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Fake News Detection

Fake News Detection is a natural language processing task that involves identifying and classifying news articles or other types of text as real or fake. The goal of fake news detection is to develop algorithms that can automatically identify and flag fake news articles, which can be used to combat misinformation and promote the dissemination of accurate information.

Papers

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Showing 1–50 of 490 papers

TitleStatusHype
Fake News Detection: It's All in the Data!Code5
Explainable Fake News Detection With Large Language Model via Defense Among Competing WisdomCode2
FaKnow: A Unified Library for Fake News DetectionCode2
Detecting and Grounding Multi-Modal Media Manipulation and BeyondCode2
Detecting and Grounding Multi-Modal Media ManipulationCode2
MDFEND: Multi-domain Fake News DetectionCode2
Fake News Detection on Social Media: A Data Mining PerspectiveCode2
Synergizing LLMs with Global Label Propagation for Multimodal Fake News DetectionCode1
Multimodal Fake News Detection: MFND Dataset and Shallow-Deep Multitask LearningCode1
A Python Tool for Reconstructing Full News Text from GDELTCode1
Modality Interactive Mixture-of-Experts for Fake News DetectionCode1
Each Fake News is Fake in its Own Way: An Attribution Multi-Granularity Benchmark for Multimodal Fake News DetectionCode1
Revisiting Fake News Detection: Towards Temporality-aware Evaluation by Leveraging Engagement EarlinessCode1
AMPLE: Emotion-Aware Multimodal Fusion Prompt Learning for Fake News DetectionCode1
DAAD: Dynamic Analysis and Adaptive Discriminator for Fake News DetectionCode1
Cross-Modal Augmentation for Few-Shot Multimodal Fake News DetectionCode1
An Enhanced Fake News Detection System With Fuzzy Deep LearningCode1
Enhancing Fake News Detection in Social Media via Label Propagation on Cross-modal Tweet GraphCode1
Let Silence Speak: Enhancing Fake News Detection with Generated Comments from Large Language ModelsCode1
FineFake: A Knowledge-Enriched Dataset for Fine-Grained Multi-Domain Fake News DetectionCode1
Unveiling Implicit Deceptive Patterns in Multi-Modal Fake News via Neuro-Symbolic ReasoningCode1
Fake news detection: Taxonomy and comparative studyCode1
TELLER: A Trustworthy Framework for Explainable, Generalizable and Controllable Fake News DetectionCode1
GAMC: An Unsupervised Method for Fake News Detection using Graph Autoencoder with MaskingCode1
Dual-Teacher De-biasing Distillation Framework for Multi-domain Fake News DetectionCode1
Adapting Fake News Detection to the Era of Large Language ModelsCode1
Detecting Deepfakes Without Seeing AnyCode1
Fake News in Sheep's Clothing: Robust Fake News Detection Against LLM-Empowered Style AttacksCode1
Towards LLM-based Fact Verification on News Claims with a Hierarchical Step-by-Step Prompting MethodCode1
Prompt-and-Align: Prompt-Based Social Alignment for Few-Shot Fake News DetectionCode1
Bad Actor, Good Advisor: Exploring the Role of Large Language Models in Fake News DetectionCode1
A Survey on Interpretable Cross-modal ReasoningCode1
A Generalized Deep Markov Random Fields Framework for Fake News Detection.Code1
Learn over Past, Evolve for Future: Forecasting Temporal Trends for Fake News DetectionCode1
3HAN: A Deep Neural Network for Fake News DetectionCode1
LTCR: Long-Text Chinese Rumor Detection DatasetCode1
TieFake: Title-Text Similarity and Emotion-Aware Fake News DetectionCode1
Cross-modal Contrastive Learning for Multimodal Fake News DetectionCode1
Entity-Aware Dual Co-Attention Network for Fake News DetectionCode1
Nothing Stands Alone: Relational Fake News Detection with Hypergraph Neural NetworksCode1
Exploring Fake News Detection with Heterogeneous Social Media Context GraphsCode1
Multiverse: Multilingual Evidence for Fake News DetectionCode1
Adversarial Contrastive Learning for Evidence-aware Fake News Detection with Graph Neural NetworksCode1
A Coarse-to-fine Cascaded Evidence-Distillation Neural Network for Explainable Fake News DetectionCode1
Improving Fake News Detection of Influential Domain via Domain- and Instance-Level TransferCode1
Public Wisdom Matters! Discourse-Aware Hyperbolic Fourier Co-Attention for Social-Text ClassificationCode1
Memory-Guided Multi-View Multi-Domain Fake News DetectionCode1
Bootstrapping Multi-view Representations for Fake News DetectionCode1
Fake News Detection with Heterogeneous TransformerCode1
Tackling Fake News Detection by Continually Improving Social Context Representations using Graph Neural NetworksCode1
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All datasetsFNC-1RAWFCGrover-MegaLIARHostility Detection Dataset in HindiCOVID-19 Fake News DatasetMediaEval2016PolitiFactSocial mediaWeibo NER

