Challenges, experiments, and computational solutions in peer review

NB Shah - Communications of the ACM, 2022 - dl.acm.org
Challenges, experiments, and computational solutions in peer review Page 1 76
COMMUNICATIONS OF THE ACM | JUNE 2022 | VOL. 65 | NO. 6 review articles IMA GER YB Y …

Reviewergpt? an exploratory study on using large language models for paper reviewing

R Liu, NB Shah - arxiv preprint arxiv:2306.00622, 2023 - arxiv.org
Given the rapid ascent of large language models (LLMs), we study the question:(How) can
large language models help in reviewing of scientific papers or proposals? We first conduct …

Can we automate scientific reviewing?

W Yuan, P Liu, G Neubig - Journal of Artificial Intelligence Research, 2022 - jair.org
The rapid development of science and technology has been accompanied by an
exponential growth in peer-reviewed scientific publications. At the same time, the review of …

Mitigating manipulation in peer review via randomized reviewer assignments

S Jecmen, H Zhang, R Liu, N Shah… - Advances in …, 2020 - proceedings.neurips.cc
We consider three important challenges in conference peer review:(i) reviewers maliciously
attempting to get assigned to certain papers to provide positive reviews, possibly as part of …

What Can Natural Language Processing Do for Peer Review?

I Kuznetsov, OM Afzal, K Dercksen, N Dycke… - arxiv preprint arxiv …, 2024 - arxiv.org
The number of scientific articles produced every year is growing rapidly. Providing quality
control over them is crucial for scientists and, ultimately, for the public good. In modern …

The fading of status bias during the open peer review process

Z Sun, KL Pang, Y Li - Journal of Informetrics, 2024 - Elsevier
The growing number of preprints allows reviewers to identify the authors' identities prior to
the peer review process. Yet, it remains unclear whether the preprint exposure of prestigious …

A randomized controlled trial on anonymizing reviewers to each other in peer review discussions

C Rastogi, X Song, Z **, I Stelmakh, H Daumé III… - PloS one, 2024 - journals.plos.org
Many peer-review processes involve reviewers submitting their independent reviews,
followed by a discussion between the reviewers of each paper. A common question among …

Strategyproofing peer assessment via partitioning: The price in terms of evaluators' expertise

K Dhull, S Jecmen, P Kothari, NB Shah - Proceedings of the AAAI …, 2022 - ojs.aaai.org
Strategic behavior is a fundamental problem in a variety of real-world applications that
require some form of peer assessment, such as peer grading of homeworks, grant proposal …

Prior and prejudice: The novice reviewers' bias against resubmissions in conference peer review

I Stelmakh, NB Shah, A Singh, H Daumé III - Proceedings of the ACM on …, 2021 - dl.acm.org
Modern machine learning and computer science conferences are experiencing a surge in
the number of submissions that challenges the quality of peer review as the number of …

Kid-review: knowledge-guided scientific review generation with oracle pre-training

W Yuan, P Liu - Proceedings of the AAAI Conference on Artificial …, 2022 - ojs.aaai.org
The surge in the number of scientific submissions has brought challenges to the work of
peer review. In this paper, as a first step, we explore the possibility of designing an …