CLMay 4, 2023

The Elephant in the Room: Analyzing the Presence of Big Tech in Natural Language Processing Research

arXiv:2305.02797v4237 citations
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This highlights the fast-growing influence of big tech on NLP research, calling for greater transparency in the field.

The study quantified industry presence in NLP research over time, finding a 180% growth in industry authors from 2017 to 2022, with a few companies dominating publications and funding.

Recent advances in deep learning methods for natural language processing (NLP) have created new business opportunities and made NLP research critical for industry development. As one of the big players in the field of NLP, together with governments and universities, it is important to track the influence of industry on research. In this study, we seek to quantify and characterize industry presence in the NLP community over time. Using a corpus with comprehensive metadata of 78,187 NLP publications and 701 resumes of NLP publication authors, we explore the industry presence in the field since the early 90s. We find that industry presence among NLP authors has been steady before a steep increase over the past five years (180% growth from 2017 to 2022). A few companies account for most of the publications and provide funding to academic researchers through grants and internships. Our study shows that the presence and impact of the industry on natural language processing research are significant and fast-growing. This work calls for increased transparency of industry influence in the field.

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