The Elephant in the Room: Analyzing the Presence of Big Tech in Natural Language Processing Research - Inria - Institut national de recherche en sciences et technologies du numérique
Communication Dans Un Congrès Année : 2023

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

Résumé

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.
Fichier principal
Vignette du fichier
ACL23_IndustryPresenceNLP-4.pdf (1.39 Mo) Télécharger le fichier
Origine Fichiers produits par l'(les) auteur(s)

Dates et versions

hal-04105994 , version 1 (25-05-2023)

Licence

Identifiants

Citer

Mohamed Abdalla, Jan Philip Wahle, Terry Ruas, Aurélie Névéol, Fanny Ducel, et al.. The Elephant in the Room: Analyzing the Presence of Big Tech in Natural Language Processing Research. 61st Annual Meeting of the Association for Computational Linguistics, Jul 2023, Toronto, Canada. pp.13141-13160. ⟨hal-04105994⟩
217 Consultations
134 Téléchargements

Altmetric

Partager

More