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Suboptimal code is prevalent in software systems. Developers often write low-quality code due to factors like technical knowledge gaps, insufficient experience, time pressure, management decisions, or personal factors. Once integrated, the…

Code search is an important and well-studied task, but it usually means searching for code by a text query. We argue that using a code snippet (and possibly an error traceback) as a query while looking for bugfixing instructions and code…

计算与语言 · 计算机科学 2024-05-28 Ivan Sedykh , Dmitry Abulkhanov , Nikita Sorokin , Sergey Nikolenko , Valentin Malykh

Background: Sub-optimal code is prevalent in software systems. Developers may write low-quality code due to many reasons, such as lack of technical knowledge, lack of experience, time pressure, management decisions, and even unhappiness.…

软件工程 · 计算机科学 2022-04-15 Chaiyong Ragkhitwetsagul , Matheus Paixao

We present a Neural Program Search, an algorithm to generate programs from natural language description and a small number of input/output examples. The algorithm combines methods from Deep Learning and Program Synthesis fields by designing…

人工智能 · 计算机科学 2018-02-14 Illia Polosukhin , Alexander Skidanov

Given a regular expression $R$ and a string $Q$, the regular expression parsing problem is to determine if $Q$ matches $R$ and if so, determine how it matches, e.g., by a mapping of the characters of $Q$ to the characters in $R$. Regular…

数据结构与算法 · 计算机科学 2019-01-30 Philip Bille , Inge Li Gørtz

We study program refactoring while considering the language or even the programming paradigm as a parameter. We use typed functional programs, namely Haskell programs, as the specification medium for a corresponding refactoring framework.…

编程语言 · 计算机科学 2007-05-23 Ralf Laemmel

The search of information in large text repositories has been plagued by the so-called document-query vocabulary gap, i.e. the semantic discordance between the contents in the stored document entities on the one hand and the human query on…

信息检索 · 计算机科学 2020-04-22 Bhawani Selvaretnam , Mohammed Belkhatir

Automatic source code summarization is the task of generating natural language descriptions for source code. Automatic code summarization is a rapidly expanding research area, especially as the community has taken greater advantage of…

软件工程 · 计算机科学 2020-04-08 Alexander LeClair , Sakib Haque , Lingfei Wu , Collin McMillan

Recent advances in Large Language Models (LLMs) have introduced a new paradigm for software development, where source code is generated from natural language prompts. While this paradigm significantly boosts development productivity,…

人机交互 · 计算机科学 2026-05-06 Jinsheng Ba , Sverrir Thorgeirsson , Zhendong Su

One major problem in maintaining a software system is to understand how many functional features in the system and how these features are implemented. In this paper a novel approach for locating features in code by semantic and dynamic…

软件工程 · 计算机科学 2015-12-15 Ren Wu

Existing studies show that code summaries help developers understand and maintain source code. Unfortunately, these summaries are often missing or outdated in software projects. Code summarization aims to generate natural language…

软件工程 · 计算机科学 2023-09-08 Jia Li , Yongmin Li , Ge Li , Xing Hu , Xin Xia , Zhi Jin

Search strategies are crucial to efficiently solve constraint satisfaction problems. However, programming search strategies in the existing constraint solvers is a daunting task and constraint-based languages usually have compositionality…

编程语言 · 计算机科学 2019-09-25 Pierre Talbot

Recently, automatic code comment generation is proposed to facilitate program comprehension. Existing code comment generation techniques focus on describing the functionality of the source code. However, there are other aspects such as…

软件工程 · 计算机科学 2018-07-09 Mohammad Masudur Rahman , Chanchal K. Roy , Iman Keivanloo

We consider the task of mapping pseudocode to long programs that are functionally correct. Given test cases as a mechanism to validate programs, we search over the space of possible translations of the pseudocode to find a program that…

机器学习 · 计算机科学 2019-06-13 Sumith Kulal , Panupong Pasupat , Kartik Chandra , Mina Lee , Oded Padon , Alex Aiken , Percy Liang

We present a system that allows a user to search a large linguistically annotated corpus using syntactic patterns over dependency graphs. In contrast to previous attempts to this effect, we introduce a light-weight query language that does…

计算与语言 · 计算机科学 2020-06-05 Micah Shlain , Hillel Taub-Tabib , Shoval Sadde , Yoav Goldberg

There are often multiple ways to implement the same requirement in source code. Different implementation choices can result in code snippets that are similar, and have been defined in multiple ways: code clones, examples, simions and…

软件工程 · 计算机科学 2020-06-16 Venkatesh Vinayakarao , Devika Sondhi , Sumit Keswani , Rahul Purandare , Anita Sarma

During maintenance, software developers deal with numerous change requests that are written in an unstructured fashion using natural language. Such natural language texts illustrate the change requirement involving various domain related…

软件工程 · 计算机科学 2018-07-13 Mohammad Masudur Rahman , Chanchal K. Roy

Syntax-guided synthesis is a paradigm in program synthesis in which the search space of candidate solutions is constrained by a syntactic template in the form of a grammar. These syntactic constraints serve two purposes: constraining the…

软件工程 · 计算机科学 2023-06-06 Yixuan Li , Federico Mora , Elizabeth Polgreen , Sanjit A. Seshia

We propose a method for program generation based on semantic scaffolds, lightweight structures representing the high-level semantic and syntactic composition of a program. By first searching over plausible scaffolds then using these as…

计算与语言 · 计算机科学 2020-05-13 Ruiqi Zhong , Mitchell Stern , Dan Klein

Traditionally, computer programming has been the prerogative of professional developers using textual programming languages such as C, Java, or Python. Low-code programming promises an alternative: letting citizen developers create programs…

编程语言 · 计算机科学 2023-09-26 Martin Hirzel