Selection and presentation practices for code example summarization

Annie T. T. Ying, M. Robillard
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引用次数: 35

Abstract

Code examples are an important source for answering questions about software libraries and applications. Many usage contexts for code examples require them to be distilled to their essence: e.g., when serving as cues to longer documents, or for reminding developers of a previously known idiom. We conducted a study to discover how code can be summarized and why. As part of the study, we collected 156 pairs of code examples and their summaries from 16 participants, along with over 26 hours of think-aloud verbalizations detailing the decisions of the participants during their summarization activities. Based on a qualitative analysis of this data we elicited a list of practices followed by the participants to summarize code examples and propose empirically-supported hypotheses justifying the use of specific practices. One main finding was that none of the participants exclusively extracted code verbatim for the summaries, motivating abstractive summarization. The results provide a grounded basis for the development of code example summarization and presentation technology.
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代码示例总结的选择和表示实践
代码示例是回答有关软件库和应用程序问题的重要来源。许多代码示例的使用上下文要求它们被提炼出其本质:例如,当作为较长文档的线索时,或者提醒开发人员以前已知的习惯用法时。我们进行了一项研究,以发现如何总结代码以及为什么要总结代码。作为研究的一部分,我们从16个参与者那里收集了156对代码示例及其摘要,以及超过26个小时的有声思考语言描述,详细描述了参与者在总结活动期间的决策。基于对这些数据的定性分析,我们引出了参与者所遵循的实践列表,以总结代码示例并提出经验支持的假设来证明特定实践的使用。一个主要的发现是,没有一个参与者专门为摘要逐字提取代码,这激发了抽象摘要。研究结果为开发代码示例摘要和表示技术提供了基础。
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