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Knowledge Distillation (KD) transfers knowledge from large models to small models and has recently achieved remarkable success. However, the reliability of existing KD methods in real-world applications, especially under distribution shift,…

Machine Learning · Computer Science 2025-07-22 Songming Zhang , Yuxiao Luo , Ziyu Lyu , Xiaofeng Chen

The open source development model has become a paradigm shift from traditional in-house/closed-source software development model, with many successes. Traditionally, open source projects were characterized essentially by their individual…

Software Engineering · Computer Science 2018-09-12 Qingye Jiang , Young Choon Lee , Joseph G. Davis , Ablert Y. Zomaya

As the shortage of skilled workers continues to be a pressing issue, exacerbated by demographic change, it is becoming a critical challenge for organizations to preserve the knowledge of retiring experts and to pass it on to novices. While…

Human-Computer Interaction · Computer Science 2023-05-16 Philipp Spitzer , Niklas Kühl , Daniel Heinz , Gerhard Satzger

State-of-the-art large language model (LLM) pipelines rely on bootstrapped reasoning loops: sampling diverse chains of thought and reinforcing the highest-scoring ones, mainly optimizing correctness. We analyze how this design choice is…

Machine Learning · Computer Science 2026-01-05 Max Ruiz Luyten , Mihaela van der Schaar

Open source software development, particularly within institutions such as universities and research laboratories, is often decentralized and difficult to track. Although academic teams produce many impactful scientific tools, their…

Software Engineering · Computer Science 2026-02-27 Juanita Gomez , Emily Lovell , Stephanie Lieggi , Alvaro A. Cardenas , James Davis

Effective communication is a critical factor in successful software engineering collaboration. However, communication gaps remain a persistent challenge, often leading to misunderstandings, inefficiencies, and defects. This research…

Defect estimation and prediction are some of the main modulating factors for the success of software projects in any software industry. Maturity and competency of a project manager in efficient prediction and estimation of resource…

Software Engineering · Computer Science 2012-03-30 T. R. Gopalakrishnan Nair , V. Suma , N. R. Shashi Kumar

Commit is an important operation of revision control for open-source software (OSS). Recent research has been pursued to explore the statistical laws of such an operation, but few of those papers conduct empirical investigations on commit…

Software Engineering · Computer Science 2013-11-26 Yutao Ma , Yang Wu , Youwei Xu

Open-source software (OSS) development relies on effective collaboration among distributed contributors. Yet, current OSS project recommendation systems primarily emphasize technical attributes, overlooking the collaboration and community…

Software Engineering · Computer Science 2026-02-13 Shashiwadana Nirmani , Hourieh Khalajzadeh , Mojtaba Shahin , Xiao Liu

Language models (LMs) have already demonstrated remarkable abilities in understanding and generating both natural and formal language. Despite these advances, their integration with real-world environments such as large-scale knowledge…

Computation and Language · Computer Science 2024-02-12 Yiheng Shu , Zhiwei Yu

We conduct the first comprehensive study of the behavioral factors which predict leader emergence within open source software (OSS) virtual teams. We leverage the full history of developers' interactions with their teammates and projects at…

Human-Computer Interaction · Computer Science 2022-03-22 Jerome Hergueux , Samuel Kessler

Despite much progress being made in the field of object recognition with the advances of deep learning, there are still several factors negatively affecting the performance of deep learning models. Domain shift is one of these factors and…

Computer Vision and Pattern Recognition · Computer Science 2023-03-03 Kaiyu Guo , Brian Lovell

Existing work on personality traits in software development excludes game developers as a discrete group. Whilst games are software, game development has unique considerations, so game developers may exhibit different personality traits…

Software Engineering · Computer Science 2022-04-26 Miriam Sturdee , Matthew Ivory , David Ellis , Patrick Stacey , Paul Ralph

The way developers collaborate inside and particularly across teams often escapes management's attention, despite a formal organization with designated teams being defined. Observability of the actual, organically formed engineering…

Software Engineering · Computer Science 2019-05-17 Waren Long , Vadim Markovtsev , Hugo Mougard , Egor Bulychev , Jan Hula

Modern software systems rely on dependency networks of reusable libraries, where breaking changes propagate and cause downstream consumers to fail. Despite growing research across ecosystems, no comprehensive synthesis exists. We conduct a…

Software Engineering · Computer Science 2026-05-26 Juntao Chen , Tingting Bi , Yanlin Wang , Patanamon Thongtanunam

The rapid development of new software and algorithms, fueled by the immense amount of data available, has made the shelf life of software products a lot shorter. With a rough estimate of more than 40,000 new software projects developed…

Software Engineering · Computer Science 2022-04-11 Zena Assaad , Mina Henein

Multi-agent systems powered by large language models exhibit strong capabilities in collaborative problem-solving. However, these systems suffer from substantial knowledge redundancy. Agents duplicate efforts in retrieval and reasoning…

Graphics · Computer Science 2026-02-27 Heng Zhang , Yuling Shi , Xiaodong Gu , Haochen You , Zijian Zhang , Lubin Gan , Yilei Yuan , Jin Huang

The Development Knowledge Question Answering (Dev Knowledge QA) task aims to provide natural language answers to knowledge-seeking questions during software development. To investigate its importance and to what extent it has been explored,…

Software Engineering · Computer Science 2025-12-10 Jing Zhang , Lianghong Guo , Yanlin Wang , Mingwei Liu , Jiachi Chen , Yuchi Ma , Ensheng Shi , Terry Yue Zhuo , Hongyu Zhang , Zibin Zheng

Building software, like building almost anything, requires people to understand a common goal and work together towards it. In large software companies, a VP or Director will have an idea or goal and it is often the job of middle management…

Software Engineering · Computer Science 2023-11-02 Jenna Butler , Thomas Zimmermann , Christian Bird

Context: As the demand for digital solutions adapted to different user profiles increases, creating more inclusive and diverse software development teams becomes an important initiative to improve software product accessibility. Problem:…

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