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This paper presents Tree Notation, a new simple, universal syntax. Language designers can invent new programming languages, called Tree Languages, on top of Tree Notation. Tree Languages have a number of advantages over traditional…

Programming Languages · Computer Science 2017-10-25 Breck Yunits

Code retrieval is a common practice for programmers to reuse existing code snippets in open-source repositories. Given a user query (i.e., a natural language description), code retrieval aims at searching for the most relevant ones from a…

Software Engineering · Computer Science 2022-03-30 Wenchao Gu , Zongjie Li , Cuiyun Gao , Chaozheng Wang , Hongyu Zhang , Zenglin Xu , Michael R. Lyu

In this work, we apply anomaly detection to source code and bytecode to facilitate the development of a programming language and its compiler. We define anomaly as a code fragment that is different from typical code written in a particular…

Software Engineering · Computer Science 2020-12-18 Timofey Bryksin , Victor Petukhov , Ilya Alexin , Stanislav Prikhodko , Alexey Shpilman , Vladimir Kovalenko , Nikita Povarov

We present a functional programming language for specifying constraints over tree-shaped data. The language allows for Haskell-like algebraic data types and pattern matching. Our constraint compiler CO4 translates these programs into…

Programming Languages · Computer Science 2013-05-24 Alexander Bau , Johannes Waldmann

LLMs are increasingly used as seq2seq translators from natural language utterances to structured programs, a process called semantic interpretation. Unlike atomic labels or token sequences, programs are naturally represented as abstract…

Computation and Language · Computer Science 2025-04-07 Mayank Kothyari , Sunita Sarawagi , Soumen Chakrabarti , Gaurav Arora , Srujana Merugu

We address the problem of any-code completion - generating a missing piece of source code in a given program without any restriction on the vocabulary or structure. We introduce a new approach to any-code completion that leverages the…

Machine Learning · Computer Science 2020-07-30 Uri Alon , Roy Sadaka , Omer Levy , Eran Yahav

In this paper we present Grammatic -- a tool for textual syntax definition. Grammatic serves as a front-end for parser generators (and other tools) and brings modularity and reuse to their development artifacts. It adapts techniques for…

Programming Languages · Computer Science 2009-02-17 Andrey Breslav

Domain-specific languages are becoming increasingly important. Almost every application touches multiple domains. But how to define, use, and combine multiple DSLs within the same application? The most common approach is to split the…

Programming Languages · Computer Science 2016-12-13 Piotr Danilewski , Philipp Slusallek

In recent years, Deep Learning (DL) has found great success in domains such as multimedia understanding. However, the complex nature of multimedia data makes it difficult to develop DL-based software. The state-of-the art tools, such as…

Programming Languages · Computer Science 2017-01-10 Tian Zhao , Xiaobing Huang , Yu Cao

We develop a declarative DSL - \cf - that can be used to specify Abstract Interpretation-based DNN certifiers. In \cf, programmers can easily define various existing and new abstract domains and transformers, all within just a few 10s of…

Programming Languages · Computer Science 2024-10-18 Avaljot Singh , Yasmin Sarita , Charith Mendis , Gagandeep Singh

Large Language Models (LLMs) have demonstrated remarkable ability in long-horizon Task and Motion Planning (TAMP) by translating clear and straightforward natural language problems into formal specifications such as the Planning Domain…

Robotics · Computer Science 2024-10-30 Weihang Guo , Zachary Kingston , Lydia E. Kavraki

Searching code is a common task that developers perform to understand APIs, learn common code patterns, and navigate code. Currently, developers most commonly search using keywords and regular expressions that are easy to use and widely…

Software Engineering · Computer Science 2025-07-04 Ben Limpanukorn , Yanjun Wang , Zach Patterson , Pranav Garg , Murali Krishna Ramanathan , Xiaofei Ma , Anoop Deoras , Miryung Kim

Since their inception, programming languages have trended towards greater readability and lower barriers for programmers. Following this trend, natural language can be a promising type of programming language that provides great flexibility…

Computation and Language · Computer Science 2024-05-24 Shuyuan Xu , Zelong Li , Kai Mei , Yongfeng Zhang

Among the most general structures extending the framework by Dung are the abstract dialectical frameworks (ADFs). They come equipped with various types of semantics, with the most prominent - the labeling-based one - analyzed in the context…

Artificial Intelligence · Computer Science 2016-07-05 Sylwia Polberg

There is currently a large amount of robotics software using the component-oriented programming paradigm. However, the rapid growth in number and complexity of components may compromise the scalability and the whole lifecycle of robotics…

Robotics · Computer Science 2013-01-28 A. Romero-Garces , L. J. Manso , Marco A. Gutierez , R. Cintas , P. Bustos

Code generation is increasingly critical for real-world applications. Still, diffusion-based large language models continue to struggle with this demand. Unlike free-form text, code requires syntactic precision; even minor structural…

Computation and Language · Computer Science 2026-01-07 Yiming Zeng , Jinghan Cao , Zexin Li , Yiming Chen , Tao Ren , Zhuochun Li , Dawei Xiang , Xidong Wu , Shangqian Gao , Tingting Yu

Agentic large language model (LLM) training often involves multi-turn interaction trajectories that branch into multiple execution paths due to concurrent tool use, think-mode, sub-agent, context management and other runtime designs. As a…

Program classification can be regarded as a high-level abstraction of code, laying a foundation for various tasks related to source code comprehension, and has a very wide range of applications in the field of software engineering, such as…

Software Engineering · Computer Science 2022-05-03 Kesu Wang , Meng Yan , He Zhang , Haibo Hu

Among the programming languages for Programmable Logic Controllers (PLCs), Structured Text (ST) is widely adopted for industrial automation due to its expressiveness and flexibility. However, major vendors implement ST with proprietary…

Software Engineering · Computer Science 2025-08-05 Donghao Yang , Aolang Wu , Tianyi Zhang , Li Zhang , Fang Liu , Xiaoli Lian , Yuming Ren , Jiaji Tian , Xiaoyin Che

Several solutions for specifying normative artefacts (norms, contracts, policies) in a computational processable way have been presented in the literature. Legal core ontologies have been proposed to systematize concepts and relationships…

Artificial Intelligence · Computer Science 2022-01-13 Giovanni Sileno , Thomas van Binsbergen , Matteo Pascucci , Tom van Engers
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