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Stance Detection

Stance detection is the extraction of a subject's reaction to a claim made by a primary actor. It is a core part of a set of approaches to fake news assessment.

Example:

Source: "Apples are the most delicious fruit in existence"
Reply: "Obviously not, because that is a reuben from Katz's"
Stance: deny

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 326–343 of 343 papers

Title	Date	Tasks	Status	Hype
TATA: Stance Detection via Topic-Agnostic and Topic-Aware Embeddings	Oct 22, 2023	ArticlesContrastive Learning	CodeCode Available	0
The COVMis-Stance dataset: Stance Detection on Twitter for COVID-19 Misinformation	Apr 5, 2022	MisinformationStance Detection	CodeCode Available	0
Topic-Guided Sampling For Data-Efficient Multi-Domain Stance Detection	Jun 1, 2023	Contrastive LearningDomain Adaptation	CodeCode Available	0
Tracking the Takes and Trajectories of English-Language News Narratives across Trustworthy and Worrisome Websites	Jan 15, 2025	Fact CheckingStance Detection	CodeCode Available	0
Turing at SemEval-2017 Task 8: Sequential Approach to Rumour Stance Classification with Branch-LSTM	Apr 24, 2017	General ClassificationRumour Detection	CodeCode Available	0
Tweets2Stance: Users stance detection exploiting Zero-Shot Learning Algorithms on Tweets	Apr 22, 2022	Stance DetectionZero-Shot Learning	CodeCode Available	0
tWT--WT: A Dataset to Assert the Role of Target Entities for Detecting Stance of Tweets	Jun 1, 2021	SentenceStance Detection	CodeCode Available	0
Understanding and Tackling Label Errors in Individual-Level Nature Language Understanding	Feb 18, 2025	Natural Language UnderstandingSentiment Analysis	CodeCode Available	0
Understanding the Dynamics between Vaping and Cannabis Legalization Using Twitter Opinions	Jun 4, 2021	Stance DetectionWeakly-supervised Learning	CodeCode Available	0
Unsupervised Belief Representation Learning with Information-Theoretic Variational Graph Auto-Encoders	Oct 1, 2021	Representation LearningStance Detection	CodeCode Available	0
Prompting and Fine-Tuning Open-Sourced Large Language Models for Stance Classification	Sep 24, 2023	ClassificationSentence	CodeCode Available	0
Voting Booklet Bias: Stance Detection in Swiss Federal Communication	Jun 15, 2023	Stance Detection	CodeCode Available	0
Wearing Masks Implies Refuting Trump?: Towards Target-specific User Stance Prediction across Events in COVID-19 and US Election 2020	Mar 21, 2023	Stance Detection	CodeCode Available	0
Why Should This Article Be Deleted? Transparent Stance Detection in Multilingual Wikipedia Editor Discussions	Oct 9, 2023	Decision MakingStance Detection	CodeCode Available	0
WSDMS: Debunk Fake News via Weakly Supervised Detection of Misinforming Sentences with Contextualized Social Wisdom	Oct 25, 2023	ArticlesMisinformation	CodeCode Available	0
Your Stance is Exposed! Analysing Possible Factors for Stance Detection on Social Media	Aug 8, 2019	Stance Detection	CodeCode Available	0
Zero-shot Cross-lingual Stance Detection via Adversarial Language Adaptation	Apr 22, 2024	Stance DetectionTranslation	CodeCode Available	0
Zero-Shot Stance Detection: A Dataset and Model using Generalized Topic Representations	Oct 7, 2020	Stance DetectionZero-Shot Stance Detection	CodeCode Available	0

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All datasets MGTAB RumourEval FNC-1 ARC (AI2 Reasoning Challenge)argmin Dhoroni emergent iac1 ibmcs mtsd Perspectrum poldeb

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	RGT	Acc	87.8	—	Unverified
2	Simple-HGN	Acc	85.3	—	Unverified
3	GCN	Acc	82.4	—	Unverified
4	GAT	Acc	82.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TESTED	F1	66.58	—	Unverified
2	Kochkina et al. 2017	Accuracy	0.78	—	Unverified
3	Bahuleyan and Vechtomova 2017	Accuracy	0.78	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TESTED	F1	83.17	—	Unverified
2	Transition Matrix	F1	77.76	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TESTED	F1	64.82	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TESTED	F1	62.79	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BanglaBERT-Dhoroni	Accuracy	0.64	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TESTED	F1	82.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TESTED	F1	56.97	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TESTED	F1	88.06	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TESTED	F1	63.96	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TESTED	F1	83.11	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TESTED	F1	52.76	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	COLA+GPT3.5	Average F1	83.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Boosting	F1	0.87	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TESTED	F1	64.71	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TESTED	F1	58.72	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TESTED	F1	78.61	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BERT	Average F1	66	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MUSE + UMAP (Unsupervised)	Avg F1	0.86	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MUSE + UMAP (Unsupervised)	Avg F1	0.84	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TESTED	F1	57.47	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TESTED	F1	70.98	—	Unverified