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AI models of equivalent capability can exhibit fundamentally different behavioral patterns, yet no standardized instrument exists to measure these dispositional differences. Existing approaches either borrow human personality dimensions and…

Artificial Intelligence · Computer Science 2026-04-03 Jihoon Jeong

The integration of artificial intelligence (AI) into human teams is widely expected to enhance performance and collaboration. However, our study reveals a striking and counterintuitive result: human-AI teams performed worse than human-only…

Human-Computer Interaction · Computer Science 2025-01-28 Yinuo Qin , Richard T. Lee , Paul Sajda

Recent advancements in generative artificial intelligence (AI) have transformed collaborative work processes, yet the impact on team performance remains underexplored. Here we examine the role of generative AI in enhancing or replacing…

Human-Computer Interaction · Computer Science 2024-05-29 Ning Li , Huaikang Zhou , Kris Mikel-Hong

We seek measurable properties of AI agents that make them better or worse teammates from the subjective perspective of human collaborators. Our experiments use the cooperative card game Hanabi -- a common benchmark for AI-teaming research.…

Human-Computer Interaction · Computer Science 2025-03-21 Ho Chit Siu , Jaime D. Peña , Yutai Zhou , Ross E. Allen

The integration of dialogue agents into the sales domain requires a deep understanding of how these systems interact with users possessing diverse personas. This study explores the influence of user personas, defined using the Myers-Briggs…

Computation and Language · Computer Science 2025-04-28 Sijia Cheng , Wen-Yu Chang , Yun-Nung Chen

We anticipate increased instances of humans and AI systems working together in what we refer to as a hybrid team. The increase in collaboration is expected as AI systems gain proficiency and their adoption becomes more widespread. However,…

Artificial Intelligence · Computer Science 2024-08-06 Andrew Fuchs , Andrea Passarella , Marco Conti

Although existing models can interact with humans and provide satisfactory responses, they lack the ability to act autonomously or engage in independent reasoning. Furthermore, input data in these models is typically provided as explicit…

Machine Learning · Computer Science 2025-07-22 Slimane Larabi

Despite the growing interest in collaborative AI, designing systems that seamlessly integrate human input remains a major challenge. In this study, we developed a task to systematically examine human preferences for collaborative agents. We…

Artificial Intelligence · Computer Science 2025-10-28 Lukas William Mayer , Sheer Karny , Jackie Ayoub , Miao Song , Danyang Tian , Ehsan Moradi-Pari , Mark Steyvers

This paper considers how heterogeneous multi-agent teams can leverage their different capabilities to mutually improve individual agent performance. We present Capability-Augmenting Tasks (CATs), which encode how agents can augment their…

Systems and Control · Electrical Eng. & Systems 2024-09-17 Carter Berlind , Wenliang Liu , Alyssa Pierson , Calin Belta

Artificial intelligence is increasingly embedded in human decision making. In some cases, it enhances human reasoning. In others, it fosters excessive cognitive dependence. This paper introduces a conceptual and mathematical framework to…

Human-Computer Interaction · Computer Science 2026-04-24 Eduardo Di Santi

The Myers-Briggs Type Indicator (MBTI) is a popular personality metric that uses four dichotomies as indicators of personality traits. This paper examines the use of pre-trained language models to predict MBTI personality types based on…

Machine Learning · Computer Science 2019-07-16 Sedrick Scott Keh , I-Tsun Cheng

The integration of Artificial Intelligence (AI) necessitates determining whether systems function as tools or collaborative teammates. In this study, by synthesizing Human-AI Interaction (HAI) literature, we analyze this distinction across…

Human-Computer Interaction · Computer Science 2026-02-19 Most. Sharmin Sultana Samu , Nafisa Khan , Kazi Toufique Elahi , Tasnuva Binte Rahman , Md. Rakibul Islam , Farig Sadeque

Human-Machine Teaming (HMT) is revolutionizing collaboration across domains such as defense, healthcare, and autonomous systems by integrating AI-driven decision-making, trust calibration, and adaptive teaming. This survey presents a…

A core part of human intelligence is the ability to work flexibly with others to achieve goals. The incorporation of artificial agents into human spaces is making increasing demands on artificial intelligence (AI) to demonstrate and…

Human-Computer Interaction · Computer Science 2026-03-30 William J. Bingley , S. Alexander Haslam , Janet Wiles

The growing popularity of AI writing assistants creates exciting opportunities to support diverse writers. This study examines how personality shapes expectations for AI writing companions and how personality-informed design can enhance…

Human-Computer Interaction · Computer Science 2026-05-05 Mengke Wu , Kexin Quan , Weizi Liu , Mike Yao , Jessie Chin

Reaching a consensus on the team plans is vital to human-AI coordination. Although previous studies provide approaches through communications in various ways, it could still be hard to coordinate when the AI has no explainable plan to…

Human-Computer Interaction · Computer Science 2024-05-06 Chenxu Wang , Zilong Chen , Angelo Cangelosi , Huaping Liu

As teamwork becomes ever-more important in a new age of remote work, it is critical to develop metrics to quantitatively evaluate how effective teams are. This is especially true with mixed-modality teams, such as those that include a human…

Human-Computer Interaction · Computer Science 2022-03-31 Darryl Roman , Noah Ari , Johnathan Mell

The collaboration between humans and artificial intelligence (AI) holds the promise of achieving superior outcomes compared to either acting alone-a phenomenon called human-AI synergy. Nevertheless, our understanding of the conditions that…

Artificial intelligence (AI) has the potential to significantly enhance human performance across various domains. Ideally, collaboration between humans and AI should result in complementary team performance (CTP) -- a level of performance…

Human-Computer Interaction · Computer Science 2024-11-27 Patrick Hemmer , Max Schemmer , Niklas Kühl , Michael Vössing , Gerhard Satzger

As artificial intelligence becomes increasingly integrated into professional and personal domains, traditional metrics of human intelligence require reconceptualization. This paper introduces the Artificial Intelligence Quotient (AIQ), a…

Human-Computer Interaction · Computer Science 2025-03-24 Venkat Ram Reddy Ganuthula , Krishna Kumar Balaraman