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cs.CL2022
Finding Dataset Shortcuts with Grammar Induction
Dan Friedman, Alexander Wettig, Danqi Chen
Many NLP datasets have been found to contain shortcuts: simple decision rules that achieve surprisingly high accuracy. However, it is difficult to discover shortcuts automatically.…
cs.LG2022★ 29 cited
The Vendi Score: A Diversity Evaluation Metric for Machine Learning
Dan Friedman, Adji Bousso Dieng
Diversity is an important criterion for many areas of machine learning (ML), including generative modeling and dataset curation. However, existing metrics for measuring diversity a…