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P2 Identification and Mitigation of Toxic Communications Among Open Source Software Developers

开源软件开发者中有毒沟通的识别与缓解
ASE Proceedings of the 37th IEEE/ACM International Conference on Automated Software Engineering2022匹配度 1/10 · 该论文研究开源软件开发者文本交流中有毒沟通的自动识别与缓解,属于软件工程/社会计算方向,与用户关注的 PL 与 AI 交叉、静态分析/形式化验证、浮点程序分析或贝叶斯程序分析均无直接关系。虽然涉及开发者工具与机器学习,但核心问题不是程序分析或 LLM/Agent 改进静态分析。引用 12 inbox
Jaydeb Sarker
crossref: 2026-09-12

AI 速览

一句话:提出自动识别并缓解开源开发者文本交流中有毒沟通的博士研究计划,并分析其人口差异与项目影响。

该博士论文计划关注自由/开源软件(FOSS)开发者交流中的有毒与不健康对话。此类沟通可能降低项目专业和谐与生产力,并加剧对新人、女性及边缘群体参与者的不成比例影响,成为多样、公平与包容的障碍。作者拟在软件工程领域构建自动毒性检测器,识别不同人口群体对毒性的理解差异,并分析毒性对开源软件项目结果的影响。摘要未给出已完成的评估结果,而是提出以自动识别与缓解开发者文本交互中的毒性为核心目标的研究路线。

问题
FOSS 开发者交流中的有毒或不健康对话会损害协作与生产力,并对新人、女性和边缘群体造成不成比例的影响,阻碍多样性、公平与包容。
方法
计划为软件工程领域构建自动毒性检测器,考察不同人口群体中的毒性概念,并分析毒性对 OSS 项目结果的影响。
评估
摘要未报告具体评估结果;主要作为博士论文研究计划,通过上述检测、人口差异分析和项目结果分析来验证目标。
原文摘要(Abstract)

Toxic and unhealthy conversations during the developer’s communication may reduce the professional harmony and productivity of Free and Open Source Software (FOSS) projects. For example, toxic code review comments may raise pushback from an author to complete suggested changes. A toxic communication with another person may hamper future communication and collaboration. Research also suggests that toxicity disproportionately impacts newcomers, women, and other participants from marginalized groups. Therefore, toxicity is a barrier to promote diversity, equity, and inclusion. Since the occurrence of toxic communications is not uncommon among FOSS communities and such communications may have serious repercussions, the primary objective of my proposed dissertation is to automatically identify and mitigate toxicity during developers’ textual interactions. On this goal, I aim to: i) build an automated toxicity detector for Software Engineering (SE) domain, ii) identify the notion of toxicity across demographics, and iii) analyze the impacts of toxicity on the outcomes of Open Source Software (OSS) projects.

链接与引用

DOI 原文 ·

BibTeX
@inproceedings{paperbot7283,
  title = {Identification and Mitigation of Toxic Communications Among Open Source Software Developers},
  author = {Jaydeb Sarker},
  booktitle = {ASE},
  year = {2022},
  doi = {10.1145/3551349.3559570}
}