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Rumour Detection

Rumor detection is the task of identifying rumors, i.e. statements whose veracity is not quickly or ever confirmed, in utterances on social media platforms.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 11–20 of 98 papers

Title	Date	Tasks	Status	Hype	Score
MTLTS: A Multi-Task Framework To Obtain Trustworthy Summaries From Crisis-Related Microblogs	Dec 10, 2021	Multi-Task LearningRumour Detection	CodeCode Available	0	5
Rumor Detection on Twitter with Tree-structured Recursive Neural Networks	Jul 1, 2018	Feature EngineeringGeneral Classification	CodeCode Available	0	5
Back to the Future -- Sequential Alignment of Text Representations	Sep 8, 2019	Decision MakingRumour Detection	CodeCode Available	0	5
Danish Stance Classification and Rumour Resolution	Jul 2, 2019	ClassificationFeature Engineering	CodeCode Available	0	5
Verifying the Robustness of Automatic Credibility Assessment	Mar 14, 2023	Fact CheckingMisinformation	CodeCode Available	0	5
BUT-FIT at SemEval-2019 Task 7: Determining the Rumour Stance with Pre-Trained Deep Bidirectional Transformers	Feb 25, 2019	General ClassificationRumour Detection	CodeCode Available	0	5
CLEARumor at SemEval-2019 Task 7: ConvoLving ELMo Against Rumors	Apr 5, 2019	Rumour Detection	CodeCode Available	0	5
CMA-R:Causal Mediation Analysis for Explaining Rumour Detection	Feb 13, 2024	Decision MakingRumour Detection	CodeCode Available	0	5
Domain Generalization for Text Classification with Memory-Based Supervised Contrastive Learning	Oct 1, 2022	Contrastive LearningCross-Domain Text Classification	CodeCode Available	0	5
Joint Rumour Stance and Veracity Prediction	Sep 1, 2019	PredictionRumour Detection	CodeCode Available	0	5

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All datasets Sepehr_RumTel01 1

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	ParsBERT+PCapsNet +SA+Title+ Auxiliary	F-Measure	0.95	—	Unverified
2	BERT-SAWS	F-Measure	0.93	—	Unverified
3	Jahanbakhsh-Nagadeh et al.	F-Measure	0.83	—	Unverified
4	Common context features + Four SA classes	F-Measure	0.79	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CMA_R	0..5sec	1	—	Unverified