Cover Image

Breaking the Reviewer: Assessing the Vulnerability of Large Language Models in Automated Peer Review Under Textual Adversarial Attacks

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Lin, Tzu-Ling, Chen, Wei-Chih, Hsiao, Teng-Fang, Liu, Hou-I, Yeh, Ya-Hsin, Chan, Yu Kai, Lien, Wen-Sheng, Kuo, Po-Yen, Yu, Philip S., Shuai, Hong-Han
Format:	Preprint
Published:	2025
Subjects:	Computation and Language Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

ArtPerception: ASCII Art-based Jailbreak on LLMs with Recognition Pre-test
by: Yang, Guan-Yan, et al.
Published: (2025)

Heritage identity and Indigenous language learning motivation: A case of Indigenous Taiwanese high school students
by: Hung Tzu Huang, et al.
Published: (2024)

Library Peer Evaluation for Promotion and Merit Increase: How It Works
by: Yen-Ran Yeh, Thomas
Published: (1973)

Enhancing Drug Discovery: Quantum Machine Learning for QSAR Prediction with Incomplete Data
by: Chiang, Wei-Yin, et al.
Published: (2025)

Advances in Rapid Nucleic Acid Diagnostics for Hepatitis B and C Viruses: A Comprehensive Review
by: Hsin‐Ying Ho, et al.
Published: (2026)

Study of two-body doubly charmful baryonic $B$ decays with $SU(3)$ flavor symmetry
by: Hsiao, Yu-Kuo
Published: (2023)

Digital Workflow and Guided Surgery in Implant Therapy—Literature Review and Practical Tips to Optimize Precision
by: Chia‐Sheng Chen, et al.
Published: (2025)

Efficacy of Topical Beta‐Blockers in Managing Epidermal Growth Factor Receptor Inhibitor‐Related Paronychia and Pyogenic Granuloma‐Like Lesion: A Systematic Review and Meta‐Analysis
by: Po‐Kai Chan, et al.
Published: (2026)

TPSQLi: Test Prioritization for SQL Injection Vulnerability Detection in Web Applications
by: Yang, Guan-Yan, et al.
Published: (2025)

Regulated $L^2$ Norm on Certain Wild Higgs Bundles Over $\mathbb{CP}^1$
by: Tsai, Hsiao-Tzu, et al.
Published: (2026)

Fast Adversarial Training against Textual Adversarial Attacks
by: Yang, Yichen, et al.
Published: (2024)

Test-time Adversarial Defense with Opposite Adversarial Path and High Attack Time Cost
by: Yeh, Cheng-Han, et al.
Published: (2024)

Automated Peer Reviewing in Paper SEA: Standardization, Evaluation, and Analysis
by: Yu, Jianxiang, et al.
Published: (2024)

SEP-Attack: A Simple and Effective Paradigm for Transfer-Based Textual Adversarial Attack
by: Liu, Han, et al.
Published: (2026)

Hidden in Plain Sight: Undetectable Adversarial Bias Attacks on Vulnerable Patient Populations
by: Kulkarni, Pranav, et al.
Published: (2024)

The Vulnerability of LLM Rankers to Prompt Injection Attacks
by: Yin, Yu, et al.
Published: (2026)

ReviewFlow: Intelligent Scaffolding to Support Academic Peer Reviewing
by: Sun, Lu, et al.
Published: (2024)

Vapor Sublimation and Deposition Polymerization to Fabricate a Directional Scaffold for Guiding Tubular Dentin Regeneration
by: Jane Christy, et al.
Published: (2024)

Activating transcription factor‐3 orchestrates the modulation of vascular anti‐contractile activity and relaxation by governing the secretion of HDL‐bound sphingosine‐1‐phosphate in perivascular adipose tissue
by: Hsiao‐Fen Li, et al.
Published: (2025)

Learning representations for robust human–robot interaction
by: Yen‐Ling Kuo
Published: (2024)

Adversarial Attacks on VQA-NLE: Exposing and Alleviating Inconsistencies in Visual Question Answering Explanations
by: Yeh, Yahsin, et al.
Published: (2025)

Early cognitive ability and dementia risk: Patterns beyond education and mortality
by: Chung‐Hsin Yeh, et al.
Published: (2025)

Stop Automating Peer Review Without Rigorous Evaluation
by: Baumann, Joachim, et al.
Published: (2026)

Analysis of super‐source‐follower‐based GHz‐bandwidth biquadratic low‐pass filters
by: Hsiao‐Chin Chen, et al.
Published: (2024)

Exploring Gradient-Guided Masked Language Model to Detect Textual Adversarial Attacks
by: Zhang, Xiaomei, et al.
Published: (2025)

DDX 3 participates in mi RNA biogenesis and RNA interference through translational control of PACT and interaction with AGO 2
by: Ming‐Chih Lai, et al.
Published: (2024)

Adversarial Attacks and Defenses in Physiological Computing: A Systematic Review
by: Wu, Dongrui, et al.
Published: (2021)

Automated Vulnerability Detection Using Deep Learning Technique
by: Yang, Guan-Yan, et al.
Published: (2024)

Federated Learning for Anomaly Detection in Energy Consumption Data: Assessing the Vulnerability to Adversarial Attacks
by: Telila, Yohannis Kifle, et al.
Published: (2025)

Poisoning Attacks to Local Differential Privacy Protocols for Trajectory Data
by: Hsu, I-Jung, et al.
Published: (2025)

Vulnerabilities in AI-generated Image Detection: The Challenge of Adversarial Attacks
by: Diao, Yunfeng, et al.
Published: (2024)

ScholarPeer: A Context-Aware Multi-Agent Framework for Automated Peer Review
by: Goyal, Palash, et al.
Published: (2026)

AIDED: Augmenting Interior Design with Human Experience Data for Designer-AI Co-Design
by: Lin, Yang Chen, et al.
Published: (2026)

BeerReview: A Blockchain-enabled Peer Review Platform
by: Jin, Guodong, et al.
Published: (2024)

Exploring Entropic Orders: High Temperature Continuous Symmetry Breaking, Chiral Topological States and Local Commuting Projector Models
by: Hsin, Po-Shen, et al.
Published: (2026)

A Systematic Review and Meta‐Analysis of Footbath Effects and Optimal Procedures to Improve Sleep in Older Adults
by: Shih‐Yu Chang, et al.
Published: (2025)

TF-TI2I: Training-Free Text-and-Image-to-Image Generation via Multi-Modal Implicit-Context Learning in Text-to-Image Models
by: Hsiao, Teng-Fang, et al.
Published: (2025)

To Break or Not to Break: A Review of a No-Go Theorem on Chiral Symmetry Breaking in QCD-like Theories
by: Xu, Ling-Xiao
Published: (2025)

AIM: Additional Image Guided Generation of Transferable Adversarial Attacks
by: Li, Teng, et al.
Published: (2025)

Incorporating Eye-Tracking Signals Into Multimodal Deep Visual Models For Predicting User Aesthetic Experience In Residential Interiors
by: Chien, Chen-Ying, et al.
Published: (2026)