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Multilingual large language models (LLMs) are advancing rapidly, with new models frequently claiming support for an increasing number of languages. However, existing evaluation datasets are limited and lack cross-lingual alignment, leaving…

Computation and Language · Computer Science 2025-06-25 Wenhan Han , Yifan Zhang , Zhixun Chen , Binbin Liu , Haobin Lin , Bingni Zhang , Taifeng Wang , Mykola Pechenizkiy , Meng Fang , Yin Zheng

Multilingual machine translation systems aim to make knowledge accessible across languages, yet learning effective cross-lingual representations remains challenging. These challenges are especially pronounced for low-resource languages,…

Computation and Language · Computer Science 2026-01-08 David Stap

Compiler error messages serve as an initial resource for programmers dealing with compilation errors. However, previous studies indicate that they often lack sufficient targeted information to resolve code issues. Consequently, programmers…

Software Engineering · Computer Science 2023-07-21 Patricia Widjojo , Christoph Treude

In the ever-evolving field of Deep Learning (DL), ensuring project quality and reliability remains a crucial challenge. This research investigates testing practices within DL projects in GitHub. It quantifies the adoption of testing…

Software Engineering · Computer Science 2024-10-24 Qurban Ali , Oliviero Riganelli , Leonardo Mariani

Large Language Models (LLMs), such as GitHub Copilot and ChatGPT have become popular among programming students. Students use LLMs to assist them in programming courses, including generating source code. Previous work has evaluated the…

Artificial Intelligence · Computer Science 2025-04-22 Emir Catir , Robin Claesson , Rodothea Myrsini Tsoupidi

Today functional programming languages are seen as a practical solution to the difficult problems of concurrent and distributed programming. Erlang is a functional language designed to build massively scalable and fault tolerant…

Computers and Society · Computer Science 2018-05-15 Stephen Adams

The rise of quantum computing has driven the need for quantum software engineering, yet its programming landscape remains largely unexplored in empirical research. As quantum technologies advance toward industrial adoption, understanding…

Software Engineering · Computer Science 2025-03-10 Arif Ali Khan , Boshuai Ye , Muhammad Azeem Akbar , Javed Ali Khan , Davoud Mougouei , Xinyuan Ma

The NLP community has witnessed steep progress in a variety of tasks across the realms of monolingual and multilingual language processing recently. These successes, in conjunction with the proliferating mixed language interactions on…

Computation and Language · Computer Science 2021-06-14 Sai Muralidhar Jayanthi , Kavya Nerella , Khyathi Raghavi Chandu , Alan W Black

System prompts provide a lightweight yet powerful mechanism for conditioning large language models (LLMs) at inference time. While prior work has focused on English-only settings, real-world deployments benefit from having a single prompt…

Computation and Language · Computer Science 2025-12-03 Lechen Zhang , Yusheng Zhou , Tolga Ergen , Lajanugen Logeswaran , Moontae Lee , David Jurgens

We present MultiLoKo, a new benchmark for evaluating multilinguality in LLMs covering 31 languages. MultiLoKo consists of three partitions: a main partition consisting of 500 questions per language, separately sourced to be locally relevant…

Computation and Language · Computer Science 2025-04-16 Dieuwke Hupkes , Nikolay Bogoychev

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…

The longstanding goal of multi-lingual learning has been to develop a universal cross-lingual model that can withstand the changes in multi-lingual data distributions. There has been a large amount of work to adapt such multi-lingual models…

Computation and Language · Computer Science 2024-01-01 Meryem M'hamdi , Xiang Ren , Jonathan May

This study investigates the application of large language models, specifically GPT-4, to enhance programming education. The research outlines the design of a web application that uses GPT-4 to provide feedback on programming tasks, without…

Computation and Language · Computer Science 2024-07-19 Sven Jacobs , Steffen Jaschke

The advent of Large Language Models (LLMs) has introduced a new paradigm in Software Engineering (SE), with generative AI tools like ChatGPT gaining widespread adoption among developers. While ChatGPT's potential has been extensively…

Software Engineering · Computer Science 2026-02-19 Ruiyin Li , Peng Liang , Yifei Wang , Yangxiao Cai , Weisong Sun , Zengyang Li

Despite the widespread multilingual deployment of large language models, post-training pipelines remain predominantly English-centric, contributing to performance disparities across languages. We present a systematic, controlled study of…

Computation and Language · Computer Science 2026-04-16 Mehak Dhaliwal , Shashwat Chaurasia , Yao Qin , Dezhi Hong , Thomas Butler

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

Reproducibility is a key aspect for scientific advancement across disciplines, and reducing barriers for open science is a focus area for the theme of Interspeech 2023. Availability of source code is one of the indicators that facilitates…

Digital Libraries · Computer Science 2023-08-30 Mohammad Arvan , A. Seza Doğruöz , Natalie Parde

Statistical analysis is the tool of choice to turn data into information, and then information into empirical knowledge. To be valid, the process that goes from data to knowledge should be supported by detailed, rigorous guidelines, which…

Software Engineering · Computer Science 2024-10-03 Carlo A. Furia , Richard Torkar , Robert Feldt

In this article, we describe the architecture of the LIMA (Libre Multilingual Analyzer) framework and its recent evolution with the addition of new text analysis modules based on deep neural networks. We extended the functionality of LIMA…

Computation and Language · Computer Science 2024-09-11 Victor Bocharov , Romaric Besançon , Gaël de Chalendar , Olivier Ferret , Nasredine Semmar

Large Language Models (LLMs) have garnered remarkable advancements across diverse code-related tasks, known as Code LLMs, particularly in code generation that generates source code with LLM from natural language descriptions. This…

Computation and Language · Computer Science 2025-10-28 Juyong Jiang , Fan Wang , Jiasi Shen , Sungju Kim , Sunghun Kim