BriefGPT.xyz
Oct, 2020
微弱的力量带来巨大的责任
With Little Power Comes Great Responsibility
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Dallas Card, Peter Henderson, Urvashi Khandelwal, Robin Jia, Kyle Mahowald...
TL;DR
该论文通过元分析现有的自然语言处理论文和数据集,表征了一系列设置的典型统计功率,最终得出结论,在自然语言处理文献中,实验功率不足是常见的。作者还概述了NLP统计功率分析的最佳实践,并发布了一系列笔记本来帮助未来的研究者进行统计功率分析。
Abstract
Despite its importance to
experimental design
,
statistical power
(the probability that, given a real effect, an experiment will reject the null hypothesis) has largely been ignored by the
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