When Truth Misleads -- Phase-Aware Coherence Detection for Misinformation Correction Across Epistemic Communities
Fuente:
arXiv
Saved in:
| Main Authors: | Müller, Heimo, Holzinger, Andreas |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Ethical ChatGPT: Concerns, Challenges, and Commandments
by: Zhou, Jianlong, et al.
Published: (2023)
by: Zhou, Jianlong, et al.
Published: (2023)
When Excellence Stops Producing Knowledge: A Practitioner's Observation on Research Funding
by: Müller, Heimo
Published: (2026)
by: Müller, Heimo
Published: (2026)
Enhancing LLMs for Governance with Human Oversight: Evaluating and Aligning LLMs on Expert Classification of Climate Misinformation for Detecting False or Misleading Claims about Climate Change
by: Allaham, Mowafak, et al.
Published: (2025)
by: Allaham, Mowafak, et al.
Published: (2025)
When the Past Misleads: Rethinking Training Data Expansion Under Temporal Distribution Shifts
by: Yao, Chengyuan, et al.
Published: (2025)
by: Yao, Chengyuan, et al.
Published: (2025)
When Correct Beliefs Collapse: Epistemic Resilience of LLMs under Clinical Pressure
by: Xiao, Boyu, et al.
Published: (2026)
by: Xiao, Boyu, et al.
Published: (2026)
When Trust is Zero Sum: Automation Threat to Epistemic Agency
by: Malone, Emmie, et al.
Published: (2024)
by: Malone, Emmie, et al.
Published: (2024)
When Misinformation Speaks and Converses: Rethinking Fact-Checking in Audio Platforms
by: Chun, Chaewan, et al.
Published: (2026)
by: Chun, Chaewan, et al.
Published: (2026)
When Networks Mislead: How Partisan Communication Undermines Democratic Decision-Making
by: Lee, Hsuan-Wei, et al.
Published: (2025)
by: Lee, Hsuan-Wei, et al.
Published: (2025)
Can GPT-4 Models Detect Misleading Visualizations?
by: Alexander, Jason, et al.
Published: (2024)
by: Alexander, Jason, et al.
Published: (2024)
Coherent Without Grounding, Grounded Without Success: Observability and Epistemic Failure
by: Sartori, Camilo Chacón
Published: (2026)
by: Sartori, Camilo Chacón
Published: (2026)
Robust Misinformation Detection by Visiting Potential Commonsense Conflict
by: Wang, Bing, et al.
Published: (2025)
by: Wang, Bing, et al.
Published: (2025)
Misinformation Dissemination: Effects of Network Density in Segregated Communities
by: Karimi, Soroush, et al.
Published: (2024)
by: Karimi, Soroush, et al.
Published: (2024)
CommunityFact: A Dynamic, Multilingual, Multi-domain Benchmark for Misinformation Detection in the Wild
by: Singh, Sahajpreet, et al.
Published: (2026)
by: Singh, Sahajpreet, et al.
Published: (2026)
The Psychology of Falsehood: A Human-Centric Survey of Misinformation Detection
by: Nandi, Arghodeep, et al.
Published: (2025)
by: Nandi, Arghodeep, et al.
Published: (2025)
SoK: Machine Learning for Misinformation Detection
by: Xiao, Madelyne, et al.
Published: (2023)
by: Xiao, Madelyne, et al.
Published: (2023)
Diverse Misinformation: Impacts of Human Biases on Detection of Deepfakes on Networks
by: Lovato, Juniper, et al.
Published: (2022)
by: Lovato, Juniper, et al.
Published: (2022)
Large Language Models as Misleading Assistants in Conversation
by: Hou, Betty Li, et al.
Published: (2024)
by: Hou, Betty Li, et al.
Published: (2024)
A Guide to Misinformation Detection Data and Evaluation
by: Thibault, Camille, et al.
Published: (2024)
by: Thibault, Camille, et al.
Published: (2024)
You Can't Fool Us: Understanding the Resilience of LLM-driven Agent Communities to Misinformation
by: Lin, Chichen, et al.
Published: (2026)
by: Lin, Chichen, et al.
Published: (2026)
Explore the Potential of LLMs in Misinformation Detection: An Empirical Study
by: Chen, Mengyang, et al.
Published: (2023)
by: Chen, Mengyang, et al.
Published: (2023)
The System Hallucination Scale (SHS): A Minimal yet Effective Human-Centered Instrument for Evaluating Hallucination-Related Behavior in Large Language Models
by: Müller, Heimo, et al.
Published: (2026)
by: Müller, Heimo, et al.
Published: (2026)
Are Rationales Necessary and Sufficient? Tuning LLMs for Explainable Misinformation Detection
by: Wang, Bing, et al.
