Artificial Intelligence · Computer Science
Can LLM feedback enhance review quality? A randomized study of 20K reviews at ICLR 2025
Nitya Thakkar, Mert Yuksekgonul, Jake Silberg, Animesh Garg +5
2025-04-15
Computers and Society · Computer Science
Insights from the ICLR Peer Review and Rebuttal Process
Amir Hossein Kargaran, Nafiseh Nikeghbal, Jing Yang, Nedjma Ousidhoum
2025-11-20
Computation and Language · Computer Science
Usefulness of LLMs as an Author Checklist Assistant for Scientific Papers: NeurIPS'24 Experiment
Alexander Goldberg, Ihsan Ullah, Thanh Gia Hieu Khuong, Benedictus Kent Rachmat +3
2024-11-12
Computation and Language · Computer Science
Monitoring AI-Modified Content at Scale: A Case Study on the Impact of ChatGPT on AI Conference Peer Reviews
Weixin Liang, Zachary Izzo, Yaohui Zhang, Haley Lepp +8
2026-05-20
Computation and Language · Computer Science
Are We There Yet? Revealing the Risks of Utilizing Large Language Models in Scholarly Peer Review
Rui Ye, Xianghe Pang, Jingyi Chai, Jiaao Chen +5
2024-12-03
Artificial Intelligence · Computer Science
Position on LLM-Assisted Peer Review: Addressing Reviewer Gap through Mentoring and Feedback
JungMin Yun, JuneHyoung Kwon, MiHyeon Kim, YoungBin Kim
2026-01-15
Machine Learning · Computer Science
Gen-Review: A Large-scale Dataset of AI-Generated (and Human-written) Peer Reviews
Luca Demetrio, Giovanni Apruzzese, Kathrin Grosse, Pavel Laskov +3
2025-10-27
Computation and Language · Computer Science
Is Your Paper Being Reviewed by an LLM? Investigating AI Text Detectability in Peer Review
Sungduk Yu, Man Luo, Avinash Madasu, Vasudev Lal +1
2024-12-09
Software Engineering · Computer Science
Promises, Perils, and (Timely) Heuristics for Mining Coding Agent Activity
Romain Robbes, Théo Matricon, Thomas Degueule, Andre Hora +1
2026-01-29
Computation and Language · Computer Science
Unveiling the Merits and Defects of LLMs in Automatic Review Generation for Scientific Papers
Ruochi Li, Haoxuan Zhang, Edward Gehringer, Ting Xiao +2
2025-09-25
Computers and Society · Computer Science
AI and the Future of Academic Peer Review
Sebastian Porsdam Mann, Mateo Aboy, Joel Jiehao Seah, Zhicheng Lin +6
2026-03-02
Software Engineering · Computer Science
Rigor, Reliability, and Reproducibility Matter: A Decade-Scale Survey of 572 Code Benchmarks
Jialun Cao, Yuk-Kit Chan, Zixuan Ling, Wenxuan Wang +11
2026-02-10
Computation and Language · Computer Science
Beyond "Not Novel Enough": Enriching Scholarly Critique with LLM-Assisted Feedback
Osama Mohammed Afzal, Preslav Nakov, Tom Hope, Iryna Gurevych
2026-01-21
Computation and Language · Computer Science
LLM-REVal: Can We Trust LLM Reviewers Yet?
Rui Li, Jia-Chen Gu, Po-Nien Kung, Heming Xia +4
2025-10-15
Computation and Language · Computer Science
Can AI Be a Good Peer Reviewer? A Survey of Peer Review Process, Evaluation, and the Future
Sihong Wu, Owen Jiang, Yilun Zhao, Tiansheng Hu +4
2026-05-05
Computation and Language · Computer Science
Is Your Paper Being Reviewed by an LLM? Benchmarking AI Text Detection in Peer Review
Sungduk Yu, Man Luo, Avinash Madasu, Vasudev Lal +1
2026-02-09
Artificial Intelligence · Computer Science
FactReview: Evidence-Grounded Peer Review with Execution-Based Claim Verification
Ling Yue, Chaoqian Ouyang, Hang Xu, Ruijun Huang +6
2026-05-28
Computation and Language · Computer Science
LLM-as-a-Reviewer: Benchmarking Their Ability, Divergence, and Prompt Injection Resistance as Paper Reviewers
Lingyao Li, Junjie Xiong, Changjia Zhu, Runlong Yu +4
2026-05-26
Computers and Society · Computer Science
When Your Reviewer is an LLM: Biases, Divergence, and Prompt Injection Risks in Peer Review
Changjia Zhu, Junjie Xiong, Renkai Ma, Zhicong Lu +2
2025-09-15
Computers and Society · Computer Science
The AI Review Lottery: Widespread AI-Assisted Peer Reviews Boost Paper Scores and Acceptance Rates
Giuseppe Russo Latona, Manoel Horta Ribeiro, Tim R. Davidson, Veniamin Veselovsky +1
2024-05-06
Artificial Intelligence · Computer Science
Towards Adaptive Feedback with AI: Comparing the Feedback Quality of LLMs and Teachers on Experimentation Protocols
Kathrin Seßler, Arne Bewersdorff, Claudia Nerdel, Enkelejda Kasneci
2025-02-19
Artificial Intelligence · Computer Science
Stop Automating Peer Review Without Rigorous Evaluation
Joachim Baumann, Jiaxin Pei, Sanmi Koyejo, Dirk Hovy
2026-05-06