Imagen de Portada

Exploring the Deceptive Power of LLM-Generated Fake News: A Study of Real-World Detection Challenges

Fuente: arXiv

Guardado en:

Detalles Bibliográficos
Autores principales:	Sun, Yanshen, He, Jianfeng, Cui, Limeng, Lei, Shuo, Lu, Chang-Tien
Formato:	Preprint
Publicado:	2024
Materias:	Computation and Language Social and Information Networks
Acceso en línea:	Acceder al recurso
Etiquetas:	Agregar Etiqueta Sin Etiquetas, Sea el primero en etiquetar este registro!

Ejemplares similares

Verify as You Go: An LLM-Powered Browser Extension for Fake News Detection
por: Sallami, Dorsaf, et al.
Publicado: (2026)

Style-News: Incorporating Stylized News Generation and Adversarial Verification for Neural Fake News Detection
por: Wang, Wei-Yao, et al.
Publicado: (2024)

LLM-Generated Fake News Induces Truth Decay in News Ecosystem: A Case Study on Neural News Recommendation
por: Hu, Beizhe, et al.
Publicado: (2025)

Fake News Detection After LLM Laundering: Measurement and Explanation
por: Das, Rupak Kumar, et al.
Publicado: (2025)

Real-World Challenges in Fake News Detection: Dealing with Posts by Cold Users
por: Karnam, Sai Keerthana, et al.
Publicado: (2026)

LLM-based Contrastive Self-Supervised AMR Learning with Masked Graph Autoencoders for Fake News Detection
por: Gupta, Shubham, et al.
Publicado: (2025)

From Deception to Detection: The Dual Roles of Large Language Models in Fake News
por: Sallami, Dorsaf, et al.
Publicado: (2024)

Towards Real-World Rumor Detection: Anomaly Detection Framework with Graph Supervised Contrastive Learning
por: Cui, Chaoqun, et al.
Publicado: (2025)

Uncertainty Estimation on Sequential Labeling via Uncertainty Transmission
por: He, Jianfeng, et al.
Publicado: (2023)

Large Language Model Agent for Fake News Detection
por: Li, Xinyi, et al.
Publicado: (2024)

The Stepwise Deception: Simulating the Evolution from True News to Fake News with LLM Agents
por: Liu, Yuhan, et al.
Publicado: (2024)

MSynFD: Multi-hop Syntax aware Fake News Detection
por: Xiao, Liang, et al.
Publicado: (2024)

TAGFN: A Text-Attributed Graph Dataset for Fake News Detection in the Age of LLMs
por: Liu, Kay, et al.
Publicado: (2025)

VeraCT Scan: Retrieval-Augmented Fake News Detection with Justifiable Reasoning
por: Niu, Cheng, et al.
Publicado: (2024)

Let Silence Speak: Enhancing Fake News Detection with Generated Comments from Large Language Models
por: Nan, Qiong, et al.
Publicado: (2024)

Challenges and Innovations in LLM-Powered Fake News Detection: A Synthesis of Approaches and Future Directions
por: Yi, Jingyuan, et al.
Publicado: (2025)

Don't Go To Extremes: Revealing the Excessive Sensitivity and Calibration Limitations of LLMs in Implicit Hate Speech Detection
por: Zhang, Min, et al.
Publicado: (2024)

Exploiting User Comments for Early Detection of Fake News Prior to Users' Commenting
por: Nan, Qiong, et al.
Publicado: (2023)

Evolving to the Future: Unseen Event Adaptive Fake News Detection on Social Media
por: Zhang, Jiajun, et al.
Publicado: (2024)

Exposing and Explaining Fake News On-the-Fly
por: de Arriba-Pérez, Francisco, et al.
Publicado: (2024)

FakeGPT: Fake News Generation, Explanation and Detection of Large Language Models
por: Huang, Yue, et al.
Publicado: (2023)

What Matters in Explanations: Towards Explainable Fake Review Detection Focusing on Transformers
por: Shajalal, Md, et al.
Publicado: (2024)

Multimodal Inverse Attention Network with Intrinsic Discriminant Feature Exploitation for Fake News Detection
por: Zhang, Tianlin, et al.
Publicado: (2025)

Revisiting Fake News Detection: Towards Temporality-aware Evaluation by Leveraging Engagement Earliness
por: Kim, Junghoon, et al.
Publicado: (2024)

Search, Examine and Early-Termination: Fake News Detection with Annotation-Free Evidences
por: Yang, Yuzhou, et al.
Publicado: (2024)

Enhancing Fake News Detection in Social Media via Label Propagation on Cross-modal Tweet Graph
por: Zhao, Wanqing, et al.
Publicado: (2024)

A Macro- and Micro-Hierarchical Transfer Learning Framework for Cross-Domain Fake News Detection
por: Yang, Xuankai, et al.
Publicado: (2025)

XNote: Benchmarking Automated Community Notes Generation for Image-based Contextual Deception
por: Ma, Jin, et al.
Publicado: (2026)

Transferring Structure Knowledge: A New Task to Fake news Detection Towards Cold-Start Propagation
por: Wei, Lingwei, et al.
Publicado: (2024)

Detecting Deceptive Dark Patterns in E-commerce Platforms
por: Ramteke, Arya, et al.
Publicado: (2024)

Prompt-Induced Linguistic Fingerprints for LLM-Generated Fake News Detection
por: Wang, Chi, et al.
Publicado: (2025)

SEFD: Semantic-Enhanced Framework for Detecting LLM-Generated Text
por: He, Weiqing, et al.
Publicado: (2024)

Bias and Unfairness in Information Retrieval Systems: New Challenges in the LLM Era
por: Dai, Sunhao, et al.
Publicado: (2024)

From Skepticism to Acceptance: Simulating the Attitude Dynamics Toward Fake News
por: Liu, Yuhan, et al.
Publicado: (2024)

Detection of ChatGPT Fake Science with the xFakeSci Learning Algorithm
por: Hamed, Ahmed Abdeen, et al.
Publicado: (2023)

AD-Bench: A Real-World, Trajectory-Aware Advertising Analytics Benchmark for LLM Agents
por: Hu, Lingxiang, et al.
Publicado: (2026)

GeAR: Generation Augmented Retrieval
por: Liu, Haoyu, et al.
Publicado: (2025)

Fake News in Sheep's Clothing: Robust Fake News Detection Against LLM-Empowered Style Attacks
por: Wu, Jiaying, et al.
Publicado: (2023)

Less is More: Unseen Domain Fake News Detection via Causal Propagation Substructures
por: Gong, Shuzhi, et al.
Publicado: (2024)

Human vs. Machine Deception: Distinguishing AI-Generated and Human-Written Fake News Using Ensemble Learning
por: Jaeger, Samuel, et al.
Publicado: (2026)