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This paper proposes a novel approach to an automatic estimation of three speaker traits from Arabic speech: gender, emotion, and dialect. After showing promising results on different text classification tasks, the multi-task learning (MTL)…

计算与语言 · 计算机科学 2020-12-15 Wael Farhan , Muhy Eddin Za'ter , Qusai Abu Obaidah , Hisham al Bataineh , Zyad Sober , Hussein T. Al-Natsheh

Designing a natural voice interface rely mostly on Speech recognition for interaction between human and their modern digital life equipment. In addition, speech recognition narrows the gap between monolingual individuals to better exchange…

计算与语言 · 计算机科学 2022-12-22 Ayman Mansour , Wafaa F. Mukhtar

Sentiment analysis is the Natural Language Processing (NLP) task dealing with the detection and classification of sentiments in texts. While some tasks deal with identifying the presence of sentiment in the text (Subjectivity analysis),…

计算与语言 · 计算机科学 2017-07-06 Souvick Ghosh , Satanu Ghosh , Dipankar Das

The use of multilingual language models for tasks in low and high-resource languages has been a success story in deep learning. In recent times, Arabic has been receiving widespread attention on account of its dialectal variance. While…

计算与语言 · 计算机科学 2022-11-09 Soumajyoti Sarkar , Kaixiang Lin , Sailik Sengupta , Leonard Lausen , Sheng Zha , Saab Mansour

Sentiment analysis is the process of identifying and categorizing people's emotions or opinions regarding various topics. The analysis of Twitter sentiment has become an increasingly popular topic in recent years. In this paper, we present…

计算与语言 · 计算机科学 2023-08-30 Mohammad Dehghani , Zahra Yazdanparast

We consider entity-level sentiment analysis in Arabic, a morphologically rich language with increasing resources. We present a system that is applied to complex posts written in response to Arabic newspaper articles. Our goal is to identify…

计算与语言 · 计算机科学 2017-01-13 Noura Farra , Kathleen McKeown

Current approaches to cross-lingual sentiment analysis try to leverage the wealth of labeled English data using bilingual lexicons, bilingual vector space embeddings, or machine translation systems. Here we show that it is possible to use a…

计算与语言 · 计算机科学 2017-10-25 Mohamed Abdalla , Graeme Hirst

Arabic handwriting is a consonantal and cursive writing. The analysis of Arabic script is further complicated due to obligatory dots/strokes that are placed above or below most letters and usually written delayed in order. Due to…

计算机视觉与模式识别 · 计算机科学 2015-10-20 Ibrahim Abdelaziz , Sherif Abdou , Hassanin Al-Barhamtoshy

The growing use of large language models (LLMs) has raised concerns regarding their safety. While many studies have focused on English, the safety of LLMs in Arabic, with its linguistic and cultural complexities, remains under-explored.…

计算与语言 · 计算机科学 2025-02-11 Yasser Ashraf , Yuxia Wang , Bin Gu , Preslav Nakov , Timothy Baldwin

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

Today, the web has become a mandatory platform to express users' opinions, emotions and feelings about various events. Every person using his smartphone can give his opinion about the purchase of a product, the occurrence of an accident,…

计算与语言 · 计算机科学 2023-03-21 Kazem Taghandiki , Elnaz Rezaei Ehsan

This paper adding more insights towards resources and datasets used in Arabic offensive language research. The main goal of this paper is to guide researchers in Arabic offensive language in selecting appropriate datasets based on their…

计算与语言 · 计算机科学 2021-01-28 Fatemah Husain , Ozlem Uzuner

Research into statistical parsing for English has enjoyed over a decade of successful results. However, adapting these models to other languages has met with difficulties. Previous comparative work has shown that Modern Arabic is one of the…

计算与语言 · 计算机科学 2015-10-27 Kais Dukes

This work is part of a large research project entitled "Or\'eodule" aimed at developing tools for automatic speech recognition, translation, and synthesis for Arabic language. Our attention has mainly been focused on an attempt to improve…

计算与语言 · 计算机科学 2016-10-11 Mourad Mars , Mounir Zrigui , Mohamed Belgacem , Anis Zouaghi

On social media, Arabic people tend to express themselves in their own local dialects. More particularly, Tunisians use the informal way called "Tunisian Arabizi". Analytical studies seek to explore and recognize online opinions aiming to…

计算与语言 · 计算机科学 2020-04-30 Chayma Fourati , Abir Messaoudi , Hatem Haddad

A public dataset, with a variety of properties suitable for sentiment analysis [1], event prediction, trend detection and other text mining applications, is needed in order to be able to successfully perform analysis studies. The vast…

计算与语言 · 计算机科学 2018-02-01 Semiha Makinist , Ibrahim Riza Hallac , Betul Ay Karakus , Galip Aydin

The task of converting natural language questions (NLQs) into executable SQL queries, known as text-to-SQL, has gained significant interest in recent years, as it enables non-technical users to interact with relational databases. Many…

软件工程 · 计算机科学 2025-11-19 Salmane Chafik , Saad Ezzini , Ismail Berrada

Large language models and vision-language models (which we jointly call LMs) have transformed NLP and CV, demonstrating remarkable potential across various fields. However, their capabilities in affective analysis (i.e. sentiment analysis…

计算与语言 · 计算机科学 2025-06-02 Zhiwei Liu , Lingfei Qian , Qianqian Xie , Jimin Huang , Kailai Yang , Sophia Ananiadou

Code-mixing (CM), where speakers blend languages within a single expression, is prevalent in multilingual societies but poses challenges for natural language processing due to its complexity and limited data. We propose using a large…

计算与语言 · 计算机科学 2025-10-28 Linda Zeng

Arabic sentiment analysis has become an important research field in recent years. Initially, work focused on Modern Standard Arabic (MSA), which is the most widely-used form. Since then, work has been carried out on several different…

计算与语言 · 计算机科学 2022-02-01 Mustafa Mhamed , Richard Sutcliffe , Xia Sun , Jun Feng , Eiad Almekhlafi , Ephrem A. Retta