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Systematic reviews are fundamental to evidence-based medicine. Creating one is time-consuming and labour-intensive, mainly due to the need to screen, or assess, many studies for inclusion in the review. Several tools have been developed to…

Information Retrieval · Computer Science 2025-04-08 Xinyu Mao , Teerapong Leelanupab , Martin Potthast , Harrisen Scells , Guido Zuccon

Scientific publishing is in a transition between the old paper-bound, static forms and the new electronic media with its interactive, dynamic possibilities. This takes place in the context of imploding library budgets and exploding magazine…

Physics and Society · Physics 2007-05-23 Karl Svozil

Scientific publishing is the means by which we communicate and share scientific knowledge, but this process currently often lacks transparency and machine-interpretable representations. Scientific articles are published in long…

Digital Libraries · Computer Science 2020-06-12 Cristina-Iulia Bucur , Tobias Kuhn , Davide Ceolin

In peer review, reviewers are usually asked to provide scores for the papers. The scores are then used by Area Chairs or Program Chairs in various ways in the decision-making process. The scores are usually elicited in a quantized form to…

Information Retrieval · Computer Science 2022-04-13 Yusha Liu , Yichong Xu , Nihar B. Shah , Aarti Singh

One key consequence of the information revolution is a significant increase and a contamination of our information supply. The practice of fact checking won't suffice to eliminate the biases in text data we observe, as the degree of…

Computation and Language · Computer Science 2019-06-11 Sihao Chen , Daniel Khashabi , Wenpeng Yin , Chris Callison-Burch , Dan Roth

Scientific evaluation is a determinant of how scientists, institutions and funders behave, and as such is a key element in the making of science. In this article, we propose an alternative to the current norm of evaluating research with…

Digital Libraries · Computer Science 2017-01-30 Michaël Bon , Michael Taylor , Gary S. McDowell

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

Scientific publishing heavily relies on the assessment of quality of submitted manuscripts by peer reviewers. Assigning a set of matching reviewers to a submission is a highly complex task which can be performed only by domain experts. We…

Digital Libraries · Computer Science 2021-10-08 Christin Katharina Kreutz , Ralf Schenkel

Verifying scientific claims presents a significantly greater challenge than verifying political or news-related claims. Unlike the relatively broad audience for political claims, the users of scientific claim verification systems can vary…

Computation and Language · Computer Science 2025-02-17 Sujit Kumar , Anshul Sharma , Siddharth Hemant Khincha , Gargi Shroff , Sanasam Ranbir Singh , Rahul Mishra

Handsearch is an important technique that contributes to thorough literature search in systematic reviews. Traditional handsearch requires reviewers to systematically browse through each issue of a curated list of field-specific journals…

Information Retrieval · Computer Science 2022-10-21 Akash Pallath , Qiyang Zhang

How can we distinguish whether a peer review was written by a human or generated by an AI model? We argue that, in this setting, authorship should not be attributed solely from the textual features of a review, but also from the ideas,…

Computation and Language · Computer Science 2026-05-22 André V. Duarte , Brian Tufts , Aditya Oke , Fei Fang , Arlindo L. Oliveira , Lei Li

AI is reshaping academic research, yet its role in peer review remains polarising and contentious. Advocates see its potential to reduce reviewer burden and improve quality, while critics warn of risks to fairness, accountability, and…

Human-Computer Interaction · Computer Science 2026-02-17 Shiping Chen , Shu Zhong , Duncan P. Brumby , Anna L. Cox

In the midst of widespread misinformation and disinformation through social media and the proliferation of AI-generated texts, it has become increasingly difficult for people to validate and trust information they encounter. Many…

Computation and Language · Computer Science 2024-09-24 Preetam Prabhu Srikar Dammu , Himanshu Naidu , Mouly Dewan , YoungMin Kim , Tanya Roosta , Aman Chadha , Chirag Shah

Peer review is a widely accepted mechanism for research evaluation, playing a pivotal role in academic publishing. However, criticisms have long been leveled at this mechanism, mostly because of its poor efficiency and low reproducibility.…

Artificial Intelligence · Computer Science 2023-07-18 Jialiang Lin , Jiaxin Song , Zhangping Zhou , Yidong Chen , Xiaodong Shi

The rapid growth of AI conferences is straining an already fragile peer-review system, leading to heavy reviewer workloads, expertise mismatches, inconsistent evaluation standards, superficial or templated reviews, and limited…

Computer Vision and Pattern Recognition · Computer Science 2026-02-10 Jing Yang , Qiyao Wei , Jiaxin Pei

The expansion of online social media platforms has led to a surge in online content consumption. However, this has also paved the way for disseminating false claims and misinformation. As a result, there is an escalating demand for a…

Computation and Language · Computer Science 2023-09-19 Megha Sundriyal , Md Shad Akhtar , Tanmoy Chakraborty

Large Language Models (LLMs) are increasingly used in scientific peer review, assisting with drafting, rewriting, expansion, and refinement. However, existing peer-review LLM detection methods largely treat authorship as a binary…

Computation and Language · Computer Science 2026-04-17 Soroush Sadeghian , Alireza Daqiq , Radin Cheraghi , Sajad Ebrahimi , Negar Arabzadeh , Ebrahim Bagheri

The automation of scientific discovery has been a long-standing goal within the research community, driven by the potential to accelerate knowledge creation. While significant progress has been made using commercial large language models…

Computation and Language · Computer Science 2025-03-11 Yixuan Weng , Minjun Zhu , Guangsheng Bao , Hongbo Zhang , Jindong Wang , Yue Zhang , Linyi Yang

Fact-checking is the task of verifying the veracity of claims by assessing their assertions against credible evidence. The vast majority of fact-checking studies focus exclusively on political claims. Very little research explores…

Computation and Language · Computer Science 2020-10-21 Neema Kotonya , Francesca Toni

Peer Assessment is a task of analysis and commenting on student's writing by peers, is core of all educational components both in campus and in MOOC's. However, with the sheer scale of MOOC's & its inherent personalised open ended learning,…

Computers and Society · Computer Science 2020-01-31 Manikandan Ravikiran
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