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Neural Machine Translation systems built on top of Transformer-based architectures are routinely improving the state-of-the-art in translation quality according to word-overlap metrics. However, a growing number of studies also highlight…

Computation and Language · Computer Science 2022-10-18 Shanya Sharma , Manan Dey , Koustuv Sinha

Multilingual Large Language Models (LLMs) are increasingly used worldwide, making it essential to ensure they are free from gender bias to prevent representational harm. While prior studies have examined such biases in high-resource…

Computation and Language · Computer Science 2025-09-25 Ghazal Kalhor , Behnam Bahrak

This paper presents the design and development of multi-dialect automatic speech recognition for Arabic. Deep neural networks are becoming an effective tool to solve sequential data problems, particularly, adopting an end-to-end training of…

Audio and Speech Processing · Electrical Eng. & Systems 2021-12-30 Abbas Raza Ali

Persian names present unique challenges for natural language processing applications, particularly in gender detection and digital identity creation, due to transliteration inconsistencies and cultural-specific naming patterns. Existing…

Machine Learning · Computer Science 2025-09-16 Farbod Bijary , Mohsen Ebadpour , Amirhosein Tajbakhsh

Large language models (LLMs) have greatly impacted the natural language processing (NLP) field, particularly for the English language. These models have demonstrated capabilities in understanding and generating human-like text. The success…

Computation and Language · Computer Science 2024-07-10 Hasna Chouikhi , Manel Aloui , Cyrine Ben Hammou , Ghaith Chaabane , Haithem Kchaou , Chehir Dhaouadi

The capabilities of natural language models trained on large-scale data have increased immensely over the past few years. Open source libraries such as HuggingFace have made these models easily available and accessible. While prior research…

Computation and Language · Computer Science 2021-10-29 Hannah Kirk , Yennie Jun , Haider Iqbal , Elias Benussi , Filippo Volpin , Frederic A. Dreyer , Aleksandar Shtedritski , Yuki M. Asano

We introduce the Tarab Corpus, a large-scale cultural and linguistic resource that brings together Arabic song lyrics and poetry within a unified analytical framework. The corpus comprises 2.56 million verses and more than 13.5 million…

Computation and Language · Computer Science 2026-03-18 Mo El-Haj

We present the first challenge set and evaluation protocol for the analysis of gender bias in machine translation (MT). Our approach uses two recent coreference resolution datasets composed of English sentences which cast participants into…

Computation and Language · Computer Science 2019-06-04 Gabriel Stanovsky , Noah A. Smith , Luke Zettlemoyer

The term natural language refers to any system of symbolic communication (spoken, signed or written) without intentional human planning and design. This distinguishes natural languages such as Arabic and Japanese from artificially…

Abusive language detection models tend to have a problem of being biased toward identity words of a certain group of people because of imbalanced training datasets. For example, "You are a good woman" was considered "sexist" when trained on…

Computation and Language · Computer Science 2018-08-23 Ji Ho Park , Jamin Shin , Pascale Fung

Recent advances in large language models (LLMs) have substantially improved natural language processing (NLP) applications. However, these models often inherit and amplify biases present in their training data. Although several datasets…

Computation and Language · Computer Science 2026-02-20 Shaina Raza , Mizanur Rahman , Michael R. Zhang

Automatic Gender Recognition (AGR) systems are an increasingly widespread application in the Machine Learning (ML) landscape. While these systems are typically understood as detecting gender, they often classify datapoints based on…

Computer Vision and Pattern Recognition · Computer Science 2025-06-04 Camilla Quaresmini , Giacomo Zanotti

Post-training has emerged as a crucial technique for aligning pre-trained Large Language Models (LLMs) with human instructions, significantly enhancing their performance across a wide range of tasks. Central to this process is the quality…

Human gender bias is reflected in language and text production. Because state-of-the-art machine translation (MT) systems are trained on large corpora of text, mostly generated by humans, gender bias can also be found in MT. For instance…

Computation and Language · Computer Science 2021-07-27 Jonas-Dario Troles , Ute Schmid

With the introduction of ChatGPT, OpenAI made large language models (LLM) accessible to users with limited IT expertise. However, users with no background in natural language processing (NLP) might lack a proper understanding of LLMs. Thus…

Computation and Language · Computer Science 2024-05-14 Stefanie Urchs , Veronika Thurner , Matthias Aßenmacher , Christian Heumann , Stephanie Thiemichen

Large language models offer significant potential for increasing labour productivity, such as streamlining personnel selection, but raise concerns about perpetuating systemic biases embedded into their pre-training data. This study explores…

General Economics · Economics 2024-02-13 Louis Lippens

Most Arabic natural language processing tools and resources are developed to serve Modern Standard Arabic (MSA), which is the official written language in the Arab World. Some Dialectal Arabic varieties, notably Egyptian Arabic, have…

Computation and Language · Computer Science 2016-09-13 Salam Khalifa , Nizar Habash , Dana Abdulrahim , Sara Hassan

The multidisciplinary and socially anchored nature of Feminist Studies presents unique challenges for bibliometric analysis, as this research area transcends traditional disciplinary boundaries and reflects discussions from feminist and…

Digital Libraries · Computer Science 2024-11-28 Natsumi S. Shokida , Diego Kozlowski , Vincent Larivière

Large Language models (LLMs), such as ChatGPT, have gained popularity in recent years with the advancement of Natural Language Processing (NLP), with use cases spanning many disciplines and daily lives as well. LLMs inherit explicit and…

Computation and Language · Computer Science 2025-12-01 Fatima Kazi

Large Language Models (LLMs) have achieved significant success in recent years; yet, issues of intrinsic gender bias persist, especially in non-English languages. Although current research mostly emphasizes English, the linguistic and…

Computation and Language · Computer Science 2026-01-27 Md Asgor Hossain Reaj , Rajan Das Gupta , Jui Saha Pritha , Abdullah Al Noman , Abir Ahmed , Golam Md Mohiuddin , Tze Hui Liew