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20212026
most citedBad Actor, Good Advisor: Exploring the Role of Large Language Models in Fake News Detection

207 citations · 514 across the 25 of their papers we have counts for

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Showing 2025Show all

6 papers · 1 filter

cs.CL2025

Reasoning About the Unsaid: Misinformation Detection with Omission-Aware Graph Inference

Zhengjia Wang, Danding Wang, Qiang Sheng +2

This paper investigates the detection of misinformation, which deceives readers by explicitly fabricating misleading content or implicitly omitting important information necessary…

cs.CL2025

Forewarned is Forearmed: Pre-Synthesizing Jailbreak-like Instructions to Enhance LLM Safety Guardrail to Potential Attacks

Sheng Liu, Qiang Sheng, Danding Wang +3

Despite advances in improving large language model (LLM) to refuse to answer malicious instructions, widely used LLMs remain vulnerable to jailbreak attacks where attackers generat…

cs.CL2025

Bridging Thoughts and Words: Graph-Based Intent-Semantic Joint Learning for Fake News Detection

Zhengjia Wang, Qiang Sheng, Danding Wang +2

Fake news detection is an important and challenging task for defending online information integrity. Existing state-of-the-art approaches typically extract news semantic clues, suc…

cs.CL2025

Enhancing the Comprehensibility of Text Explanations via Unsupervised Concept Discovery

Yifan Sun, Danding Wang, Qiang Sheng +2

Concept-based explainable approaches have emerged as a promising method in explainable AI because they can interpret models in a way that aligns with human reasoning. However, thei…

cs.CL2025

The Staircase of Ethics: Probing LLM Value Priorities through Multi-Step Induction to Complex Moral Dilemmas

Ya Wu, Qiang Sheng, Danding Wang +5

Ethical decision-making is a critical aspect of human judgment, and the growing use of LLMs in decision-support systems necessitates a rigorous evaluation of their moral reasoning…

cs.CL2025★ 7 cited

LLM-Generated Fake News Induces Truth Decay in News Ecosystem: A Case Study on Neural News Recommendation

Beizhe Hu, Qiang Sheng, Juan Cao +2

Online fake news moderation now faces a new challenge brought by the malicious use of large language models (LLMs) in fake news production. Though existing works have shown LLM-gen…