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We conducted controlled experimental bias audits for four versions of ChatGPT, which we asked to recommend an opening offer in salary negotiations for a new hire. We submitted 98,800 prompts to each version, systematically varying the…

Computers and Society · Computer Science 2024-10-10 R. Stuart Geiger , Flynn O'Sullivan , Elsie Wang , Jonathan Lo

Recent advancements in AI technology have seen researchers and industry professionals actively exploring the application of AI tools in legal workflows. Despite this prevailing trend, legal practitioners found that AI tools had limited…

Human-Computer Interaction · Computer Science 2025-04-14 Jiarui Guan , Ruishi Zou , Jiajun Zhang , Kimpan Xin , Bingsu He , Zhuhe Zhang , Chen Ye

Background: Public speaking is a vital professional skill, yet it remains a source of significant anxiety for many individuals. Traditional training relies heavily on expert coaching, but recent advances in AI has led to novel types of…

Human-Computer Interaction · Computer Science 2025-07-14 Nesrine Fourati , Alisa Barkar , Marion Dragée , Liv Danthon-Lefebvre , Mathieu Chollet

Various forms of implications of artificial intelligence that either exacerbate or decrease racial systemic injustice have been explored in this applied research endeavor. Taking each thematic area of identifying, analyzing, and debating an…

Computers and Society · Computer Science 2022-01-05 Alia Abbas

Reasoning has become a defining capability of modern foundation models, yet its development in the audio modality remains limited. Audio poses challenges that are distinct from those of text and vision. It is continuous, temporally dense,…

Audio and Speech Processing · Electrical Eng. & Systems 2026-05-21 Zhihan Guo , Wenqian Cui , Guan-Ting Lin , Daxin Tan , Jingyao Li , Qiyong Zheng , Dingdong Wang , Jing Xiong , Han Shi , Jiaya Jia , Irwin King

Persuasion is a fundamental aspect of communication, influencing decision-making across diverse contexts, from everyday conversations to high-stakes scenarios such as politics, marketing, and law. The rise of conversational AI systems has…

Computation and Language · Computer Science 2026-03-24 Nimet Beyza Bozdag , Shuhaib Mehri , Xiaocheng Yang , Hyeonjeong Ha , Zirui Cheng , Esin Durmus , Jiaxuan You , Heng Ji , Gokhan Tur , Dilek Hakkani-Tür

Recent advances in computational cognitive science (i.e., simulation-based probabilistic programs) have paved the way for significant progress in formal, implementable models of pragmatics. Rather than describing a pragmatic reasoning…

Computation and Language · Computer Science 2021-05-21 Gregory Scontras , Michael Henry Tessler , Michael Franke

Answering questions related to the legal domain is a complex task, primarily due to the intricate nature and diverse range of legal document systems. Providing an accurate answer to a legal query typically necessitates specialized knowledge…

Computation and Language · Computer Science 2023-09-18 Abdelrahman Abdallah , Bhawna Piryani , Adam Jatowt

Large language models (LLMs) have demonstrated remarkable capabilities in language generation, understanding, and few-shot learning in recent years. An extensive body of work has explored how their performance may be further improved…

Computation and Language · Computer Science 2023-05-24 Yilun Du , Shuang Li , Antonio Torralba , Joshua B. Tenenbaum , Igor Mordatch

Generative language models (LMs) are increasingly used for document class-prediction tasks and promise enormous improvements in cost and efficiency. Existing research often examines simple classification tasks, but the capability of LMs to…

Computation and Language · Computer Science 2023-10-31 Rosamond Thalken , Edward H. Stiglitz , David Mimno , Matthew Wilkens

This study explores the use of AI-based feedback to enhance the counselling competence of prospective teachers. An iterative block seminar was designed, incorporating theoretical foundations, practical applications, and AI tools for…

Human-Computer Interaction · Computer Science 2025-05-07 Tobias Hallmen , Kathrin Gietl , Karoline Hillesheim , Moritz Bauermann , Annemarie Friedrich , Elisabeth André

Designing dialog tutors has been challenging as it involves modeling the diverse and complex pedagogical strategies employed by human tutors. Although there have been significant recent advances in neural conversational systems using large…

Computation and Language · Computer Science 2023-03-29 Jakub Macina , Nico Daheim , Lingzhi Wang , Tanmay Sinha , Manu Kapur , Iryna Gurevych , Mrinmaya Sachan

One long-term goal of machine learning research is to produce methods that are applicable to reasoning and natural language, in particular building an intelligent dialogue agent. To measure progress towards that goal, we argue for the…

Artificial Intelligence · Computer Science 2016-01-01 Jason Weston , Antoine Bordes , Sumit Chopra , Alexander M. Rush , Bart van Merriënboer , Armand Joulin , Tomas Mikolov

Accurately simulating the decisions of a specific individual remains challenging for large language models (LLMs), partly because persona information is often provided as static descriptions that miss the values, experiences, and contextual…

Computation and Language · Computer Science 2026-05-29 Ruoxi Su , Yuhan Liu , Jingyu Hu

As artificial intelligence systems become increasingly prevalent in education, a fundamental challenge emerges: how can we verify if an AI truly understands how students think and reason? Traditional evaluation methods like measuring…

Artificial Intelligence · Computer Science 2025-02-24 Shashank Sonkar , Naiming Liu , Xinghe Chen , Richard G. Baraniuk

This paper discusses an internet-based system for enabling people to self-assess their legal rights in a given situation, and a development methodology for such systems. The assessment process is based on a formal model of the relevant…

Computers and Society · Computer Science 2019-11-07 Michael Bar-Sinai , Michal Tadjer , Mor Vilozni

Existing audio question answering benchmarks largely emphasize sound event classification or caption-grounded queries, often enabling models to succeed through shortcut strategies, short-duration cues, lexical priors, dataset-specific…

Computation and Language · Computer Science 2026-04-24 Tasnim Kabir , Dmytro Kurdydyk , Aadi Palnitkar , Liam Dorn , Ahmed Haj Ahmed , Jordan Lee Boyd-Graber

Generative large language models as tools in the legal domain have the potential to improve the justice system. However, the reasoning behavior of current generative models is brittle and poorly understood, hence cannot be responsibly…

Artificial Intelligence · Computer Science 2025-05-06 Cor Steging , Silja Renooij , Bart Verheij

Reasoning is not just about solving problems -- it is also about evaluating which problems are worth solving at all. Evaluations of artificial intelligence (AI) systems primarily focused on problem solving, historically by studying how…

Intelligent assistants that follow commands or answer simple questions, such as Siri and Google search, are among the most economically important applications of AI. Future conversational AI assistants promise even greater capabilities and…

Artificial Intelligence · Computer Science 2020-08-28 Katya Kudashkina , Patrick M. Pilarski , Richard S. Sutton