Code Comments for Quantum Software Development Kits: An Empirical Study on Qiskit

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Authors: Zenghui Zhou, Yuechen Li, Yi Cai, Jinlong Wen, Xiaohan Yu, Zheng Zheng, Beibei Yin
Cited by: 0

Abstract

Quantum computing is gaining attention from academia and industry. With the quantum Software Development Kits (SDKs), programmers can develop quantum software to explore the power of quantum computing. However, programmers may face challenges in understanding quantum software due to the non-intuitive quantum mechanics. To facilitate software development and maintenance, code comments offered in quantum SDKs serve as a natural language explanation of program functionalities and logical flows. Despite their importance, scarce research systematically reports their value and provides constructive guidelines for programmers. To address this gap, our paper focuses on Qiskit, one of the most popular quantum SDKs, and presents CC4Q, the first dataset of code comments for quantum computing. CC4Q incorporates 12,812 code comment pairs and 28,076 sentence-level code comment units, the latter of which involve heavy human annotation. Regarding the annotation, we validate the applicability of the developer-intent taxonomy used in classical programs, and also propose a new taxonomy considering quantum-specific knowledge. We conduct an empirical study comprehensively interpreting code comments from three perspectives: comment structure and coverage, developers’ intentions, and associated quantum topics. Our findings uncover key differences in code comments between classical and quantum software, and also outline quantum-specific knowledge relevant to quantum software development.

Fields of Study & Subjects

Software Engineering Research Spreadsheets and End-User Computing Software Testing and Debugging Techniques

Publication details

Journal / source
ACM Transactions on Software Engineering and Methodology
Publication date
15 September 2026
Language
EN