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Deep learning has been the mainstream technique in natural language processing (NLP) area. However, the techniques require many labeled data and are less generalizable across domains. Meta-learning is an arising field in machine learning…

Computation and Language · Computer Science 2022-07-05 Hung-yi Lee , Shang-Wen Li , Ngoc Thang Vu

Despite peer-reviewing being an essential component of academia since the 1600s, it has repeatedly received criticisms for lack of transparency and consistency. We posit that recent work in machine learning and explainable AI provide tools…

Computation and Language · Computer Science 2021-04-16 Panagiotis Fytas , Georgios Rizos , Lucia Specia

This manuscript presents a methodical examination of the utilization of Artificial Intelligence in the assessment of emotions in texts related to healthcare, with a particular focus on the incorporation of Natural Language Processing and…

Computation and Language · Computer Science 2024-04-22 Prashant Kumar Nag , Amit Bhagat , R. Vishnu Priya , Deepak kumar Khare

The use of artificial intelligence (AI) in research across all disciplines is becoming ubiquitous. However, this ubiquity is largely driven by hyperspecific AI models developed during scientific studies for accomplishing a well-defined,…

Computers and Society · Computer Science 2023-12-19 Rishab Jain , Aditya Jain

Would artificial intelligence (AI) cut interest rates or adopt conservative monetary policy? Would it deregulate or opt for a more controlled economy? As AI use by economic policymakers, academics, and market participants grows…

Computers and Society · Computer Science 2025-12-10 Maxim Chupilkin

Journals and conferences worry that peer reviews assisted by artificial intelligence (AI), in particular, large language models (LLMs), may negatively influence the validity and fairness of the peer-review system, a cornerstone of modern…

Computers and Society · Computer Science 2024-05-06 Giuseppe Russo Latona , Manoel Horta Ribeiro , Tim R. Davidson , Veniamin Veselovsky , Robert West

This study explores using Natural Language Processing (NLP) to analyze candidate comments for identifying problematic test items. We developed and validated machine learning models that automatically identify relevant negative feedback,…

Computation and Language · Computer Science 2025-04-10 Ye , Ma

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…

Legal argumentation is a vital cornerstone of justice, underpinning an adversarial form of law, and extensive research has attempted to augment or undertake legal argumentation via the use of computer-based automation including Artificial…

Computers and Society · Computer Science 2020-09-24 Lance Eliot

We now have a rich and growing set of modeling tools and algorithms for inducing linguistic structure from text that is less than fully annotated. In this paper, we discuss some of the weaknesses of our current methodology. We present a new…

Computation and Language · Computer Science 2012-07-17 Noah A. Smith

This article examines the advantages and disadvantages of Large Language Models (LLMs) and Artificial Intelligence (AI) in research and education and proposes the urgent need for an international statement to guide their responsible use.…

Other Quantitative Biology · Quantitative Biology 2023-06-13 Ahmed S. BaHammam , Khaled Trabelsi , Seithikurippu R. Pandi-Perumal , Hiatham Jahrami

Peer review, the bedrock of scientific advancement in machine learning (ML), is strained by a crisis of scale. Exponential growth in manuscript submissions to premier ML venues such as NeurIPS, ICML, and ICLR is outpacing the finite…

Artificial Intelligence · Computer Science 2025-06-30 Qiyao Wei , Samuel Holt , Jing Yang , Markus Wulfmeier , Mihaela van der Schaar

Machine learning and NLP require the construction of datasets to train and fine-tune models. In this context, previous work has demonstrated the sensitivity of these data sets. For instance, potential societal biases in this data are likely…

Computation and Language · Computer Science 2022-10-13 Zeerak Talat , Anne Lauscher

Machine learning (ML) is the science of credit assignment. It seeks to find patterns in observations that explain and predict the consequences of events and actions. This then helps to improve future performance. Minsky's so-called…

Neural and Evolutionary Computing · Computer Science 2025-12-30 Juergen Schmidhuber

Artificial intelligence and natural language processing (NLP) are increasingly being used in customer service to interact with users and answer their questions. The goal of this systematic review is to examine existing research on the use…

Computation and Language · Computer Science 2022-12-20 Malak Mashaabi , Areej Alotaibi , Hala Qudaih , Raghad Alnashwan , Hend Al-Khalifa

While Artificial Intelligence applied to the legal domain is a topic with origins in the last century, recent advances in Artificial Intelligence are posed to revolutionize it. This work presents an overview and contextualizes the main…

Computation and Language · Computer Science 2022-04-15 João Dias , Pedro A. Santos , Nuno Cordeiro , Ana Antunes , Bruno Martins , Jorge Baptista , Carlos Gonçalves

The use of Transfer Learning & Transformers has steadily improved accuracy and has significantly contributed in solving complex computation problems. However, this transformer led accuracy improvement in Applied AI Analytics specifically in…

Artificial Intelligence · Computer Science 2026-01-23 Prasanna Kumar

Academic and scientific publishing practices have changed significantly in recent years. This paper presents an analysis of 17 million research papers published since 2000 to explore changes in authorship and content practices. It shows a…

Digital Libraries · Computer Science 2025-10-28 Padraig Cunningham , Padhraic Smyth , Barry Smyth

Recent years have seen many breakthroughs in natural language processing (NLP), transitioning it from a mostly theoretical field to one with many real-world applications. Noting the rising number of applications of other machine learning…

Computation and Language · Computer Science 2023-01-19 Zhijing Jin , Geeticka Chauhan , Brian Tse , Mrinmaya Sachan , Rada Mihalcea

Generative AI and misinformation research has evolved since our 2024 survey. This paper presents an updated perspective, transitioning from literature review to practical countermeasures. We report on changes in the threat landscape,…

Computers and Society · Computer Science 2026-02-12 Alexander Loth , Martin Kappes , Marc-Oliver Pahl
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