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In past years, we have been dedicated to automating user acceptance testing (UAT) process of WeChat Pay, one of the most influential mobile payment applications in China. A system titled XUAT has been developed for this purpose. However,…

人工智能 · 计算机科学 2024-01-11 Zhitao Wang , Wei Wang , Zirao Li , Long Wang , Can Yi , Xinjie Xu , Luyang Cao , Hanjing Su , Shouzhi Chen , Jun Zhou

Query understanding plays a key role in exploring users' search intents and facilitating users to locate their most desired information. However, it is inherently challenging since it needs to capture semantic information from short and…

信息检索 · 计算机科学 2023-11-20 Juanhui Li , Yao Ma , Wei Zeng , Suqi Cheng , Jiliang Tang , Shuaiqiang Wang , Dawei Yin

In robotics and computer vision communities, extensive studies have been widely conducted regarding surveillance tasks, including human detection, tracking, and motion recognition with a camera. Additionally, deep learning algorithms are…

Large Language Models (LLMs) have revolutionized human-AI interaction by enabling intuitive task execution through natural language prompts. Despite their potential, designing effective prompts remains a significant challenge, as small…

软件工程 · 计算机科学 2025-04-08 Yuetian Mao , Junjie He , Chunyang Chen

In this paper, we introduce GUIDE, a novel dataset tailored for the advancement of Multimodal Large Language Model (MLLM) applications, particularly focusing on Robotic Process Automation (RPA) use cases. Our dataset encompasses diverse…

人机交互 · 计算机科学 2024-10-29 Rajat Chawla , Adarsh Jha , Muskaan Kumar , Mukunda NS , Ishaan Bhola

Context: Manual qualitative data analysis is time-intensive and can compromise validity and replicability, affecting analysis design, implementation, and reporting. Large Language Models (LLMs) enable human-bot collaboration in Software…

Large Language Models (LLMs) are increasingly integrated into search services, providing direct answers that can reduce users' reliance on traditional result pages. Yet their factual reliability in non-English web ecosystems remains poorly…

信息检索 · 计算机科学 2026-02-27 Geng Liu , Junjie Mu , Li Feng , Mengxiao Zhu , Francesco Pierri

The quality and size of a pretraining dataset significantly influence the performance of large language models (LLMs). While there have been numerous efforts in the curation of such a dataset for English users, there is a relative lack of…

Text-to-Table aims to generate structured tables to convey the key information from unstructured documents. Existing text-to-table datasets are typically oriented English, limiting the research in non-English languages. Meanwhile, the…

计算与语言 · 计算机科学 2024-05-21 Haoxiang Shi , Jiaan Wang , Jiarong Xu , Cen Wang , Tetsuya Sakai

Graphical User Interface (GUI) agents powered by Multimodal Large Language Models (MLLMs) promise human-like interaction with software applications, yet long-horizon tasks remain challenging due to memory limitations. Existing approaches…

计算机视觉与模式识别 · 计算机科学 2025-10-07 Zikang Liu , Junyi Li , Wayne Xin Zhao , Dawei Gao , Yaliang Li , Ji-rong Wen

Recent advancements in Large Language Models (LLMs) and Vision-Language Models (VLMs) have sparked significant interest in developing GUI visual agents. We introduce MONDAY (Mobile OS Navigation Task Dataset for Agents from YouTube), a…

计算机视觉与模式识别 · 计算机科学 2025-05-20 Yunseok Jang , Yeda Song , Sungryull Sohn , Lajanugen Logeswaran , Tiange Luo , Dong-Ki Kim , Kyunghoon Bae , Honglak Lee

Autonomous agents operating on the graphical user interfaces (GUIs) of various applications hold immense practical value. Unlike the large language model (LLM)-based methods which rely on structured texts and customized backends, the…

人工智能 · 计算机科学 2024-11-05 Xuetian Chen , Hangcheng Li , Jiaqing Liang , Sihang Jiang , Deqing Yang

As a specific domain of subjective well-being, travel satisfaction has recently attracted much research attention. Previous studies primarily relied on statistical models and, more recently, machine learning models to explore its…

计算机与社会 · 计算机科学 2025-11-10 Pengfei Xu , Donggen Wang

Large Language Models (LLMs), such as ChatGPT and GPT-4, have dramatically transformed natural language processing research and shown promising strides towards Artificial General Intelligence (AGI). Nonetheless, the high costs associated…

计算与语言 · 计算机科学 2024-02-26 Yiming Cui , Ziqing Yang , Xin Yao

Navigating large-scale outdoor environments requires complex reasoning in terms of geometric structures, environmental semantics, and terrain characteristics, which are typically captured by onboard sensors such as LiDAR and cameras. While…

Large language models (LLMs) have shown remarkable capabilities in generating high-quality text and making predictions based on large amounts of data, including the media domain. However, in practical applications, the differences between…

计算与语言 · 计算机科学 2023-07-27 Zhonghao Wang , Zijia Lu , Bo Jin , Haiying Deng

Recent advancements in Large Language Models (LLMs) have demonstrated remarkable capabilities across diverse tasks. However, their potential to integrate physical model knowledge for real-world signal interpretation remains largely…

计算与语言 · 计算机科学 2025-02-19 Haopeng Zhang , Yili Ren , Haohan Yuan , Jingzhe Zhang , Yitong Shen

Large language model (LLM) leads to a surge of autonomous GUI agents for smartphone, which completes a task triggered by natural language through predicting a sequence of actions of API. Even though the task highly relies on past actions…

计算与语言 · 计算机科学 2024-07-16 Jiwen Zhang , Jihao Wu , Yihua Teng , Minghui Liao , Nuo Xu , Xiao Xiao , Zhongyu Wei , Duyu Tang

Autonomous Graphical User Interface (GUI) navigation agents can enhance user experience in communication, entertainment, and productivity by streamlining workflows and reducing manual intervention. However, prior GUI agents often trained…

计算机视觉与模式识别 · 计算机科学 2025-08-04 Quanfeng Lu , Wenqi Shao , Zitao Liu , Lingxiao Du , Fanqing Meng , Boxuan Li , Botong Chen , Siyuan Huang , Kaipeng Zhang , Ping Luo

This paper explores the application of large language models (LLMs) in nursing and elderly care, focusing on AI-driven patient monitoring and interaction. We introduce a novel Chinese nursing dataset and implement incremental pre-training…

计算与语言 · 计算机科学 2024-12-16 Qiao Sun , Jiexin Xie , Nanyang Ye , Qinying Gu , Shijie Guo