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Generative retrieval uses differentiable search indexes to directly generate relevant document identifiers in response to a query. Recent studies have highlighted the potential of a strong generative retrieval model, trained with carefully…

信息检索 · 计算机科学 2024-07-17 Yubao Tang , Ruqing Zhang , Jiafeng Guo , Maarten de Rijke , Yixing Fan , Xueqi Cheng

We examined the effectiveness of various human-AI collaboration designs on creative work. Through a human subjects experiment set in the context of creative writing, we found that while AI assistance improved productivity across all models,…

人机交互 · 计算机科学 2025-01-31 Kartik Hosanagar , Daehwan Ahn

Generative Artificial Intelligence (GenAI) is transforming how firms create, process, and apply knowledge, yet little is known about the heterogeneity of its productivity effects across users. We report results from a randomized controlled…

人工智能 · 计算机科学 2026-05-19 Lihi Idan , Bharat Anand

Deep generative models have the potential to fundamentally change the way we create high-fidelity digital content but are often hard to control. Prompting a generative model is a promising recent development that in principle enables…

人机交互 · 计算机科学 2022-09-07 Hai Dang , Lukas Mecke , Florian Lehmann , Sven Goller , Daniel Buschek

With the advancement of neural generative capabilities, the art community has increasingly embraced GenAI (Generative Artificial Intelligence), particularly large text-to-image models, for producing aesthetically compelling results.…

人机交互 · 计算机科学 2025-08-26 Aven-Le Zhou , Wei Wu , Yu-Ao Wang , Kang Zhang

Large language models can perform various reasoning tasks by using chain-of-thought prompting, which guides them to find answers through step-by-step demonstrations. However, the quality of the prompts depends on the demonstrations given to…

计算与语言 · 计算机科学 2023-02-02 Zhihong Shao , Yeyun Gong , Yelong Shen , Minlie Huang , Nan Duan , Weizhu Chen

Human-AI collaborative tools attract attentions from the data storytelling community to lower the expertise barrier and streamline the workflow. The recent advance in large-scale generative AI techniques, e.g., large language models (LLMs)…

人机交互 · 计算机科学 2025-10-31 Haotian Li , Yun Wang , Huamin Qu

Despite the increasing use of large language models (LLMs) in education, concerns have emerged about their potential to reduce deep thinking and active learning. This study investigates the impact of generative artificial intelligence (AI)…

人工智能 · 计算机科学 2025-07-02 Georgios P. Georgiou

Level 3 automated driving systems allows drivers to engage in secondary tasks while diminishing their perception of risk. In the event of an emergency necessitating driver intervention, the system will alert the driver with a limited window…

人机交互 · 计算机科学 2025-08-08 Wei Xiang , Muchen Li , Jie Yan , Manling Zheng , Hanfei Zhu , Mengyun Jiang , Lingyun Sun

Generative AI (GenAI) systems offer opportunities to increase user productivity in many tasks, such as programming and writing. However, while they boost productivity in some studies, many others show that users are working ineffectively…

人机交互 · 计算机科学 2024-02-20 Auste Simkute , Lev Tankelevitch , Viktor Kewenig , Ava Elizabeth Scott , Abigail Sellen , Sean Rintel

Large language models are transforming the creative process by offering unprecedented capabilities to algorithmically generate ideas. While these tools can enhance human creativity when people co-create with them, it's unclear how this will…

人机交互 · 计算机科学 2025-02-18 Harsh Kumar , Jonathan Vincentius , Ewan Jordan , Ashton Anderson

Generative AI models are capable of performing a wide variety of tasks that have traditionally required creativity and human understanding. During training, they learn patterns from existing data and can subsequently generate new content…

For university students transitioning to an independent and flexible lifestyle, having ADHD poses multiple challenges to their academic task management, which are closely tied to their metacognitive struggles--difficulties in awareness and…

人机交互 · 计算机科学 2026-02-11 Zihao Zhu , Junnan Yu , Yuhan Luo

Inductive qualitative methods have been a mainstay of education research for decades, yet it takes much time and effort to conduct rigorously. Recent advances in artificial intelligence, particularly with generative AI (GAI), have led to…

计算与语言 · 计算机科学 2024-11-12 John Chen , Alexandros Lotsos , Lexie Zhao , Grace Wang , Uri Wilensky , Bruce Sherin , Michael Horn

Retrieval-augmented generation resorts to content retrieved from external sources in order to leverage the performance of large language models in downstream tasks. The excessive volume of retrieved content, the possible dispersion of its…

计算与语言 · 计算机科学 2024-07-08 João Rodrigues , António Branco

As generative AI (GenAI) systems become increasingly proficient at simulating human-like and well-reasoned text, users may attribute authority to AI outputs, shaping how they engage with writing and reasoning tasks. While prior work has…

人机交互 · 计算机科学 2026-05-18 Vitor H. A. Welzel , Nicholas Vincent

Generative Artificial Intelligence (Generative AI) holds significant promise in reshaping interactive systems design, yet its potential across the four key phases of human-centered design remains underexplored. This article addresses this…

人机交互 · 计算机科学 2024-11-06 Marie Muehlhaus , Jürgen Steimle

Design is a non-linear, reflective process in which practitioners engage with visual, semantic, and other expressive materials to explore, iterate, and refine ideas. As Generative AI (GenAI) becomes integrated into professional design…

人机交互 · 计算机科学 2026-03-04 Xiaohan Peng , Wendy E. Mackay , Janin Koch

The benefit claims of a product is a critical driver of consumers' purchase behavior. Creating product claims is an intense task that requires substantial time and funding. We have developed the $\textbf{Claim Advisor}$ web application to…

人工智能 · 计算机科学 2025-09-29 Po-Yu Liang , Yong Zhang , Tatiana Hwa , Aaron Byers

Generative Artificial Intelligence (AI), particularly tools like OpenAI's popular ChatGPT, is reshaping the landscape of computer science research. Used wisely, these tools can boost the productivity of a computer research scientist. This…

人工智能 · 计算机科学 2023-11-21 Eduardo C. Garrido-Merchan