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2026 When Imperfect Automated Fact-Checking Backfires: Social Learning in the Presence of Misinformation Liu & Cao · arXiv · Fact-checking & verification, Platforms, policy & society2026 Fact-check? True!: Tracking Verification Requests and the Absence of Truth Verdicts across Correction Systems Wack & Warren · arXiv · Fact-checking & verification, Platforms, policy & society2026 When Platforms Pay Users to Correct Misinformation: Revenue Incentives and Governance Capacity in Weibo Annotations Lin et al. · arXiv · Platforms, policy & society, Datasets & evaluation2026 A misinformation playbook sharpens judgement without breeding cynicism Guo et al. · arXiv · Psychology & interventions, Fact-checking & verification2026 VEX-Bench: Benchmarking Verification Complexity of LLM-Generated Misinformation Huang et al. · NeurIPS 2026, Track on Evaluations and Datasets · LLMs & generative AI, Fact-checking & verification2026 AI-Enabled Human Memory Manipulation: Misleading AI-Generated Summaries Distort Human Memory Sim et al. · arXiv · LLMs & generative AI, Psychology & interventions2026 To Trust or Not to Trust: Retrieval-Augmented Fact Checking in Speech Mazumder et al. · arXiv · Fact-checking & verification, LLMs & generative AI2026 SoK: Formal Methods for Fact-Checking and Information Integrity Kekatos et al. · arXiv · Fact-checking & verification, LLMs & generative AI2026 Making AI-Assisted Claims Independently Challengeable: Publication Authority and a Protocol for Falsifiable Publication Records Tiltack et al. · arXiv · LLMs & generative AI, Platforms, policy & society2026 A Multi-Stage Agentic Framework for Effective Counter-Narrative Generation and Refinement Kronfeld et al. · arXiv · LLMs & generative AI, Platforms, policy & society2026 CoVer: Conflict-Aware Claim Verification Zhang et al. · arXiv · Fact-checking & verification, Datasets & evaluation2026 Calibrating Small Language Models for Claim Check-Worthiness Detection Amatya et al. · arXiv · LLMs & generative AI, Fact-checking & verification2026 The GenAI Catch-22: Use of Generative Artificial Intelligence in Norwegian Newsrooms During the 2025 Parliamentary Election Reisjå & Løvtie · arXiv · LLMs & generative AI, Platforms, policy & society2026 What's Left Unsaid? Detecting and Correcting Misleading Omissions in Multimodal News Previews Li et al. · arXiv · Detection methods, Deepfakes & multimodal2025 A Guide to Misinformation Detection Data and Evaluation Thibault et al. · KDD '25 — 31st ACM SIGKDD Conference on… · Datasets & evaluation, Detection methods2024 Controlled Change Dodds · LLMs & generative AI, Platforms, policy & society2024 DELL: Generating Reactions and Explanations for LLM-Based Misinformation Detection Wan et al. · arXiv · LLMs & generative AI, Detection methods2023 How Do Large Language Models Capture the Ever-changing World Knowledge? A Review of Recent Advances Zhang et al. · arXiv · LLMs & generative AI, Datasets & evaluation2023 Survey on Factuality in Large Language Models: Knowledge, Retrieval and Domain-Specificity Wang et al. · arXiv · LLMs & generative AI, Fact-checking & verification2023 The Perils & Promises of Fact-checking with Large Language Models Quelle & Bovet · arXiv · Fact-checking & verification, LLMs & generative AI2022 Atlas: Few-shot Learning with Retrieval Augmented Language Models Izacard et al. · arXiv · LLMs & generative AI, Fact-checking & verification2022 Discovering Latent Knowledge in Language Models Without Supervision Burns et al. · arXiv · LLMs & generative AI, Detection methods2022 NELA-GT-2022: A Large Multi-Labelled News Dataset for The Study of Misinformation in News Articles Gruppi et al. · arXiv · Datasets & evaluation, Detection methods2022 The psychological drivers of misinformation belief and its resistance to correction Ecker et al. · Nature Reviews Psychology · Psychology & interventions, Fact-checking & verification