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Effective teamwork is essential across diverse domains. During the team formation stage, a key challenge is forming teams that effectively balance user preferences with task objectives to enhance overall team satisfaction. In the team…

Human-Computer Interaction · Computer Science 2025-06-09 Mohammed Almutairi

This paper studies how AI-assisted programming and large language models (LLM) improve software developers' ability via AI tools (LLM agents) like Github Copilot and Amazon CodeWhisperer, while integrating human feedback to enhance…

Artificial Intelligence · Computer Science 2025-03-20 Man Fai Wong , Chee Wei Tan

Interactive feedback, where feedback flows in both directions between teacher and student, is more effective than traditional one-way feedback. However, it is often too time-consuming for widespread use in educational practice. While Large…

Artificial Intelligence · Computer Science 2024-09-12 Shengxin Hong , Chang Cai , Sixuan Du , Haiyue Feng , Siyuan Liu , Xiuyi Fan

Effective human-AI collaboration for physical task completion has significant potential in both everyday activities and professional domains. AI agents equipped with informative guidance can enhance human performance, but evaluating such…

Computer Vision and Pattern Recognition · Computer Science 2025-07-25 Filippos Bellos , Yayuan Li , Cary Shu , Ruey Day , Jeffrey M. Siskind , Jason J. Corso

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

Artificial Intelligence (AI) is advancing at an unprecedented pace, with clear potential to enhance decision-making and productivity. Yet, the collaborative decision-making process between humans and AI remains underdeveloped, often falling…

Human-Computer Interaction · Computer Science 2025-04-10 Bowen Lou , Tian Lu , T. S. Raghu , Yingjie Zhang

As AI becomes more deeply embedded in knowledge work, building assistants that support human creativity and expertise becomes more important. Yet achieving synergy in human-AI collaboration is not easy. Providing AI with detailed…

Human-Computer Interaction · Computer Science 2026-04-22 Sean Kelley , David De Cremer , Christoph Riedl

We introduce a new benchmark, LLF-Bench (Learning from Language Feedback Benchmark; pronounced as "elf-bench"), to evaluate the ability of AI agents to interactively learn from natural language feedback and instructions. Learning from…

Artificial Intelligence · Computer Science 2023-12-14 Ching-An Cheng , Andrey Kolobov , Dipendra Misra , Allen Nie , Adith Swaminathan

The integration of Large Language Models (LLMs) into multiagent systems has opened new possibilities for collaborative reasoning and cooperation with AI agents. This paper explores different prompting methods and evaluates their…

The development of AI agents based on large, open-domain language models (LLMs) has paved the way for the development of general-purpose AI assistants that can support human in tasks such as writing, coding, graphic design, and scientific…

Artificial Intelligence · Computer Science 2025-06-03 Mustafa Mert Çelikok , Saptarashmi Bandyopadhyay , Robert Loftin

Thematic analysis (TA) is a widely used qualitative approach for uncovering latent meanings in unstructured text data. TA provides valuable insights in healthcare but is resource-intensive. Large Language Models (LLMs) have been introduced…

Human-Computer Interaction · Computer Science 2025-03-27 Huimin Xu , Seungjun Yi , Terence Lim , Jiawei Xu , Andrew Well , Carlos Mery , Aidong Zhang , Yuji Zhang , Heng Ji , Keshav Pingali , Yan Leng , Ying Ding

Improving the Theory of Mind (ToM) capability of Large Language Models (LLMs) is crucial for effective social interactions between these AI models and humans. However, the existing benchmarks often measure ToM capability improvement through…

Artificial Intelligence · Computer Science 2026-05-18 Nanxu Gong , Zixin Chen , Haotian Li , Zishu Zhao , Jianxun Lian , Huamin Qu , Yanjie Fu , Xing Xie

Collaborative problem solving and learning are shaped by who or what is on the team. As large language models (LLMs) increasingly function as collaborators rather than tools, a key question is whether AI teammates can be aligned to express…

Human-Computer Interaction · Computer Science 2026-03-03 Mohammad Amin Samadi , Nia Nixon

Learning from human feedback has become a pivot technique in aligning large language models (LLMs) with human preferences. However, acquiring vast and premium human feedback is bottlenecked by time, labor, and human capability, resulting in…

Computation and Language · Computer Science 2024-07-17 Ganqu Cui , Lifan Yuan , Ning Ding , Guanming Yao , Bingxiang He , Wei Zhu , Yuan Ni , Guotong Xie , Ruobing Xie , Yankai Lin , Zhiyuan Liu , Maosong Sun

Advances in artificial intelligence (AI) are enabling systems that augment and collaborate with humans to perform simple, mechanistic tasks like scheduling meetings and grammar-checking text. However, such Human-AI collaboration poses…

Computation and Language · Computer Science 2022-03-30 Ashish Sharma , Inna W. Lin , Adam S. Miner , David C. Atkins , Tim Althoff

Behavioral analysis of tutoring dialogues is essential for understanding student learning, yet manual coding remains a bottleneck. We present a methodology where LLM coding agents autonomously improve the prompts used by LLM classifiers to…

Human-Computer Interaction · Computer Science 2026-03-31 Eason Chen , Isabel Wang , Nina Yuan , Sophia Judicke , Kayla Beigh , Xinyi Tang

Security Operations Centers (SOCs) face growing challenges in managing cybersecurity threats due to an overwhelming volume of alerts, a shortage of skilled analysts, and poorly integrated tools. Human-AI collaboration offers a promising…

Cryptography and Security · Computer Science 2025-05-13 Massimiliano Albanese , Xinming Ou , Kevin Lybarger , Daniel Lende , Dmitry Goldgof

Large shared displays, such as digital whiteboards, are useful for supporting co-located team collaborations by helping members perform cognitive tasks such as brainstorming, organizing ideas, and making comparisons. While recent…

Human-Computer Interaction · Computer Science 2025-02-10 Zheng Zhang , Weirui Peng , Xinyue Chen , Luke Cao , Toby Jia-Jun Li

Collaboration is the defining mode of modern science, yet its core mechanism -- feedback -- remains hard to observe, difficult to scale, and unequally distributed. Here we test whether large language models (LLMs) can contribute to this…

Physics and Society · Physics 2026-05-26 Binglu Wang , Weixin Liang , Jiahui Xue , Yuhui Zhang , Hancheng Cao , Dashun Wang , Yian Yin

Peer review at AI conferences is stressed by rapidly rising submission volumes, leading to deteriorating review quality and increased author dissatisfaction. To address these issues, we developed Review Feedback Agent, a system leveraging…

Artificial Intelligence · Computer Science 2025-04-15 Nitya Thakkar , Mert Yuksekgonul , Jake Silberg , Animesh Garg , Nanyun Peng , Fei Sha , Rose Yu , Carl Vondrick , James Zou
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