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REST APIs play important roles in enriching the action space of web agents, yet most API-based agents rely on curated and uniform toolsets that do not reflect the complexity of real-world APIs. Building tool-using agents for arbitrary…

Computation and Language · Computer Science 2025-06-26 Xinyi Ni , Haonan Jian , Qiuyang Wang , Vedanshi Chetan Shah , Pengyu Hong

Despite its many unquestionable benefits, formal specifications are not widely used in industrial software development. In order to reduce the time and effort required to write formal specifications, in this paper we propose a technique for…

Programming Languages · Computer Science 2015-12-23 María Alpuente , Daniel Pardo , Alicia Villanueva

Typically, information extraction (IE) requires a pipeline approach: first, a sequence labeling model is trained on manually annotated documents to extract relevant spans; then, when a new document arrives, a model predicts spans which are…

Computation and Language · Computer Science 2021-10-12 Benjamin Townsend , Eamon Ito-Fisher , Lily Zhang , Madison May

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

Modern software development relies on the reuse of code via Application Programming Interfaces (APIs). Such reuse relieves developers from learning and developing established algorithms and data structures anew, enabling them to focus on…

Software Engineering · Computer Science 2024-02-13 Sebastian Nielebock , Paul Blockhaus , Jacob Krüger , Frank Ortmeier

Defects in requirements specifications can have severe consequences during the software development lifecycle. Some of them may result in poor product quality and/or time and budget overruns due to incorrect or missing quality…

Software Engineering · Computer Science 2020-09-09 Hugo Villamizar , Marcos Kalinowski , Alessandro Garcia , Daniel Mendez Fernández

Sentence-by-sentence information extraction from long documents is an exhausting and error-prone task. As the indicator of document skeleton, catalogs naturally chunk documents into segments and provide informative cascade semantics, which…

Computation and Language · Computer Science 2023-05-01 Tong Zhu , Guoliang Zhang , Zechang Li , Zijian Yu , Junfei Ren , Mengsong Wu , Zhefeng Wang , Baoxing Huai , Pingfu Chao , Wenliang Chen

Modern web dashboards and enterprise applications increasingly rely on complex, distributed microservices architectures. While these architectures offer scalability, they introduce significant challenges in debugging and observability. When…

Software Engineering · Computer Science 2026-02-18 Devendra Tata , Mona Rajhans

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

Project-specific code completion is a critical task that leverages context from a project to generate accurate code. State-of-the-art methods use retrieval-augmented generation (RAG) with large language models (LLMs) and project information…

Software Engineering · Computer Science 2025-07-29 Le Deng , Xiaoxue Ren , Chao Ni , Ming Liang , David Lo , Zhongxin Liu

Modern software systems rely heavily on Web APIs, yet creating meaningful and executable test scripts remains a largely manual, time-consuming, and error-prone task. In this paper, we present APITestGenie, a novel tool that leverages Large…

Software Engineering · Computer Science 2026-04-03 André Pereira , Bruno Lima , João Pascoal Faria

The widespread adoption of REST APIs, coupled with their growing complexity and size, has led to the need for automated REST API testing tools. Current tools focus on the structured data in REST API specifications but often neglect valuable…

Software Engineering · Computer Science 2024-01-31 Myeongsoo Kim , Tyler Stennett , Dhruv Shah , Saurabh Sinha , Alessandro Orso

Many cloud services provide REST API accessible to client applications. However, developers often identify specification violations only during testing, as error messages typically lack the detail necessary for effective diagnosis.…

Software Engineering · Computer Science 2025-10-30 Katsuki Yamagishi , Norihiro Yoshida , Erina Makihara , Katsuro Inoue

Automated source code summarization is a task that generates summarized information about the purpose, usage, and--or implementation of methods and classes to support understanding of these code entities. Multiple approaches and techniques…

Software Engineering · Computer Science 2021-11-30 AmirHossein Naghshzan , Latifa Guerrouj , Olga Baysal

Developers require accurate descriptions of REpresentational State Transfer (REST) Application Programming Interfaces (APIs) for a successful interaction between web services. The OpenAPI Specification (OAS) has become the de facto standard…

Software Engineering · Computer Science 2024-11-01 Alexander Lercher , Christian Macho , Clemens Bauer , Martin Pinzger

The World Wide Web caters to the needs of billions of users in heterogeneous groups. Each user accessing the World Wide Web might have his / her own specific interest and would expect the web to respond to the specific requirements. The…

Information Retrieval · Computer Science 2017-11-22 K. S. Kuppusamy , G. Aghila

Dataflow diagrams (DFDs) are a valuable asset for securing applications, as they are the starting point for many security assessment techniques. Their creation, however, is often done manually, which is time-consuming and introduces…

Software Engineering · Computer Science 2023-04-26 Simon Schneider , Riccardo Scandariato

Software development is getting changed so rapidly. It will be highly benefited if we can accelerate software development process by guiding developers. Appropriate guidelines and accurate recommendations to developers during development…

Software Engineering · Computer Science 2020-06-24 Ratul Uddin Ashraf , Anujoy Das , Ziaur Rahman , Ali Newaz Bahar , Husne Ara Rubaiyeat

When learning to use an Application Programming Interface (API), programmers need to understand the inputs and outputs (I/O) of the API functions. Current documentation tools automatically document the static information of I/O, such as…

Software Engineering · Computer Science 2018-08-21 Siyuan Jiang , Ameer Armaly , Collin McMillan , Qiyu Zhi , Ronald Metoyer

Web pages are a valuable source of information for many natural language processing and information retrieval tasks. Extracting the main content from those documents is essential for the performance of derived applications. To address this…

Information Retrieval · Computer Science 2018-03-28 Thijs Vogels , Octavian-Eugen Ganea , Carsten Eickhoff