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Domain-specific languages (DSLs) for machine learning are revolutionizing the speed and efficiency of machine learning workloads as they enable users easy access to high-performance compiler optimizations and accelerators. However, to take…

This paper investigates an unsupervised approach towards deriving a universal, cross-lingual word embedding space, where words with similar semantics from different languages are close to one another. Previous adversarial approaches have…

Computation and Language · Computer Science 2022-10-10 Liping Tang , Zhen Li , Zhiquan Luo , Helen Meng

We present Turnstile+, a high-level, macros-based metaDSL for building dependently typed languages. With it, programmers may rapidly prototype and iterate on the design of new dependently typed features and extensions. Or they may create…

Programming Languages · Computer Science 2021-07-06 Stephen Chang , Michael Ballantyne , Milo Turner , William J. Bowman

The growing application of artificial intelligence in sensitive domains has intensified the demand for systems that are not only accurate but also explainable and trustworthy. Although explainable AI (XAI) methods have proliferated, many do…

Artificial Intelligence · Computer Science 2026-01-06 Marilyn Bello , Rafael Bello , Maria-Matilde García , Ann Nowé , Iván Sevillano-García , Francisco Herrera

We present Semantic Interpreter, a natural language-friendly AI system for productivity software such as Microsoft Office that leverages large language models (LLMs) to execute user intent across application features. While LLMs are…

Machine Learning · Computer Science 2023-06-07 Apurva Gandhi , Thong Q. Nguyen , Huitian Jiao , Robert Steen , Ameya Bhatawdekar

Prolog's support for dynamic programming, meta programming and text processing using context free grammars make the language highly suitable for defining domain specific languages (DSL) as well as analysing, refactoring or generating…

Programming Languages · Computer Science 2013-08-20 Jan Wielemaker , Michael Hendricks

The Semantic Router DSL is a non-Turing-complete policy language deployed in production for per-request LLM inference routing: content signals (embedding similarity, PII detection, jailbreak scoring) feed into weighted projections and…

Machine Learning · Computer Science 2026-03-31 Huamin Chen , Xunzhuo Liu , Bowei He , Xue Liu

Software requirement analysis can certainly benefit from prevention and early detection of failures, in particular by some kind of automatic analysis. Formal methods offer means to represent and analyze requirements with rigorous tools,…

Software Engineering · Computer Science 2019-11-11 Marzina Vidal , Tiago Massoni , Franklin Ramalho

Large Language Models (LLMs) have shown increasing potential in automating model-driven software engineering tasks, particularly in generating models conforming to Domain Specific Languages (DSLs) from natural language. While most existing…

Software Engineering · Computer Science 2026-05-18 Junaid Baber , Nicolas Hili , Didier Schwab , Léo Challier , Cécilia Satrin

The quality of software products tends to correlate with the quality of the abstractions adopted early in the design process. Acknowledging this tendency has led to the development of various tools and methodologies for modeling systems…

Software Engineering · Computer Science 2025-03-11 Nikolaj Kühne Jakobsen

The growing adoption of federated data spaces, such as in the GAIA-X and the International Data Spaces (IDS) initiative, promises secure and sovereign data sharing across organizational boundaries in Industry 4.0. In manufacturing…

Standard-to-dialect machine translation remains challenging due to a persistent dialect gap in large language models and evaluation distortions inherent in n-gram metrics, which favor source copying over authentic dialect translation. In…

Computation and Language · Computer Science 2026-03-18 Keunhyeung Park , Seunguk Yu , Youngbin Kim

This paper presents a hierarchical multi-agent LLM architecture to bridge communication gaps between non-technical end users and telecommunications domain experts in private network environments. We propose a cross-domain query translation…

Networking and Internet Architecture · Computer Science 2026-05-19 Nguyen Phuc Tran , Brigitte Jaumard , Karthikeyan Premkumar , Salman Memon

Large language models (LLMs) perform strongly on general-purpose code generation, yet their applicability to enterprise domain-specific languages (DSLs) remains underexplored, especially for repository-scale change generation spanning…

Software Engineering · Computer Science 2026-04-28 Sivajeet Chand , Kevin Nguyen , Peter Kuntz , Alexander Pretschner

Domain Specific Languages (DSLs) increase programmer productivity and provide high performance. Their targeted abstractions allow scientists to express problems at a high level, providing rich details that optimizing compilers can exploit…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-03-10 George Bisbas , Anton Lydike , Emilien Bauer , Nick Brown , Mathieu Fehr , Lawrence Mitchell , Gabriel Rodriguez-Canal , Maurice Jamieson , Paul H. J. Kelly , Michel Steuwer , Tobias Grosser

The goal of program synthesis is to automatically generate programs in a particular language from corresponding specifications, e.g. input-output behavior. Many current approaches achieve impressive results after training on randomly…

Machine Learning · Computer Science 2020-01-01 Richard Shin , Neel Kant , Kavi Gupta , Christopher Bender , Brandon Trabucco , Rishabh Singh , Dawn Song

Automatic dubbing, which generates a corresponding version of the input speech in another language, could be widely utilized in many real-world scenarios such as video and game localization. In addition to synthesizing the translated…

Sound · Computer Science 2024-07-08 Jingbei Li , Sipan Li , Ping Chen , Luwen Zhang , Yi Meng , Zhiyong Wu , Helen Meng , Qiao Tian , Yuping Wang , Yuxuan Wang

This paper describes an approach to creating textual syntax for Do- main-Specific Languages (DSL). We consider target meta-model to be the main artifact and hence to be developed first. The key idea is to represent analysis of textual…

Programming Languages · Computer Science 2008-01-09 Andrey Breslav

Context: Computational notebooks are a contemporary style of literate programming, in which users can communicate and transfer knowledge by interleaving executable code, output, and prose in a single rich document. A Domain-Specific…

Programming Languages · Computer Science 2020-02-17 Mauricio Verano Merino , Jurgen Vinju , Tijs van der Storm

Aliasing, or sharing, is prominent in many domains, denoting that two differently-named objects are in fact identical: a change in one object (memory cell, circuit terminal, disk block) is instantly reflected in the other. Languages for…

Programming Languages · Computer Science 2011-09-06 Oleg Kiselyov
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