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Graph-based code indexing can improve context retrieval for LLM-based code agents by preserving call chains and dependency relationships that keyword search and similarity retrieval often miss. ABCoder is an open-source framework that…

Software Engineering · Computer Science 2026-04-22 Junsong Pu , Yichen Li , Zhuangbin Chen

Developers spend a significant amount of time searching for code: e.g., to understand how to complete, correct, or adapt their own code for a new context. Unfortunately, the state of the art in code search has not evolved much beyond text…

Software Engineering · Computer Science 2017-06-12 Vineeth Kashyap , David Bingham Brown , Ben Liblit , David Melski , Thomas Reps

Automatically generating code from a textual description of method invocation confronts challenges. There were two current research directions for this problem. One direction focuses on considering a textual description of method…

Software Engineering · Computer Science 2019-09-10 Hung Phan

When done manually, refactoring legacy code in order to eliminate uses of deprecated APIs is an error-prone and time-consuming process. In this paper, we investigate to which degree refactorings for deprecated Java APIs can be automated,…

Software Engineering · Computer Science 2025-04-22 Cristina David , Pascal Kesseli , Daniel Kroening , Hanliang Zhang

OpenAPI indicates a behavior where producers offer Application Programming Interfaces (APIs) to help end-users access their data, resources, and services. Generally, API has many parameters that need to be entered. However, it is…

Software Engineering · Computer Science 2023-04-14 Shujun Wang , Yongqiang Tian , Dengcheng He

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.…

Software Engineering · Computer Science 2022-04-15 Chaiyong Ragkhitwetsagul , Matheus Paixao

API misuse in code generated by large language models (LLMs) presents a serious and growing challenge in software development, as although LLMs demonstrate impressive code generation capabilities, their interactions with complex library…

Software Engineering · Computer Science 2025-12-19 Terry Yue Zhuo , Junda He , Jiamou Sun , Zhenchang Xing , David Lo , John Grundy , Xiaoning Du

Reusing published datasets on the Web is of great interest to researchers and developers. Their data needs may be met by submitting queries to a dataset search engine to retrieve relevant datasets. In this ongoing work towards developing a…

Information Retrieval · Computer Science 2019-08-30 Jinchi Chen , Xiaxia Wang , Gong Cheng , Evgeny Kharlamov , Yuzhong Qu

Large language models (LLMs), such as Codex and GPT-4, have recently showcased their remarkable code generation abilities, facilitating a significant boost in coding efficiency. This paper will delve into utilizing LLMs for code generation…

Software Engineering · Computer Science 2023-07-31 Daoguang Zan , Bei Chen , Yongshun Gong , Junzhi Cao , Fengji Zhang , Bingchao Wu , Bei Guan , Yilong Yin , Yongji Wang

Code comments are significantly helpful in comprehending software programs and also aid developers to save a great deal of time in software maintenance. Code comment generation aims to automatically predict comments in natural language…

Software Engineering · Computer Science 2023-03-06 Ramin Shahbazi , Fatemeh Fard

Programmers often write code that has similarity to existing code written somewhere. A tool that could help programmers to search such similar code would be immensely useful. Such a tool could help programmers to extend partially written…

Software Engineering · Computer Science 2019-10-21 Sifei Luan , Di Yang , Celeste Barnaby , Koushik Sen , Satish Chandra

During maintenance, software developers deal with numerous change requests made by the users of a software system. Studies show that the developers find it challenging to select appropriate search terms from a change request during concept…

Software Engineering · Computer Science 2018-07-10 Mohammad Masudur Rahman , Chanchal K. Roy

Choosing an appropriate software development technology (e.g., programming language) is challenging due to the proliferation of diverse options. The selection of inappropriate technologies for development may have a far-reaching effect on…

Software Engineering · Computer Science 2023-12-07 Saikat Mondal , Debajyoti Mondal , Chanchal K. Roy

We developed a plugin for IntelliJ IDEA called AntiCopyPaster, which tracks the pasting of code fragments inside the IDE and suggests the appropriate Extract Method refactoring to combat the propagation of duplicates. Unlike the existing…

Code maintenance data sets typically consist of a before and after version of the code that contains the improvement or fix. Such data sets are important for software engineering support tools related to code maintenance, such as program…

Software Engineering · Computer Science 2021-01-27 Henry Tang , Sarah Nadi

Automated prompt optimization is crucial for eliciting reliable reasoning from large language models (LLMs), yet most API-only prompt optimizers iteratively edit monolithic prompts, coupling components and obscuring credit assignment,…

Computation and Language · Computer Science 2026-04-09 Haoyue Liu , Zhichao Wang , Yongxin Guo , Haoran Shou , Xiaoying Tang

Developers increasingly rely on API tutorials to facilitate software development. However, it remains a challenging task for them to discover relevant API tutorial fragments explaining unfamiliar APIs. Existing supervised approaches suffer…

Software Engineering · Computer Science 2017-03-07 He Jiang , Jingxuan Zhang , Zhilei Ren , Tao Zhang

AI agents and business automation tools interacting with external web services require standardized, machine-readable information about their APIs in the form of API specifications. However, the information about APIs available online is…

In the digital era, the widespread use of APIs is evident. However, scalable utilization of APIs poses a challenge due to structure divergence observed in online API documentation. This underscores the need for automatic tools to facilitate…

Computation and Language · Computer Science 2024-02-20 Koren Lazar , Matan Vetzler , Guy Uziel , David Boaz , Esther Goldbraich , David Amid , Ateret Anaby-Tavor

Well established libraries typically have API documentation. However, they frequently lack examples and explanations, possibly making difficult their effective reuse. Stack Overflow is a question-and-answer website oriented to issues…