建立一个机器人自动专家检索不和谐

Proceedings of the 5th International Workshop on Machine Learning Techniques for Software Quality Evolution Pub Date : 2021-08-23 DOI:10.1145/3472674.3473982

Ignacio Nuñez Norambuena, Alexandre Bergel

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引用次数: 5

摘要

软件从业者在Discord等在线聊天平台上寻找专家是很常见的。然而，找到它们是一项复杂的活动，需要对开源社区有深入的了解。因此，新手和临时参与者可能无法充分找到愿意讨论特定主题的专家。我们的论文描述了一个机器人，它提供了一个Discord用户的排名列表，这些用户都是某一特定主题的专家。我们的机器人使用简单的启发式方法来建模专业知识，例如单词出现表和单词嵌入。我们的机器人显示，至少有一半的检索用户确实是专家。

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Building a bot for automatic expert retrieval on discord

It is common for software practitioners to look for experts on online chat platforms, such as Discord. However, finding them is a complex activity that requires a deep knowledge of the open source community. As a consequence, newcomers and casual participants may not be able to adequately find experts willing to discuss a particular topic. Our paper describes a bot that provides a ranked list of Discord users that are experts in a particular set of topics. Our bot uses simple heuristics to model expertise, such as a word occurrence table and word embeddings. Our bot shows that at least half of the retrieved users are indeed experts.

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Proceedings of the 5th International Workshop on Machine Learning Techniques for Software Quality Evolution

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