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Related papers: Competition and Diversity in Generative AI

200 papers

In natural language generation for advertising, creating diverse and engaging ad texts is crucial for capturing a broad audience and avoiding advertising fatigue. Regardless of the importance of diversity, the impact of the…

Computation and Language · Computer Science 2025-05-23 Yoichi Aoki , Soichiro Murakami , Ukyo Honda , Akihiko Kato

Many of the world's most pressing issues, such as climate change and global peace, require complex collective problem-solving skills. Recent studies indicate that diversity in individuals' behaviors is key to developing such skills and…

Artificial Intelligence · Computer Science 2025-01-30 Matteo Bettini , Ryan Kortvelesy , Amanda Prorok

The use of generative AI in education is a controversial topic. Current technology offers the potential to create educational content from text, speech, to images based on simple input prompts. This can enhance productivity by summarizing…

Artificial Intelligence · Computer Science 2023-12-18 Joern Ploennigs , Markus Berger , Eva Carnein

The demands for accurate and representative generative AI systems means there is an increased demand on participatory evaluation structures. While these participatory structures are paramount to to ensure non-dominant values, knowledge and…

Computers and Society · Computer Science 2024-11-18 Samantha Dalal , Siobhan Mackenzie Hall , Nari Johnson

Generative artificial intelligence (AI) has begun to reshape academic publishing by enabling the rapid production of submission-ready manuscripts. While such tools promise to enhance productivity, they also raise concerns about overwhelming…

Computers and Society · Computer Science 2025-09-23 Shan Jiang

This study investigates how professional writers' complex relationship with GenAI shapes their work practices and outcomes. Through a cross-sectional survey with writing professionals (n=403) in diverse roles, we show that collaboration and…

Human-Computer Interaction · Computer Science 2026-02-23 Rama Adithya Varanasi , Oded Nov , Batia Mishan Wiesenfeld

Traditionally, AI has been modeled within economics as a technology that impacts payoffs by reducing costs or refining information for human agents. Our position is that, in light of recent advances in generative AI, it is increasingly…

Theoretical Economics · Economics 2024-06-04 Nicole Immorlica , Brendan Lucier , Aleksandrs Slivkins

Generative AI (GenAI) use in research writing is growing fast. However, it is unclear how peer reviewers recognize or misjudge AI-augmented manuscripts. To investigate the impact of AI-augmented writing on peer reviews, we conducted a…

Computation and Language · Computer Science 2025-09-22 Hilda Hadan , Derrick Wang , Reza Hadi Mogavi , Joseph Tu , Leah Zhang-Kennedy , Lennart E. Nacke

Generative AI is frequently portrayed as revolutionary or even apocalyptic, prompting calls for novel regulatory approaches. This essay argues that such views are misguided. Instead, generative AI should be understood as an evolutionary…

Computers and Society · Computer Science 2025-03-11 Gilad Abiri

Classifiers that achieve demographic balance by explicitly using protected attributes such as race or gender are often politically or culturally controversial due to their lack of individual fairness, i.e. individuals with similar…

Machine Learning · Statistics 2019-09-15 Guy W. Cole , Sinead A. Williamson

Generative AI is being increasingly integrated into web search for the convenience it provides users. In this work, we aim to understand how generative AI disrupts web search by retrieving and presenting the information and sources…

Information Retrieval · Computer Science 2026-05-01 Riley Grossman , Songjiang Liu , Michael K. Chen , Mike Smith , Cristian Borcea , Yi Chen

Generative AI technologies have demonstrated significant potential across diverse applications. This study provides a comparative analysis of credit score modeling techniques, contrasting traditional approaches with those leveraging…

Machine Learning · Computer Science 2025-06-10 Nicola Lavecchia , Sid Fadanelli , Federico Ricciuti , Gennaro Aloe , Enrico Bagli , Pietro Giuffrida , Daniele Vergari

Feedback from artificial intelligence (AI) is increasingly easy to access and research has already established that people learn from it. But individuals choose when and how to seek such feedback, and more engaged and motivated individuals…

General Economics · Economics 2026-04-22 Christoph Riedl , Eric Bogert

Generative AI (GenAI) models present new challenges in regulating against discriminatory behavior. In this paper, we argue that GenAI fairness research still has not met these challenges; instead, a significant gap remains between existing…

Machine Learning · Computer Science 2024-12-31 Thomas P. Zollo , Nikita Rajaneesh , Richard Zemel , Talia B. Gillis , Emily Black

Reduced social connectedness increasingly poses a threat to mental health, life expectancy, and general well-being. Generative AI (GAI) technologies, such as large language models (LLMs) and image generation tools, are increasingly…

Human-Computer Interaction · Computer Science 2025-06-13 T. T. J. E. Arets , G. Perugia , M. Houben , W. A. IJsselsteijn

This study investigates the consequences of training language models on synthetic data generated by their predecessors, an increasingly prevalent practice given the prominence of powerful generative models. Diverging from the usual emphasis…

Computation and Language · Computer Science 2024-04-17 Yanzhu Guo , Guokan Shang , Michalis Vazirgiannis , Chloé Clavel

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.…

Computation and Language · Computer Science 2024-09-04 Sara Sterlie , Nina Weng , Aasa Feragen

As Artificial Intelligence (AI) is increasingly promoted and used in qualitative research, it also raises profound methodological issues. This position paper critically interrogates the role of generative AI (genAI) in the context of…

Computers and Society · Computer Science 2025-11-12 Maria Couto Teixeira , Marisa Tschopp , Anna Jobin

The lack of diversity of the Artificial Intelligence (AI) field is nowadays a concern, and several initiatives such as funding schemes and mentoring programs have been designed to overcome it. However, there is no indication on how these…

Digital Libraries · Computer Science 2021-03-23 Ana Freire , Lorenzo Porcaro , Emilia Gómez

With the prospect of autonomous artificial intelligence (AI) agents, studying their tendency for cooperative behavior becomes an increasingly relevant topic. This study is inspired by the super-additive cooperation theory, where the…

Artificial Intelligence · Computer Science 2025-08-22 Filippo Tonini , Lukas Galke