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Since language models (LMs) now outperform average humans on many challenging tasks, it has become increasingly difficult to develop challenging, high-quality, and realistic evaluations. We address this issue by examining LMs' capabilities…

A main characteristic of crowdsourcing software development (CSD) is the complexity of tasks and skills required by workers to achieve successful software crowdsourcing. The tasks proposed to the crowd in CSD are checked to ensure they are…

Software Engineering · Computer Science 2023-02-13 Abdullah Khanfor

Low-code platforms (latest reincarnation of the long tradition of model-driven engineering approaches) have the potential of saving us countless hours of repetitive boilerplate coding tasks. However, as software systems grow in complexity,…

In the rapidly advancing field of artificial intelligence, software development has emerged as a key area of innovation. Despite the plethora of general-purpose AI assistants available, their effectiveness diminishes in complex,…

Software Engineering · Computer Science 2023-12-01 Gustavo Pinto , Cleidson de Souza , Thayssa Rocha , Igor Steinmacher , Alberto de Souza , Edward Monteiro

We introduce LeetCodeDataset, a high-quality benchmark for evaluating and training code-generation models, addressing two key challenges in LLM research: the lack of reasoning-focused coding benchmarks and self-contained training testbeds.…

Machine Learning · Computer Science 2025-04-22 Yunhui Xia , Wei Shen , Yan Wang , Jason Klein Liu , Huifeng Sun , Siyue Wu , Jian Hu , Xiaolong Xu

Numerous knowledge workers utilize spreadsheets in business, accounting, and finance. However, a lack of systematic documentation methods for spreadsheets hinders automation, collaboration, and knowledge transfer, which risks the loss of…

Software Engineering · Computer Science 2025-10-24 Amila Indika , Igor Molybog

Writing competitive programming problems is exacting. Authors must: set constraints, input distributions, and edge cases that rule out shortcuts; target specific algorithms (e.g., max-flow, dynamic programming, data structures); and…

Current software development takes advantage of many external libraries, but it entails security and copyright risks. While the use of the Software Bill of Materials (SBOM) has been encouraged to cope with this problem, its adoption is…

Software Engineering · Computer Science 2025-02-07 Wataru Otoda , Tetsuya Kanda , Yuki Manabe , Katsuro Inoue , Yoshiki Higo

The rapid advancement of large language models (LLMs) has significantly improved their performance in code generation tasks. However, existing code benchmarks remain static, consisting of fixed datasets with predefined problems. This makes…

Computation and Language · Computer Science 2025-05-30 Wenhao Hu , Jinhao Duan , Chunchen Wei , Li Zhang , Yue Zhang , Kaidi Xu

As part of our larger research effort to improve support for diverse end user human-centric aspects during software development, we wanted to better understand how developers currently go about addressing these challenging human-centric…

Software Engineering · Computer Science 2022-10-07 John Grundy , Tanjila Kanij , Jennifer McIntosh , Hourieh Khalajzadeh , Ingo Mueller

Blockchain-based platforms are emerging as a transformative technology that can provide reliability, integrity, and auditability without trusted entities. One of the key features of these platforms is the trustworthy decentralized execution…

Computers and Society · Computer Science 2020-01-20 Afiya Ayman , Shanto Roy , Amin Alipour , Aron Laszka

Large language models (LLMs) have become vital tools for software development, but they often require verbose intermediate reasoning for complex code tasks, leading to high latency and costs. This research extends the Chain of Draft (CoD)…

Software Engineering · Computer Science 2025-06-16 Shaoyi Yang

Large Language Models (LLMs) are widely used to support software developers in tasks such as code generation, optimization, and documentation. However, their ability to improve existing programming answers in a human-like manner remains…

Software Engineering · Computer Science 2026-01-27 Suborno Deb Bappon , Saikat Mondal , Chanchal K. Roy , Kevin Schneider

As the ubiquity and complexity of system-on-chip (SoC) designs increase across electronic devices, the task of incorporating security into an SoC design flow poses significant challenges. Existing security solutions are inadequate to…

Cryptography and Security · Computer Science 2025-05-30 Dipayan Saha , Shams Tarek , Katayoon Yahyaei , Sujan Kumar Saha , Jingbo Zhou , Mark Tehranipoor , Farimah Farahmandi

Background: Studies on developer productivity and well-being find that the perceptions of productivity in a software team can be a socio-technical problem. Intuitively, problems and challenges can be better handled by managing expectations…

Software Engineering · Computer Science 2021-07-21 Khalid Hasan , Partho Chakraborty , Rifat Shahriyar , Anindya Iqbal , Gias Uddin

Smart contract developers frequently seek solutions to developmental challenges on Q&A platforms such as Stack Overflow (SO). Although community responses often provide viable solutions, the embedded code snippets can also contain hidden…

Software Engineering · Computer Science 2024-07-24 Jiachi Chen , Chong Chen , Jiang Hu , John Grundy , Yanlin Wang , Ting Chen , Zibin Zheng

Prior research has shown that cryptography is hard to use for developers. We aim to understand what cryptography issues developers face in practice. We clustered 91954 cryptography-related questions on the Stack Overflow website, and…

Cryptography and Security · Computer Science 2021-08-17 Mohammadreza Hazhirpasand , Oscar Nierstrasz , Mohammadhossein Shabani , Mohammad Ghafari

Large Language Models (LLMs) have emerged as coding assistants, capable of generating source code from natural language prompts. With the increasing adoption of LLMs in software development, academic research and industry based projects are…

Deep learning (DL) has recently achieved tremendous success in a variety of cutting-edge applications, e.g., image recognition, speech and natural language processing, and autonomous driving. Besides the available big data and hardware…

Machine Learning · Computer Science 2018-11-18 Qianyu Guo , Xiaofei Xie , Lei Ma , Qiang Hu , Ruitao Feng , Li Li , Yang Liu , Jianjun Zhao , Xiaohong Li

Large language models (LLMs) have proven invaluable for code generation, particularly in interactive settings. However, existing code generation benchmarks fail to capture the diverse feedback encountered in multi-turn interactions,…

Software Engineering · Computer Science 2025-02-28 Hojae Han , Seung-won Hwang , Rajhans Samdani , Yuxiong He