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Language comprehension and commonsense knowledge validation by machines are challenging tasks that are still under researched and evaluated for Arabic text. In this paper, we present a benchmark Arabic dataset for commonsense explanation.…

Computation and Language · Computer Science 2020-12-21 Saja AL-Tawalbeh , Mohammad AL-Smadi

Commonsense validation evaluates whether a sentence aligns with everyday human understanding, a critical capability for developing robust natural language understanding systems. While substantial progress has been made in English, the task…

Computation and Language · Computer Science 2026-01-13 Kareem Elozeiri , Mervat Abassy , Preslav Nakov , Yuxia Wang

Despite progress in Arabic large language models, such as Jais and AceGPT, their evaluation on commonsense reasoning has largely relied on machine-translated datasets, which lack cultural depth and may introduce Anglocentric biases.…

Commonsense reasoning is intuitive for humans but has been a long-term challenge for artificial intelligence (AI). Recent advancements in pretrained language models have shown promising results on several commonsense benchmark datasets.…

Computation and Language · Computer Science 2021-06-03 Shikhar Singh , Nuan Wen , Yu Hou , Pegah Alipoormolabashi , Te-Lin Wu , Xuezhe Ma , Nanyun Peng

Does neural machine translation yield translations that are congenial with common sense? In this paper, we present a test suite to evaluate the commonsense reasoning capability of neural machine translation. The test suite consists of three…

Computation and Language · Computer Science 2025-03-06 Jie He , Tao Wang , Deyi Xiong , Qun Liu

The rapid advancements in Large Language Models (LLMs) have led to significant improvements in various natural language processing tasks. However, the evaluation of LLMs' legal knowledge, particularly in non-English languages such as…

In recent years, Large Language Models have revolutionized the field of natural language processing, showcasing an impressive rise predominantly in English-centric domains. These advancements have set a global benchmark, inspiring…

Computation and Language · Computer Science 2024-05-06 Manel Aloui , Hasna Chouikhi , Ghaith Chaabane , Haithem Kchaou , Chehir Dhaouadi

An ultimate goal of artificial intelligence is to build computer systems that can understand human languages. Understanding commonsense knowledge about the world expressed in text is one of the foundational and challenging problems to…

Computation and Language · Computer Science 2022-04-08 Ngo Quang Huy , Tu Minh Phuong , Ngo Xuan Bach

Large Language Models (LLMs) have shown remarkable capabilities, not only in generating human-like text, but also in acquiring knowledge. This highlights the need to go beyond the typical Natural Language Processing downstream benchmarks…

Computation and Language · Computer Science 2025-01-03 Ahmad Mustapha , Hadi Al-Khansa , Hadi Al-Mubasher , Aya Mourad , Ranam Hamoud , Hasan El-Husseini , Marwah Al-Sakkaf , Mariette Awad

Understanding what constitutes safe text is an important issue in natural language processing and can often prevent the deployment of models deemed harmful and unsafe. One such type of safety that has been scarcely studied is commonsense…

Computation and Language · Computer Science 2022-10-19 Sharon Levy , Emily Allaway , Melanie Subbiah , Lydia Chilton , Desmond Patton , Kathleen McKeown , William Yang Wang

Accessing and comprehending religious texts, particularly the Quran (the sacred scripture of Islam) and Ahadith (the corpus of the sayings or traditions of the Prophet Muhammad), in today's digital era necessitates efficient and accurate…

Computation and Language · Computer Science 2024-09-17 Faiza Qamar , Seemab Latif , Rabia Latif

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…

Computation and Language · Computer Science 2015-10-27 Kais Dukes

Commonsense knowledge is essential for advancing natural language processing (NLP) by enabling models to engage in human-like reasoning, which requires a deeper understanding of context and often involves making inferences based on implicit…

Computation and Language · Computer Science 2024-09-16 Yubo Xie , Zonghui Liu , Zongyang Ma , Fanyuan Meng , Yan Xiao , Fahui Miao , Pearl Pu

Commonsense datasets have been well developed in Natural Language Processing, mainly through crowdsource human annotation. However, there are debates on the genuineness of commonsense reasoning benchmarks. In specific, a significant portion…

Computation and Language · Computer Science 2024-11-07 Quyet V. Do , Junze Li , Tung-Duong Vuong , Zhaowei Wang , Yangqiu Song , Xiaojuan Ma

Arabic dialect identification is a specific task of natural language processing, aiming to automatically predict the Arabic dialect of a given text. Arabic dialect identification is the first step in various natural language processing…

Computation and Language · Computer Science 2020-09-29 Maha J. Althobaiti

The detection of toxic language in the Arabic language has emerged as an active area of research in recent years, and reviewing the existing datasets employed for training the developed solutions has become a pressing need. This paper…

Computation and Language · Computer Science 2024-01-31 Imene Bensalem , Paolo Rosso , Hanane Zitouni

While commonsense knowledge acquisition and reasoning has traditionally been a core research topic in the knowledge representation and reasoning community, recent years have seen a surge of interest in the natural language processing…

Computation and Language · Computer Science 2022-02-01 Prajjwal Bhargava , Vincent Ng

We introduce a large dataset of narrative texts and questions about these texts, intended to be used in a machine comprehension task that requires reasoning using commonsense knowledge. Our dataset complements similar datasets in that we…

Computation and Language · Computer Science 2018-03-15 Simon Ostermann , Ashutosh Modi , Michael Roth , Stefan Thater , Manfred Pinkal

We present a unified benchmark for mispronunciation detection in Modern Standard Arabic (MSA) using Qur'anic recitation as a case study. Our approach lays the groundwork for advancing Arabic pronunciation assessment by providing a…

While resources for English language are fairly sufficient to understand content on social media, similar resources in Arabic are still immature. The main reason that the resources in Arabic are insufficient is that Arabic has many dialects…

Computation and Language · Computer Science 2023-09-22 Fatimah Alzamzami , Abdulmotaleb El Saddik
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