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We analysed a sample of NLP research papers archived in ACL Anthology as an attempt to quantify the degree of openness and the benefit of such an open culture in the NLP community. We observe that papers published in different NLP venues…

Computation and Language · Computer Science 2024-06-11 Surangika Ranathunga , Nisansa de Silva , Dilith Jayakody , Aloka Fernando

The ACL Anthology (AA) is a digital repository of tens of thousands of articles on Natural Language Processing (NLP). This paper examines the literature as a whole to identify broad trends in productivity, focus, and impact. It presents the…

Digital Libraries · Computer Science 2019-11-12 Saif M. Mohammad

Medical research faces well-documented challenges in translating novel treatments into clinical practice. Publishing incentives encourage researchers to present "positive" findings, even when empirical results are equivocal. Consequently,…

Computation and Language · Computer Science 2026-04-23 Hye Sun Yun , Karen Y. C. Zhang , Ramez Kouzy , Iain J. Marshall , Junyi Jessy Li , Byron C. Wallace

Multilingual NLP is often treated as a route to global inclusion, but linguistic coverage and cultural competence frequently diverge. This paper synthesizes over 50 papers spanning multilingual performance inequality, cross-lingual…

Computation and Language · Computer Science 2026-05-05 Sina Bagheri Nezhad

While deep learning techniques have shown promising results in many natural language processing (NLP) tasks, it has not been widely applied to the clinical domain. The lack of large datasets and the pervasive use of domain-specific language…

Computation and Language · Computer Science 2019-06-20 Jiin Nam , Seunghyun Yoon , Kyomin Jung

This study explores using Natural Language Processing in aviation safety, focusing on machine learning algorithms to enhance safety measures. There are currently May 2024, 34 Scopus results from the keyword search natural language…

Computation and Language · Computer Science 2025-01-14 Aziida Nanyonga , Keith Joiner , Ugur Turhan , Graham Wild

Natural Language Processing (NLP) has become a cornerstone in many critical sectors, including healthcare, finance, and customer relationship management. This is especially true with the development and use of advanced models such as…

Computation and Language · Computer Science 2025-06-06 Hadi Mohammadi , Ayoub Bagheri , Anastasia Giachanou , Daniel L. Oberski

The research project aims to apply an integrated approach to natural language processing NLP to satisfaction surveys. It will focus on understanding and extracting relevant information from survey responses, analyzing feelings, and…

Computation and Language · Computer Science 2023-08-03 Edson B. Pinto-Luque

Real-world applications of natural language processing (NLP) are challenging. NLP models rely heavily on supervised machine learning and require large amounts of annotated data. These resources are often based on language data available in…

Computation and Language · Computer Science 2020-11-10 Farhad Nooralahzadeh

Against the background of what has been termed a reproducibility crisis in science, the NLP field is becoming increasingly interested in, and conscientious about, the reproducibility of its results. The past few years have seen an…

Computation and Language · Computer Science 2021-03-23 Anya Belz , Shubham Agarwal , Anastasia Shimorina , Ehud Reiter

Large language models (LLMs) like ChatGPT can generate and revise text with human-level performance. These models come with clear limitations: they can produce inaccurate information, reinforce existing biases, and be easily misused. Yet,…

Computation and Language · Computer Science 2025-07-04 Dmitry Kobak , Rita González-Márquez , Emőke-Ágnes Horvát , Jan Lause

AI and NLP publication venues have increasingly encouraged researchers to reflect on possible ethical considerations, adverse impacts, and other responsible AI issues their work might engender. However, for specific NLP tasks our…

Computation and Language · Computer Science 2023-11-21 Yu Lu Liu , Meng Cao , Su Lin Blodgett , Jackie Chi Kit Cheung , Alexandra Olteanu , Adam Trischler

In this position paper, we argue that the classical evaluation on Natural Language Processing (NLP) tasks using annotated benchmarks is in trouble. The worst kind of data contamination happens when a Large Language Model (LLM) is trained on…

Computation and Language · Computer Science 2023-10-30 Oscar Sainz , Jon Ander Campos , Iker García-Ferrero , Julen Etxaniz , Oier Lopez de Lacalle , Eneko Agirre

Human-produced emissions are growing at an alarming rate, causing already observable changes in the climate and environment in general. Each year global carbon dioxide emissions hit a new record, and it is reported that 0.5% of total US…

Computers and Society · Computer Science 2024-08-06 Aida Usmanova , Junbo Huang , Debayan Banerjee , Ricardo Usbeck

Rigorous evaluation of the causal effects of semantic features on language model predictions can be hard to achieve for natural language reasoning problems. However, this is such a desirable form of analysis from both an interpretability…

Computation and Language · Computer Science 2024-04-04 Julia Rozanova , Marco Valentino , Andre Freitas

The field of explainable natural language processing (NLP) has grown rapidly in recent years. The growing opacity of complex models calls for transparency and explanations of their decisions, which is crucial to understand their reasoning…

Computation and Language · Computer Science 2025-08-14 Mahdi Dhaini , Tobias Müller , Roksoliana Rabets , Gjergji Kasneci

We perform a critical examination of the scientific methodology behind contemporary large language model (LLM) research. For this we assess over 2,000 research works released between 2020 and 2024 based on criteria typical of what is…

Computation and Language · Computer Science 2025-06-03 Adrian de Wynter

In recent years, there has been a growing concern and emphasis on conducting research beyond academic or scientific research communities, benefiting society at large. A well-known approach to measuring the impact of research on society is…

Computers and Society · Computer Science 2025-03-10 Miftahul Jannat Mokarrama , Hamed Alhoori

Clarifying the research framing of NLP artefacts (e.g., models, datasets, etc.) is crucial to aligning research with practical applications. Recent studies manually analyzed NLP research across domains, showing that few papers explicitly…

Computation and Language · Computer Science 2025-10-07 Eric Chamoun , Nedjma Ousidhoum , Michael Schlichtkrull , Andreas Vlachos

The rapid growth in the usage and applications of Natural Language Processing (NLP) in various sociotechnical solutions has highlighted the need for a comprehensive understanding of bias and its impact on society. While research on bias in…

Computation and Language · Computer Science 2023-08-28 Pranav Narayanan Venkit