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With the emergence of the Node.js ecosystem, JavaScript has become a widely-used programming language for implementing server-side web applications. In this paper, we present the first empirical study of static code analysis tools for…

Cryptography and Security · Computer Science 2023-08-07 Tiago Brito , Mafalda Ferreira , Miguel Monteiro , Pedro Lopes , Miguel Barros , José Fragoso Santos , Nuno Santos

Program synthesis strives to generate a computer program as a solution to a given problem specification, expressed with input-output examples or natural language descriptions. The prevalence of large language models advances the…

Machine Learning · Computer Science 2023-03-01 Erik Nijkamp , Bo Pang , Hiroaki Hayashi , Lifu Tu , Huan Wang , Yingbo Zhou , Silvio Savarese , Caiming Xiong

A type description is a succinct noun compound which helps human and machines to quickly grasp the informative and distinctive information of an entity. Entities in most knowledge graphs (KGs) still lack such descriptions, thus calling for…

Computation and Language · Computer Science 2019-10-09 Jiangjie Chen , Ao Wang , Haiyun Jiang , Suo Feng , Chenguang Li , Yanghua Xiao

Ensuring that API implementations and usage comply with natural language programming rules is critical for software correctness, security, and reliability. Formal verification can provide strong guarantees but requires precise…

Programming Languages · Computer Science 2026-02-06 Shihao Xia , Mengting He , Haomin Jia , Linhai Song

We explore an approach to type-directed program synthesis rooted in constraint-based type inference techniques. By doing this, we aim to more efficiently synthesize polymorphic code while also tackling advanced typing features such as GADTs…

Programming Languages · Computer Science 2019-07-09 Peter-Michael Osera

Nowadays, developers often reuse existing APIs to implement their programming tasks. A lot of API usage patterns are mined to help developers learn API usage rules. However, there are still many missing variables to be synthesized when…

Software Engineering · Computer Science 2021-03-23 Qi Shen , Shijun Wu , Yanzhen Zou , Bing Xie

Developing distributed systems presents significant challenges, primarily due to the complexity introduced by non-deterministic concurrency and faults. To address these, we propose a specification-driven development framework. Our method…

Software Engineering · Computer Science 2025-09-16 Hua Guo , Yunhong Ji , Xuan Zhou

In its 14 years, distributed ledger technology has attracted increasing attention, investments, enthusiasm, and user base. However, ongoing doubts about its usefulness and recent losses of trust in prominent cryptocurrencies have fueled…

Software Engineering · Computer Science 2023-07-19 Tomas Bueno Momčilović , Matthias Buchinger , Dian Balta

The advent of large language models (LLMs) has paved the way for a new era of programming tools with both significant capabilities and risks, as the generated code lacks guarantees of correctness and reliability. Developers using LLMs…

Programming Languages · Computer Science 2025-01-07 Kyla H. Levin , Kyle Gwilt , Emery D. Berger , Stephen N. Freund

Prompt programming treats large language model prompts as software components with typed interfaces. Based on a literature survey of 15 recent works from 2023 to 2025, we observe a consistent trend: type systems are central to emerging…

Programming Languages · Computer Science 2025-08-19 Abhijit Paul

Automated documentation of programming source code and automated code generation from natural language are challenging tasks of both practical and scientific interest. Progress in these areas has been limited by the low availability of…

Computation and Language · Computer Science 2017-07-10 Antonio Valerio Miceli Barone , Rico Sennrich

Test cases are essential for software development and maintenance. In practice, developers derive multiple test cases from an implicit pattern based on their understanding of requirements and inference of diverse test scenarios, each…

Software Engineering · Computer Science 2026-04-28 Binhang Qi , Yun Lin , Xinyi Weng , Chenyan Liu , Hailong Sun , Gordon Fraser , Jin Song Dong

Unit tests play a key role in ensuring the correctness of software. However, manually creating unit tests is a laborious task, motivating the need for automation. Large Language Models (LLMs) have recently been applied to this problem,…

Software Engineering · Computer Science 2023-12-12 Max Schäfer , Sarah Nadi , Aryaz Eghbali , Frank Tip

The development of domain-specific languages (DSLs) is a laborious and iterative process that seems to naturally lean to the use of generative artificial intelligence. We design and prototype DSL Assistant, a tool that integrates generative…

Software Engineering · Computer Science 2024-08-20 My M. Mosthaf , Andrzej Wąsowski

We propose a new shared task for tactical data-to-text generation in the domain of source code libraries. Specifically, we focus on text generation of function descriptions from example software projects. Data is drawn from existing…

Computation and Language · Computer Science 2018-07-12 Kyle Richardson , Sina Zarrieß , Jonas Kuhn

Maintaining consistency between code and documentation is a crucial yet frequently overlooked aspect of software development. Even minor mismatches can confuse API users, introduce new bugs, and increase overall maintenance effort. This…

Software Engineering · Computer Science 2026-04-22 Tobias Kiecker , Jan Arne Sparka , Martin Reuter , Albert Ziegler , Lars Grunske

A feature-oriented product line is a family of programs that share a common set of features. A feature implements a stakeholder's requirement, represents a design decision and configuration option and, when added to a program, involves the…

Software Engineering · Computer Science 2010-01-21 Sven Apel , Christian Kaestner , Armin Groesslinger , Christian Lengauer

Large language models (LLMs) bear great potential for automating tedious development tasks such as creating and maintaining code documentation. However, it is unclear to what extent developers can effectively prompt LLMs to create concise…

Artificial Intelligence · Computer Science 2025-07-09 Hans-Alexander Kruse , Tim Puhlfürß , Walid Maalej

In this paper we present our experience in developing a security application using a typed functional language. We describe how the formal grounding of its semantic and compiler have allowed for a trustworthy development and have…

Software Engineering · Computer Science 2014-04-29 Damien Doligez , Christèle Faure , Thérèse Hardin , Manuel Maarek

Current Text-to-Code models demonstrate impressive capabilities in generating executable code from natural language snippets. However, current studies focus on technical instructions and programmer-oriented language, and it is an open…

Computation and Language · Computer Science 2024-07-17 Asaf Achi Mordechai , Yoav Goldberg , Reut Tsarfaty