Catherine Stinson

Collaboration or Corporate Capture? Quantifying NLP’s Reliance on Industry Artifacts and Contributions

Impressive performance of pre-trained models has garnered public attention and made news headlines in recent years. Almost always, these models are produced by or in collaboration with industry. Using them is critical for competing on natural language processing (NLP) benchmarks and correspondingly…