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Quantum computers are available to use over the cloud, but the recent explosion of quantum software platforms can be overwhelming for those deciding on which to use. In this paper, we provide a current picture of the rapidly evolving…

Quantum Physics · Physics 2019-03-26 Ryan LaRose

XML is becoming the most relevant new standard for data representation and exchange on the WWW. Novel languages for extracting and restructuring the XML content have been proposed, some in the tradition of database query languages (i.e.…

Databases · Computer Science 2007-05-23 Angela Bonifati , Stefano Ceri

Large Language Models (LLMs) have become increasingly popular for coding tasks, with subjective coding preferences being an essential element to adapt to programmers' personal needs. Existing work overlooks such characteristics and mainly…

Human-Computer Interaction · Computer Science 2026-05-26 Anna Mokhova , Subhabrata Dutta , Iryna Gurevych , Simone Balloccu

Large language models (LLMs) have manifested strong ability to generate codes for productive activities. However, current benchmarks for code synthesis, such as HumanEval, MBPP, and DS-1000, are predominantly oriented towards introductory…

Computation and Language · Computer Science 2024-05-08 Shudan Zhang , Hanlin Zhao , Xiao Liu , Qinkai Zheng , Zehan Qi , Xiaotao Gu , Xiaohan Zhang , Yuxiao Dong , Jie Tang

Benchmark datasets have a significant impact on accelerating research in programming language tasks. In this paper, we introduce CodeXGLUE, a benchmark dataset to foster machine learning research for program understanding and generation.…

Recent advancements in large language models (LLMs) have showcased impressive code generation capabilities, primarily evaluated through language-to-code benchmarks. However, these benchmarks may not fully capture a model's code…

Software Engineering · Computer Science 2024-09-16 Yuwei Zhao , Ziyang Luo , Yuchen Tian , Hongzhan Lin , Weixiang Yan , Annan Li , Jing Ma

With reasoning language models such as OpenAI-o3 and DeepSeek-R1 emerging, large language models (LLMs) have entered a new phase of development. However, existing benchmarks for coding evaluation are gradually inadequate to assess the…

Computation and Language · Computer Science 2025-03-03 Lei Yang , Renren Jin , Ling Shi , Jianxiang Peng , Yue Chen , Deyi Xiong

Integrating logic rules with other language features is increasingly sought after for advanced applications that require knowledge-base capabilities. To address this demand, increasingly more languages and extensions for such integration…

Programming Languages · Computer Science 2023-08-31 Yanhong A. Liu , Scott D. Stoller , Yi Tong , K. Tuncay Tekle

Logic programming languages present clear advantages in terms of declarativeness and conciseness. However, the ideas of logic programming have been met with resistance in other programming communities, and have not generally been adopted by…

Programming Languages · Computer Science 2026-01-08 Ivan Perez , Angel Herranz

The choice of programming language is a very important decision as it not only affects the performance and maintainability of the software but also dictates the talent pool and community support available. To better understand the…

Software Engineering · Computer Science 2020-06-03 Samarth Tambad , Rohit Nandwani , Suzanne K. McIntosh

In this work we systematically review the recent advancements in software engineering with language models, covering 70+ models, 40+ evaluation tasks, 180+ datasets, and 900 related works. Unlike previous works, we integrate software…

Computation and Language · Computer Science 2024-06-27 Ziyin Zhang , Chaoyu Chen , Bingchang Liu , Cong Liao , Zi Gong , Hang Yu , Jianguo Li , Rui Wang

Programming languages and techniques based on logic and constraints, such as the Constraint Handling Rules (CHR), can support many common programming tasks that can be expressed in the form of a search for feasible or optimal solutions.…

Programming Languages · Computer Science 2013-08-20 Dragan Ivanović

We introduce SparkCL, an open source unified programming framework based on Java, OpenCL and the Apache Spark framework. The motivation behind this work is to bring unconventional compute cores such as FPGAs/GPUs/APUs/DSPs and future core…

Distributed, Parallel, and Cluster Computing · Computer Science 2015-05-06 Oren Segal , Philip Colangelo , Nasibeh Nasiri , Zhuo Qian , Martin Margala

AI is demanding an evergrowing portion of environmental resources. Despite their potential impact on AI environmental sustainability, the role that programming languages play in AI (in)efficiency is to date still unknown. With this study,…

Computers and Society · Computer Science 2025-01-28 Niccolò Marini , Leonardo Pampaloni , Filippo Di Martino , Roberto Verdecchia , Enrico Vicario

Recent advancements in large language models (LLMs) have demonstrated significant progress in math and code reasoning capabilities. However, existing code benchmark are limited in their ability to evaluate the full spectrum of these…

Computation and Language · Computer Science 2026-03-03 Zhexu Wang , Yiping Liu , Yejie Wang , Wenyang He , Bofei Gao , Muxi Diao , Yanxu Chen , Kelin Fu , Flood Sung , Zhilin Yang , Tianyu Liu , Weiran Xu

Field-Programmable Gate Arrays (FPGAs) are widely used in modern hardware design, yet writing Hardware Description Language (HDL) code for FPGA implementation remains a complex and time-consuming task. Large Language Models (LLMs) have…

Hardware Architecture · Computer Science 2025-03-25 Ce Guo , Tong Zhao

General large language models (LLMs), represented by ChatGPT, have demonstrated significant potential in tasks such as code generation in software engineering. This has led to the development of specialized LLMs for software engineering,…

Software Engineering · Computer Science 2024-01-09 Zibin Zheng , Kaiwen Ning , Yanlin Wang , Jingwen Zhang , Dewu Zheng , Mingxi Ye , Jiachi Chen

We present GOOL, a Generic Object-Oriented Language. It demonstrates that a language, with the right abstractions, can capture the essence of object-oriented programs. We show how GOOL programs can be used to generate human-readable,…

Programming Languages · Computer Science 2019-11-28 Jacques Carette , Brooks MacLachlan , W. Spencer Smith

Existing code generation benchmarks primarily evaluate functional correctness, with limited focus on code efficiency and often restricted to a single language like Python. To address this gap, we introduce EffiBench-X, the first…

Computation and Language · Computer Science 2025-05-20 Yuhao Qing , Boyu Zhu , Mingzhe Du , Zhijiang Guo , Terry Yue Zhuo , Qianru Zhang , Jie M. Zhang , Heming Cui , Siu-Ming Yiu , Dong Huang , See-Kiong Ng , Luu Anh Tuan

Turning ideas into full software projects from scratch has become a popular use case for language models. Agents are being deployed to seed, maintain, and grow codebases over extended periods with minimal human oversight. Such settings…