mlsanityData to 14 Oct 2026

Hoaxy: A Platform for Tracking Online Misinformation

arXiv 1603.01511 ↗First posted 4 Mar 2016cs.SI physics.soc-phcited by 17

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Abstract (arXiv)

Massive amounts of misinformation have been observed to spread in uncontrolled fashion across social media. Examples include rumors, hoaxes, fake news, and conspiracy theories. At the same time, several journalistic organizations devote significant efforts to high-quality fact checking of online claims. The resulting information cascades contain instances of both accurate and inaccurate information, unfold over multiple time scales, and often reach audiences of considerable size. All these factors pose challenges for the study of the social dynamics of online news sharing. Here we introduce Hoaxy, a platform for the collection, detection, and analysis of online misinformation and its related fact-checking efforts. We discuss the design of the platform and present a preliminary analysis of a sample of public tweets containing both fake news and fact checking. We find that, in the aggregate, the sharing of fact-checking content typically lags that of misinformation by 10--20 hours. Moreover, fake news are dominated by very active users, while fact checking is a more grass-roots activity. With the increasing risks connected to massive online misinformation, social news observatories have the potential to help researchers, journalists, and the general public understand the dynamics of real and fake news sharing.

Key facts. Cited by 17 papers in the map (data through 14 Oct 2026). First posted on arXiv 4 Mar 2016.

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Citing papers per year: 2021: 7; 2022: 2; 2023: 2; 2024: 1; 2025: 3; 2026: 2.

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  1. 2023Adapting Fake News Detection to the Era of Large Language Modelscited by 14
  2. 2021Dataset of Fake News Detection and Fact Verification: A Surveycited by 11
  3. 2023Human-centered NLP Fact-checking: Co-Designing with Fact-checkers using Matchmaking for AIcited by 9
  4. 2021SciClops: Detecting and Contextualizing Scientific Claims for Assisting Manual Fact-Checkingcited by 8
  5. 2021How does Truth Evolve into Fake News? An Empirical Study of Fake News Evolutioncited by 5
  6. 2022Identifying and Characterizing Active Citizens who Refute Misinformation in Social Mediacited by 5
  7. 2025An Explainable Framework for Misinformation Identification via Critical Question Answeringcited by 4
  8. 2021WhatTheWikiFact: Fact-Checking Claims Against Wikipediacited by 3
  9. 2025Prompt-Induced Linguistic Fingerprints for LLM-Generated Fake News Detectioncited by 3
  10. 2024Enabling Contextual Soft Moderation on Social Media through Contrastive Textual Deviationcited by 2
  11. 2026When Understanding Becomes a Risk: Authenticity and Safety Risks in the Emerging Image Generation Paradigmcited by 2
  12. 2021Technological Approaches to Detecting Online Disinformation and Manipulationcited by 1
5 more
  1. 2021REMOD: Relation Extraction for Modeling Online Discoursecited by 0
  2. 2021SOK: Fake News Outbreak 2021: Can We Stop the Viral Spread?cited by 0
  3. 2022Graphical Models of False Information and Fact Checking Ecosystemscited by 0
  4. 2025Pooling Attention: Evaluating Pretrained Transformer Embeddings for Deception Classificationcited by 0
  5. 2026One AI Signal, Many Human Judgments: A Bayesian Cascade Analysis of AI-based Credibility Indicators in Online Information Spreadcited by 0