Published: (2026)
by: Wang, Bing, et al.
Published: (2026)
Generative Debunking of Climate Misinformation
by: Zanartu, Francisco, et al.
Published: (2024)
by: Zanartu, Francisco, et al.
Published: (2024)
Detection and Discovery of Misinformation Sources using Attributed Webgraphs
by: Carragher, Peter, et al.
Published: (2024)
by: Carragher, Peter, et al.
Published: (2024)
Preserving Historical Truth: Detecting Historical Revisionism in Large Language Models
by: Ortu, Francesco, et al.
Published: (2026)
by: Ortu, Francesco, et al.
Published: (2026)
Misleading Ourselves: How Disinformation Manipulates Sensemaking
by: Prochaska, Stephen, et al.
Published: (2024)
by: Prochaska, Stephen, et al.
Published: (2024)
Invisible Saboteurs: Sycophantic LLMs Mislead Novices in Problem-Solving Tasks
by: Bo, Jessica Y., et al.
Published: (2025)
by: Bo, Jessica Y., et al.
Published: (2025)
PIXELMOD: Improving Soft Moderation of Visual Misleading Information on Twitter
by: Paudel, Pujan, et al.
Published: (2024)
by: Paudel, Pujan, et al.
Published: (2024)
When Influence Misleads: Informational and Strategic Limits of Social Learning in Trading Networks
by: Joseph, Bijin, et al.
Published: (2025)
by: Joseph, Bijin, et al.
Published: (2025)
Truth Knows No Language: Evaluating Truthfulness Beyond English
by: Figueras, Blanca Calvo, et al.
Published: (2025)
by: Figueras, Blanca Calvo, et al.
Published: (2025)
Misinformation by Omission: The Need for More Environmental Transparency in AI
by: Luccioni, Sasha, et al.
Published: (2025)
by: Luccioni, Sasha, et al.
Published: (2025)
Exploring the Potential of the Large Language Models (LLMs) in Identifying Misleading News Headlines
by: Rony, Md Main Uddin, et al.
Published: (2024)
by: Rony, Md Main Uddin, et al.
Published: (2024)
Epistemic Deference to AI
by: Lange, Benjamin
Published: (2025)
by: Lange, Benjamin
Published: (2025)
Rescuing Counterspeech: A Bridging-Based Approach to Combating Misinformation
by: Peng, Kenny, et al.
Published: (2024)
by: Peng, Kenny, et al.
Published: (2024)
The ASIR Courage Model: A Phase-Dynamic Framework for Truth Transitions in Human and AI Systems
by: Kim, Hyo Jin
Published: (2026)
by: Kim, Hyo Jin
Published: (2026)
Detecting Fallacies in Climate Misinformation: A Technocognitive Approach to Identifying Misleading Argumentation
by: Zanartu, Francisco, et al.
Published: (2024)
by: Zanartu, Francisco, et al.
Published: (2024)
When Roles Fail: Epistemic Constraints on Advocate Role Fidelity in LLM-Based Political Statement Analysis
by: Dietrich, Juergen
Published: (2026)
by: Dietrich, Juergen
Published: (2026)
Evaluating the Simulation of Human Personality-Driven Susceptibility to Misinformation with LLMs
by: Pratelli, Manuel, et al.
Published: (2025)
by: Pratelli, Manuel, et al.
Published: (2025)
Situated Ground Truths: Enhancing Bias-Aware AI by Situating Data Labels with SituAnnotate
by: Pandiani, Delfina Sol Martinez, et al.
Published: (2024)
by: Pandiani, Delfina Sol Martinez, et al.
Published: (2024)
Is Misinformation More Open? A Study of robots.txt Gatekeeping on the Web
by: Steinacker-Olsztyn, Nicolas, et al.
Published: (2025)
by: Steinacker-Olsztyn, Nicolas, et al.
Published: (2025)
Similar Items
-
Ethical ChatGPT: Concerns, Challenges, and Commandments
by: Zhou, Jianlong, et al.
Published: (2023) -
When Excellence Stops Producing Knowledge: A Practitioner's Observation on Research Funding
by: Müller, Heimo
Published: (2026) -
Enhancing LLMs for Governance with Human Oversight: Evaluating and Aligning LLMs on Expert Classification of Climate Misinformation for Detecting False or Misleading Claims about Climate Change
by: Allaham, Mowafak, et al.
Published: (2025) -
When the Past Misleads: Rethinking Training Data Expansion Under Temporal Distribution Shifts
by: Yao, Chengyuan, et al.
Published: (2025) -
When Correct Beliefs Collapse: Epistemic Resilience of LLMs under Clinical Pressure
by: Xiao, Boyu, et al.
Published: (2026)