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This study reports the second shared task named as UrduFake@FIRE2021 on identifying fake news detection in Urdu language. This is a binary classification problem in which the task is to classify a given news article into two classes: (i)…

Computation and Language · Computer Science 2022-07-13 Maaz Amjad , Sabur Butt , Hamza Imam Amjad , Grigori Sidorov , Alisa Zhila , Alexander Gelbukh

Pretraining Bidirectional Encoder Representations from Transformers (BERT) for downstream NLP tasks is a non-trival task. We pretrained 5 BERT models that differ in the size of their training sets, mixture of formal and informal Arabic, and…

Computation and Language · Computer Science 2021-02-23 Ahmed Abdelali , Sabit Hassan , Hamdy Mubarak , Kareem Darwish , Younes Samih

As large language models become increasingly capable at various writing tasks, their weakness at generating unique and creative content becomes a major liability. Although LLMs have the ability to generate text covering diverse topics,…

Computation and Language · Computer Science 2025-08-12 Ramya Namuduri , Yating Wu , Anshun Asher Zheng , Manya Wadhwa , Greg Durrett , Junyi Jessy Li

We present an overview of the second edition of the CheckThat! Lab at CLEF 2019. The lab featured two tasks in two different languages: English and Arabic. Task 1 (English) challenged the participating systems to predict which claims in a…

Computation and Language · Computer Science 2021-10-01 Tamer Elsayed , Preslav Nakov , Alberto Barrón-Cedeño , Maram Hasanain , Reem Suwaileh , Giovanni Da San Martino , Pepa Atanasova

We use referential translation machines (RTMs) to identify the similarity between an attribute and two words in English by casting the task as machine translation performance prediction (MTPP) between the words and the attribute word and…

Computation and Language · Computer Science 2024-07-09 Ergun Biçici

There is currently a gap between the natural language expression of scholarly publications and their structured semantic content modeling to enable intelligent content search. With the volume of research growing exponentially every year, a…

Computation and Language · Computer Science 2021-10-18 Jennifer D'Souza , Sören Auer , Ted Pedersen

We present an overview of the FIGNEWS shared task, organized as part of the ArabicNLP 2024 conference co-located with ACL 2024. The shared task addresses bias and propaganda annotation in multilingual news posts. We focus on the early days…

Computation and Language · Computer Science 2024-07-26 Wajdi Zaghouani , Mustafa Jarrar , Nizar Habash , Houda Bouamor , Imed Zitouni , Mona Diab , Samhaa R. El-Beltagy , Muhammed AbuOdeh

We describe an Arabic-Hebrew parallel corpus of TED talks built upon WIT3, the Web inventory that repurposes the original content of the TED website in a way which is more convenient for MT researchers. The benchmark consists of about 2,000…

Computation and Language · Computer Science 2016-10-04 Mauro Cettolo

Proper nouns in Arabic Wikipedia are frequently undiacritized, creating ambiguity in pronunciation and interpretation, especially for transliterated named entities of foreign origin. While transliteration and diacritization have been…

Computation and Language · Computer Science 2025-06-24 Rawan Bondok , Mayar Nassar , Salam Khalifa , Kurt Micallef , Nizar Habash

Artificial Intelligence federates numerous scientific fields in the aim of developing machines able to assist human operators performing complex treatments -- most of which demand high cognitive skills (e.g. learning or decision processes).…

Artificial Intelligence · Computer Science 2017-04-19 Sébastien Harispe , Sylvie Ranwez , Stefan Janaqi , Jacky Montmain

Semantic code search is the task of retrieving a code snippet given a textual description of its functionality. Recent work has been focused on using similarity metrics between neural embeddings of text and code. However, current language…

Machine Learning · Computer Science 2022-11-08 Shushan Arakelyan , Anna Hakhverdyan , Miltiadis Allamanis , Luis Garcia , Christophe Hauser , Xiang Ren

Extracting synonyms from dictionaries or corpora is gaining special attention as synonyms play an important role in improving NLP application performance. This paper presents a survey of the different approaches and trends used in…

Computation and Language · Computer Science 2022-05-24 Eman Naser-Karajah , Nabil Arman , Mustafa Jarrar

We report the findings of the second Complex Word Identification (CWI) shared task organized as part of the BEA workshop co-located with NAACL-HLT'2018. The second CWI shared task featured multilingual and multi-genre datasets divided into…

Computation and Language · Computer Science 2018-04-25 Seid Muhie Yimam , Chris Biemann , Shervin Malmasi , Gustavo H. Paetzold , Lucia Specia , Sanja Štajner , Anaïs Tack , Marcos Zampieri

Coreference resolution and semantic role labeling are NLP tasks that capture different aspects of semantics, indicating respectively, which expressions refer to the same entity, and what semantic roles expressions serve in the sentence.…

Computation and Language · Computer Science 2020-10-13 Rahul Aralikatte , Mostafa Abdou , Heather Lent , Daniel Hershcovich , Anders Søgaard

This paper investigates the optimization of propaganda technique detection in Arabic text, including tweets \& news paragraphs, from ArAIEval shared task 1. Our approach involves fine-tuning the AraBERT v2 model with a neural network…

Computation and Language · Computer Science 2024-07-02 Abrar Abir , Kemal Oflazer

We introduce ALARB, a dataset and suite of tasks designed to evaluate the reasoning capabilities of large language models (LLMs) within the Arabic legal domain. While existing Arabic benchmarks cover some knowledge-intensive tasks such as…

These pure languages understanding directly relates to translation knowledge where linguists and translators need to work and research to eradicate misunderstanding. Misunderstandings mostly appear in non-equivalent words because there are…

Computation and Language · Computer Science 2025-08-22 Mohammad Ibrahim Qani

This paper describes our approach to submissions made at Shared Task 2 at BLP Workshop - Sentiment Analysis of Bangla Social Media Posts. Sentiment Analysis is an action research area in the digital age. With the rapid and constant growth…

Computation and Language · Computer Science 2023-10-24 Pratinav Seth , Rashi Goel , Komal Mathur , Swetha Vemulapalli

With the ever-growing amounts of textual data from a large variety of languages, domains, and genres, it has become standard to evaluate NLP algorithms on multiple datasets in order to ensure consistent performance across heterogeneous…

Computation and Language · Computer Science 2017-09-28 Rotem Dror , Gili Baumer , Marina Bogomolov , Roi Reichart

Word embeddings are a core component of modern natural language processing systems, making the ability to thoroughly evaluate them a vital task. We describe DiaLex, a benchmark for intrinsic evaluation of dialectal Arabic word embedding.…

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