Words play a central role in how we express ourselves. Lexicons of word-emotion associations are widely used in research and real-world applications for sentiment analysis, tracking emotions associated with products and policies, studying health disorders, tracking emotional arcs of stories, and so on. However, inappropriate and incorrect use of these lexicons can lead to not just sub-optimal results, but also inferences that are directly harmful to people. This paper brings together ideas from Affective Computing and AI Ethics to present, some of the practical and ethical considerations involved in the creation and use of emotion lexicons -- best practices. The goal is to provide a comprehensive set of relevant considerations, so that readers (especially those new to work with emotions) can find relevant information in one place. We hope this work will facilitate more thoughtfulness when one is deciding on what emotions to work on, how to create an emotion lexicon, how to use an emotion lexicon, how to draw meaningful inferences, and how to judge success.
翻译:语言在如何表达自己方面发挥着核心作用。 语言情感协会的词汇在研究和现实世界应用中被广泛使用,用于情绪分析、跟踪与产品和政策有关的情绪、研究健康障碍、跟踪故事的情感弧弧等等。 但是,不适当和不正确使用这些词汇不仅会导致亚最佳结果,而且会导致直接伤害人们的推论。 本文汇集了情感计算机和AI伦理学的观点,以及创造和使用情感词汇学 -- -- 最佳做法 -- -- 所涉及的一些实际和伦理考虑。 目的是提供一套全面的相关考虑,以便读者(特别是那些与情感打交道的新读者)能够找到一个地方的相关信息。 我们希望,当人们决定什么是情感工作时,这项工作将促进更多的思考,如何创建情感词汇学,如何使用情感词汇学,如何作出有意义的推论,以及如何判断成功与否。