Ryan A. Cook

No Simple Answer to Data Complexity: An Examination of Instance-Level Complexity Metrics for Classification Tasks

Natural Language Processing research has become increasingly concerned with understanding data quality and complexity at the instance level. Instance-level complexity scores can be used for tasks such as filtering out noisy observations and subsampling informative examples. However, there exists a d…