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Developers frequently use APIs to implement certain functionalities, such as parsing Excel Files, reading and writing text files line by line, etc. Developers can greatly benefit from automatic API usage sequence generation based on natural…

Software Engineering · Computer Science 2022-04-08 Mohammad Abdul Hadi , Imam Nur Bani Yusuf , Ferdian Thung , Kien Gia Luong , Jiang Lingxiao , Fatemeh H. Fard , David Lo

Fragmentation is a serious problem in the Android ecosystem. This problem is mainly caused by the fast evolution of the system itself and the various customizations independently maintained by different smartphone manufacturers. Many…

Software Engineering · Computer Science 2022-06-01 Pei Liu , Yanjie Zhao , Haipeng Cai , Mattia Fazzini , John Grundy , Li Li

Online resources today contain an abundant amount of code snippets for documentation, collaboration, learning, and problem-solving purposes. Their executability in a "plug and play" manner enables us to confirm their quality and use them…

Software Engineering · Computer Science 2019-07-12 Md Monir Hossain , Nima Mahmoudi , Changyuan Lin , Hamzeh Khazaei , Abram Hindle

Software reuse is a crucial external quality attribute targeted by open-source and commercial projects. Despite that software reuse has experienced an increased adoption throughout the years, little is known about what aspects of code reuse…

Software Engineering · Computer Science 2023-11-02 Eman Abdullah AlOmara , Anthony Peruma , Mohamed Wiem Mkaouer , Christian Newman , Ali Ouni

Programming question and answer (Q & A) websites, such as Quora, Stack Overflow, and Yahoo! Answer etc. helps us to understand the programming concepts easily and quickly in a way that has been tested and applied by many software…

Social and Information Networks · Computer Science 2015-08-17 Ranjitha R. K. , Sanjay Singh

Recent advancements in large language models (LLMs) have automated various software engineering tasks, with benchmarks emerging to evaluate their capabilities. However, for adaptation, a critical activity during code reuse, there is no…

Software Engineering · Computer Science 2026-01-09 Tanghaoran Zhang , Xinjun Mao , Shangwen Wang , Yuxin Zhao , Yao Lu , Jin Zhang , Zhang Zhang , Kang Yang , Yue Yu

The main purpose of a voice command system is to process a sentence in natural language and perform the corresponding action. Although there exist many approaches to map sentences to API (application programming interface) calls, this…

Software Engineering · Computer Science 2020-12-03 Matúš Sulír , Jaroslav Porubän

Despite the fact that the state-of-the-art fuzzers can generate inputs efficiently, existing fuzz drivers still cannot adequately cover entries in libraries. Most of these fuzz drivers are crafted manually by developers, and their quality…

Cryptography and Security · Computer Science 2023-09-08 Peng Chen , Yuxuan Xie , Yunlong Lyu , Yuxiao Wang , Hao Chen

JavaScript's widespread adoption has made it an attractive target for malicious attackers who employ sophisticated obfuscation techniques to conceal harmful code. Current deobfuscation tools suffer from critical limitations that severely…

Cryptography and Security · Computer Science 2025-12-17 Dongchao Zhou , Lingyun Ying , Huajun Chai , Dongbin Wang

Code search and comprehension have become more difficult in recent years due to the rapid expansion of available source code. Current tools lack a way to label arbitrary code at scale while maintaining up-to-date representations of new…

Machine Learning · Computer Science 2019-06-05 Ben Gelman , Bryan Hoyle , Jessica Moore , Joshua Saxe , David Slater

When working in large and complex codebases, developers face challenges using \textit{Find Usages} to understand how to reuse classes and methods. To better understand these challenges, we conducted a small exploratory study with 4…

Software Engineering · Computer Science 2020-09-03 Emad Aghayi , Aaron Massey , Thomas LaToza

Using API reference documentation like JavaDoc is an integral part of software development. Previous research introduced a grounded taxonomy that organizes API documentation knowledge in 12 types, including knowledge about the…

Software Engineering · Computer Science 2019-07-24 Davide Fucci , Alireza Mollaalizadehbahnemiri , Walid Maalej

Every programmer has a characteristic style, ranging from preferences about identifier naming to preferences about object relationships and design patterns. Coding conventions define a consistent syntactic style, fostering readability and…

Software Engineering · Computer Science 2016-11-09 Miltiadis Allamanis , Earl T. Barr , Christian Bird , Charles Sutton

Automatic documentation generation tools, or auto docs, are widely used to visualize information about APIs. However, each auto doc tool comes with its own unique representation of API information. In this paper, I use an information…

Software Engineering · Computer Science 2020-11-12 Will Crichton

Large Language Models (LLMs) have shown strong potential for code generation, yet they remain limited in private-library-oriented code generation, where the goal is to generate code using APIs from private libraries. Existing approaches…

Software Engineering · Computer Science 2026-03-30 Yitong Zhang , Chengze Li , Ruize Chen , Guowei Yang , Xiaoran Jia , Yijie Ren , Jia Li

We present stack graphs, an extension of Visser et al.'s scope graphs framework. Stack graphs power Precise Code Navigation at GitHub, allowing users to navigate name binding references both within and across repositories. Like scope…

Programming Languages · Computer Science 2023-05-10 Douglas A. Creager , Hendrik van Antwerpen

When analyzing programs, large libraries pose significant challenges to static points-to analysis. A popular solution is to have a human analyst provide points-to specifications that summarize relevant behaviors of library code, which can…

Programming Languages · Computer Science 2018-05-23 Osbert Bastani , Rahul Sharma , Alex Aiken , Percy Liang

Tool agents--LLM-based systems that interact with external APIs--offer a way to execute real-world tasks. However, as tasks become increasingly complex, these agents struggle to identify and call the correct APIs in the proper order. To…

Computation and Language · Computer Science 2026-01-01 Seungkyu Lee , Nalim Kim , Yohan Jo

Studies show that software developers often either misuse exception handling features or use them inefficiently, and such a practice may lead an undergoing software project to a fragile, insecure and non-robust application system. In this…

Software Engineering · Computer Science 2018-07-09 Mohammad Masudur Rahman , Chanchal K. Roy

Good documentation offers the promise of enabling developers to easily understand design decisions. Unfortunately, in practice, design documents are often rarely updated, becoming inaccurate, incomplete, and untrustworthy. A better solution…

Software Engineering · Computer Science 2021-11-25 Sahar Mehrpour , Thomas D. LaToza , Hamed Sarvari
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