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Natural language processing (NLP) now shapes many aspects of our world, yet its potential for positive social impact is underexplored. This paper surveys work in ``NLP for Social Good" (NLP4SG) across nine domains relevant to global…

Large language models (LLMs) are increasingly impacting human society, particularly in textual information. Based on more than 30,000 papers and 1,000 presentations from machine learning conferences, we examined and compared the words used…

Computation and Language · Computer Science 2024-10-23 Mingmeng Geng , Caixi Chen , Yanru Wu , Dongping Chen , Yao Wan , Pan Zhou

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…

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 revolutionising the way both professionals and laypersons operate in the legal field. The considerable potential for NLP in the legal sector, especially in developing computational assistance tools for…

Computation and Language · Computer Science 2025-12-12 Farid Ariai , Joel Mackenzie , Gianluca Demartini

Natural language processing (NLP) has been traditionally applied to medicine, and generative large language models (LLMs) have become prominent recently. However, the differences between them across different medical tasks remain…

Large language models (LLMs) are dramatically influencing AI research, spurring discussions on what has changed so far and how to shape the field's future. To clarify such questions, we analyze a new dataset of 16,979 LLM-related arXiv…

Digital Libraries · Computer Science 2024-04-30 Rajiv Movva , Sidhika Balachandar , Kenny Peng , Gabriel Agostini , Nikhil Garg , Emma Pierson

The spread of scientific knowledge depends on how researchers discover and cite previous work. The adoption of large language models (LLMs) in the scientific research process introduces a new layer to these citation practices. However, it…

Digital Libraries · Computer Science 2025-04-04 Andres Algaba , Vincent Holst , Floriano Tori , Melika Mobini , Brecht Verbeken , Sylvia Wenmackers , Vincent Ginis

Citation counts remain the dominant metric for assessing research impact, yet they suffer from well-documented limitations: temporal lag, disciplinary bias, and Matthew effects. Here we propose LLM-Metrics, a research-impact assessment…

Artificial Intelligence · Computer Science 2026-05-22 Si Shen , Wenhua Zhao , Danhao Zhu

Ethical aspects of research in language technologies have received much attention recently. It is a standard practice to get a study involving human subjects reviewed and approved by a professional ethics committee/board of the institution.…

Computation and Language · Computer Science 2021-06-03 Sebastin Santy , Anku Rani , Monojit Choudhury

Our research investigates how Natural Language Processing (NLP) can be used to extract main topics from a larger corpus of written data, as applied to the case of identifying signaling themes in Presidential Directives (PDs) from the Reagan…

Computation and Language · Computer Science 2025-11-14 C. LeMay , A. Lane , J. Seales , M. Winstead , S. Baty

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

In the NLP community, recent years have seen a surge of research activities that address machines' ability to perform deep language understanding which goes beyond what is explicitly stated in text, rather relying on reasoning and knowledge…

Computation and Language · Computer Science 2020-02-27 Shane Storks , Qiaozi Gao , Joyce Y. Chai

English has long been assumed the $\textit{lingua franca}$ of scientific research, and this notion is reflected in the natural language processing (NLP) research involving scientific document representation. In this position piece, we…

Computation and Language · Computer Science 2024-03-28 Abteen Ebrahimi , Kenneth Church

In recent years, the intersection of Natural Language Processing (NLP) and public health has opened innovative pathways for investigating various domains, including chronic pain in textual datasets. Despite the promise of NLP in chronic…

Computation and Language · Computer Science 2024-12-23 Swati Rajwal

Federal research funding shapes the direction, diversity, and impact of the US scientific enterprise. Large language models (LLMs) are rapidly diffusing into scientific practice, holding substantial promise while raising widespread…

Digital Libraries · Computer Science 2026-04-28 Yifan Qian , Zhe Wen , Alexander C. Furnas , Yue Bai , Erzhuo Shao , Dashun Wang

The scientific innovation in Natural Language Processing (NLP) and more broadly in artificial intelligence (AI) is at its fastest pace to date. As large language models (LLMs) unleash a new era of automation, important debates emerge…

Computation and Language · Computer Science 2023-10-10 Catalina Goanta , Nikolaos Aletras , Ilias Chalkidis , Sofia Ranchordas , Gerasimos Spanakis

We present a method based on natural language processing (NLP), for studying the influence of interest groups (lobbies) in the law-making process in the European Parliament (EP). We collect and analyze novel datasets of lobbies' position…

Computation and Language · Computer Science 2026-04-07 Aswin Suresh , Lazar Radojevic , Francesco Salvi , Antoine Magron , Victor Kristof , Matthias Grossglauser

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

As multiple crises threaten the sustainability of our societies and pose at risk the planetary boundaries, complex challenges require timely, updated, and usable information. Natural-language processing (NLP) tools enhance and expand data…

Computers and Society · Computer Science 2025-02-05 Francesca Larosa , Sergio Hoyas , H. Alberto Conejero , Javier Garcia-Martinez , Francesco Fuso Nerini , Ricardo Vinuesa