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As Natural Language Processing (NLP) systems become increasingly integrated into human social life, these technologies will need to increasingly rely on social intelligence. Although there are many valuable datasets that benchmark isolated…

Computers and Society · Computer Science 2024-03-25 Minzhi Li , Weiyan Shi , Caleb Ziems , Diyi Yang

With the rapid proliferation of artificial intelligence, there is growing concern over its potential to exacerbate existing biases and societal disparities and introduce novel ones. This issue has prompted widespread attention from…

Human-Computer Interaction · Computer Science 2024-05-01 Sanjana Gautam , Mukund Srinath

In recent years, the rapid advancement of machine learning (ML) models, particularly transformer-based pre-trained models, has revolutionized Natural Language Processing (NLP) and Computer Vision (CV) fields. However, researchers have…

Computation and Language · Computer Science 2023-09-27 Nayeon Lee , Yejin Bang , Holy Lovenia , Samuel Cahyawijaya , Wenliang Dai , Pascale Fung

Natural language processing (NLP) models often replicate or amplify social bias from training data, raising concerns about fairness. At the same time, their black-box nature makes it difficult for users to recognize biased predictions and…

Computation and Language · Computer Science 2026-02-12 Yifan Wang , Mayank Jobanputra , Ji-Ung Lee , Soyoung Oh , Isabel Valera , Vera Demberg

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

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…

Today, AI is increasingly being used in many high-stakes decision-making applications in which fairness is an important concern. Already, there are many examples of AI being biased and making questionable and unfair decisions. The AI…

Artificial Intelligence · Computer Science 2020-02-06 Yunfeng Zhang , Rachel K. E. Bellamy , Kush R. Varshney

The concept of diversity has received increasing attention in natural language processing (NLP) in recent years. It became an advocated property of datasets and systems, and many measures are used to quantify it. However, it is often…

Computation and Language · Computer Science 2026-03-16 Louis Estève , Marie-Catherine de Marneffe , Nurit Melnik , Agata Savary , Olha Kanishcheva

Research has shown that while large language models (LLMs) can generate their responses based on cultural context, they are not perfect and tend to generalize across cultures. However, when evaluating the cultural bias of a language…

Computation and Language · Computer Science 2025-12-29 Vitthal Bhandari

Many modern Artificial Intelligence (AI) systems make use of data embeddings, particularly in the domain of Natural Language Processing (NLP). These embeddings are learnt from data that has been gathered "from the wild" and have been found…

Computation and Language · Computer Science 2018-06-19 Adam Sutton , Thomas Lansdall-Welfare , Nello Cristianini

Over the last year, Large Language Models (LLMs) like ChatGPT have become widely available and have exhibited fairness issues similar to those in previous machine learning systems. Current research is primarily focused on analyzing and…

Machine Learning · Computer Science 2024-04-04 Anna Kruspe

This book chapter delves into the pressing need to "queer" the ethics of AI to challenge and re-evaluate the normative suppositions and values that underlie AI systems. The chapter emphasizes the ethical concerns surrounding the potential…

Human-Computer Interaction · Computer Science 2023-08-29 Eduard Fosch-Villaronga , Gianclaudio Malgieri

Artificial Intelligence (AI) systems are attracting increasing interest in the medical domain due to their ability to learn complicated tasks that require human intelligence and expert knowledge. AI systems that utilize high-performance…

Computation and Language · Computer Science 2021-08-30 Milad Moradi , Kathrin Blagec , Matthias Samwald

Natural language processing (NLP) is an area of artificial intelligence that applies information technologies to process the human language, understand it to a certain degree, and use it in various applications. This area has rapidly…

When Artificial Intelligence (AI) is used to replace consumers (e.g., synthetic data), it is often assumed that AI emulates established consumers, and more generally human behaviors. Ten experiments with Large Language Models (LLMs)…

Human-Computer Interaction · Computer Science 2025-10-10 Antonios Stamatogiannakis , Arsham Ghodsinia , Sepehr Etminanrad , Dilney Gonçalves , David Santos

While much research in artificial intelligence (AI) has focused on scaling capabilities, the accelerating pace of development makes countervailing work on producing harmless, "aligned" systems increasingly urgent. Yet research on alignment…

Artificial Intelligence · Computer Science 2025-12-12 Dani Roytburg , Beck Miller

Recent advances in Natural Language Processing (NLP) have ignited interest in developing effective methods for predicting protein-ligand interactions (PLIs) given their relevance to drug discovery and protein engineering efforts and the…

Quantitative Methods · Quantitative Biology 2024-10-18 James Michels , Ramya Bandarupalli , Amin Ahangar Akbari , Thai Le , Hong Xiao , Jing Li , Erik F. Y. Hom

Recent publications explore AI biases in detecting objects and people in the environment. However, there is no research tackling how AI examines nature. This case study presents a pioneering exploration into the AI attitudes (ecocentric,…

Human-Computer Interaction · Computer Science 2023-12-20 Isabelle Hupont , Marina Wainer , Sam Nester , Sylvie Tissot , Lucía Iglesias-Blanco , Sandra Baldassarri

Peer review plays a central role in the NLP publication process, but is susceptible to various biases. Here, we study language-of-study (LoS) bias: the tendency for reviewers to evaluate a paper differently based on the language(s) it…

Computation and Language · Computer Science 2026-04-09 Ehsan Barkhordar , Abdulfattah Safa , Verena Blaschke , Erika Lombart , Marie-Catherine de Marneffe , Gözde Gül Şahin

Artificial intelligence (AI) is advancing at a pace that raises urgent questions about how to align machine decision-making with human moral values. This working paper investigates how leading AI systems prioritize moral outcomes and what…

Artificial Intelligence · Computer Science 2025-09-15 Eoin O'Doherty , Nicole Weinrauch , Andrew Talone , Uri Klempner , Xiaoyuan Yi , Xing Xie , Yi Zeng
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