset from various social media sources covering 16 Arabic countries and 11…

Computation and Language · Computer Science 2018-08-24 Wajdi Zaghouani , Anis Charfi

Domain Adaptive Object Detection (DAOD) models a joint distribution of images and labels from an annotated source domain and learns a domain-invariant transformation to estimate the target labels with the given target domain images.…

Computer Vision and Pattern Recognition · Computer Science 2022-04-07 Xinyu Liu , Wuyang Li , Qiushi Yang , Baopu Li , Yixuan Yuan

In this paper we address the scarcity of annotated data for NArabizi, a Romanized form of North African Arabic used mostly on social media, which poses challenges for Natural Language Processing (NLP). We introduce an enriched version of…

Computation and Language · Computer Science 2024-12-06 Arij Riabi , Menel Mahamdi , Djamé Seddah

This paper addresses critical gaps in Arabic language model evaluation by establishing comprehensive theoretical guidelines and introducing a novel evaluation framework. We first analyze existing Arabic evaluation datasets, identifying…

Computation and Language · Computer Science 2025-06-03 Serry Sibaee , Omer Nacar , Adel Ammar , Yasser Al-Habashi , Abdulrahman Al-Batati , Wadii Boulila

Neural machine translation (NMT) systems exhibit limited robustness in handling source-side linguistic variations. Their performance tends to degrade when faced with even slight deviations in language usage, such as different domains or…

Computation and Language · Computer Science 2024-02-06 Md Mahfuz Ibn Alam , Sina Ahmadi , Antonios Anastasopoulos

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

Tunisian Arabic (ISO 693-3: aeb) isa distinct variety native to Tunisia, derived from Arabic and enriched by various historical influences. This research introduces the "Normalized Orthography for Tunisian Arabic" (NOTA), an adaptation of…

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