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Multiple-choice QA benchmarks usually evaluate small language models (SLMs) as direct answerers, but deployed language-model systems increasingly rely on external scaffolds such as tools, code, and repeated model calls. We introduce…

Information Retrieval · Computer Science 2026-05-20 Prateek Biswas , Dhaval Patel , Vedant Khandelwal , Shuxin Lin , Amit Sheth

Allocation of software components on a heterogeneous computing platform involves hard decisions; handling different types of computing units with specific processing paradigms and a number of software components which require specific…

Software Engineering · Computer Science 2017-01-03 Ivan Svogor , Jan Carlson

Automated testing plays a crucial role in ensuring software security. It heavily relies on formal specifications to validate the correctness of the system behavior. However, the main approach to defining these formal specifications is…

Software Engineering · Computer Science 2025-04-03 Hui Li , Zhen Dong , Siao Wang , Hui Zhang , Liwei Shen , Xin Peng , Dongdong She

Component-based software engineering (CBSE) decomposes complex systems into reusable components. Model-driven engineering (MDE) aims to abstract from complexities by lifting abstract models to primary development artifacts. Component and…

Software Engineering · Computer Science 2015-11-02 Lars Hermerschmidt , Katrin Hölldobler , Bernhard Rumpe , Andreas Wortmann

We report on two corpora to be used in the evaluation of component systems for the tasks of (1) linear segmentation of text and (2) summary-directed sentence extraction. We present characteristics of the corpora, methods used in the…

Computation and Language · Computer Science 2007-05-23 Judith L. Klavans , Kathleen R. McKeown , Min-Yen Kan , Susan Lee

For validating low level embedded software, engineers use simulators that take the real binary as input. Like the real hardware, these full-system simulators are organized as a set of components. The main component is the CPU simulator…

Software Engineering · Computer Science 2011-09-21 Frédéric Blanqui , Claude Helmstetter , Vania Joloboff , Jean-François Monin , Xiaomu Shi

Understanding the reasons behind past code changes is critical for many software engineering tasks, including refactoring and reviewing code, diagnosing bugs, and implementing new features. Unfortunately, locating and reconstructing this…

Software Engineering · Computer Science 2026-04-14 Mehedi Sun , Antu Saha , Nadeeshan De Silva , Antonio Mastropaolo , Oscar Chaparro

The understanding of large-scale scientific software poses significant challenges due to its diverse codebase, extensive code length, and target computing architectures. The emergence of generative AI, specifically large language models…

Software Engineering · Computer Science 2024-03-19 Kareem Shaik , Dali Wang , Weijian Zheng , Qinglei Cao , Heng Fan , Peter Schwartz , Yunhe Feng

Engineering software for robotics applications requires multidomain and application-specific solutions. Model-driven engineering and modeling language integration provide means for developing specialized, yet reusable models of robotics…

Software Engineering · Computer Science 2015-05-06 Jan Oliver Ringert , Alexander Roth , Bernhard Rumpe , Andreas Wortmann

There is currently a large amount of robotics software using the component-oriented programming paradigm. However, the rapid growth in number and complexity of components may compromise the scalability and the whole lifecycle of robotics…

Robotics · Computer Science 2013-01-28 A. Romero-Garces , L. J. Manso , Marco A. Gutierez , R. Cintas , P. Bustos

Deployment of distributed applications on large systems, and especially on grid infrastructures, becomes a more and more complex task. Grid users spend a lot of time to prepare, install and configure middleware and application binaries on…

Distributed, Parallel, and Cluster Computing · Computer Science 2007-06-21 Areski Flissi , Philippe Merle

BACKGROUND: Modern distributed systems replicate data across multiple execution sites. Business requirements and resource constraints often necessitate mixing different languages across replica sites. To facilitate the management of…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-12-02 Provakar Mondal , Eli Tilevich

Large Language Models (LLMs) typically excel at coding tasks involving high-level programming languages, as opposed to lower-level programming languages, such as assembly. We propose a synthetic data generation method named C-ing Clearly,…

Computation and Language · Computer Science 2025-12-17 Teodor Poncu , Ioana Pintilie , Marius Dragoi , Dragos Tantaru , Florin Brad

Hardware accelerators, in particular accelerators for tensor processing, have many potential application domains. However, they currently lack the software infrastructure to support the majority of domains outside of deep learning.…

Hardware Architecture · Computer Science 2024-08-08 Charles Hong , Sahil Bhatia , Altan Haan , Shengjun Kris Dong , Dima Nikiforov , Alvin Cheung , Yakun Sophia Shao

We describe the design and early implementation of an extensible, component-based software architecture for natural language engineering applications which interfaces with high performance distributed computing services. The architecture…

Distributed, Parallel, and Cluster Computing · Computer Science 2007-05-23 Baden Hughes , Steven Bird

This paper presents a focused literature survey on the use of large language models (LLM) to assist in writing formal specifications for software. A summary of thirty-five key papers is presented, including examples for specifying programs…

Software Engineering · Computer Science 2025-06-16 Arshad Beg , Diarmuid O'Donoghue , Rosemary Monahan

Program synthesis or code generation aims to generate a program that satisfies a problem specification. Recent approaches using large-scale pretrained language models (LMs) have shown promising results, yet they have some critical…

Machine Learning · Computer Science 2022-11-04 Hung Le , Yue Wang , Akhilesh Deepak Gotmare , Silvio Savarese , Steven C. H. Hoi

We here present SIMLR (Single-cell Interpretation via Multi-kernel LeaRning), an open-source tool that implements a novel framework to learn a sample-to-sample similarity measure from expression data observed for heterogenous samples. SIMLR…

Genomics · Quantitative Biology 2018-01-22 Bo Wang , Daniele Ramazzotti , Luca De Sano , Junjie Zhu , Emma Pierson , Serafim Batzoglou

Component-Based Development (CBD) is a popular approach to mitigating the costs of creating software systems. However, it is not clear to what extent the core component selection and adaptation activities of CBD can be implemented to…

Software Engineering · Computer Science 2022-05-11 Todd Wareham , Marieke Sweers

The development of programming languages involves complex theoretical and practical challenges, particularly when addressing modularity and reusability through language extensions. While language workbenches aim to enable modular…

Programming Languages · Computer Science 2026-02-04 Federico Bruzzone , Walter Cazzola , Luca Favalli