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Arabic language lacks semantic datasets and sense inventories. The most common semantically-labeled dataset for Arabic is the ArabGlossBERT, a relatively small dataset that consists of 167K context-gloss pairs (about 60K positive and 107K…

计算与语言 · 计算机科学 2023-02-09 Sanad Malaysha , Mustafa Jarrar , Mohammed Khalilia

Arabic is a semitic language characterized by a complex and rich morphology. The exceptional degree of ambiguity in the writing system, the rich morphology, and the highly complex word formation process of roots and patterns all contribute…

计算机视觉与模式识别 · 计算机科学 2014-12-25 Ibrahim Abdelaziz , Sherif Abdou

Controllable text simplification is a crucial assistive technique for language learning and teaching. One of the primary factors hindering its advancement is the lack of a corpus annotated with sentence difficulty levels based on language…

计算与语言 · 计算机科学 2022-10-24 Yuki Arase , Satoru Uchida , Tomoyuki Kajiwara

Arabic is one of the most important and growing languages in the world. With the rise of social media platforms such as Twitter, Arabic spoken dialects have become more in use. In this paper, we describe our approach on the NADI Shared Task…

计算与语言 · 计算机科学 2020-11-16 Ahmad Beltagy , Abdelrahman Wael , Omar ElSherief

Sentiment analysis aims to extract people's emotions and opinion from their comments on the web. It widely used in businesses to detect sentiment in social data, gauge brand reputation, and understand customers. Most of articles in this…

计算与语言 · 计算机科学 2022-12-13 Ali Nazarizadeh , Touraj Banirostam , Minoo Sayyadpour

The widespread availability of code-mixed data can provide valuable insights into low-resource languages like Bengali, which have limited datasets. Sentiment analysis has been a fundamental text classification task across several languages…

Text segmentation task is an essential processing task for many of Natural Language Processing (NLP) such as text summarization, text translation, dialogue language understanding, among others. Turns segmentation considered the key player…

计算与语言 · 计算机科学 2015-05-13 AbdelRahim A. Elmadany , Sherif M. Abdou , Mervat Gheith

Aspect-based sentiment analysis (ABSA) in natural language processing enables organizations to understand customer opinions on specific product aspects. While deep learning models are widely used for English ABSA, their application in…

计算与语言 · 计算机科学 2025-09-23 Salha Alyami , Amani Jamal , Areej Alhothali

The first step in any NLP pipeline is to split the text into individual tokens. The most obvious and straightforward approach is to use words as tokens. However, given a large text corpus, representing all the words is not efficient in…

计算与语言 · 计算机科学 2021-09-30 Zaid Alyafeai , Maged S. Al-shaibani , Mustafa Ghaleb , Irfan Ahmad

Sentiment analysis is a key task in Natural Language Processing (NLP), enabling the extraction of meaningful insights from user opinions across various domains. However, performing sentiment analysis in Persian remains challenging due to…

计算与语言 · 计算机科学 2025-10-07 Mehrzad Tareh , Aydin Mohandesi , Ebrahim Ansari

Sentiment analysis (SA) is the automated process of detecting and understanding the emotions conveyed through written text. Over the past decade, SA has gained significant popularity in the field of Natural Language Processing (NLP). With…

计算与语言 · 计算机科学 2023-05-25 Karthick Prasad Gunasekaran

In the field of natural language processing, sentiment analysis via deep learning has a excellent performance by using large labeled datasets. Meanwhile, labeled data are insufficient in many sentiment analysis, and obtaining these data is…

计算与语言 · 计算机科学 2022-05-17 Pengfei Zhang , Tingting Chai , Yongdong Xu

In recent years, sentiment analysis in social media has attracted a lot of research interest and has been used for a number of applications. Unfortunately, research has been hindered by the lack of suitable datasets, complicating the…

计算与语言 · 计算机科学 2019-12-17 Preslav Nakov , Zornitsa Kozareva , Alan Ritter , Sara Rosenthal , Veselin Stoyanov , Theresa Wilson

Learner corpus collects language data produced by L2 learners, that is second or foreign-language learners. This resource is of great relevance for second language acquisition research, foreign-language teaching, and automatic grammatical…

计算与语言 · 计算机科学 2022-01-03 Yingying Wang , Cunliang Kong , Liner Yang , Yijun Wang , Xiaorong Lu , Renfen Hu , Shan He , Zhenghao Liu , Yun Chen , Erhong Yang , Maosong Sun

Investor sentiment shapes financial markets, yet modeling sentiment in Arabic financial contexts remains challenging due to linguistic complexity and limited resources. We present an Arabic NLP framework for large-scale financial sentiment…

计算与语言 · 计算机科学 2026-05-20 Mona H. Albaqawi , Eman M. Albalkhi , Joud A. Albaiti , Enrico Lopedoto

Pre-trained Language Models (PLMs) are integral to many modern natural language processing (NLP) systems. Although multilingual models cover a wide range of languages, they often grapple with challenges like high inference costs and a lack…

计算与语言 · 计算机科学 2024-07-19 Murtadha Ahmed , Saghir Alfasly , Bo Wen , Jamaal Qasem , Mohammed Ahmed , Yunfeng Liu

Enabling empathetic behavior in Arabic dialogue agents is an important aspect of building human-like conversational models. While Arabic Natural Language Processing has seen significant advances in Natural Language Understanding (NLU) with…

计算与语言 · 计算机科学 2021-03-09 Tarek Naous , Wissam Antoun , Reem A. Mahmoud , Hazem Hajj

Recently, there has been a growing interest in the use of deep learning techniques for tasks in natural language processing (NLP), with sentiment analysis being one of the most challenging areas, particularly in the Persian language. The…

计算与语言 · 计算机科学 2024-03-19 Mohammad Heydari , Mohsen Khazeni , Mohammad Ali Soltanshahi

Computational models of argument quality (AQ) have focused primarily on assessing the overall quality or just one specific characteristic of an argument, such as its convincingness or its clarity. However, previous work has claimed that…

计算与语言 · 计算机科学 2020-11-04 Lily Ng , Anne Lauscher , Joel Tetreault , Courtney Napoles

Empathy, as defined in behavioral sciences, expresses the ability of human beings to recognize, understand and react to emotions, attitudes and beliefs of others. The lack of an operational definition of empathy makes it difficult to…

计算与语言 · 计算机科学 2018-01-01 Firoj Alam , Morena Danieli , Giuseppe Riccardi