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P2 CTRAS: a tool for aggregating and summarizing crowdsourced test reports

CTRAS:聚合与总结众包测试报告的工具
ISSTA Proceedings of the 28th ACM SIGSOFT International Symposium on Software Testing and Analysis2019匹配度 1/10 · 该论文聚焦众包测试报告的重复检测、聚合与总结,属于软件测试与开发者工具方向,未涉及静态分析、程序语言、LLM/Agent、浮点程序分析或贝叶斯程序分析,与用户研究画像核心方向基本无关。引用 4 inbox
Yuying Li, Rui Hao, Yang Feng, James A. Jones, Xiaofang Zhang, Zhenyu Chen
crossref: 2026-09-12

AI 速览

一句话:提出 CTRAS 工具,基于文本与截图自动检测重复众包测试报告并进行聚合总结。

众包测试会产生大量重复报告,给测试报告管理与缺陷诊断带来负担。CTRAS 能基于文本信息和屏幕截图自动检测重复报告,并对重复组进行聚合与总结:识别整个聚合组的主要主题,并突出子组中提到的补充主题,从而帮助用户全面理解重复报告。该工具还提供问题跟踪系统的经典功能,如项目-报告仪表盘和关键词搜索,并自动化 bug 分派与最佳修复者推荐,以辅助管理和诊断测试报告。摘要未报告量化实验评估,仅提供工具演示视频。

问题
众包测试报告数量大且包含大量重复内容,增加了测试报告管理与缺陷诊断的成本。
方法
CTRAS 基于文本信息和屏幕截图自动检测重复报告,聚合并总结重复组,识别主要主题和补充主题,并提供仪表盘、关键词搜索、自动 bug 分派与最佳修复者推荐。
评估
摘要未报告实验评估或基准测试结果,仅提供工具演示视频,主要通过功能展示说明工具能力。
原文摘要(Abstract)

In this paper, we present CTRAS, a tool for automatically aggregating and summarizing duplicate crowdsourced test reports on the fly. CTRAS can automatically detect duplicates based on both textual information and the screenshots, and further aggregates and summarizes the duplicate test reports. CTRAS provides end users with a comprehensive and comprehensible understanding of all duplicates by identifying the main topics across the group of aggregated test reports and highlighting supplementary topics that are mentioned in subgroups of test reports. Also, it provides the classic tool of issue tracking systems, such as the project-report dashboard and keyword searching, and automates their classic functionalities, such as bug triaging and best fixer recommendation, to assist end users in managing and diagnosing test reports. Video: https://youtu.be/PNP10gKIPFs

链接与引用

DOI 原文 ·

BibTeX
@inproceedings{paperbot5344,
  title = {CTRAS: a tool for aggregating and summarizing crowdsourced test reports},
  author = {Yuying Li and Rui Hao and Yang Feng and James A. Jones and Xiaofang Zhang and Zhenyu Chen},
  booktitle = {ISSTA},
  year = {2019},
  doi = {10.1145/3293882.3339004}
}