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Prewriting is the process of discovering and developing ideas before a first draft, which requires divergent thinking and often implies unstructured strategies such as diagramming, outlining, free-writing, etc. Although large language…

人机交互 · 计算机科学 2024-03-01 Qian Wan , Siying Hu , Yu Zhang , Piaohong Wang , Bo Wen , Zhicong Lu

The integration of AI assistants into software development workflows is rapidly evolving, shifting from automation-assisted tasks to collaborative interactions between developers and AI. Large Language Models (LLMs) have demonstrated their…

软件工程 · 计算机科学 2025-06-16 Benedetta Donato , Leonardo Mariani , Daniela Micucci , Oliviero Riganelli , Marco Somaschini

Human reasoning relies on constructing and manipulating mental models -- simplified internal representations of situations used to understand and solve problems. Conceptual diagrams (e.g., a sketch drawn to aid reasoning) externalize these…

人工智能 · 计算机科学 2025-09-30 Nasim Borazjanizadeh , Roei Herzig , Eduard Oks , Trevor Darrell , Rogerio Feris , Leonid Karlinsky

The rapidly evolving field of Robotic Process Automation (RPA) has made significant strides in automating repetitive processes, yet its effectiveness diminishes in scenarios requiring spontaneous or unpredictable tasks demanded by users.…

计算与语言 · 计算机科学 2024-04-23 Zhen Zeng , William Watson , Nicole Cho , Saba Rahimi , Shayleen Reynolds , Tucker Balch , Manuela Veloso

Large Language Models (LLMs) have demonstrated exceptional abilities in reasoning for task planning. However, challenges remain under-explored for parallel schedules. This paper introduces a novel paradigm, plan-over-graph, in which the…

人工智能 · 计算机科学 2025-02-21 Shiqi Zhang , Xinbei Ma , Zouying Cao , Zhuosheng Zhang , Hai Zhao

Recent advances in large language models (LLMs) have shown great potential in automating the process of visualization authoring through simple natural language utterances. However, instructing LLMs using natural language is limited in…

人机交互 · 计算机科学 2025-04-21 Zhen Wen , Luoxuan Weng , Yinghao Tang , Runjin Zhang , Yuxin Liu , Bo Pan , Minfeng Zhu , Wei Chen

Large language models (LLMs) have demonstrated remarkable potential in natural language understanding and generation, making them valuable tools for enhancing conversational interactions. However, LLMs encounter challenges such as lacking…

人机交互 · 计算机科学 2023-11-10 Guinan Su , Yanwu Yang , Jie Guo

Social interactions are fundamental to human life. The recent emergence of large language models (LLMs)-based virtual assistants has demonstrated their potential to revolutionize human interactions and lifestyles. However, existing…

人工智能 · 计算机科学 2024-12-06 Bufang Yang , Yunqi Guo , Lilin Xu , Zhenyu Yan , Hongkai Chen , Guoliang Xing , Xiaofan Jiang

Table reasoning requires models to jointly perform comprehensive semantic understanding and precise numerical operations. Although recent large language model (LLM)-based methods have achieved promising results, most of them still rely on a…

人工智能 · 计算机科学 2025-12-23 Chuang Jiang , Mingyue Cheng , Xiaoyu Tao , Qingyang Mao , Jie Ouyang , Qi Liu

In recent years, online lecture videos have become an increasingly popular resource for acquiring new knowledge. Systems capable of effectively understanding/indexing lecture videos are thus highly desirable, enabling downstream tasks like…

计算机视觉与模式识别 · 计算机科学 2025-03-04 Kangda Wei , Zhengyu Zhou , Bingqing Wang , Jun Araki , Lukas Lange , Ruihong Huang , Zhe Feng

Effective ideation requires both broad exploration of diverse ideas and deep evaluation of their potential. Generative AI can support such processes, but current tools typically emphasize either generating many ideas or supporting in-depth…

人机交互 · 计算机科学 2025-10-01 Yaqing Yang , Vikram Mohanty , Yan-Ying Chen , Matthew K. Hong , Nikolas Martelaro , Aniket Kittur

While Multimodal Large Language Models (MLLMs) excel at visual understanding, they often struggle in complex scenarios that require visual planning and imagination. Inspired by how humans use sketching as a form of visual thinking to…

计算机视觉与模式识别 · 计算机科学 2025-10-29 Huanyu Zhang , Wenshan Wu , Chengzu Li , Ning Shang , Yan Xia , Yangyu Huang , Yifan Zhang , Li Dong , Zhang Zhang , Liang Wang , Tieniu Tan , Furu Wei

Large Language Model (LLM) agents have developed rapidly in recent years to solve complex real-world problems using external tools. However, the scarcity of high-quality trajectories still hinders the development of stronger LLM agents.…

人工智能 · 计算机科学 2025-12-08 Chen Yang , Ran Le , Yun Xing , Zhenwei An , Zongchao Chen , Wayne Xin Zhao , Yang Song , Tao Zhang

Information graphics are pivotal in effective information dissemination and storytelling. However, creating such graphics is extremely challenging for non-professionals, since the design process requires multifaceted skills and…

人机交互 · 计算机科学 2024-01-25 Qirui Huang , Min Lu , Joel Lanir , Dani Lischinski , Daniel Cohen-Or , Hui Huang

Large Language Models (LLMs) are increasingly employed in multi-turn conversational tasks, yet their pre-training data predominantly consists of continuous prose, creating a potential mismatch between required capabilities and training…

Planning is an important capability of artificial agents that perform long-horizon tasks in real-world environments. In this work, we explore the use of pre-trained language models (PLMs) to reason about plan sequences from text…

计算与语言 · 计算机科学 2023-03-17 Anthony Z. Liu , Lajanugen Logeswaran , Sungryull Sohn , Honglak Lee

MindMapping is a well-known technique used in note taking, which encourages learning and studying. MindMapping has been manually adopted to help present knowledge and concepts in a visual form. Unfortunately, there is no reliable automated…

计算与语言 · 计算机科学 2014-12-24 Mohamed Elhoseiny , Ahmed Elgammal

The development of large language models (LLMs) capable of following instructions and engaging in conversational interactions sparked increased interest in their utilization across various support tools. We investigate the utility of modern…

人机交互 · 计算机科学 2024-01-31 Tuhin Chakrabarty , Vishakh Padmakumar , Faeze Brahman , Smaranda Muresan

The rapid progress of large language models (LLMs) has opened new opportunities for education. While learners can interact with academic papers through LLM-powered dialogue, limitations still exist: the lack of structured organization and…

人机交互 · 计算机科学 2026-04-02 Yuheng Yang , Wenjia Jiang , Yang Wang , Yi Song , Yiwei Wang , Chi Zhang

Consensus building is inherently challenging due to the diverse opinions held by stakeholders. Effective facilitation is crucial to support the consensus building process and enable efficient group decision making. However, the…

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