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Enterprise AI Assistants are increasingly deployed in domains where accuracy is paramount, making each erroneous output a potentially significant incident. This paper presents a comprehensive framework for monitoring, benchmarking, and…

The instruction hierarchy, which establishes a priority order from system messages to user messages, conversation history, and tool outputs, is essential for ensuring consistent and safe behavior in language models (LMs). Despite its…

Automating operations research (OR) with large language models (LLMs) remains limited by hand-crafted reasoning--execution workflows. Complex OR tasks require adaptive coordination among problem interpretation, mathematical formulation,…

人工智能 · 计算机科学 2026-04-21 Jiahao Huang , Peilan Xu , Xiaoya Nan , Wenjian Luo

This study investigates the challenges in designing research infrastructure software for automated software publication in multi-stakeholder environments, focusing specifically on the HERMES system. Through two quantitative surveys of…

软件工程 · 计算机科学 2025-06-26 Stephan Druskat , Sabine Theis

The work presented in this paper is related to the area of Situational Method Engineering (SME) which focuses on project-specific method construction. We propose a faceted framework to understand and classify issues in system development…

软件工程 · 计算机科学 2009-11-10 Yves-Roger Nehan , Rebecca Deneckere

Document-level event argument extraction (DEAE) is essential for knowledge acquisition, aiming to extract participants of events from documents . In the zero-shot setting, existing methods employ LLMs to generate synthetic data to address…

计算与语言 · 计算机科学 2026-03-05 Guangjun Zhang , Hu Zhang , Yazhou Han , Yue Fan , Yuhang Shao , Ru Li , Hongye Tan

Software is now ubiquitous and involved in complex interactions with the human users and the physical world in so-called cyber-physical systems where the management of time is a major issue. Separation of concerns is a key asset in the…

计算机科学中的逻辑 · 计算机科学 2018-10-24 Mathieu Montin , Marc Pantel

Understanding socio-ecological systems requires insights from diverse stakeholder perspectives, which are often hard to access. To enable alternative, simulation-based exploration of different stakeholder perspectives, we develop the HoPeS…

人工智能 · 计算机科学 2025-07-24 Yongchao Zeng , Calum Brown , Ioannis Kyriakou , Ronja Hotz , Mark Rounsevell

Background: Requirement engineering is often considered a critical activity in system development projects. The increasing complexity of software, as well as number and heterogeneity of stakeholders, motivate the development of methods and…

In system development, epistemic uncertainty is an ever-present possibility when reasoning about the causal factors during hazard analysis. Such uncertainty is common when complicated systems interact with one another, and it is dangerous…

软件工程 · 计算机科学 2017-10-20 Chris Leong , Tim Kelly , Rob Alexander

In the rapidly evolving landscape of large language models (LLMs) and mobile edge computing for 6G, the need for efficient service delivery to mobile users with constrained computational resources has become paramount. Addressing this, our…

信息论 · 计算机科学 2024-03-11 Liangxin Qian , Jun Zhao

Combining pre-trained expert models offers substantial potential for scalable multimodal reasoning, but building a unified framework remains challenging due to the increasing diversity of input modalities and task complexity. For instance,…

计算机视觉与模式识别 · 计算机科学 2025-10-28 Shoubin Yu , Yue Zhang , Ziyang Wang , Jaehong Yoon , Mohit Bansal

Requirements engineering (RE) literature acknowledges the importance of early stakeholder identification. The sources of requirements are many and also constantly changing as the market and business constantly change. Identifying and…

A software architect uses quality requirements to design the architecture of a system. However, it is essential to ensure that the system's final architectural design achieves the standard quality requirements. The existing architectural…

软件工程 · 计算机科学 2021-05-21 Ritu Kapur , Sumit Kalra , Kamlesh Tiwari , Geetika Arora

The importance of taking individual, potentially conflicting perspectives into account when dealing with knowledge has been widely recognised. Many existing ontology management approaches fully merge knowledge perspectives, which may…

人工智能 · 计算机科学 2022-08-02 Lucía Gómez Álvarez , Sebastian Rudolph , Hannes Strass

Vision Language Models (VLMs) have become essential backbones for multimodal intelligence, yet significant safety challenges limit their real-world application. While textual inputs are often effectively safeguarded, adversarial visual…

计算机视觉与模式识别 · 计算机科学 2025-02-11 Yi Ding , Bolian Li , Ruqi Zhang

While Vision-Language-Action models (VLAs) are rapidly advancing towards generalist robot policies, it remains difficult to quantitatively understand their limits and failure modes. To address this, we introduce a comprehensive benchmark…

机器人学 · 计算机科学 2025-12-30 Borong Zhang , Jiahao Li , Jiachen Shen , Yishuai Cai , Yuhao Zhang , Yuanpei Chen , Juntao Dai , Jiaming Ji , Yaodong Yang

Compositional visual reasoning has emerged as a key research frontier in multimodal AI, aiming to endow machines with the human-like ability to decompose visual scenes, ground intermediate concepts, and perform multi-step logical inference.…

Industrial processes must be robust and adaptable, as environments and tasks are often unpredictable, while operational errors remain costly and difficult to detect. AI-based control systems offer a path forward, yet typically depend on…

人工智能 · 计算机科学 2025-06-11 Christos Margadji , Sebastian W. Pattinson

Knowledge engineering is the process of creating and maintaining knowledge-producing systems. Throughout the history of computer science and AI, knowledge engineering workflows have been widely used because high-quality knowledge is assumed…

软件工程 · 计算机科学 2023-06-28 Bradley P. Allen , Filip Ilievski , Saurav Joshi