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Large Language Models (LLMs) have demonstrated remarkable capabilities in various tasks, yet code generation remains a major challenge. Current approaches for obtaining high-quality code data primarily focus on (i) collecting large-scale…

Computation and Language · Computer Science 2025-02-18 Yichuan Ma , Yunfan Shao , Peiji Li , Demin Song , Qipeng Guo , Linyang Li , Xipeng Qiu , Kai Chen

Optimizing compilers are essential for the efficient and correct execution of software across various scientific fields. Domain-specific languages (DSL) typically use higher level intermediate representations (IR) in their compiler…

Programming Languages · Computer Science 2026-01-15 Berke Ates , Philipp Schaad , Timo Schneider , Alexandru Calotoiu , Torsten Hoefler

Large language models (LLMs) have shown great potential in automating significant aspects of coding by producing natural code from informal natural language (NL) intent. However, given NL is informal, it does not lend easily to checking…

Software Engineering · Computer Science 2024-10-04 Sarah Fakhoury , Aaditya Naik , Georgios Sakkas , Saikat Chakraborty , Shuvendu K. Lahiri

We reflect on programming with complicated effects, recalling an undeservingly forgotten alternative to monadic programming and checking to see how well it can actually work in modern functional languages. We adopt and argue the position of…

Programming Languages · Computer Science 2019-05-17 Oleg Kiselyov

Program synthesis from input-output (IO) examples has been a long-standing challenge. While recent works demonstrated limited success on domain-specific languages (DSL), it remains highly challenging to apply them to real-world programming…

Programming Languages · Computer Science 2021-11-23 Xinyun Chen , Dawn Song , Yuandong Tian

Domain-specific languages (DSLs) are integral to various software workflows. Such languages offer domain-specific optimizations and abstractions that improve code readability and maintainability. However, leveraging these languages requires…

Programming Languages · Computer Science 2024-06-06 Sahil Bhatia , Jie Qiu , Niranjan Hasabnis , Sanjit A. Seshia , Alvin Cheung

Unit test environments are today's state of the art for many programming languages to keep the software's quality above a certain level. However, the software's syntactic quality necessary for the developers themselves is not covered by the…

Software Engineering · Computer Science 2014-09-09 Christian Berger , Bernhard Rumpe , Steven Völkel

Large language models (LLMs) such as ChatGPT have shown remarkable capabilities in code generation. Despite significant achievements, they rely on enormous training data to acquire a broad spectrum of open-domain knowledge. Besides, their…

Software Engineering · Computer Science 2025-02-18 Xiaodong Gu , Meng Chen , Yalan Lin , Yuhan Hu , Hongyu Zhang , Chengcheng Wan , Zhao Wei , Yong Xu , Juhong Wang

Metamodel-based DSL development in language workbenches like Xtext allows language engineers to focus more on metamodels and domain concepts rather than grammar details. However, the grammar generated from metamodels often requires manual…

Software Engineering · Computer Science 2023-09-11 Weixing Zhang , Jan-Philipp Steghöfer , Regina Hebig , Daniel Strüber

While application software does the real work, domain-specific languages (DSLs) are tools to help produce it efficiently, and language design assistants in turn are meta-tools to help produce DSLs quickly. DSLs are already in wide use (HTML…

Programming Languages · Computer Science 2007-05-23 Jan Heering

With easier access to powerful compute resources, there is a growing trend in AI for software development to develop large language models (LLMs) to address a variety of programming tasks. Even LLMs applied to tasks from the…

A domain specific language (DSL) abstracts from implementation details and is aligned with the way domain experts reason about a software component. The development of DSLs is usually centered around a grammar and transformations that…

Software Engineering · Computer Science 2016-03-30 Sarmen Keshishzadeh , Arjan J. Mooij , Jozef Hooman

Domain-Specific Languages (DSLs) help practitioners in contributing solutions to challenges of specific domains. The efficient development of user-friendly DSLs suitable for industrial practitioners with little expertise in modelling still…

Software Engineering · Computer Science 2021-03-18 Rohit Gupta , Sieglinde Kranz , Nikolaus Regnat , Bernhard Rumpe , Andreas Wortmann

Translating machine code into human-readable high-level languages is an open research problem in reverse engineering. Despite recent advancements in LLM-based decompilation to C, modern languages like Dart and Swift are unexplored. In this…

Software Engineering · Computer Science 2026-04-03 Raafat Abualazm , Ayman Abo Elhassan

Large Language Models (LLMs) have demonstrated great potential for assisting developers in their daily development. However, most research focuses on generating correct code, how to use LLMs to generate personalized code has seldom been…

Computation and Language · Computer Science 2024-09-27 Zhenlong Dai , Chang Yao , WenKang Han , Ying Yuan , Zhipeng Gao , Jingyuan Chen

Code understanding and generation have fast become some of the most popular applications of language models (LMs). Nonetheless, research on multilingual aspects of Code-LMs (i.e., LMs for code generation) such as cross-lingual transfer…

Artificial Intelligence · Computer Science 2024-04-16 Indraneil Paul , Goran Glavaš , Iryna Gurevych

Despite great advances in program synthesis techniques, they remain algorithmic black boxes. Although they guarantee that when synthesis is successful, the implementation satisfies the specification, they provide no additional information…

Programming Languages · Computer Science 2024-03-07 Amirmohammad Nazari , Souti Chattopadhyay , Swabha Swayamdipta , Mukund Raghothaman

Domain specific languages (DSLs) are increasingly used today. Coping with complex language definitions, evolving them in a structured way, and ensuring their error freeness are the main challenges of DSL design and implementation. The use…

Software Engineering · Computer Science 2014-09-09 Holger Krahn , Bernhard Rumpe , Stefan Völkel

In this paper, we propose a new technique based on program synthesis for extracting information from webpages. Given a natural language query and a few labeled webpages, our method synthesizes a program that can be used to extract similar…

Programming Languages · Computer Science 2021-04-16 Qiaochu Chen , Aaron Lamoreaux , Xinyu Wang , Greg Durrett , Osbert Bastani , Isil Dillig

AI-assisted programming greatly increases software development performance. We enhance this potential by integrating transparency through domain-specific modeling techniques and providing instantaneous, graphical visualizations that…

Programming Languages · Computer Science 2025-09-08 Steven Smyth , Daniel Busch , Moez Ben Haj Hmida , Edward A. Lee , Bernhard Steffen