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This report provides an architecture-led analysis of two modern vision-language models (VLMs), Qwen2.5-VL-7B-Instruct and Llama-4-Scout-17B-16E-Instruct, and explains how their architectural properties map to a practical video-to-artifact…

Computer Vision and Pattern Recognition · Computer Science 2025-12-30 Thomson Tong , Diba Darooneh

BPMN is a specification language widely used by industry and researchers for business process modeling and execution. It defines clearly how to articulate its concepts, but do not provide mechanism to represent the semantics of the produced…

Software Engineering · Computer Science 2020-12-18 Sérgio Guerreiro , Pedro Sousa

Tool-assisted analysis of software systems and convenient guides to practise the formal methods are still motivating challenges. This article addresses these challenges. We ex periment on analysing a formal specification from multiple…

Software Engineering · Computer Science 2016-11-25 Christian Attiogbe

Measuring meaning is a central problem in cultural sociology and word embeddings may offer powerful new tools to do so. But like any tool, they build on and exert theoretical assumptions. In this paper I theorize the ways in which word…

Computation and Language · Computer Science 2021-07-23 Alina Arseniev-Koehler

Smart contracts are programs running on cryptocurrency (e.g., Ethereum) blockchains, whose popularity stem from the possibility to perform financial transactions, such as payments and auctions, in a distributed environment without need for…

Cryptography and Security · Computer Science 2018-04-24 Ilya Grishchenko , Matteo Maffei , Clara Schneidewind

Embedding benchmarks like MTEB report a single score per model, implicitly treating robustness as a static, scalar property. We argue that embedding robustness is multidimensional, since models respond differently to different types of…

Computation and Language · Computer Science 2026-05-28 Manuel Frank , Haithem Afli

Entities, as the essential elements in relation extraction tasks, exhibit certain structure. In this work, we formulate such structure as distinctive dependencies between mention pairs. We then propose SSAN, which incorporates these…

Computation and Language · Computer Science 2021-02-23 Benfeng Xu , Quan Wang , Yajuan Lyu , Yong Zhu , Zhendong Mao

With the advent of faster computers, the notion of doing machine translation from a huge stored database of translation examples is no longer unreasonable. This paper describes an attempt to merge the Example-Based Machine Translation…

cmp-lg · Computer Science 2008-02-03 Patrick Juola

While a great effort has concerned the development of fully integrated modular understanding systems, few researches have focused on the problem of unifying existing linguistic formalisms with cognitive processing models. The Situated…

Computation and Language · Computer Science 2007-05-23 Guillaume Pitel

We present a taxonomy of the variability mechanisms offered by modeling languages. The definition of a formal language encompasses a syntax and a semantic domain as well as the mapping that relates them, thus language variabilities are…

Software Engineering · Computer Science 2014-09-24 Maria Victoria Cengarle , Hans Grönninger , Bernhard Rumpe

The goal of this paper is to learn more about how idiomatic information is structurally encoded in embeddings, using a structural probing method. We repurpose an existing English verbal multi-word expression (MWE) dataset to suit the…

Computation and Language · Computer Science 2023-04-28 Filip Klubička , Vasudevan Nedumpozhimana , John D. Kelleher

Ontologies serve as a one of the formal means to represent and model knowledge in computer science, electrical engineering, system engineering and other related disciplines. Ontologies within requirements engineering may be used for formal…

Software Engineering · Computer Science 2022-11-22 Hrvoje Belani , Petar Solic , Toni Perkovic

One of the most challenging tasks in specification engineering for a multi-agent robotic system is to formally specify and architect the system, especially as a multi-agent robotic system is concurrent having concurrent processing, and…

Software Engineering · Computer Science 2015-01-22 Nadeem Akhtar , Yann Le Guyadec , Flavio Oquendo

While a wide range of different, sometimes heterogeneous test coverage criteria have been proposed, there exists no generic formalism to describe them, and available test automation tools usually support only a small subset of them. We…

Software Engineering · Computer Science 2017-01-20 Sébastien Bardin , Mickaël Delahaye , Nikolai Kosmatov , Michaël Marcozzi , Virgile Prevosto

In industrial model-based development (MBD) frameworks, requirements are typically specified informally using textual descriptions. To enable the application of formal methods, these specifications need to be formalized in the input…

Logic in Computer Science · Computer Science 2019-06-18 Philipp Berger , Johanna Nellen , Joost-Pieter Katoen , Erika Abraham , Md Tawhid Bin Waez , Thomas Rambow

Knowledge bases (KBs) are paramount in NLP. We employ multiview learning for increasing accuracy and coverage of entity type information in KBs. We rely on two metaviews: language and representation. For language, we consider high-resource…

Computation and Language · Computer Science 2018-10-25 Yadollah Yaghoobzadeh , Hinrich Schütze

Building complex software systems necessitates the use of component-based architectures. In theory, of the set of components needed for a design, only some small portion of them are "custom"; the rest are reused or refactored existing…

Software Engineering · Computer Science 2007-05-23 Joseph R. Kiniry

We present an unsupervised explainable word embedding technique, called EVE, which is built upon the structure of Wikipedia. The proposed model defines the dimensions of a semantic vector representing a word using human-readable labels,…

Computation and Language · Computer Science 2017-02-23 M. Atif Qureshi , Derek Greene

We introduce the Scene Language, a visual scene representation that concisely and precisely describes the structure, semantics, and identity of visual scenes. It represents a scene with three key components: a program that specifies the…

Computer Vision and Pattern Recognition · Computer Science 2025-04-01 Yunzhi Zhang , Zizhang Li , Matt Zhou , Shangzhe Wu , Jiajun Wu

External knowledge,e.g., entities and entity descriptions, can help humans understand texts. Many works have been explored to include external knowledge in the pre-trained models. These methods, generally, design pre-training tasks and…

Computation and Language · Computer Science 2022-08-19 Qinghua Zhao , Shuai Ma , Yuxuan Lei