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The paper describes the need for and goals of tool-integration within software development processes. In particular we focus on agile software development but are not limited to. The integration of tools and data between the different…

Software Engineering · Computer Science 2013-11-25 Max Wielsch , Raik Bieniek , Bernd Grams , Jörg Lässig

Currently, the vast majority of locally deployed open-source large language models (LLMs) and some commercial model interfaces do not support stable tool calling functionality. The existing solution involves fine-tuning LLMs, which results…

Software Engineering · Computer Science 2024-07-09 Shengtao He

Developing efficient parallel applications is critical to advancing scientific development but requires significant performance analysis and optimization. Performance analysis tools help developers manage the increasing complexity and scale…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-01-25 Onur Cankur , Aditya Tomar , Daniel Nichols , Connor Scully-Allison , Katherine E. Isaacs , Abhinav Bhatele

``Vibe coding'' -- the practice of developing software through iteratively conversing with a large language model (LLM) -- has exploded in popularity within the last year. However, developers report key limitations including the…

Software Engineering · Computer Science 2025-11-04 Jacqueline Mitchell , Yasser Shaaban

Large language models for code are advancing fast, yet our ability to evaluate them lags behind. Current benchmarks focus on narrow tasks and single metrics, which hide critical gaps in robustness, interpretability, fairness, efficiency,…

We introduce transductive program synthesis, a new formulation of the program synthesis task that explicitly leverages test inputs during synthesis. While prior approaches to program synthesis--whether based on natural language descriptions…

Artificial Intelligence · Computer Science 2025-10-22 Kang-il Lee , Jahyun Koo , Seunghyun Yoon , Minbeom Kim , Hyukhun Koh , Dongryeol Lee , Kyomin Jung

Large language models (LLMs) are increasingly integrated with specialized external tools, yet many tasks demand zero-shot tool usage with minimal or noisy documentation. Existing solutions rely on manual rewriting or labeled data for…

Computation and Language · Computer Science 2025-06-13 Wei Fang , Yang Zhang , Kaizhi Qian , James Glass , Yada Zhu

Recently, LLM agents have made rapid progress in improving their programming capabilities. However, existing benchmarks lack the ability to automatically evaluate from users' perspective, and also lack the explainability of the results of…

Software Engineering · Computer Science 2025-06-03 Kaiyuan Liu , Youcheng Pan , Yang Xiang , Daojing He , Jing Li , Yexing Du , Tianrun Gao

In this study, we explore advanced strategies for enhancing software quality by detecting and refactoring data clumps, special types of code smells. Our approach transcends the capabilities of integrated development environments, utilizing…

Software Engineering · Computer Science 2024-03-07 Nils Baumgartner , Elke Pulvermüller

Runtime monitoring is essential for the violation detection during the underlying software system execution. In this paper, an investigation of the monitoring activity of MAPE-K control loop is performed which aims at exploring:(1) the…

Software Engineering · Computer Science 2018-02-13 Yousef Abuseta

The evaluation of generative or discriminative large language model (LLM)-based systems is often a complex multi-dimensional problem. Typically, a set of system configuration alternatives are evaluated on one or more benchmark datasets,…

Applications · Statistics 2025-01-31 Samuel Ackerman , Eitan Farchi , Orna Raz , Assaf Toledo

High-Level Synthesis allows hardware designers to create complex RTL designs using C/C++. The traditional HLS workflow involves iterations of C/C++ simulation for partial functional verification and HLS synthesis for coarse timing…

Performance · Computer Science 2023-04-25 Rishov Sarkar , Cong Hao

Nowadays, SLAM (Simultaneous Localization and Mapping) is considered by the Robotics community to be a mature field. Currently, there are many open-source systems that are able to deliver fast and accurate estimation in typical real-world…

Automatic performance debugging of parallel applications usually involves two steps: automatic detection of performance bottlenecks and uncovering their root causes for performance optimization. Previous work fails to resolve this…

Distributed, Parallel, and Cluster Computing · Computer Science 2010-02-24 Xu Liu , Lin Yuan , Jianfeng Zhan , Bibo Tu , Dan Meng

Static analysis, the process of examining code without executing it, is crucial for identifying software issues. Yet, static analysis is hampered by its complexity and the need for customization for different targets. Traditional static…

Software Engineering · Computer Science 2023-12-15 Yu Hao , Weiteng Chen , Ziqiao Zhou , Weidong Cui

The progress in natural language processing (NLP) research over the last years, offers novel business opportunities for companies, as automated user interaction or improved data analysis. Building sophisticated NLP applications requires…

Computation and Language · Computer Science 2021-11-17 Philipp Kohl , Oliver Schmidts , Lars Klöser , Henri Werth , Bodo Kraft , Albert Zündorf

The proliferation of tool-augmented Large Language Models (LLMs) has created a fragmented ecosystem where developers must navigate multiple protocols, manual schema definitions, and complex execution workflows. We address this challenge by…

Artificial Intelligence · Computer Science 2025-08-06 Peng Ding , Rick Stevens

Having a high quality software is essential in software engineering, which requires robust validation and verification processes during testing activities. Manual testing, while effective, can be time consuming and costly, leading to an…

Software Engineering · Computer Science 2025-01-03 Betim Sherifi , Khaled Slhoub , Fitzroy Nembhard

Code executability plays a vital role in software debugging and testing (e.g., detecting runtime exceptions or assertion violations). However, code execution, especially partial or arbitrary code execution, is a non-trivial task due to…

Software Engineering · Computer Science 2024-07-25 Zhipeng Xue , Zhipeng Gao , Shaohua Wang , Xing Hu , Xin Xia , Shanping Li

Static code analysis is a powerful approach to detect quality deficiencies such as performance bottlenecks, safety violations or security vulnerabilities already during a software system's implementation. Yet, as current software systems…

Software Engineering · Computer Science 2017-10-23 Eric Bodden