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A conceptual model is used to support development and design within the area of systems and software modeling. The notion of validation refers to representing a domain in a model accurately and generating results using an executable model.…

软件工程 · 计算机科学 2021-07-01 Sabah Al-Fedaghi

Working memory, or the ability to hold and manipulate information in the mind, is a critical component of human intelligence and executive functioning. It is correlated with performance on various cognitive tasks, including measures of…

Unified Modeling Language (UML) is the de facto standard for requirements modeling and system design. UML as a visual language can tremendously help customers, project managers, and developers to specify the requirements of a target system.…

软件工程 · 计算机科学 2019-01-09 Yilong Yang , Jing Yang , Xiaoshan Li

In software engineering (SE) research and practice, UML is well known as an essential modeling methodology for requirements analysis and software modeling in both academia and industry. In particular, fundamental knowledge of UML modeling…

软件工程 · 计算机科学 2025-11-19 Chong Wang , Beian Wang , Peng Liang , Jie Liang

Multimodal Large Language Models (MLLMs) are reshaping how modern agentic systems reason over sequential user-behavior data. However, whether textual or image representations of user behavior data are more effective for maximizing MLLM…

人工智能 · 计算机科学 2025-11-07 Tianning Dong , Luyi Ma , Varun Vasudevan , Jason Cho , Sushant Kumar , Kannan Achan

Multimodal large language models (MLLMs) have shown impressive capabilities in document understanding, a rapidly growing research area with significant industrial demand. As a multimodal task, document understanding requires models to…

人工智能 · 计算机科学 2025-11-13 Zirui Shao , Feiyu Gao , Zhaoqing Zhu , Chuwei Luo , Hangdi Xing , Zhi Yu , Qi Zheng , Ming Yan , Jiajun Bu

We introduce two new benchmarks REST and REST+ (Render-Equivalence Stress Tests) to enable systematic evaluation of cross-modal inconsistency in multimodal large language models (MLLMs). MLLMs are trained to represent vision and language in…

人工智能 · 计算机科学 2026-04-23 Angela van Sprang , Laurens Samson , Ana Lucic , Erman Acar , Sennay Ghebreab , Yuki M. Asano

To ensure fulfilling stakeholder wishes, it is crucial to validate the documented requirements. This is often complicated by the fact that the wishes and intentions of different stakeholders are somewhat contradictory, which manifests…

软件工程 · 计算机科学 2019-01-23 Marian Daun , Jennifer Brings , Thorsten Weyer

Motivated by in-context learning (ICL) capabilities of Large Language Models (LLMs), multimodal LLMs with additional visual modality are also exhibited with similar ICL abilities when multiple image-text pairs are provided as…

计算机视觉与模式识别 · 计算机科学 2025-02-10 Nan Xu , Fei Wang , Sheng Zhang , Hoifung Poon , Muhao Chen

Automating the enrichment of UML class diagrams with behavioral methods from natural language use cases is a significant challenge. This study evaluates nine large language models (LLMs) in augmenting a methodless UML diagram (21 classes,…

软件工程 · 计算机科学 2025-06-03 Djaber Rouabhia , Ismail Hadjadj

Vision-Language models (VLMs) show impressive abilities to answer questions on visual inputs (e.g., counting objects in an image), yet demonstrate higher accuracies when performing an analogous task on text (e.g., counting words in a text).…

计算与语言 · 计算机科学 2025-10-06 Yaniv Nikankin , Dana Arad , Yossi Gandelsman , Yonatan Belinkov

Multi-round incomplete information tasks are crucial for evaluating the lateral thinking capabilities of large language models (LLMs). Currently, research primarily relies on multiple benchmarks and automated evaluation metrics to assess…

计算与语言 · 计算机科学 2025-06-02 Wenhan Dong , Tianyi Hu , Jingyi Zheng , Zhen Sun , Yuemeng Zhao , Yule Liu , Xinlei He , Xinyi Huang

Usability evaluation is an essential method to support the design of effective and intuitive user interfaces (UIs). However, it commonly relies on resource-intensive, expert-driven methods, which limit its accessibility, especially for…

This paper investigates the relationship between large language models' (LLMs) ability to recognize repetitive input patterns and their performance on in-context learning (ICL). In contrast to prior work that has primarily focused on…

计算与语言 · 计算机科学 2025-11-12 Nhi Hoai Doan , Tatsuya Hiraoka , Kentaro Inui

Recently, attention has focused on the software development, specially by differ-ent teams that are geographically distant to support collaborative work. Manage-ment, description and modeling in such collaborative approach are through…

软件工程 · 计算机科学 2018-01-23 Hicham Elasri , Elmustapha Elabbassi , Sekkaki Abderrahim , Muhammad Fahad

This paper examines how the sequencing of images and text within multi-modal prompts influences the reasoning performance of large language models (LLMs). We performed empirical evaluations using three commercial LLMs. Our results…

人工智能 · 计算机科学 2024-10-07 Grant Wardle , Teo Susnjak

Vision-Language Models (VLMs) excel in integrating visual and textual information for vision-centric tasks, but their handling of inconsistencies between modalities is underexplored. We investigate VLMs' modality preferences when faced with…

计算机视觉与模式识别 · 计算机科学 2025-03-05 Ailin Deng , Tri Cao , Zhirui Chen , Bryan Hooi

Despite strong performance of Multimodal Large Language Models (MLLMs) on multimodal tasks, predicting whether and why an image is persuasive remains challenging. We first show that prompting MLLMs to reason before prediction does not…

计算机视觉与模式识别 · 计算机科学 2026-05-12 Naeun Lee , Hyunjong Kim , Sunghwan Choi , Injin Kong , Yohan Jo

Transformer-based language models, though not explicitly trained to mimic brain recordings, have demonstrated surprising alignment with brain activity. Progress in these models-through increased size, instruction-tuning, and…

Unified multimodal models (UMMs) aim to integrate multimodal understanding and generation within a unified architecture, yet it remains unclear to what extent their representations are truly aligned across modalities. To investigate this…

计算与语言 · 计算机科学 2026-04-08 Cheng Yang , Chufan Shi , Bo Shui , Yaokang Wu , Muzi Tao , Huijuan Wang , Ivan Yee Lee , Yong Liu , Xuezhe Ma , Taylor Berg-Kirkpatrick
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