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With the advance of Artificial Intelligence (AI), Large Language Models (LLMs) have gained prominence and been applied in diverse contexts. As they evolve into more sophisticated versions, it is essential to assess whether they reproduce…

计算与语言 · 计算机科学 2025-08-15 Gustavo Bonil , Simone Hashiguti , Jhessica Silva , João Gondim , Helena Maia , Nádia Silva , Helio Pedrini , Sandra Avila

This paper presents research uncovering systematic gender bias in the representation of political leaders in the media, using artificial intelligence. Newspaper coverage of Irish ministers over a fifteen year period was gathered and…

计算与语言 · 计算机科学 2020-05-19 Susan Leavy

Group bias in natural language processing tasks manifests as disparities in system error rates across texts authorized by different demographic groups, typically disadvantaging minority groups. Dataset balancing has been shown to be…

计算与语言 · 计算机科学 2022-05-17 Xudong Han , Timothy Baldwin , Trevor Cohn

Neural machine translation inference procedures like beam search generate the most likely output under the model. This can exacerbate any demographic biases exhibited by the model. We focus on gender bias resulting from systematic errors in…

计算与语言 · 计算机科学 2022-03-18 Danielle Saunders , Rosie Sallis , Bill Byrne

AI-enhanced personality assessments are increasingly shaping hiring decisions, using affective computing to predict traits from the Big Five (OCEAN) model. However, integrating AI into these assessments raises ethical concerns, especially…

人机交互 · 计算机科学 2025-11-24 Dena F. Mujtaba , Nihar R. Mahapatra

Generative AI, such as large language models, has undergone rapid development within recent years. As these models become increasingly available to the public, concerns arise about perpetuating and amplifying harmful biases in applications.…

计算与语言 · 计算机科学 2024-09-04 Sara Sterlie , Nina Weng , Aasa Feragen

This paper is a collaborative effort between Linguistics, Law, and Computer Science to evaluate stereotypes and biases in automated translation systems. We advocate gender-neutral translation as a means to promote gender inclusion and…

计算与语言 · 计算机科学 2025-02-18 Fatemeh Mohammadi , Marta Annamaria Tamborini , Paolo Ceravolo , Costanza Nardocci , Samira Maghool

Machine learning applications are becoming increasingly pervasive in our society. Since these decision-making systems rely on data-driven learning, risk is that they will systematically spread the bias embedded in data. In this paper, we…

Massive efforts are made to reduce biases in both data and algorithms in order to render AI applications fair. These efforts are propelled by various high-profile cases where biased algorithmic decision-making caused harm to women, people…

机器学习 · 计算机科学 2022-09-01 Thilo Hagendorff , Leonie Bossert , Tse Yip Fai , Peter Singer

Gender bias is a frequent occurrence in NLP-based applications, especially pronounced in gender-inflected languages. Bias can appear through associations of certain adjectives and animate nouns with the natural gender of referents, but also…

计算与语言 · 计算机科学 2021-07-14 Nishtha Jain , Maja Popovic , Declan Groves , Eva Vanmassenhove

Artificial intelligence (AI) systems have the potential to revolutionize clinical practices, including improving diagnostic accuracy and surgical decision-making, while also reducing costs and manpower. However, it is important to recognize…

人工智能 · 计算机科学 2024-09-18 Yifan Yang , Mingquan Lin , Han Zhao , Yifan Peng , Furong Huang , Zhiyong Lu

The use of language technologies in high-stake settings is increasing in recent years, mostly motivated by the success of Large Language Models (LLMs). However, despite the great performance of LLMs, they are are susceptible to ethical…

人工智能 · 计算机科学 2025-06-16 Alejandro Peña , Julian Fierrez , Aythami Morales , Gonzalo Mancera , Miguel Lopez , Ruben Tolosana

Despite being responsible for state-of-the-art results in several computer vision and natural language processing tasks, neural networks have faced harsh criticism due to some of their current shortcomings. One of them is that neural…

News Articles provides crucial information about various events happening in the society but they unfortunately come with different kind of biases. These biases can significantly distort public opinion and trust in the media, making it…

计算与语言 · 计算机科学 2025-01-07 Bhushan Santosh Shah , Deven Santosh Shah , Vahida Attar

Language data and models demonstrate various types of bias, be it ethnic, religious, gender, or socioeconomic. AI/NLP models, when trained on the racially biased dataset, AI/NLP models instigate poor model explainability, influence user…

计算与语言 · 计算机科学 2022-11-28 Kinshuk Sengupta , Praveen Ranjan Srivastava

Machine translation (MT) technology has facilitated our daily tasks by providing accessible shortcuts for gathering, elaborating and communicating information. However, it can suffer from biases that harm users and society at large. As a…

计算与语言 · 计算机科学 2021-05-10 Beatrice Savoldi , Marco Gaido , Luisa Bentivogli , Matteo Negri , Marco Turchi

Stereotypes influence social perceptions and can escalate into discrimination and violence. While NLP research has extensively addressed gender bias and hate speech, stereotype detection remains an emerging field with significant societal…

计算与语言 · 计算机科学 2025-10-08 Alessandra Teresa Cignarella , Anastasia Giachanou , Els Lefever

Large language models (LLMs) have garnered significant attention for their remarkable performance in a continuously expanding set of natural language processing tasks. However, these models have been shown to harbor inherent societal…

计算与语言 · 计算机科学 2023-10-16 Abel Salinas , Louis Penafiel , Robert McCormack , Fred Morstatter

Advances in language modeling architectures and the availability of large text corpora have driven progress in automatic text generation. While this results in models capable of generating coherent texts, it also prompts models to…

计算与语言 · 计算机科学 2020-10-09 Po-Sen Huang , Huan Zhang , Ray Jiang , Robert Stanforth , Johannes Welbl , Jack Rae , Vishal Maini , Dani Yogatama , Pushmeet Kohli

Gender contains a wide range of information regarding to the characteristics difference between male and female. Successful gender recognition is essential and critical for many applications in the commercial domains such as applications of…

人工智能 · 计算机科学 2016-03-17 Yingxiao Wu , Yan Zhuang , Xi Long , Feng Lin , Wenyao Xu