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Sepúlveda-Torres R., Vicente M., Saquete E., Lloret E., Palomar M. (2021)Weighted Accuracy90.73—Unverified
2ZAINAB A. JAWAD, AHMED J. OBAID (CNN and DNN with SCM, 2022)Weighted Accuracy84.6—Unverified
3Bhatt et al.Weighted Accuracy83.08—Unverified
4Bi-LSTM (max-pooling, attention)Weighted Accuracy82.23—Unverified
53rd place at FNC-1 - Team UCL Machine Reading (Riedel et al., 2017)Weighted Accuracy81.72—Unverified
6Neural method from Mohtarami et al. + TF-IDF (Mohtarami et al., 2018)Weighted Accuracy81.23—Unverified
7Neural method from Mohtarami et al. (Mohtarami et al., 2018)Weighted Accuracy78.97—Unverified
8Baseline based on skip-thought embeddings (Bhatt et al., 2017)Weighted Accuracy76.18—Unverified
9Baseline based on word2vec + hand-crafted features (Bhatt et al., 2017)Weighted Accuracy72.78—Unverified
10Neural baseline based on bi-directional LSTMs (Bhatt et al., 2017)Weighted Accuracy63.11—Unverified
#ModelMetricClaimedVerifiedStatus
1Persuasive Writing StrategyF155.8—Unverified
2HiSSF153.9—Unverified
3CofCEDF151.1—Unverified
4ReActF149.8—Unverified
5Standard prompting with articlesF147.9—Unverified
6CoTF144.4—Unverified
#ModelMetricClaimedVerifiedStatus
1Text-Transformers + Five-fold five model cross-validation +Pseudo Label AlgorithmUnpaired Accuracy98.5—Unverified
2Grover-MegaUnpaired Accuracy92—Unverified
3Grover-LargeUnpaired Accuracy80.8—Unverified
4BERT-LargeUnpaired Accuracy73.1—Unverified
5GPT2 (355M)Unpaired Accuracy70.1—Unverified
#ModelMetricClaimedVerifiedStatus
1Hybrid CNNs (Text + All)Test Accuracy0.27—Unverified
2CNNsTest Accuracy0.27—Unverified
3Hybrid CNNs (Text + Speaker)Test Accuracy0.25—Unverified
4Bi-LSTMsTest Accuracy0.23—Unverified
#ModelMetricClaimedVerifiedStatus
1Auxiliary IndicBertF1 score0.77—Unverified
2Auxiliary IndicBertF1 score0.57—Unverified
#ModelMetricClaimedVerifiedStatus
1Ensemble Model + Heuristic Post-ProcessingF10.99—Unverified
#ModelMetricClaimedVerifiedStatus
1SEMI-FNDAccuracy85.8—Unverified
#ModelMetricClaimedVerifiedStatus
1Convolutional Tsetlin Machine1:1 Accuracy91.21—Unverified
#ModelMetricClaimedVerifiedStatus
1TextRNNAccuracy92.4—Unverified
#ModelMetricClaimedVerifiedStatus
1SEMI-FNDAccuracy86.83—Unverified