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Related papers: We are Who We Cite: Bridges of Influence Between N…

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The goal of our research was to investigate the effects of collaboration between academia and industry on Natural Language Processing (NLP). To do this, we created a pipeline to extract affiliations and citations from NLP papers and divided…

Digital Libraries · Computer Science 2023-08-10 Hussain Sadiq Abuwala , Bohan Zhang , Mushi Wang

This study examines the tendency to cite older work across 20 fields of study over 43 years (1980--2023). We put NLP's propensity to cite older work in the context of these 20 other fields to analyze whether NLP shows similar temporal…

Digital Libraries · Computer Science 2024-12-16 Jan Philip Wahle , Terry Ruas , Mohamed Abdalla , Bela Gipp , Saif M. Mohammad

Large Language Models (LLMs) have ushered in a transformative era in Natural Language Processing (NLP), reshaping research and extending NLP's influence to other fields of study. However, there is little to no work examining the degree to…

Computation and Language · Computer Science 2024-10-01 Aniket Pramanick , Yufang Hou , Saif M. Mohammad , Iryna Gurevych

Citing papers is the primary method through which modern scientific writing discusses and builds on past work. Collectively, citing a diverse set of papers (in time and area of study) is an indicator of how widely the community is reading.…

Computation and Language · Computer Science 2023-08-01 Janvijay Singh , Mukund Rungta , Diyi Yang , Saif M. Mohammad

Citations are a key ingredient of scientific research to relate a paper to others published in the community. Recently, it has been noted that there is a citation age bias in the Natural Language Processing (NLP) community, one of the…

Digital Libraries · Computer Science 2024-01-09 Hoa Nguyen , Steffen Eger

Citations are an important indicator of the state of a scientific field, reflecting how authors frame their work, and influencing uptake by future scholars. However, our understanding of citation behavior has been limited to small-scale…

Computation and Language · Computer Science 2016-09-06 David Jurgens , Srijan Kumar , Raine Hoover , Dan McFarland , Dan Jurafsky

With the rising popularity of interdisciplinary work and increasing institutional incentives in this direction, there is a growing need to understand how resulting publications incorporate ideas from multiple disciplines. Existing…

Digital Libraries · Computer Science 2026-01-27 Bagyasree Sudharsan , Alexandria Leto , Maria Leonor Pacheco

We extracted information from the ACL Anthology (AA) and Google Scholar (GS) to examine trends in citations of NLP papers. We explore questions such as: how well cited are papers of different types (journal articles, conference papers, demo…

Digital Libraries · Computer Science 2020-05-05 Saif M. Mohammad

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…

Computation and Language · Computer Science 2024-07-17 Mohamed Abdalla , Jan Philip Wahle , Terry Ruas , Aurélie Névéol , Fanny Ducel , Saif M. Mohammad , Karën Fort

Interpretability and analysis (IA) research is a growing subfield within NLP with the goal of developing a deeper understanding of the behavior or inner workings of NLP systems and methods. Despite growing interest in the subfield, a…

Computation and Language · Computer Science 2024-10-08 Marius Mosbach , Vagrant Gautam , Tomás Vergara-Browne , Dietrich Klakow , Mor Geva

We investigate the impacts of NLP research published in top-tier conferences (i.e., ACL, EMNLP, and NAACL) from 1979 to 2024. By analyzing citations from research articles and external sources such as patents, media, and policy documents,…

Computation and Language · Computer Science 2025-05-23 Yu Zhang

Artificial Intelligence (AI) has witnessed rapid growth, especially in the subfields Natural Language Processing (NLP), Machine Learning (ML) and Computer Vision (CV). Keeping pace with this rapid progress poses a considerable challenge for…

Digital Libraries · Computer Science 2023-12-12 Ran Zhang , Aida Kostikova , Christoph Leiter , Jonas Belouadi , Daniil Larionov , Yanran Chen , Vivian Fresen , Steffen Eger

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…

Computation and Language · Computer Science 2024-06-25 Will Aitken , Mohamed Abdalla , Karen Rudie , Catherine Stinson

Natural Language Processing (NLP) is an established and dynamic field. Despite this, what constitutes NLP research remains debated. In this work, we address the question by quantitatively examining NLP research papers. We propose a taxonomy…

Computation and Language · Computer Science 2025-06-03 Aniket Pramanick , Yufang Hou , Saif M. Mohammad , Iryna Gurevych

NLP is in a period of disruptive change that is impacting our methodologies, funding sources, and public perception. In this work, we seek to understand how to shape our future by better understanding our past. We study factors that shape…

Computation and Language · Computer Science 2024-10-17 Sireesh Gururaja , Amanda Bertsch , Clara Na , David Gray Widder , Emma Strubell

Natural Language Processing (NLP) is an essential subset of artificial intelligence. It has become effective in several domains, such as healthcare, finance, and media, to identify perceptions, opinions, and misuse, among others. Privacy is…

Computation and Language · Computer Science 2025-01-20 Andrick Adhikari , Sanchari Das , Rinku Dewri

Natural language processing (NLP) systems have become a central technology in communication, education, medicine, artificial intelligence, and many other domains of research and development. While the performance of NLP methods has grown…

Computation and Language · Computer Science 2021-10-14 Damián Blasi , Antonios Anastasopoulos , Graham Neubig

Natural Language Processing research is increasingly reliant on large scale data and computational power. Many achievements in the past decade resulted from collaborations with the tech industry. But an increasing entanglement of academic…

Computation and Language · Computer Science 2025-02-25 Maarten Bosten , Bennett Kleinberg

Citation information in scholarly data is an important source of insight into the reception of publications and the scholarly discourse. Outcomes of citation analyses and the applicability of citation based machine learning approaches…

Digital Libraries · Computer Science 2022-01-12 Tarek Saier , Michael Färber , Tornike Tsereteli

A fundamental goal of scientific research is to learn about causal relationships. However, despite its critical role in the life and social sciences, causality has not had the same importance in Natural Language Processing (NLP), which has…

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